diff --git a/packages/flow/benchmark/economic_comparison/README.md b/packages/flow/benchmark/economic_comparison/README.md
new file mode 100644
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+# Economic comparison: OpenAdapt against competent alternatives
+
+This directory compares OpenAdapt with three alternatives a competent team
+could build today. It counts every person's minute and the total cost over
+10, 100 and 1,000 items, not only the per-run speed. Every number in the
+tables comes from the raw rows listed under [Raw results](#raw-results).
+People's time is priced from stated assumptions
+([`assumptions.json`](assumptions.json)), never measured.
+
+Measured on 2026-10-24. Synthetic data only.
+
+## Short answer
+
+On these two tasks OpenAdapt does not win the economics.
+
+- **OpenEMR referral intake (55 items, one app change).** The agent with
+  structured tools and REST read-back beat OpenAdapt's production
+  configuration on most rows:
+  - automated items: 49 vs 41;
+  - false stops: 5 vs 9 of 35;
+  - median time: 24 s vs 119 s an item;
+  - operator time: 0.91 vs 2.15 minutes an item;
+  - projected total for 1,000 items: $606 vs $1,158.
+
+  OpenAdapt was better only on model cost ($0 vs $0.05 an item). Neither arm
+  made a silent wrong save (0 of 55 each).
+- **MockMed fault suite (100 items, 10 UI changes, 5 server faults).** Both
+  competent alternatives verified 90 of 90 items with 0 silent wrong saves.
+  The agent-written script cost $0.26 in model calls for all 100 items,
+  including four repairs of its own. OpenAdapt's program verified 71 of 90
+  with 0 silent wrong saves and 19 false stops. The 1,000-item totals are
+  within about 30% of each other ($104 to $135). OpenAdapt is lowest in
+  dollars and highest in people minutes.
+- **The silent-wrong advantage holds only against an agent that trusts the
+  screen.** The screenshot-only computer-use agent reported all 5 server-side
+  bad saves as saved. Every arm that reads the record back reported none of
+  them as saved, whether it was OpenAdapt or not.
+
+## The arms
+
+Every arm gets the same task text, the same app and the same read access to
+the system of record that OpenAdapt's record check uses: REST on OpenEMR,
+`GET /api/db` on MockMed. No arm gets the fault, and no arm judges itself. On
+OpenEMR, the oracle is a direct SQL read; on MockMed, it is the store's rows
+before and after each item.
+
+| # | Arm | What it is | Model |
+|---|---|---|---|
+| 1 | Agent with structured tools | Reads the page's controls (DOM and accessibility view, not screenshots), acts on them by reference, and reads the record before and after the save. It is told to claim success only when exactly one correct record landed. On OpenEMR: [`lifecycle/arms/agent_tools.py`](../lifecycle/arms/agent_tools.py). On MockMed: `AgentTools` in [`silent_saves/agent_arms.py`](../silent_saves/agent_arms.py). | Claude Sonnet 5.5 |
+| 2 | Agent-written script | A coding agent writes a Playwright script with the same checks: a duplicate guard before the save and a read-back after it. It dry-runs the script with the save blocked at the network layer, then submits it. Items then run with no model call. When the script breaks, the agent fixes it against the live page and the item runs again. On OpenEMR: [`lifecycle/arms/agent_script.py`](../lifecycle/arms/agent_script.py). On MockMed: `AgentScript` in [`silent_saves/agent_arms.py`](../silent_saves/agent_arms.py). | Claude Sonnet 5.5 |
+| 3 | OpenAdapt, as a customer would run it | On OpenEMR: the Regulated profile, `problems_only` approval, durable runs, pipelined read-back, self-repair for a relabeled save button, and the governed run gate on the sealed bundle. This is the production-lifecycle session's arm, `lifecycle/production_arm.py`, run on its branch's engine. The API step is refused on this form (see below), so the GUI save runs. On MockMed: the admitted program with read-back and no model calls. The MockMed program does not run the Regulated profile. | none |
+| 4 | Computer-use agent, screenshots only | The scoreboard's reference agent. Measured on MockMed only (committed runs of 2026-10-19). | Claude Sonnet 5.5 |
+
+A fifth MockMed row runs arm 4's own runs with each claim gated on
+OpenAdapt's read-back (`verify-run`). That is the cheapest way to add the
+read-back to an existing agent.
+
+### The API step
+
+The 3.33 s API-path figure was measured without approval gates or durable
+runs. On current main the compiler refuses the API step for this form:
+OpenEMR validates the date of birth with a script rule the API step can't
+evaluate, and another write happens during the form span. So OpenAdapt's
+gated OpenEMR numbers below are the GUI path's
+([`../lifecycle/results/api_tier/`](../lifecycle/results/api_tier/)).
+
+## OpenEMR referral intake
+
+Seed 7, 55 referrals over 10 simulated days, workload
+`lifecycle-workload/2026-10-24.1`. About a third of the referrals carry an
+exception: duplicates, resends, shared surnames and dates of birth, a missing
+date of birth, malformed fields, other clerks, a forced logout, slow and
+failed saves. One app change: the save button "Confirm Create New Patient"
+becomes "Save new patient" from item 26 on. Local OpenEMR 8.0.0.3. Host
+1-minute load was about 5 to 20 during these runs.
+
+| Arm | Items | Right in the end | Automated (no hand entry) | Silent wrong | False stops (of clean items) | Median s an item | Model $ an item | Operator min an item | After the app change | Model $ in total |
+|---|---|---|---|---|---|---|---|---|---|---|
+| 3. OpenAdapt, production configuration | 55 | 53 | 41 | 0 | 9 of 35 | 118.5 | 0 | 2.15 | 7 of 30 later items false-stopped; 7.5 min of maintenance; first verified item 2 items after the change | 0 |
+| 3 on current main | 27 (stopped) | 27 | 4 | 0 | 19 of 20 | 226.9 | 0 | 4.56 | not reached | 0 |
+| 1. Agent with tools | 55 | 55 | 49 | 0 | 5 of 35 | 24.3 | 0.050 | 0.91 | no stop in items 26-42; 6 stops in items 43-54 (a stuck confirm popup) | 2.77 |
+| 2. Agent-written script | 16 (hung) | 16 | 7 | 0 | 7 of 12 | 5.3 | 0 | 2.44 | not reached | 0.86 |
+| By hand (reference) | | | 0 | | | 210 | 0 | 3.50 | | 0 |
+
+"Right in the end" counts items the oracle judges right, whoever did them.
+Items an arm stopped on were entered by hand by the scripted operator, and
+that time is in "Operator min an item". The silent-wrong 95% CI for 0 of 55
+is 0 to 6.5%.
+
+What happened to each arm:
+
+- **OpenAdapt.** It stopped on every possible-duplicate listing. That is
+  right for real duplicates, and a false stop for new patients who share a
+  surname or a date of birth with an existing chart (9 false stops). On
+  item 26, the first after the relabel, it stopped after the save had
+  landed (`RECONCILIATION_REQUIRED`), so a person reconciled it. A person
+  approved the proposed relabel repair once, and later items ran on the
+  repaired program. `problems_only` still asked a person to approve the save
+  click on 30 items (20 s each in the cost model).
+- **OpenAdapt on current main** created no chart by itself in 27 items. Its
+  duplicate check stopped on every listing.
+- **Agent with tools.** It checked the record before saving and judged the
+  duplicate listings itself. It stopped on all 10 items where stopping was
+  right: existing charts, resends, another clerk's registration, an
+  ambiguous match and missing dates of birth. It handled the relabel with
+  no stop. From item 43 on it stopped 6
+  times: the confirm popup did not close after a click, and the agent
+  reported "not saved" rather than saving twice. None of those items left a
+  chart, so they are false stops, not wrong saves.
+- **Agent-written script.** Its first script stopped on every
+  possible-duplicate listing (5 items). It also timed out on the title field
+  on 4 items; the agent fixed it 4 times. After item 16 the run made no
+  progress for about 2 hours and was stopped to free the shared fixture
+  (ledger row `stopped: hung`). No stack was captured, so the cause is not
+  known; every wait in the agent's script had a timeout, which points at a
+  harness call with none (such as `page.evaluate` in OpenEMR's tab shell).
+  Its numbers are 16 items before the app change, and are not comparable to
+  the full runs. The hand-written script and the screenshot agent were not
+  run on OpenEMR. `lifecycle.arms.compare` now bounds every item
+  (`LIFECYCLE_ITEM_TIMEOUT_S`, default 900 s). On a timeout it writes every
+  thread's stack to `stacks.txt`, kills the arm's browser driver, records
+  the item as an error and gives the arm a fresh browser. If the arm still
+  does not return, the process exits after 3 more minutes. The remaining
+  OpenEMR arms are queued for the fixture as `baselines-rest`.
+
+### Totals for OpenEMR
+
+Setup + items + app changes (4 per 1,000 items) + cleanup of silent wrongs.
+People time is in the brackets at x0.5 and x2 of the assumed rates.
+
+| Arm | 10 items | 100 items | 1,000 items | People minutes for 1,000 |
+|---|---|---|---|---|
+| 3. OpenAdapt, production configuration | $72 [36-144] | $171 [86-340] | $1,158 [584-2,307] | 2,228 |
+| 3 on current main | $84 | $290 | $2,351 | 4,608 |
+| 1. Agent with tools | $105 [53-210] | $151 [78-296] | $606 [329-1,161] | 969 |
+| 2. Agent-written script (16 items only) | $130 | $239 | $1,337 | 2,508 |
+| By hand | $18 | $175 | $1,750 | 3,500 |
+
+At 10 items, entering every referral by hand costs least. From 100 items on,
+the agent with tools costs least; that holds at x0.5 and x2. OpenAdapt's
+production configuration removes about 36% of the people time of doing
+everything by hand, and the agent with tools about 72%.
+
+## MockMed fault suite
+
+[`silent_saves`](../silent_saves/README.md) fault set 1.1.0: 100 runs of
+"open Jane Sample's referral, start a Triage encounter, save this note". Ten
+blocks each switch one UI change on: renamed controls, display scaling, moved
+buttons, a What's New screen, latency, a reordered queue, a moved New
+Encounter control, a look-alike referral, a relabeled type and a missing
+referral. Five items get a server-side bad save. The store is read before and
+after every item.
+
+| Arm | Verified (of 90) | Silent wrong (of 100) | False stops | Server faults reported saved (of 5) | Stopped when no save existed (of 5) | Model $ for 100 items | Seconds an item, control block |
+|---|---|---|---|---|---|---|---|
+| 1. Agent with tools | 90 | 0 | 0 | 0 | 5 | 1.45 | 13.7 |
+| 2. Agent-written script | 90 | 0 | 0 | 0 | 5 | 0.26 | 0.8 |
+| 3. OpenAdapt program (current main) | 71 | 0 | 19 | 0 | 5 | 0 | 7.3 |
+| 3r. OpenAdapt program with self-repair (engine of 2026-10-19) | 62 | 0 | 28 | 0 | 5 | 0.48 | 7.4 |
+| 4. Computer-use agent, screenshots only | 90 | 5 | 0 | 5 | 5 | 3.90 | 22.5 |
+| 4 with OpenAdapt read-back | 90 | 0 | 0 | 0 | 5 | 3.90 | 22.5 + 1.2 |
+
+The silent-wrong 95% CI for 0 of 100 is 0 to 3.7%. Seconds come from a
+separate 15-item control-block pass at normal load
+(`<arm>/2026-10-24-timing/`). The full runs ran at host loads of 77 to 374
+and their times are not used. Rows 3r and 4 are committed runs of
+2026-10-19.
+
+Where each arm spent people time, per UI change, in minutes over a steady
+item (+fix: a person fixed the program, script or prompt because the arm had
+not recovered by the end of the block):
+
+| Change | Agent with tools | Agent script | OpenAdapt program | Screenshot agent |
+|---|---|---|---|---|
+| What's New screen | 0 | 10 (one fix reviewed) | 52 +fix (re-teach) | 0 |
+| New Encounter moved and renamed | 0 | 10 (one fix reviewed) | 49 +fix (re-teach) | 0 |
+| Look-alike referral above the target | 0 | 10 (one fix reviewed) | 0 | 0 |
+| Target referral gone (right answer: stop) | 10 | 40 (3 fix attempts reviewed; it kept stopping) | 10 | 10 |
+| The other six changes | 0 | 0 | 0 | 0 |
+
+The OpenAdapt program stopped on every item under two changes: the What's
+New screen and the moved New Encounter control. Its self-repair did not
+propose an admissible fix for either.
+
+### Totals for MockMed
+
+| Arm | 10 items | 100 items | 1,000 items | People minutes for 1,000 |
+|---|---|---|---|---|
+| 1. Agent with tools | $100 | $104 | $135 | 102 |
+| 2. Agent-written script | $51 | $56 | $111 | 96 |
+| 3. OpenAdapt program | $61 | $65 | $104 | 134 |
+| 3r. with self-repair (2026-10-19) | $61 | $66 | $110 | 148 |
+| 4. Screenshot agent | $51 | $56 | $110 | 69, plus 10 silent wrongs |
+| 4 with OpenAdapt read-back | $51 | $56 | $111 | 72 |
+
+On MockMed the totals are dominated by setup (an engineer's or operator's
+hour) and by assumed server faults (10 per 1,000 items). Setup and faults
+cost about the same in every arm. The screenshot agent's 10 silent wrongs in
+1,000 items are charged only the lower-bound cleanup: a reconcile plus a
+re-entry each. Their harm is not priced.
+
+## Where OpenAdapt loses and where it wins
+
+OpenAdapt loses on:
+
+- Verified and automated items, on both apps: 41 vs 49 of 55 on OpenEMR,
+  and 71 vs 90 of 90 on MockMed.
+- False stops: 9 vs 5 on OpenEMR, and 19 vs 0 on MockMed.
+- Seconds an item on OpenEMR: 119 vs 24.
+- Operator minutes and total cost from 100 items on, on OpenEMR.
+- People time per UI change on MockMed, under the two changes it could not
+  repair.
+
+OpenAdapt wins on:
+
+- Model cost an item: $0 vs $0.013 to $0.05 for the agent arms. At 1,000
+  items, model cost is $13 to $50 and so a small share of every total.
+- Silent wrong saves compared with an agent that trusts the screen: 0 vs 5
+  of 5 server faults. This is not a win over agents that read the record
+  back: they also had 0.
+- Stopping when no correct save exists: 5 of 5, the same as every
+  read-back arm.
+
+## Assumptions
+
+All in [`assumptions.json`](assumptions.json):
+
+- **Labor:** operator $30 an hour and engineer $100 an hour.
+- **Setup people time:**
+  - OpenAdapt: 22 operator minutes (teach, review, admit), plus 30 engineer
+    minutes to install it and write the record check.
+  - Agent with tools: 60 engineer minutes.
+  - Agent script: 30 engineer minutes.
+  - Screenshot agent: 30 engineer minutes.
+- **Per-touch operator time (cost model V1):**
+  - stop: 90 s;
+  - reconcile: 120 s;
+  - repair review: 120 s;
+  - manual entry: 180 s on OpenEMR and 60 s on MockMed;
+  - interrupt: 30 s per request.
+- **Maintenance people time:**
+  - an engineer reviews each agent-made script fix: 10 min;
+  - an engineer fixes a script by hand: 30 min;
+  - an operator re-teaches OpenAdapt after a change it could not handle:
+    22 min;
+  - an engineer adjusts an agent's prompt: 15 min.
+- **Volume:** 4 UI changes and 10 server-side bad saves per 1,000 items.
+
+No operator timing here is from a real person. Change any number in
+`assumptions.json` and run `python -m economic_comparison.totals`.
+
+## Limits
+
+- One run per arm, one task per app, a scripted operator and synthetic
+  data. Small samples: read the confidence intervals.
+- The OpenEMR runs for arm 3 and arms 1 and 2 used the same seeded stream on
+  two copies of the same pinned fixture, a few hours apart.
+- Arm 3 on OpenEMR runs the engine of the `measure/production-lifecycle`
+  branch (duplicate-list check, relabel repair). Current main is the
+  "3 on main" row.
+- The agent-written script on OpenEMR hung after 16 items. The hand-written
+  script and the screenshot agent were not run on OpenEMR. A stronger
+  authoring model or more engineer time might give a better script. That
+  was not measured.
+- The MockMed OpenAdapt program is not the Regulated configuration. It has
+  no Regulated MockMed admission.
+- The MockMed program's first pass broke on items 16-18 and 83-100. Item 83
+  hit the 300 s watchdog under host load 374 and left the browser driver
+  unusable for the items after it; items 16-18 hit a busy durable authority.
+  Those 21 items were rerun in a fresh process. The first pass is kept as
+  `items.first-pass.csv`.
+- Model spend for this comparison: $6.05 of the $30 cap, ledger
+  [`../lifecycle/results/spend.json`](../lifecycle/results/spend.json).
+
+## Raw results
+
+| What | Where |
+|---|---|
+| OpenEMR, arms 1 and 2 | [`../lifecycle/results/economics-2026-10-24/`](../lifecycle/results/economics-2026-10-24/) (`<arm>/ledger.jsonl`, `workload.jsonl`, `plan.json`) |
+| OpenEMR, arm 3 | [`../lifecycle/results/production-2026-10-24/`](../lifecycle/results/production-2026-10-24/) (`after/`, `before/`) |
+| MockMed, new runs | `../silent_saves/results/1.1.0/{agent-tools,agent-script,openadapt-program}/2026-10-24*/` (the agent's scripts are in `agent-script/2026-10-24/scripts/`, and the agent's tool traces in `agent-tools/2026-10-24/traces/`) |
+| MockMed, earlier runs | `../silent_saves/results/1.1.0/{claude-computer-use+readback,self-repair}/2026-10-19/` |
+| Totals | [`results/totals.json`](results/totals.json), [`results/TABLE.md`](results/TABLE.md) |
+
+## Reproduce
+
+```bash
+cd packages/flow/benchmark
+python -m economic_comparison.totals    # recompute every table from the raw rows
+
+# MockMed (no fixture)
+python -m silent_saves --fault-set 1.1.0 --agent python:silent_saves.agent_arms:AgentTools --out <dir>
+python -m silent_saves --fault-set 1.1.0 --agent python:silent_saves.agent_arms:AgentScript --out <dir>
+
+# OpenEMR (needs the fixture lease; see ~/oa/scratch/fixture-lease/README.md)
+python -m lifecycle.apps up
+python -m lifecycle.arms.compare --out <dir> --seed 7 --items 55 --days 10 \
+    --drift relabel_save@26 --arms-json economic_comparison/openemr_arms.json
+```
diff --git a/packages/flow/benchmark/economic_comparison/__init__.py b/packages/flow/benchmark/economic_comparison/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/packages/flow/benchmark/economic_comparison/assumptions.json b/packages/flow/benchmark/economic_comparison/assumptions.json
new file mode 100644
index 000000000..ac5f3f9a3
--- /dev/null
+++ b/packages/flow/benchmark/economic_comparison/assumptions.json
@@ -0,0 +1,100 @@
+{
+  "version": "economic-comparison/2026-10-24.1",
+  "note": "Every number here is an assumption, not a measurement. totals.py takes measured rates from the raw results and these assumptions, and shows the totals at half and double the people-time assumptions. Change a number here, never in code.",
+  "labor_usd_per_hour": {
+    "operator": 30.0,
+    "engineer": 100.0,
+    "source": "lifecycle/arms/prices.json (labor): round figures for a fully loaded front-desk clerk hour and automation engineer hour"
+  },
+  "operator_s": {
+    "source": "lifecycle/cost_model.py V1 (lifecycle-cost/2026-10-20.1); no real operator timings exist yet",
+    "stop": 90.0,
+    "reconcile": 120.0,
+    "repair_review": 120.0,
+    "manual_entry_mockmed": 60.0,
+    "manual_entry_openemr": 180.0,
+    "interrupt": 30.0,
+    "manual_entry_mockmed_why": "a MockMed triage note is one click path and one note field, about a third of the 12-field OpenEMR registration the cost model's 180 s is for"
+  },
+  "per_outcome": {
+    "note": "What a person does after each outcome. One interrupt per item that reaches a person.",
+    "correct": [],
+    "claimed_failure_save_possible": [
+      "stop",
+      "manual_entry"
+    ],
+    "claimed_failure_no_save_possible": [
+      "stop"
+    ],
+    "flagged_wrong": [
+      "stop",
+      "reconcile",
+      "manual_entry"
+    ],
+    "false_alarm": [
+      "stop",
+      "reconcile"
+    ],
+    "silent_wrong": [
+      "reconcile",
+      "manual_entry",
+      "interrupt"
+    ],
+    "silent_wrong_why": "lower bound: someone later finds the wrong record, fixes it and enters the item again (two interruptions: when found and when fixed). Clinical or business harm is not priced."
+  },
+  "setup_people_min": {
+    "note": "One-time people time per workflow, by role. The agent's own authoring time and model cost are measured and reported separately.",
+    "openadapt": {
+      "operator": 22.0,
+      "engineer": 30.0,
+      "why": "cost model V1: teach preparation 5 min + a 2 min demonstration + compile review 10 min + admission 5 min; plus an engineer's 30 min to install it and write the record check (verify.yaml), the same read-back work the agent arms' engineer does"
+    },
+    "openadapt_regulated_openemr": {
+      "operator": 22.0,
+      "engineer": 30.0,
+      "why": "as above, plus an engineer's 30 min for the Regulated deployment (keys, sealed bundle, durable store, problems-only switch); the qualification campaign runs unattended"
+    },
+    "agent_tools": {
+      "operator": 0.0,
+      "engineer": 60.0,
+      "why": "an engineer wires a browser-tools agent (an off-the-shelf framework gives read_screen/click/fill), writes the record read-back tool and the check rule into the prompt, and tries it"
+    },
+    "agent_script": {
+      "operator": 0.0,
+      "engineer": 30.0,
+      "why": "an engineer prompts the coding agent with the demonstration and the API description, reads and tests the script it submits"
+    },
+    "cua_alone": {
+      "operator": 0.0,
+      "engineer": 30.0,
+      "why": "an engineer writes the task prompt and deploys the computer-use loop"
+    },
+    "human_script": {
+      "operator": 0.0,
+      "engineer": 120.0,
+      "why": "lifecycle/arms/prices.json engineer_script_author_s (2 h)"
+    }
+  },
+  "maintenance_people_min": {
+    "note": "People time per maintenance event, by kind.",
+    "script_fix_review_engineer": 10.0,
+    "script_fix_review_why": "an engineer reads the coding agent's diff and its dry run, and deploys it",
+    "script_fix_by_hand_engineer": 30.0,
+    "script_fix_by_hand_why": "lifecycle/arms/prices.json engineer_script_fix_s (30 min), when the coding agent's own fix did not hold",
+    "openadapt_reteach_operator": 22.0,
+    "openadapt_reteach_why": "a change OpenAdapt neither handled nor self-repaired: the person teaches the workflow again (same as setup)",
+    "agent_prompt_fix_engineer": 15.0,
+    "agent_prompt_fix_why": "a change an agent kept failing on: an engineer adjusts the prompt"
+  },
+  "detection": {
+    "items_until_a_silent_wrong_is_noticed": null,
+    "note": "Silent wrongs are charged one cleanup each; how long they go unnoticed is not modelled."
+  },
+  "volume": {
+    "ui_changes_per_1000_items": 4,
+    "why": "lifecycle/arms/prices.json drift rate: about one vendor release every few weeks at a clinic's referral volume",
+    "server_faults_per_1000_items": 10,
+    "server_faults_why": "assumed: one save in 100 goes wrong on the server side. The MockMed suite has 5 in 100 to measure detection; the excess cost per fault item is measured there and applied at this rate."
+  },
+  "compute_usd_per_hour": 0.2
+}
diff --git a/packages/flow/benchmark/economic_comparison/openemr_arms.json b/packages/flow/benchmark/economic_comparison/openemr_arms.json
new file mode 100644
index 000000000..665213d39
--- /dev/null
+++ b/packages/flow/benchmark/economic_comparison/openemr_arms.json
@@ -0,0 +1,6 @@
+[
+ ["agent_tools", "lifecycle.arms.agent_tools:factory", {"model": "claude-sonnet-5-5", "effort": "medium", "item_budget_usd": 0.50}],
+ ["agent_script", "lifecycle.arms.agent_script:factory", {"model": "claude-sonnet-5-5", "effort": "high", "author_budget_usd": 3.0, "fix_budget_usd": 1.5}],
+ ["human_script", "lifecycle.arms.human_script:factory", {}],
+ ["cua_alone", "lifecycle.arms.cua:factory", {"model": "claude-sonnet-5-5", "effort": "medium", "item_budget_usd": 0.80, "stop_after": 12}]
+]
diff --git a/packages/flow/benchmark/economic_comparison/results/TABLE.md b/packages/flow/benchmark/economic_comparison/results/TABLE.md
new file mode 100644
index 000000000..a27f8cdfa
--- /dev/null
+++ b/packages/flow/benchmark/economic_comparison/results/TABLE.md
@@ -0,0 +1,56 @@
+## OpenEMR referral intake (seed 7, 55 items, one app change: the save button relabeled at item 26)
+
+| Arm | Items | Verified in the end | Automated (no hand entry) | Silent wrong | False stops | Median s/item | Model $/item | Operator min/item | Maintenance for the change (people min / model $) | Setup people min | Setup agent min / $ |
+|---|---|---|---|---|---|---|---|---|---|---|---|
+| 3. OpenAdapt, Regulated + problems_only, durable, pipelined read-back, relabel repair (engine of measure/production-lifecycle; the API step is refused on this form, so the GUI save runs) | 55 | 53 | 41 | 0 | 9 of 35 | 118.5 | 0.000 | 2.15 | 7.5 / 0.00 | 52 | 13.3 / 0.00 |
+| 3 on main. Same configuration, current main's engine (the run was stopped at 27 items) | 27 | 27 | 4 | 0 | 19 of 20 | 226.9 | 0.000 | 4.56 | 0.0 / 0.00 | 52 | 13.4 / 0.00 |
+| 1. Agent with structured tools and REST read-back (Claude Sonnet 5.5) | 55 | 55 | 49 | 0 | 5 of 35 | 24.3 | 0.050 | 0.91 | 0.0 / 0.00 | 60 | 0.0 / 0.00 |
+| 2. (hung after 16 items) Agent-written Playwright + REST script with read-back and duplicate check, agent-maintained (Claude Sonnet 5.5) | 16 | 16 | 7 | 0 | 7 of 12 | 5.3 | 0.000 | 2.44 | not reached | 70 | 2.6 / 0.86 |
+| Reference: a person enters every item (cost model V1) | None | None | 0 | 0 | None of None | 210.0 | 0.000 | 3.50 | 0.0 / 0.00 | 0 | 0.0 / 0.00 |
+
+### Totals (people time priced at the assumed rates; x0.5 and x2 in brackets)
+
+| Arm | 10 items: total $ | people min | 100 items: total $ | people min | 1000 items: total $ | people min |
+|---|---|---|---|---|---|---|
+| openadapt-production-relabel | 72 [36-144] | 74 | 171 [86-340] | 270 | 1,158 [584-2,307] | 2,228 |
+| openadapt-production | 84 [42-168] | 98 | 290 [146-579] | 508 | 2,351 [1,181-4,689] | 4,608 |
+| agent_tools | 105 [53-210] | 69 | 151 [78-296] | 151 | 606 [329-1,161] | 969 |
+| agent_script | 130 [65-259] | 94 | 239 [120-478] | 314 | 1,337 [669-2,672] | 2,508 |
+| all_manual | 18 [9-35] | 35 | 175 [88-350] | 350 | 1,750 [875-3,500] | 3,500 |
+
+## MockMed, fault set 1.1.0 (100 items, 10 UI changes, 5 server faults)
+
+| Arm | Verified (of 90) | Silent wrong | False stops | Faults claimed saved (of 5) | Stopped when no save possible (of 5) | Control s/item (load) | Model $/item | Setup people min | Setup agent min / $ |
+|---|---|---|---|---|---|---|---|---|---|
+| 4. Computer-use agent, screenshots only (Claude Sonnet 5.5) | 90 | 5 | 0 | 5 | 5 | 22.5 (17) | 0.0386 | 30 | 0.0 / 0.000 |
+| 1. Agent with structured tools and record read-back (Claude Sonnet 5.5) | 90 | 0 | 0 | 0 | 5 | 13.7 (15) | 0.0132 | 60 | 0.0 / 0.000 |
+| 2. Agent-written Playwright script with read-back and duplicate guard, agent-maintained | 90 | 0 | 0 | 0 | 5 | 0.8 (6) | 0.0000 | 30 | 0.4 / 0.026 |
+| 3. OpenAdapt admitted program, read-back on, no model calls | 71 | 0 | 19 | 0 | 5 | 7.3 (8) | 0.0000 | 52 | 0.0 / 0.000 |
+| 3r. OpenAdapt program with self-repair (engine of 2026-10-19) | 62 | 0 | 28 | 0 | 5 | 7.4 (10) | 0.0000 | 52 | 0.0 / 0.000 |
+| 4 + OpenAdapt read-back: the same agent runs, each claim gated on verify-run | 90 | 0 | 0 | 0 | 5 | 22.5 (17) | 0.0386 | 30 | 0.0 / 0.000 |
+
+### Each UI change: excess people minutes (silent wrongs in the block)
+
+| Change | cua_alone | agent_tools | agent_script | openadapt_program | openadapt_self_repair | cua_plus_openadapt_readback |
+|---|---|---|---|---|---|---|
+| renamed controls | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
+| display scaling | 0.0 | 0.0 | 0.0 | 0.0 | 49.0 +fix | 0.0 |
+| moved controls | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
+| new interstitial | 0.0 | 0.0 | 10.0 | 52.0 +fix | 52.0 +fix | 0.0 |
+| latency | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
+| reordered queue | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
+| renamed and moved New Encounter | 0.0 | 0.0 | 10.0 | 49.0 +fix | 49.0 +fix | 0.0 |
+| look-alike referral | 0.0 | 0.0 | 10.0 | 0.0 | 0.0 | 0.0 |
+| relabeled and reordered type | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 |
+| target referral gone | 10.0 | 10.0 | 40.0 | 10.0 | 10.0 | 10.0 |
+
+### Totals (people time priced at the assumed rates; x0.5 and x2 in brackets)
+
+| Arm | 10 items: total $ | people min | silent wrongs | 100 items: total $ | people min | silent wrongs | 1000 items: total $ | people min | silent wrongs |
+|---|---|---|---|---|---|---|---|---|---|
+| cua_alone | 51 [26-101] | 30 | 0.1 | 56 [30-108] | 34 | 1.0 | 110 [75-179] | 69 | 10.0 |
+| agent_tools | 100 [50-201] | 60 | 0.0 | 104 [52-206] | 64 | 0.0 | 135 [74-256] | 102 | 0.0 |
+| agent_script | 51 [25-101] | 31 | 0.0 | 56 [28-112] | 37 | 0.0 | 111 [56-222] | 96 | 0.0 |
+| openadapt_program | 61 [31-123] | 53 | 0.0 | 65 [33-130] | 60 | 0.0 | 104 [53-206] | 134 | 0.0 |
+| openadapt_self_repair | 61 [31-123] | 53 | 0.0 | 66 [33-132] | 62 | 0.0 | 110 [55-219] | 148 | 0.0 |
+| cua_plus_openadapt_readback | 51 [26-101] | 30 | 0.0 | 56 [30-108] | 34 | 0.0 | 111 [76-182] | 72 | 0.0 |
diff --git a/packages/flow/benchmark/economic_comparison/results/totals.json b/packages/flow/benchmark/economic_comparison/results/totals.json
new file mode 100644
index 000000000..bbf5685a8
--- /dev/null
+++ b/packages/flow/benchmark/economic_comparison/results/totals.json
@@ -0,0 +1,2863 @@
+{
+ "assumptions": "economic-comparison/2026-10-24.1",
+ "openemr": [
+  {
+   "arm": "openadapt-production-relabel",
+   "label": "3. OpenAdapt, Regulated + problems_only, durable, pipelined read-back, relabel repair (engine of measure/production-lifecycle; the API step is refused on this form, so the GUI save runs)",
+   "kind": "program",
+   "source": "lifecycle/results/production-2026-10-24/after",
+   "partial": false,
+   "items": 55,
+   "verified": 53,
+   "automated": 41,
+   "by_hand": 14,
+   "outcomes": {
+    "correct": 30,
+    "false_stop": 9,
+    "flagged_wrong": 2,
+    "right_stop": 10,
+    "stopped_saved": 1,
+    "data_stop": 2,
+    "fault_stop": 1
+   },
+   "silent_wrong": 0,
+   "false_stop": 9,
+   "false_stop_of": 35,
+   "drift_events": 1,
+   "median_s": 118.53,
+   "p90_s": 236.89,
+   "model_usd_total": 0.0,
+   "setup": {
+    "model_usd": 0.0,
+    "agent_min": 13.3,
+    "operator_min": 22.0,
+    "engineer_min": 30.0
+   },
+   "per_item": {
+    "model_usd": 0.0,
+    "compute_usd": 0.009216363636363637,
+    "operator_min": 2.1454545454545455
+   },
+   "per_change": {
+    "model_usd": 0.0,
+    "operator_min": 7.5,
+    "engineer_min": 0.0,
+    "fixes": 0
+   },
+   "per_item_cleanup_min": 0.0,
+   "totals": {
+    "10": {
+     "setup_usd": 61.0,
+     "per_item_usd": 10.82,
+     "ui_changes_usd": 0.15,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 71.97,
+     "people_min": 73.8,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 61.0,
+     "per_item_usd": 108.19,
+     "ui_changes_usd": 1.5,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 170.69,
+     "people_min": 269.5,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 61.0,
+     "per_item_usd": 1081.94,
+     "ui_changes_usd": 15.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 1157.94,
+     "people_min": 2227.5,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    }
+   },
+   "totals_people_x0.5": {
+    "10": {
+     "setup_usd": 30.5,
+     "per_item_usd": 5.46,
+     "ui_changes_usd": 0.07,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 36.03,
+     "people_min": 36.9,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 30.5,
+     "per_item_usd": 54.56,
+     "ui_changes_usd": 0.75,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 85.81,
+     "people_min": 134.8,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 30.5,
+     "per_item_usd": 545.58,
+     "ui_changes_usd": 7.5,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 583.58,
+     "people_min": 1113.7,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    }
+   },
+   "totals_people_x2": {
+    "10": {
+     "setup_usd": 122.0,
+     "per_item_usd": 21.55,
+     "ui_changes_usd": 0.3,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 143.85,
+     "people_min": 147.5,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 122.0,
+     "per_item_usd": 215.47,
+     "ui_changes_usd": 3.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 340.47,
+     "people_min": 539.1,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 122.0,
+     "per_item_usd": 2154.67,
+     "ui_changes_usd": 30.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 2306.67,
+     "people_min": 4454.9,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    }
+   }
+  },
+  {
+   "arm": "openadapt-production",
+   "label": "3 on main. Same configuration, current main's engine (the run was stopped at 27 items)",
+   "kind": "program",
+   "source": "lifecycle/results/production-2026-10-24/before",
+   "partial": true,
+   "items": 27,
+   "verified": 27,
+   "automated": 4,
+   "by_hand": 23,
+   "outcomes": {
+    "false_stop": 19,
+    "data_stop": 3,
+    "right_stop": 4,
+    "fault_stop": 1
+   },
+   "silent_wrong": 0,
+   "false_stop": 19,
+   "false_stop_of": 20,
+   "drift_events": 1,
+   "median_s": 226.86,
+   "p90_s": 226.94,
+   "model_usd_total": 0.0,
+   "setup": {
+    "model_usd": 0.0,
+    "agent_min": 13.4,
+    "operator_min": 22.0,
+    "engineer_min": 30.0
+   },
+   "per_item": {
+    "model_usd": 0.0,
+    "compute_usd": 0.011818518518518518,
+    "operator_min": 4.555555555555555
+   },
+   "per_change": {
+    "model_usd": 0.0,
+    "operator_min": 0.0,
+    "engineer_min": 0.0,
+    "fixes": 0
+   },
+   "per_item_cleanup_min": 0.0,
+   "totals": {
+    "10": {
+     "setup_usd": 61.0,
+     "per_item_usd": 22.9,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 83.9,
+     "people_min": 97.6,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 61.0,
+     "per_item_usd": 228.96,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 289.96,
+     "people_min": 507.6,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 61.0,
+     "per_item_usd": 2289.6,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 2350.6,
+     "people_min": 4607.6,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    }
+   },
+   "totals_people_x0.5": {
+    "10": {
+     "setup_usd": 30.5,
+     "per_item_usd": 11.51,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 42.01,
+     "people_min": 48.8,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 30.5,
+     "per_item_usd": 115.07,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 145.57,
+     "people_min": 253.8,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 30.5,
+     "per_item_usd": 1150.71,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 1181.21,
+     "people_min": 2303.8,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    }
+   },
+   "totals_people_x2": {
+    "10": {
+     "setup_usd": 122.0,
+     "per_item_usd": 45.67,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 167.67,
+     "people_min": 195.1,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 122.0,
+     "per_item_usd": 456.74,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 578.74,
+     "people_min": 1015.1,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 122.0,
+     "per_item_usd": 4567.37,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 4689.37,
+     "people_min": 9215.1,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    }
+   }
+  },
+  {
+   "arm": "agent_tools",
+   "label": "1. Agent with structured tools and REST read-back (Claude Sonnet 5.5)",
+   "kind": "agent",
+   "source": "lifecycle/results/economics-2026-10-24/agent_tools",
+   "partial": false,
+   "items": 55,
+   "verified": 55,
+   "automated": 49,
+   "by_hand": 6,
+   "outcomes": {
+    "correct": 39,
+    "right_stop": 10,
+    "false_stop": 5,
+    "data_stop": 1
+   },
+   "silent_wrong": 0,
+   "false_stop": 5,
+   "false_stop_of": 35,
+   "drift_events": 1,
+   "median_s": 24.27,
+   "p90_s": 27.8,
+   "model_usd_total": 2.7678,
+   "setup": {
+    "model_usd": 0.0,
+    "agent_min": 0.0,
+    "operator_min": 0.0,
+    "engineer_min": 60.0
+   },
+   "per_item": {
+    "model_usd": 0.05032363636363636,
+    "compute_usd": 0.0015454545454545456,
+    "operator_min": 0.9090909090909091
+   },
+   "per_change": {
+    "model_usd": 0.0,
+    "operator_min": 0.0,
+    "engineer_min": 0.0,
+    "fixes": 0
+   },
+   "per_item_cleanup_min": 0.0,
+   "totals": {
+    "10": {
+     "setup_usd": 100.0,
+     "per_item_usd": 5.06,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 105.06,
+     "people_min": 69.1,
+     "model_usd": 0.5,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 100.0,
+     "per_item_usd": 50.64,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 150.64,
+     "people_min": 150.9,
+     "model_usd": 5.03,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 100.0,
+     "per_item_usd": 506.41,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 606.41,
+     "people_min": 969.1,
+     "model_usd": 50.32,
+     "silent_wrong_expected": 0.0
+    }
+   },
+   "totals_people_x0.5": {
+    "10": {
+     "setup_usd": 50.0,
+     "per_item_usd": 2.79,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 52.79,
+     "people_min": 34.5,
+     "model_usd": 0.5,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 50.0,
+     "per_item_usd": 27.91,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 77.91,
+     "people_min": 75.5,
+     "model_usd": 5.03,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 50.0,
+     "per_item_usd": 279.14,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 329.14,
+     "people_min": 484.5,
+     "model_usd": 50.32,
+     "silent_wrong_expected": 0.0
+    }
+   },
+   "totals_people_x2": {
+    "10": {
+     "setup_usd": 200.0,
+     "per_item_usd": 9.61,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 209.61,
+     "people_min": 138.2,
+     "model_usd": 0.5,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 200.0,
+     "per_item_usd": 96.1,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 296.1,
+     "people_min": 301.8,
+     "model_usd": 5.03,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 200.0,
+     "per_item_usd": 960.96,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 1160.96,
+     "people_min": 1938.2,
+     "model_usd": 50.32,
+     "silent_wrong_expected": 0.0
+    }
+   }
+  },
+  {
+   "arm": "agent_script",
+   "label": "2. (hung after 16 items) Agent-written Playwright + REST script with read-back and duplicate check, agent-maintained (Claude Sonnet 5.5)",
+   "kind": "script",
+   "source": "lifecycle/results/economics-2026-10-24/agent_script",
+   "partial": true,
+   "items": 16,
+   "verified": 16,
+   "automated": 7,
+   "by_hand": 9,
+   "outcomes": {
+    "false_stop": 7,
+    "correct": 5,
+    "data_stop": 1,
+    "right_stop": 2,
+    "fault_stop": 1
+   },
+   "silent_wrong": 0,
+   "false_stop": 7,
+   "false_stop_of": 12,
+   "drift_events": 0,
+   "median_s": 5.32,
+   "p90_s": 6.56,
+   "model_usd_total": 0.8569,
+   "setup": {
+    "model_usd": 0.8569,
+    "agent_min": 2.6,
+    "operator_min": 0.0,
+    "engineer_min": 70.0,
+    "debug_fixes": 4
+   },
+   "per_item": {
+    "model_usd": 0.0,
+    "compute_usd": 0.000525,
+    "operator_min": 2.4375
+   },
+   "per_change": {
+    "model_usd": 0.0,
+    "operator_min": 0.0,
+    "engineer_min": 0.0,
+    "fixes": 0,
+    "not_measured": true
+   },
+   "per_item_cleanup_min": 0.0,
+   "totals": {
+    "10": {
+     "setup_usd": 117.52,
+     "per_item_usd": 12.19,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 129.72,
+     "people_min": 94.4,
+     "model_usd": 0.86,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 117.52,
+     "per_item_usd": 121.93,
+     "ui_changes_usd": 0.0,
+     "silent_wrong_cleanup_usd": 0.0,
+     "total_usd": 239.45,
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+     "setup_usd": 30.5,
+     "per_item_usd": 0.0,
+     "faults_usd": 0.08,
+     "ui_changes_usd": 0.16,
+     "total_usd": 30.75,
+     "people_min": 26.5,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 30.5,
+     "per_item_usd": 0.04,
+     "faults_usd": 0.81,
+     "ui_changes_usd": 1.62,
+     "total_usd": 32.97,
+     "people_min": 30.8,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 30.5,
+     "per_item_usd": 0.41,
+     "faults_usd": 8.07,
+     "ui_changes_usd": 16.18,
+     "total_usd": 55.17,
+     "people_min": 74.0,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    }
+   },
+   "totals_people_x2": {
+    "10": {
+     "setup_usd": 122.0,
+     "per_item_usd": 0.0,
+     "faults_usd": 0.32,
+     "ui_changes_usd": 0.64,
+     "total_usd": 122.97,
+     "people_min": 105.9,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 122.0,
+     "per_item_usd": 0.04,
+     "faults_usd": 3.21,
+     "ui_changes_usd": 6.42,
+     "total_usd": 131.67,
+     "people_min": 123.2,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 122.0,
+     "per_item_usd": 0.41,
+     "faults_usd": 32.07,
+     "ui_changes_usd": 64.18,
+     "total_usd": 218.67,
+     "people_min": 296.0,
+     "model_usd": 0.0,
+     "silent_wrong_expected": 0.0
+    }
+   }
+  },
+  {
+   "arm": "cua_plus_openadapt_readback",
+   "label": "4 + OpenAdapt read-back: the same agent runs, each claim gated on verify-run",
+   "kind": "agent",
+   "source": "silent_saves/results/1.1.0/claude-computer-use+readback/2026-10-19",
+   "measured": {
+    "items": 100,
+    "verified_of_saveable": 90,
+    "saveable": 90,
+    "silent_wrong": 0,
+    "flagged_wrong": 3,
+    "false_stops": 0,
+    "faults_reported_as_success": 0,
+    "stopped_when_no_save_possible": 5,
+    "model_usd_total": 3.8962,
+    "model_calls_total": 511,
+    "control_median_s": 22.51,
+    "control_median_host_load": 17.0,
+    "control_model_usd_per_item": 0.03863
+   },
+   "setup": {
+    "model_usd": 0,
+    "agent_min": 0.0,
+    "operator_min": 0.0,
+    "engineer_min": 30.0,
+    "usd": 50.0
+   },
+   "steady": {
+    "model_usd": 0.03862666666666666,
+    "operator_s": 0.0,
+    "engineer_s": 0.0,
+    "compute_usd": 0.0014030222222222223
+   },
+   "steady_usd": 0.04002968888888889,
+   "faults": [
+    {
+     "item": 20,
+     "fault": "no_persist",
+     "outcome": "safe_stop",
+     "excess_usd": 0.9996672555555555,
+     "excess_machine_usd": -0.0003327444444444494,
+     "excess_people_usd": 1.0,
+     "excess_people_min": 2.0
+    },
+    {
+     "item": 30,
+     "fault": "wrong_record",
+     "outcome": "flagged_wrong",
+     "excess_usd": 2.4994242,
+     "excess_machine_usd": -0.0005757999999999944,
+     "excess_people_usd": 2.5,
+     "excess_people_min": 5.0
+    },
+    {
+     "item": 40,
+     "fault": "partial",
+     "outcome": "flagged_wrong",
+     "excess_usd": 2.4995784222222226,
+     "excess_machine_usd": -0.00042157777777777905,
+     "excess_people_usd": 2.5,
+     "excess_people_min": 5.0
+    },
+    {
+     "item": 60,
+     "fault": "duplicate",
+     "outcome": "flagged_wrong",
+     "excess_usd": 2.4929637000000002,
+     "excess_machine_usd": -0.007036299999999995,
+     "excess_people_usd": 2.5,
+     "excess_people_min": 5.0
+    },
+    {
+     "item": 80,
+     "fault": "optimistic",
+     "outcome": "safe_stop",
+     "excess_usd": 0.9998304777777778,
+     "excess_machine_usd": -0.00016952222222221813,
+     "excess_people_usd": 1.0,
+     "excess_people_min": 2.0
+    }
+   ],
+   "changes": [
+    {
+     "change": "renamed controls",
+     "drift": "rename",
+     "items": 9,
+     "outcomes": {
+      "correct": 9
+     },
+     "silent_wrong": 0,
+     "recovered_by_block_end": true,
+     "people_fix_added": "",
+     "operator_min": 0.0,
+     "engineer_min": 0.0,
+     "model_usd": 0.3474,
+     "excess_people_min": 0.0,
+     "excess_usd": -0.002,
+     "excess_machine_usd": -0.0024891444444444244,
+     "excess_people_usd": 0.0
+    },
+    {
+     "change": "display scaling",
+     "drift": "zoom",
+     "items": 9,
+     "outcomes": {
+      "correct": 9
+     },
+     "silent_wrong": 0,
+     "recovered_by_block_end": true,
+     "people_fix_added": "",
+     "operator_min": 0.0,
+     "engineer_min": 0.0,
+     "model_usd": 0.322,
+     "excess_people_min": 0.0,
+     "excess_usd": -0.028,
+     "excess_machine_usd": -0.02787225555555556,
+     "excess_people_usd": 0.0
+    },
+    {
+     "change": "moved controls",
+     "drift": "move",
+     "items": 9,
+     "outcomes": {
+      "correct": 9
+     },
+     "silent_wrong": 0,
+     "recovered_by_block_end": true,
+     "people_fix_added": "",
+     "operator_min": 0.0,
+     "engineer_min": 0.0,
+     "model_usd": 0.347,
+     "excess_people_min": 0.0,
+     "excess_usd": -0.001,
+     "excess_machine_usd": -0.0013365888888888788,
+     "excess_people_usd": 0.0
+    },
+    {
+     "change": "new interstitial",
+     "drift": "notice",
+     "items": 10,
+     "outcomes": {
+      "correct": 10
+     },
+     "silent_wrong": 0,
+     "recovered_by_block_end": true,
+     "people_fix_added": "",
+     "operator_min": 0.0,
+     "engineer_min": 0.0,
+     "model_usd": 0.4552,
+     "excess_people_min": 0.0,
+     "excess_usd": 0.073,
+     "excess_machine_usd": 0.0731377222222222,
+     "excess_people_usd": 0.0
+    },
+    {
+     "change": "latency",
+     "drift": "slow",
+     "items": 9,
+     "outcomes": {
+      "correct": 9
+     },
+     "silent_wrong": 0,
+     "recovered_by_block_end": true,
+     "people_fix_added": "",
+     "operator_min": 0.0,
+     "engineer_min": 0.0,
+     "model_usd": 0.4469,
+     "excess_people_min": 0.0,
+     "excess_usd": 0.102,
+     "excess_machine_usd": 0.10218618888888886,
+     "excess_people_usd": 0.0
+    },
+    {
+     "change": "reordered queue",
+     "drift": "sort",
+     "items": 10,
+     "outcomes": {
+      "correct": 10
+     },
+     "silent_wrong": 0,
+     "recovered_by_block_end": true,
+     "people_fix_added": "",
+     "operator_min": 0.0,
+     "engineer_min": 0.0,
+     "model_usd": 0.386,
+     "excess_people_min": 0.0,
+     "excess_usd": -0.001,
+     "excess_machine_usd": -0.0010644444444444234,
+     "excess_people_usd": 0.0
+    },
+    {
+     "change": "renamed and moved New Encounter",
+     "drift": "relink",
+     "items": 9,
+     "outcomes": {
+      "correct": 9
+     },
+     "silent_wrong": 0,
+     "recovered_by_block_end": true,
+     "people_fix_added": "",
+     "operator_min": 0.0,
+     "engineer_min": 0.0,
+     "model_usd": 0.3477,
+     "excess_people_min": 0.0,
+     "excess_usd": -0.002,
+     "excess_machine_usd": -0.001974088888888892,
+     "excess_people_usd": 0.0
+    },
+    {
+     "change": "look-alike referral",
+     "drift": "lookalike",
+     "items": 5,
+     "outcomes": {
+      "correct": 5
+     },
+     "silent_wrong": 0,
+     "recovered_by_block_end": true,
+     "people_fix_added": "",
+     "operator_min": 0.0,
+     "engineer_min": 0.0,
+     "model_usd": 0.1931,
+     "excess_people_min": 0.0,
+     "excess_usd": -0.001,
+     "excess_machine_usd": -0.0009323333333333406,
+     "excess_people_usd": 0.0
+    },
+    {
+     "change": "relabeled and reordered type",
+     "drift": "typelabel",
+     "items": 5,
+     "outcomes": {
+      "correct": 5
+     },
+     "silent_wrong": 0,
+     "recovered_by_block_end": true,
+     "people_fix_added": "",
+     "operator_min": 0.0,
+     "engineer_min": 0.0,
+     "model_usd": 0.1929,
+     "excess_people_min": 0.0,
+     "excess_usd": -0.001,
+     "excess_machine_usd": -0.001077722222222216,
+     "excess_people_usd": 0.0
+    },
+    {
+     "change": "target referral gone",
+     "drift": "missing",
+     "items": 5,
+     "outcomes": {
+      "safe_stop": 5
+     },
+     "silent_wrong": 0,
+     "recovered_by_block_end": true,
+     "people_fix_added": "",
+     "operator_min": 10.0,
+     "engineer_min": 0.0,
+     "model_usd": 0.0933,
+     "excess_people_min": 10.0,
+     "excess_usd": 4.895,
+     "excess_machine_usd": -0.10457955555555554,
+     "excess_people_usd": 5.0
+    }
+   ],
+   "totals": {
+    "10": {
+     "setup_usd": 50.0,
+     "per_item_usd": 0.4,
+     "faults_usd": 0.19,
+     "ui_changes_usd": 0.02,
+     "total_usd": 50.61,
+     "people_min": 30.4,
+     "model_usd": 0.39,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 50.0,
+     "per_item_usd": 4.0,
+     "faults_usd": 1.9,
+     "ui_changes_usd": 0.2,
+     "total_usd": 56.1,
+     "people_min": 34.2,
+     "model_usd": 3.86,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 50.0,
+     "per_item_usd": 40.03,
+     "faults_usd": 18.98,
+     "ui_changes_usd": 2.01,
+     "total_usd": 111.03,
+     "people_min": 72.0,
+     "model_usd": 38.63,
+     "silent_wrong_expected": 0.0
+    }
+   },
+   "totals_people_x0.5": {
+    "10": {
+     "setup_usd": 25.0,
+     "per_item_usd": 0.4,
+     "faults_usd": 0.09,
+     "ui_changes_usd": 0.01,
+     "total_usd": 25.51,
+     "people_min": 15.2,
+     "model_usd": 0.39,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 25.0,
+     "per_item_usd": 4.0,
+     "faults_usd": 0.95,
+     "ui_changes_usd": 0.1,
+     "total_usd": 30.05,
+     "people_min": 17.1,
+     "model_usd": 3.86,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 25.0,
+     "per_item_usd": 40.03,
+     "faults_usd": 9.48,
+     "ui_changes_usd": 1.01,
+     "total_usd": 75.53,
+     "people_min": 36.0,
+     "model_usd": 38.63,
+     "silent_wrong_expected": 0.0
+    }
+   },
+   "totals_people_x2": {
+    "10": {
+     "setup_usd": 100.0,
+     "per_item_usd": 0.4,
+     "faults_usd": 0.38,
+     "ui_changes_usd": 0.04,
+     "total_usd": 100.82,
+     "people_min": 60.8,
+     "model_usd": 0.39,
+     "silent_wrong_expected": 0.0
+    },
+    "100": {
+     "setup_usd": 100.0,
+     "per_item_usd": 4.0,
+     "faults_usd": 3.8,
+     "ui_changes_usd": 0.4,
+     "total_usd": 108.2,
+     "people_min": 68.4,
+     "model_usd": 3.86,
+     "silent_wrong_expected": 0.0
+    },
+    "1000": {
+     "setup_usd": 100.0,
+     "per_item_usd": 40.03,
+     "faults_usd": 37.98,
+     "ui_changes_usd": 4.01,
+     "total_usd": 182.03,
+     "people_min": 144.0,
+     "model_usd": 38.63,
+     "silent_wrong_expected": 0.0
+    }
+   }
+  }
+ ],
+ "mockmed_missing": [],
+ "openemr_missing": [
+  "human_script",
+  "cua_alone"
+ ]
+}
diff --git a/packages/flow/benchmark/economic_comparison/totals.py b/packages/flow/benchmark/economic_comparison/totals.py
new file mode 100644
index 000000000..6708ee2e0
--- /dev/null
+++ b/packages/flow/benchmark/economic_comparison/totals.py
@@ -0,0 +1,810 @@
+"""Lifecycle totals over 10, 100 and 1,000 items, per arm, from raw results.
+
+    cd packages/flow/benchmark
+    python -m economic_comparison.totals            # writes results/totals.json and results/TABLE.md
+
+Measured, per arm, from the raw rows (nothing here is re-run):
+
+- per-item time, model cost and outcome on the control block (no UI change,
+  no server fault);
+- the excess people time and model cost of each server-fault item;
+- the excess people time and model cost of each UI change (one block of
+  items with that change on), including any repair or re-authoring the arm
+  did, any silent wrongs it made under the change, and a person's fix when
+  the arm had not recovered by the end of the block;
+- setup: the agent's measured authoring time and cost, plus the people time
+  in ``assumptions.json``.
+
+People time is priced from ``assumptions.json`` (cost model V1 and the labor
+rates), never measured; every total is also given at half and double it.
+
+Totals for N items = setup + N x (control per-item cost)
++ N x (faults per item) x (mean excess per fault item)
++ N x (changes per item) x (mean excess per UI change).
+"""
+
+from __future__ import annotations
+
+import csv
+import json
+import statistics
+import sys
+from pathlib import Path
+from typing import Any, Optional
+
+HERE = Path(__file__).resolve().parent
+BENCH = HERE.parent
+SS = BENCH / "silent_saves" / "results" / "1.1.0"
+ASSUME = json.loads((HERE / "assumptions.json").read_text())
+SIZES = (10, 100, 1000)
+
+#: MockMed arms: (name, kind, items.csv, outcome column, setup key, label)
+MOCKMED_ARMS: list[dict[str, Any]] = [
+    {
+        "arm": "cua_alone",
+        "kind": "agent",
+        "dir": "claude-computer-use+readback/2026-10-19",
+        "outcome": "outcome_alone",
+        "setup": "cua_alone",
+        "label": "4. Computer-use agent, screenshots only (Claude Sonnet 5.5)",
+    },
+    {
+        "arm": "agent_tools",
+        "timing_dir": "agent-tools/2026-10-24-timing",
+        "kind": "agent",
+        "dir": "agent-tools/2026-10-24",
+        "outcome": "outcome",
+        "setup": "agent_tools",
+        "label": "1. Agent with structured tools and record read-back (Claude Sonnet 5.5)",
+    },
+    {
+        "arm": "agent_script",
+        "timing_dir": "agent-script/2026-10-24-timing",
+        "kind": "script",
+        "dir": "agent-script/2026-10-24",
+        "outcome": "outcome",
+        "setup": "agent_script",
+        "label": "2. Agent-written Playwright script with read-back and duplicate guard, agent-maintained",
+    },
+    {
+        "arm": "openadapt_program",
+        "timing_dir": "openadapt-program/2026-10-24-timing",
+        "kind": "program",
+        "dir": "openadapt-program/2026-10-24",
+        "outcome": "outcome",
+        "setup": "openadapt",
+        "label": "3. OpenAdapt admitted program, read-back on, no model calls",
+    },
+    {
+        "arm": "openadapt_self_repair",
+        "kind": "program",
+        "dir": "self-repair/2026-10-19",
+        "outcome": "outcome",
+        "setup": "openadapt",
+        "label": "3r. OpenAdapt program with self-repair (engine of 2026-10-19)",
+    },
+    {
+        "arm": "cua_plus_openadapt_readback",
+        "kind": "agent",
+        "dir": "claude-computer-use+readback/2026-10-19",
+        "outcome": "outcome",
+        "setup": "cua_alone",
+        "label": "4 + OpenAdapt read-back: the same agent runs, each claim gated on verify-run",
+    },
+]
+
+
+def _people_s(steps: list[str], manual_key: str) -> float:
+    op = ASSUME["operator_s"]
+    total = 0.0
+    for s in steps:
+        total += op[manual_key] if s == "manual_entry" else op[s]
+    if steps and "interrupt" not in steps:
+        total += op["interrupt"]
+    return total
+
+
+def operator_s(row: dict[str, Any], outcome: str, manual_key: str) -> float:
+    """People seconds after one item, from what the arm reported and the store."""
+
+    per = ASSUME["per_outcome"]
+    save_possible = row["expect"] == "save" and row["fault"] == "ok"
+    if outcome == "correct":
+        return 0.0
+    if outcome == "safe_stop":
+        key = (
+            "claimed_failure_save_possible"
+            if save_possible
+            else "claimed_failure_no_save_possible"
+        )
+        return _people_s(per[key], manual_key)
+    return _people_s(per[outcome], manual_key)
+
+
+def _rows(arm: dict[str, Any]) -> Optional[list[dict[str, Any]]]:
+    p = SS / arm["dir"] / "items.csv"
+    if not p.is_file():
+        return None
+    rows = sorted(csv.DictReader(p.open()), key=lambda r: int(r["item"]))
+    return rows if len(rows) == 100 else None
+
+
+def _maint_events(row: dict[str, Any]) -> tuple[float, float]:
+    """(engineer s, operator s) for the repair events an item logged."""
+
+    eng = op = 0.0
+    m = ASSUME["maintenance_people_min"]
+    for e in json.loads(row["human_events"] or "[]"):
+        if e.get("kind") == "script_review" and e.get("phase") == "maintenance":
+            eng += m["script_fix_review_engineer"] * 60
+        elif e.get("kind") == "repair_approval":
+            op += (
+                ASSUME["operator_s"]["repair_review"]
+                + ASSUME["operator_s"]["interrupt"]
+            )
+    return eng, op
+
+
+def mockmed_arm(arm: dict[str, Any]) -> Optional[dict[str, Any]]:
+    rows = _rows(arm)
+    if rows is None:
+        return None
+    oc = arm["outcome"]
+    rate = ASSUME["labor_usd_per_hour"]
+    cpu = ASSUME["compute_usd_per_hour"] / 3600.0
+
+    def cost(r: dict[str, Any], *, setup_item: bool = False) -> dict[str, float]:
+        model = float(r["cost_usd"] or 0)
+        events = json.loads(r["human_events"] or "[]")
+        if setup_item or any(e.get("phase") == "setup" for e in events):
+            model = 0.0  # authoring cost is setup, counted there
+        eng, op_maint = _maint_events(r)
+        op = operator_s(r, r[oc], "manual_entry_mockmed") + op_maint
+        return {
+            "model_usd": model,
+            "operator_s": op,
+            "engineer_s": eng,
+            "compute_usd": float(r["item_s"] or 0) * cpu,
+        }
+
+    def usd(c: dict[str, float]) -> float:
+        return (
+            c["model_usd"]
+            + c["compute_usd"]
+            + c["operator_s"] / 3600 * rate["operator"]
+            + c["engineer_s"] / 3600 * rate["engineer"]
+        )
+
+    control = [r for r in rows if r["release"] == "baseline" and r["fault"] == "ok"]
+    steady = {
+        k: statistics.mean(cost(r)[k] for r in control)
+        for k in ("model_usd", "operator_s", "engineer_s", "compute_usd")
+    }
+    steady_usd = usd(steady)
+    st_machine = steady["model_usd"] + steady["compute_usd"]
+
+    setup_rows = [
+        r
+        for r in rows
+        if any(e.get("phase") == "setup" for e in json.loads(r["human_events"] or "[]"))
+    ]
+    setup_model = sum(float(r["cost_usd"] or 0) for r in setup_rows)
+    setup_agent_min = sum(float(r["item_s"] or 0) for r in setup_rows) / 60
+    sp = ASSUME["setup_people_min"][arm["setup"]]
+    setup = {
+        "model_usd": setup_model,
+        "agent_min": setup_agent_min,
+        "operator_min": sp["operator"],
+        "engineer_min": sp["engineer"],
+    }
+    setup["usd"] = (
+        setup_model
+        + sp["operator"] / 60 * rate["operator"]
+        + sp["engineer"] / 60 * rate["engineer"]
+    )
+
+    faults = [r for r in rows if r["fault"] != "ok"]
+    fault_rows = []
+    for r in faults:
+        c = cost(r)
+        fault_rows.append(
+            {
+                "item": int(r["item"]),
+                "fault": r["fault"],
+                "outcome": r[oc],
+                "excess_usd": usd(c) - steady_usd,
+                "excess_machine_usd": c["model_usd"] + c["compute_usd"] - st_machine,
+                "excess_people_usd": _split(
+                    (c["operator_s"] - steady["operator_s"]) / 60,
+                    (c["engineer_s"] - steady["engineer_s"]) / 60,
+                ),
+                "excess_people_min": (
+                    c["operator_s"]
+                    + c["engineer_s"]
+                    - steady["operator_s"]
+                    - steady["engineer_s"]
+                )
+                / 60,
+            }
+        )
+
+    m = ASSUME["maintenance_people_min"]
+    changes = []
+    for rel in dict.fromkeys(r["release"] for r in rows if r["release"] != "baseline"):
+        block = [r for r in rows if r["release"] == rel and r["fault"] == "ok"]
+        outs = [r[oc] for r in block]
+        cs = [cost(r) for r in block]
+        op_s = sum(c["operator_s"] for c in cs)
+        eng_s = sum(c["engineer_s"] for c in cs)
+        model = sum(c["model_usd"] for c in cs)
+        comp = sum(c["compute_usd"] for c in cs)
+        expect_save = all(r["expect"] == "save" for r in block)
+        last_ok = outs[-1] == "correct" if expect_save else outs[-1] in ("safe_stop",)
+        fix = ""
+        if not last_ok:
+            # Still failing when the block ended: a person fixes it once.
+            if arm["kind"] == "program":
+                op_s += m["openadapt_reteach_operator"] * 60
+                fix = "re-teach"
+            elif arm["kind"] == "script":
+                eng_s += m["script_fix_by_hand_engineer"] * 60
+                fix = "engineer fixes the script"
+            else:
+                eng_s += m["agent_prompt_fix_engineer"] * 60
+                fix = "engineer adjusts the prompt"
+        n = len(block)
+        excess_usd = (
+            model
+            + comp
+            + op_s / 3600 * rate["operator"]
+            + eng_s / 3600 * rate["engineer"]
+        ) - n * steady_usd
+        changes.append(
+            {
+                "change": rel,
+                "drift": block[0]["drift"],
+                "items": n,
+                "outcomes": {o: outs.count(o) for o in sorted(set(outs))},
+                "silent_wrong": outs.count("silent_wrong"),
+                "recovered_by_block_end": last_ok,
+                "people_fix_added": fix,
+                "operator_min": round(op_s / 60, 2),
+                "engineer_min": round(eng_s / 60, 2),
+                "model_usd": round(model, 4),
+                "excess_people_min": round(
+                    (op_s + eng_s) / 60
+                    - n * (steady["operator_s"] + steady["engineer_s"]) / 60,
+                    2,
+                ),
+                "excess_usd": round(excess_usd, 3),
+                "excess_machine_usd": model + comp - n * st_machine,
+                "excess_people_usd": _split(
+                    op_s / 60 - n * steady["operator_s"] / 60,
+                    eng_s / 60 - n * steady["engineer_s"] / 60,
+                ),
+            }
+        )
+
+    outcomes = [r[oc] for r in rows]
+    timing = control
+    if arm.get("timing_dir") and (SS / arm["timing_dir"] / "items.csv").is_file():
+        # A separate control-block pass at normal host load; the full run's times are not used.
+        timing = [
+            r
+            for r in csv.DictReader((SS / arm["timing_dir"] / "items.csv").open())
+            if r["release"] == "baseline" and r["fault"] == "ok"
+        ]
+    walls = sorted(float(r["item_s"]) for r in timing)
+    loads = [float(r["host_load_1m"] or 0) for r in timing]
+    measured = {
+        "items": len(rows),
+        "verified_of_saveable": sum(
+            1
+            for r in rows
+            if r[oc] == "correct" and r["expect"] == "save" and r["fault"] == "ok"
+        ),
+        "saveable": sum(
+            1 for r in rows if r["expect"] == "save" and r["fault"] == "ok"
+        ),
+        "silent_wrong": outcomes.count("silent_wrong"),
+        "flagged_wrong": outcomes.count("flagged_wrong"),
+        "false_stops": sum(
+            1
+            for r in rows
+            if r[oc] in ("safe_stop", "false_alarm")
+            and r["expect"] == "save"
+            and r["fault"] == "ok"
+        ),
+        "faults_reported_as_success": sum(1 for r in faults if r[oc] == "silent_wrong"),
+        "stopped_when_no_save_possible": sum(
+            1 for r in rows if r["expect"] == "stop" and r[oc] == "safe_stop"
+        ),
+        "model_usd_total": round(sum(float(r["cost_usd"] or 0) for r in rows), 4),
+        "model_calls_total": sum(int(r["model_calls"] or 0) for r in rows),
+        "control_median_s": round(statistics.median(walls), 2),
+        "control_median_host_load": round(statistics.median(loads), 1),
+        "control_model_usd_per_item": round(steady["model_usd"], 5),
+    }
+    return {
+        "arm": arm["arm"],
+        "label": arm["label"],
+        "kind": arm["kind"],
+        "source": f"silent_saves/results/1.1.0/{arm['dir']}",
+        "measured": measured,
+        "setup": setup,
+        "steady": steady,
+        "steady_usd": steady_usd,
+        "faults": fault_rows,
+        "changes": changes,
+    }
+
+
+def _split(c_people_min_op: float, c_people_min_eng: float) -> float:
+    rate = ASSUME["labor_usd_per_hour"]
+    return (
+        c_people_min_op / 60 * rate["operator"]
+        + c_people_min_eng / 60 * rate["engineer"]
+    )
+
+
+def project(a: dict[str, Any], n: int, people_factor: float = 1.0) -> dict[str, float]:
+    """Totals for n items. people_factor scales every people-time assumption."""
+
+    vol = ASSUME["volume"]
+    ch_rate = vol["ui_changes_per_1000_items"] / 1000
+    f_rate = vol["server_faults_per_1000_items"] / 1000
+    st = a["steady"]
+    s = a["setup"]
+    # (machine $, people $, people min) for each part
+    setup = (
+        s["model_usd"],
+        _split(s["operator_min"], s["engineer_min"]),
+        s["operator_min"] + s["engineer_min"],
+    )
+    per_item = (
+        st["model_usd"] + st["compute_usd"],
+        _split(st["operator_s"] / 60, st["engineer_s"] / 60),
+        (st["operator_s"] + st["engineer_s"]) / 60,
+    )
+
+    def mean(xs: list[float]) -> float:
+        return statistics.mean(xs) if xs else 0.0
+
+    fault = (
+        mean([f["excess_machine_usd"] for f in a["faults"]]),
+        mean([f["excess_people_usd"] for f in a["faults"]]),
+        mean([f["excess_people_min"] for f in a["faults"]]),
+    )
+    change = (
+        mean([c["excess_machine_usd"] for c in a["changes"]]),
+        mean([c["excess_people_usd"] for c in a["changes"]]),
+        mean([c["excess_people_min"] for c in a["changes"]]),
+    )
+    parts = {
+        "setup": (1.0, setup),
+        "per_item": (n, per_item),
+        "faults": (n * f_rate, fault),
+        "ui_changes": (n * ch_rate, change),
+    }
+    out: dict[str, Any] = {}
+    total = people_min = 0.0
+    for k, (mult, (mach, ppl, mins)) in parts.items():
+        usd = mult * (mach + people_factor * ppl)
+        out[f"{k}_usd"] = round(usd, 2)
+        total += usd
+        people_min += mult * mins * people_factor
+    out.update(
+        total_usd=round(total, 2),
+        people_min=round(people_min, 1),
+        model_usd=round(s["model_usd"] + n * st["model_usd"], 2),
+        silent_wrong_expected=round(
+            n
+            * f_rate
+            * mean(
+                [1.0 if f["outcome"] == "silent_wrong" else 0.0 for f in a["faults"]]
+            )
+            + n * ch_rate * mean([c["silent_wrong"] for c in a["changes"]]),
+            2,
+        ),
+    )
+    return out
+
+
+# -- OpenEMR: the lifecycle soak's ledgers ------------------------------------------
+
+LIFE = BENCH / "lifecycle" / "results"
+#: (arm in the ledger, ledger dir, setup key, label)
+OPENEMR_ARMS: list[dict[str, Any]] = [
+    {
+        "arm": "openadapt-production-relabel",
+        "dir": "production-2026-10-24/after",
+        "setup": "openadapt_regulated_openemr",
+        "kind": "program",
+        "label": "3. OpenAdapt, Regulated + problems_only, durable, pipelined read-back, relabel repair "
+        "(engine of measure/production-lifecycle; the API step is refused on this form, so the GUI save runs)",
+    },
+    {
+        "arm": "openadapt-production",
+        "dir": "production-2026-10-24/before",
+        "setup": "openadapt_regulated_openemr",
+        "kind": "program",
+        "allow_partial": True,
+        "label": "3 on main. Same configuration, current main's engine (the run was stopped at 27 items)",
+    },
+    {
+        "arm": "agent_tools",
+        "dir": "economics-2026-10-24/agent_tools",
+        "setup": "agent_tools",
+        "kind": "agent",
+        "label": "1. Agent with structured tools and REST read-back (Claude Sonnet 5.5)",
+    },
+    {
+        "arm": "agent_script",
+        "dir": "economics-2026-10-24/agent_script",
+        "setup": "agent_script",
+        "kind": "script",
+        "allow_partial": True,
+        "label": "2. (hung after 16 items) Agent-written Playwright + REST script with read-back and duplicate check, agent-maintained (Claude Sonnet 5.5)",
+    },
+    {
+        "arm": "human_script",
+        "dir": "economics-2026-10-24/human_script",
+        "setup": "human_script",
+        "kind": "script",
+        "label": "2h. Hand-written script, same checks, not maintained during the run",
+    },
+    {
+        "arm": "cua_alone",
+        "dir": "economics-2026-10-24/cua_alone",
+        "setup": "cua_alone",
+        "kind": "agent",
+        "label": "4. Computer-use agent, screenshots only (Claude Sonnet 5.5), first 12 items",
+    },
+]
+
+
+def openemr_arm(spec: dict[str, Any]) -> Optional[dict[str, Any]]:
+    sys.path.insert(0, str(BENCH))
+    from lifecycle.arms import economics as econ
+
+    ledger = LIFE / spec["dir"] / "ledger.jsonl"
+    if not ledger.is_file():
+        return None
+    rows = econ.read_rows([ledger])
+    partial = not any(r.get("type") == "arm_end" for r in rows)
+    if partial and not spec.get("allow_partial"):
+        return None
+    res = econ.compute(rows)
+    a = next((x for x in res["arms"] if x["arm"] == spec["arm"]), None)
+    if a is None:
+        return None
+    m = a["measured"]
+    n = a["items"]
+    op = ASSUME["operator_s"]
+    mine = [r for r in rows if r.get("arm") == spec["arm"]]
+    fixes = [
+        r
+        for r in mine
+        if r.get("type") == "phase"
+        and r.get("stage") == "maintenance"
+        and r.get("phase") in ("fix_script",)
+    ]
+    reviews = [
+        r
+        for r in mine
+        if r.get("type") == "operator" and r.get("kind") == "repair_review"
+    ]
+    setup_walls = [
+        float(r.get("wall_s", 0) or 0)
+        for r in mine
+        if r.get("type") == "phase" and r.get("stage") == "setup"
+    ]
+    sp = ASSUME["setup_people_min"][spec["setup"]]
+    # Script fixes are reviewed by an engineer (assumption), not charged as an operator repair review.
+    eng_maint_min = (
+        len(fixes) * ASSUME["maintenance_people_min"]["script_fix_review_engineer"]
+        if spec["kind"] == "script"
+        else 0.0
+    )
+    op_maint_min = 0.0 if spec["kind"] == "script" else m["maintenance_human_min"]
+    if spec["kind"] == "script" and spec["arm"] == "human_script" and a["drift_events"]:
+        # Not maintained during the run: an engineer fixes it once per change (prices.json, 30 min).
+        broke = any(
+            r.get("type") == "item_result" and (r.get("detail") or {}).get("broke")
+            for r in mine
+        )
+        eng_maint_min = (
+            ASSUME["maintenance_people_min"]["script_fix_by_hand_engineer"]
+            if broke
+            else 0.0
+        )
+    d = max(a["drift_events"], 1)
+    sw = a["silent_wrong"]
+    cleanup_s = sw * (
+        op["reconcile"] + op["manual_entry_openemr"] + 2 * op["interrupt"]
+    )
+    item_op_min = m["operator_min"] - (
+        len(reviews) * (op["repair_review"] + op["interrupt"]) / 60
+        if spec["kind"] == "script"
+        else 0.0
+    )
+    out = {
+        "arm": spec["arm"],
+        "label": spec["label"],
+        "kind": spec["kind"],
+        "source": f"lifecycle/results/{spec['dir']}",
+        "partial": partial,
+        "items": n,
+        "verified": a["verified"],
+        "automated": a["automated"],
+        "by_hand": a["by_hand"],
+        "outcomes": a["outcomes"],
+        "silent_wrong": sw,
+        "false_stop": a["false_stop"],
+        "false_stop_of": a["false_stop_denominator"],
+        "drift_events": a["drift_events"],
+        "median_s": m["median_wall_s_automated"],
+        "p90_s": m["p90_wall_s_automated"],
+        "model_usd_total": round(
+            m["item_model_usd"] + m["setup_model_usd"] + m["maintenance_model_usd"], 4
+        ),
+        "setup": {
+            "model_usd": m["setup_model_usd"],
+            "agent_min": round(sum(setup_walls) / 60, 1),
+            "operator_min": sp["operator"],
+            "engineer_min": sp["engineer"],
+        },
+        "per_item": {
+            "model_usd": m["item_model_usd"] / n,
+            "compute_usd": m["compute_usd"] / n,
+            "operator_min": item_op_min / n,
+        },
+        "per_change": {
+            "model_usd": m["maintenance_model_usd"] / d,
+            "operator_min": op_maint_min / d,
+            "engineer_min": eng_maint_min / d,
+            "fixes": len(fixes),
+        },
+        "per_item_cleanup_min": cleanup_s / 60 / n,
+    }
+    if not a["drift_events"]:
+        # The run never reached the app change: its fixes were first-use debugging, so they are
+        # setup, and maintenance after a change was not measured.
+        out["setup"]["model_usd"] += m["maintenance_model_usd"]
+        out["setup"]["engineer_min"] += eng_maint_min
+        out["setup"]["debug_fixes"] = len(fixes)
+        out["per_change"] = {
+            "model_usd": 0.0,
+            "operator_min": 0.0,
+            "engineer_min": 0.0,
+            "fixes": 0,
+            "not_measured": True,
+        }
+    return out
+
+
+def project_openemr(a: dict[str, Any], n: int, f: float = 1.0) -> dict[str, float]:
+    rate = ASSUME["labor_usd_per_hour"]
+    ch = ASSUME["volume"]["ui_changes_per_1000_items"] / 1000 * n
+    s, pi, pc = a["setup"], a["per_item"], a["per_change"]
+    op_usd = rate["operator"] / 60
+    eng_usd = rate["engineer"] / 60
+    setup_usd = s["model_usd"] + f * (
+        s["operator_min"] * op_usd + s["engineer_min"] * eng_usd
+    )
+    items_usd = n * (
+        pi["model_usd"] + pi["compute_usd"] + f * pi["operator_min"] * op_usd
+    )
+    change_usd = ch * (
+        pc["model_usd"]
+        + f * (pc["operator_min"] * op_usd + pc["engineer_min"] * eng_usd)
+    )
+    cleanup_usd = n * f * a["per_item_cleanup_min"] * op_usd
+    people = f * (
+        s["operator_min"]
+        + s["engineer_min"]
+        + n * pi["operator_min"]
+        + ch * (pc["operator_min"] + pc["engineer_min"])
+        + n * a["per_item_cleanup_min"]
+    )
+    return {
+        "setup_usd": round(setup_usd, 2),
+        "per_item_usd": round(items_usd, 2),
+        "ui_changes_usd": round(change_usd, 2),
+        "silent_wrong_cleanup_usd": round(cleanup_usd, 2),
+        "total_usd": round(setup_usd + items_usd + change_usd + cleanup_usd, 2),
+        "people_min": round(people, 1),
+        "model_usd": round(
+            s["model_usd"] + n * pi["model_usd"] + ch * pc["model_usd"], 2
+        ),
+        "silent_wrong_expected": round(n * a["silent_wrong"] / a["items"], 2)
+        if a["items"]
+        else 0.0,
+    }
+
+
+def render_openemr(arms: list[dict[str, Any]]) -> str:
+    L = [
+        "## OpenEMR referral intake (seed 7, 55 items, one app change: the save button relabeled at item 26)",
+        "",
+        "| Arm | Items | Verified in the end | Automated (no hand entry) | Silent wrong | False stops | Median s/item | Model $/item | Operator min/item | Maintenance for the change (people min / model $) | Setup people min | Setup agent min / $ |",
+        "|---|---|---|---|---|---|---|---|---|---|---|---|",
+    ]
+    for a in arms:
+        pc, s = a["per_change"], a["setup"]
+        L.append(
+            f"| {a['label']} | {a['items']} | {a['verified']} | {a['automated']} | {a['silent_wrong']} | "
+            f"{a['false_stop']} of {a['false_stop_of']} | {_f(a['median_s'], 1)} | {_f(a['per_item']['model_usd'], 3)} | "
+            f"{_f(a['per_item']['operator_min'], 2)} | "
+            + (
+                "not reached | "
+                if pc.get("not_measured") and a["kind"] != "manual"
+                else f"{_f(pc['operator_min'] + pc['engineer_min'], 1)} / {_f(pc['model_usd'], 2)} | "
+            )
+            + f"{_f(s['operator_min'] + s['engineer_min'], 0)} | {_f(s['agent_min'], 1)} / {_f(s['model_usd'], 2)} |"
+        )
+    L += [
+        "",
+        "### Totals (people time priced at the assumed rates; x0.5 and x2 in brackets)",
+        "",
+        "| Arm | "
+        + " | ".join(f"{n} items: total $ | people min" for n in SIZES)
+        + " |",
+        "|---|" + "---|---|" * len(SIZES),
+    ]
+    for a in arms:
+        cells = []
+        for n in SIZES:
+            t, lo, hi = (
+                a["totals"][str(n)],
+                a["totals_people_x0.5"][str(n)],
+                a["totals_people_x2"][str(n)],
+            )
+            cells += [
+                f"{_f(t['total_usd'], 0)} [{_f(lo['total_usd'], 0)}-{_f(hi['total_usd'], 0)}]",
+                _f(t["people_min"], 0),
+            ]
+        L.append(f"| {a['arm']} | " + " | ".join(cells) + " |")
+    return "\n".join(L) + "\n"
+
+
+def main(argv: Optional[list[str]] = None) -> int:
+    out = HERE / "results"
+    out.mkdir(exist_ok=True)
+    arms = [x for x in (mockmed_arm(a) for a in MOCKMED_ARMS) if x]
+    missing = [
+        a["arm"] for a in MOCKMED_ARMS if not any(x["arm"] == a["arm"] for x in arms)
+    ]
+    for a in arms:
+        a["totals"] = {str(n): project(a, n) for n in SIZES}
+        a["totals_people_x0.5"] = {str(n): project(a, n, 0.5) for n in SIZES}
+        a["totals_people_x2"] = {str(n): project(a, n, 2.0) for n in SIZES}
+    oe = [x for x in (openemr_arm(a) for a in OPENEMR_ARMS) if x]
+    op = ASSUME["operator_s"]
+    manual_min = (op["manual_entry_openemr"] + op["interrupt"]) / 60
+    oe.append(
+        {
+            "arm": "all_manual",
+            "label": "Reference: a person enters every item (cost model V1)",
+            "kind": "manual",
+            "source": "cost model",
+            "partial": False,
+            "items": None,
+            "verified": None,
+            "automated": 0,
+            "by_hand": None,
+            "outcomes": {},
+            "silent_wrong": 0,
+            "false_stop": None,
+            "false_stop_of": None,
+            "drift_events": 0,
+            "median_s": manual_min * 60,
+            "p90_s": None,
+            "model_usd_total": 0.0,
+            "setup": {
+                "model_usd": 0.0,
+                "agent_min": 0.0,
+                "operator_min": 0.0,
+                "engineer_min": 0.0,
+            },
+            "per_item": {
+                "model_usd": 0.0,
+                "compute_usd": 0.0,
+                "operator_min": manual_min,
+            },
+            "per_change": {
+                "model_usd": 0.0,
+                "operator_min": 0.0,
+                "engineer_min": 0.0,
+                "fixes": 0,
+            },
+            "per_item_cleanup_min": 0.0,
+        }
+    )
+    for a in oe:
+        a["totals"] = {str(n): project_openemr(a, n) for n in SIZES}
+        a["totals_people_x0.5"] = {str(n): project_openemr(a, n, 0.5) for n in SIZES}
+        a["totals_people_x2"] = {str(n): project_openemr(a, n, 2.0) for n in SIZES}
+    result = {
+        "assumptions": ASSUME["version"],
+        "openemr": oe,
+        "mockmed": arms,
+        "mockmed_missing": missing,
+        "openemr_missing": [
+            a["arm"] for a in OPENEMR_ARMS if not any(x["arm"] == a["arm"] for x in oe)
+        ],
+    }
+    (out / "totals.json").write_text(json.dumps(result, indent=1, default=str) + "\n")
+    text = render_openemr(oe) + "\n" + render(result)
+    (out / "TABLE.md").write_text(text)
+    print(text)
+    return 0
+
+
+def _f(x: Any, nd: int = 2) -> str:
+    return f"{x:,.{nd}f}" if isinstance(x, (int, float)) else str(x)
+
+
+def render(result: dict[str, Any]) -> str:
+    arms = result["mockmed"]
+    L = [
+        "## MockMed, fault set 1.1.0 (100 items, 10 UI changes, 5 server faults)",
+        "",
+        "| Arm | Verified (of 90) | Silent wrong | False stops | Faults claimed saved (of 5) | Stopped when no save possible (of 5) | Control s/item (load) | Model $/item | Setup people min | Setup agent min / $ |",
+        "|---|---|---|---|---|---|---|---|---|---|",
+    ]
+    for a in arms:
+        m, s = a["measured"], a["setup"]
+        L.append(
+            f"| {a['label']} | {m['verified_of_saveable']} | {m['silent_wrong']} | {m['false_stops']} | "
+            f"{m['faults_reported_as_success']} | {m['stopped_when_no_save_possible']} | "
+            f"{_f(m['control_median_s'], 1)} ({_f(m['control_median_host_load'], 0)}) | {_f(m['control_model_usd_per_item'], 4)} | "
+            f"{_f(s['operator_min'] + s['engineer_min'], 0)} | {_f(s['agent_min'], 1)} / {_f(s['model_usd'], 3)} |"
+        )
+    L += [
+        "",
+        "### Each UI change: excess people minutes (silent wrongs in the block)",
+        "",
+        "| Change | " + " | ".join(a["arm"] for a in arms) + " |",
+        "|---|" + "---|" * len(arms),
+    ]
+    for i, c in enumerate(arms[0]["changes"]):
+        cells = []
+        for a in arms:
+            ch = a["changes"][i]
+            cells.append(
+                f"{_f(ch['excess_people_min'], 1)}"
+                + (f" ({ch['silent_wrong']} SW)" if ch["silent_wrong"] else "")
+                + (" +fix" if ch["people_fix_added"] else "")
+            )
+        L.append(f"| {c['change']} | " + " | ".join(cells) + " |")
+    L += [
+        "",
+        "### Totals (people time priced at the assumed rates; x0.5 and x2 in brackets)",
+        "",
+        "| Arm | "
+        + " | ".join(f"{n} items: total $ | people min | silent wrongs" for n in SIZES)
+        + " |",
+        "|---|" + "---|---|---|" * len(SIZES),
+    ]
+    for a in arms:
+        cells = []
+        for n in SIZES:
+            t, lo, hi = (
+                a["totals"][str(n)],
+                a["totals_people_x0.5"][str(n)],
+                a["totals_people_x2"][str(n)],
+            )
+            cells += [
+                f"{_f(t['total_usd'], 0)} [{_f(lo['total_usd'], 0)}-{_f(hi['total_usd'], 0)}]",
+                _f(t["people_min"], 0),
+                _f(t["silent_wrong_expected"], 1),
+            ]
+        L.append(f"| {a['arm']} | " + " | ".join(cells) + " |")
+    if result.get("mockmed_missing"):
+        L += ["", f"Not yet run: {', '.join(result['mockmed_missing'])}."]
+    return "\n".join(L) + "\n"
+
+
+if __name__ == "__main__":
+    sys.exit(main(sys.argv[1:]))
diff --git a/packages/flow/benchmark/lifecycle/.gitignore b/packages/flow/benchmark/lifecycle/.gitignore
new file mode 100644
index 000000000..9ebec926b
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/.gitignore
@@ -0,0 +1 @@
+results/spend.lock
diff --git a/packages/flow/benchmark/lifecycle/README.md b/packages/flow/benchmark/lifecycle/README.md
new file mode 100644
index 000000000..328021895
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/README.md
@@ -0,0 +1,125 @@
+# Lifecycle soak: does OpenAdapt remove work under ordinary business conditions?
+
+A "synthetic customer": a seeded stream of referrals is worked through on a
+real local OpenEMR 8.0.0.3, with duplicates, bad source documents, other
+clerks, forced logouts, slow and failed saves and four UI changes, while a
+scripted operator answers every stop. The result is one number with its
+parts, computed only from the run's ledger.
+
+**Verified completed items per operator-hour**: items whose final state the
+independent oracle judges right and that the operator did not do by hand,
+divided by every operator hour the run charged (setup, per-item requests,
+maintenance after UI changes).
+
+Reported beside it, never folded in:
+
+- setup minutes (teach, compile, qualify, admit);
+- per-item operator minutes (approvals, stops, reconciliations, repair reviews);
+- maintenance minutes after each UI change;
+- false-stop rate: stops with nothing written on items whose data was right
+  and that carried no injected fault, over all such items (Wilson 95% CI), and
+  how many of them happened with a UI change in force;
+- silent-wrong rate: items the arm claimed done that the oracle judged wrong,
+  over all items it claimed done; the oracle is a direct SQL read of
+  `patient_data` from inside the database container, never the product's
+  verdict;
+- wall time, host load, model calls and list-price cost;
+- the same headline if every silent wrong is later found and fixed
+  (reconcile + re-entry per silent wrong), and the all-manual baseline
+  (every item entered by hand).
+
+## The headline
+
+`results.json` (`arms.<arm>.headline`) and the top of `REPORT.md` give, per arm:
+
+- **verified items per operator-minute**: items the oracle judges right that
+  nobody entered by hand, over every charged operator minute (approvals,
+  stops, reconciliations, resumes, repair reviews, items done by hand and
+  maintenance). Shown with and without setup, and at x0.5, x1 and x2 of the
+  cost model;
+- false stops per 100 items, and all stops per 100 items;
+- operator minutes per stopped item;
+- after each app change: the items it false-stopped, the operator minutes of
+  maintenance, and the wall time until the next verified item;
+- stops by cause, and for duplicate-check stops the identity field the item
+  shared with an existing chart.
+
+`--drift KIND@SEQ` replaces the four-change schedule with your own, for
+example `--drift relabel_save@26` (proof-15's change: only the save button is
+relabeled).
+
+## Files
+
+| File | What it is |
+|---|---|
+| `arm.py` | The interface every arm implements (`lifecycle-arm/1`) |
+| `workload.py` | The seeded referral stream, its exception mix and ground truth |
+| `apps.py` | The OpenEMR adapter: reset, SQL oracle channel, every injected event |
+| `oracle.py` | The independent judge (per item, and the item's final state) |
+| `operator.py` | The scripted operator and its decision rules |
+| `cost_model.py` | Seconds charged per operator touch, versioned, with its calibration note |
+| `metrics.py` | The metric and its parts, from the ledger |
+| `report.py` | `results.json`, `REPORT.md` and `stops.jsonl` from the ledger |
+| `run.py` | The runner |
+| `openadapt_arm.py` | The OpenAdapt arm (CLI and Standard governed modes) |
+| `production_arm.py` | The production configuration of `benchmark/lifecycle_proof` (Regulated, `problems_only`, durable, pipelined read-back, repair on) as an arm; `recovery: "relabel"` adds the relabel repair, `duplicate_check: true` admits the program with the match-list duplicate check |
+| `fake.py` | An in-memory app and two toy arms, for tests and for checking a new arm |
+| `results/<run>/` | Committed runs: `ledger.jsonl`, `workload.jsonl`, `results.json`, `REPORT.md`, `stops.jsonl` |
+
+## Run it
+
+```bash
+cd packages/flow/benchmark
+python -m lifecycle.apps up                    # the lifecycle OpenEMR copy, ports 9420/9421
+python -m lifecycle.run --app openemr --seed 7 --items 300 --days 10 \
+    --arm lifecycle.openadapt_arm:make --out lifecycle/results/<run id>
+python -m lifecycle.report lifecycle/results/<run id>   # recompute from the ledger
+```
+
+`--app fake --arm lifecycle.fake:careful` runs the whole pipeline in a second
+with no fixture. Two runs with the same seed see the same items, events and
+UI changes, in the same order.
+
+## The workload
+
+Each item is one new-patient referral (the 12 fields of OpenEMR's New
+Patient form). About a quarter carry an exception (`workload.py` has the
+exact mix and the right outcome of each): duplicates of existing charts,
+resent referrals, same-name patients who are and are not the same person, a
+missing date of birth, a missing home phone, a US-format date of birth, names
+in capitals with stray spaces, another clerk registering the same patient
+first, another clerk editing an unrelated chart mid-item, a forced logout, a
+slow save and a save that fails once. The mix is stress-weighted to exercise
+every kind several times, not a measured intake distribution.
+
+UI changes are applied in the app server, so every client sees them, and
+stay on to the end of the run: a theme (day 2), a relabel of both create
+buttons (day 4), a reordered demographics layout (day 6) and a notice that
+must be dismissed before the form takes input (day 8). A version bump is not
+run: the fixture pins one OpenEMR image.
+
+Every injected event, with exactly what was changed, is a row in the ledger.
+
+## The operator
+
+`operator.py` answers every request from the ledger's truth and from a
+look at the app, never from the arm's verdict, and records the rule that
+decided. Requests and their charges come from `cost_model.py`. No real
+operator timings exist yet, so every charge is an assumption, stated in the
+model and shown at x0.5 and x2.
+
+## Adding an arm
+
+Implement `arm.Arm` and pass `--arm module:factory`. Route every human touch
+through `operator.ask`; never charge yourself and never judge yourself.
+`Env.extra` carries the fixture's ports and read-only and actor REST
+sessions; arms never get the oracle's SQL. Raise `arm.SpendCapReached` to
+pause an arm at a spend cap.
+
+## Limits
+
+- One machine, shared with other work; every item row records the 1-minute
+  load. Wall times are not comparable across runs at different loads.
+- Synthetic data, a synthetic workload mix, and assumed operator costs.
+- The OpenAdapt arm's configuration, and what the product refused, is in
+  each run's `results.json` (`arms.<arm>.describe`) and its report.
diff --git a/packages/flow/benchmark/lifecycle/__init__.py b/packages/flow/benchmark/lifecycle/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/packages/flow/benchmark/lifecycle/apps.py b/packages/flow/benchmark/lifecycle/apps.py
new file mode 100644
index 000000000..8c11978c8
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/apps.py
@@ -0,0 +1,589 @@
+"""The apps a lifecycle run drives, and every event the harness injects into them.
+
+OpenEMR 8.0.0.3 runs as its own Compose project (``openadapt-openemr-lifecycle``,
+loopback ports 9421 for the browser and 9420 for the API) from the pinned
+fixture in ``benchmark/openemr_local``, with synthetic data only. Nothing here
+touches another session's copy.
+
+Injected events, each logged with exactly what was changed:
+
+- other clerks: a chart created through the REST API as the actor account,
+  or an unrelated chart's home phone changed through SQL;
+- forced logout: every PHP session file in the app container is deleted;
+- slow save: a ``BEFORE INSERT`` trigger on ``patient_data`` that sleeps for
+  the item's patient only;
+- failed save: the same trigger raising an error, a set number of times (the
+  counter lives in a non-transactional table, so it survives the rollback);
+- UI changes, served to every client as a vendor release would be:
+  - ``theme``: a stylesheet that changes colours, fonts and spacing on the
+    New Patient form and its duplicate-check popup;
+  - ``relabel``: the save button "Confirm Create New Patient" becomes
+    "Save new patient", and "Create New Patient" becomes "Check and create";
+  - ``relabel_save``: only the save button is relabeled (proof-15's change);
+  - ``reorder``: the demographics layout (``layout_options``) puts Birth Sex
+    before DOB, and Home Phone and Contact Email before Address;
+  - ``interstitial``: a notice over the New Patient form that must be
+    dismissed ("Continue") before the form takes input.
+  A version bump is not run: the lock pins one OpenEMR image and a second
+  pinned image would need its own baseline (see the report's limits).
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import re
+import subprocess
+import threading
+import time
+from pathlib import Path
+from typing import Any, Optional
+
+HERE = Path(__file__).resolve().parent
+BENCH = HERE.parent
+#: Another session can run its own copy: set these three (and
+#: LIFECYCLE_OPENEMR_STATE) to its own project, ports and state folder.
+PROJECT = os.environ.get("LIFECYCLE_OPENEMR_PROJECT", "openadapt-openemr-lifecycle")
+UI_PORT = os.environ.get("LIFECYCLE_UI_PORT", "9421")
+API_PORT = os.environ.get("LIFECYCLE_API_PORT", "9420")
+WEBROOT = "/var/www/localhost/htdocs/openemr"
+FORM = f"{WEBROOT}/interface/new/new_comprehensive.php"
+POPUP = f"{WEBROOT}/interface/new/new_search_popup.php"
+DRIFT_JS = f"{WEBROOT}/public/lifecycle-drift.js"
+SQL_FIELDS = (
+    "id",
+    "pid",
+    "title",
+    "fname",
+    "lname",
+    "DOB",
+    "sex",
+    "street",
+    "city",
+    "state",
+    "postal_code",
+    "phone_home",
+    "email",
+    "country_code",
+)
+
+THEME_CSS = (
+    "body{background:#fbf6ee !important;font-family:Georgia,serif !important;}"
+    ".card,.card-header,.nav-tabs .nav-link{background:#efe4d2 !important;}"
+    ".btn-primary{background:#6b3d8f !important;border-color:#6b3d8f !important;}"
+    "label,.label_custom{color:#5a3218 !important;}"
+    ".form-control{border-radius:0 !important;border-color:#a08060 !important;}"
+)
+INTERSTITIAL_JS = r"""
+(function(){
+  if (!/new_comprehensive\.php/.test(location.pathname)) return;
+  function show(){
+    if (document.getElementById('oa-lifecycle-notice')) return;
+    var d=document.createElement('div');
+    d.id='oa-lifecycle-notice';
+    d.setAttribute('role','dialog');
+    d.style.cssText='position:fixed;inset:0;background:rgba(0,0,0,.45);z-index:99999;display:flex;align-items:center;justify-content:center';
+    d.innerHTML='<div style="background:#fff;padding:24px;max-width:420px;border-radius:6px;font:15px sans-serif">'+
+      '<h3 style="margin-top:0">Registration form updated</h3>'+
+      '<p>Contact details are now checked when you save. Review the new layout before you continue.</p>'+
+      '<button type="button" class="btn btn-primary" id="oa-lifecycle-continue">Continue</button></div>';
+    document.body.appendChild(d);
+    document.getElementById('oa-lifecycle-continue').onclick=function(){d.remove();};
+  }
+  if (document.readyState==='loading') document.addEventListener('DOMContentLoaded',show); else show();
+})();
+"""
+
+
+def podman_env() -> dict[str, str]:
+    """Docker Compose pointed at the benchmark Podman machine."""
+
+    env = dict(os.environ)
+    if not env.get("DOCKER_HOST"):
+        sock = subprocess.run(
+            [
+                "podman",
+                "machine",
+                "inspect",
+                "openadapt-benchmark",
+                "--format",
+                "{{.ConnectionInfo.PodmanSocket.Path}}",
+            ],
+            capture_output=True,
+            text=True,
+            check=False,
+        ).stdout.strip()
+        if sock:
+            env["DOCKER_HOST"] = f"unix://{sock}"
+    return env
+
+
+def make_fixture(state_dir: Path) -> Any:
+    import benchmark.openemr_local.fixture as fx
+
+    class LifecycleFixture(fx.OpenEMRFixture):
+        def __init__(self, state: Path) -> None:
+            super().__init__(state)
+            self.lock = {**self.lock, "project": PROJECT}
+
+        @property
+        def ui_base_url(self) -> str:
+            return f"http://127.0.0.1:{UI_PORT}"
+
+        @property
+        def api_base_url(self) -> str:
+            return f"https://127.0.0.1:{API_PORT}"
+
+        def _expected(self) -> dict[str, str]:
+            return {
+                "OPENEMR_IMAGE": self.lock["services"]["openemr"],
+                "MARIADB_IMAGE": self.lock["services"]["mariadb"],
+                "OPENEMR_ACTOR_USER": "openadapt_actor",
+                "OPENEMR_HTTP_PORT": UI_PORT,
+                "OPENEMR_HTTPS_PORT": API_PORT,
+            }
+
+        def _validate_runtime_env(self) -> None:
+            values = self._runtime_values()
+            for k, v in self._expected().items():
+                if values.get(k) != v:
+                    raise fx.FixtureError(f"runtime.env {k} differs")
+            self.runtime_env.chmod(0o600)
+
+        def runtime_preflight(self) -> None:
+            # The shared machine's rules (~/oa/scratch/fixture-lease/README.md):
+            # at least 15 GiB free and a 1-minute load under 40 before any
+            # container starts. The pinned images are already in the Podman
+            # machine.
+            import shutil
+
+            free = shutil.disk_usage("/System/Volumes/Data").free / 2**30
+            if free < 15:
+                raise fx.FixtureError(f"only {free:.1f} GiB free on the host")
+            load = os.getloadavg()[0]
+            if load >= 40:
+                raise fx.FixtureError(f"1-minute load is {load:.0f}; wait for < 40")
+
+        def prepare(self) -> None:
+            import secrets
+
+            self._protect_state_dir()
+            if not self.runtime_env.exists():
+                values = {
+                    **self._expected(),
+                    "MARIADB_ROOT_PASSWORD": secrets.token_urlsafe(32),
+                    "OPENEMR_DB_PASSWORD": secrets.token_urlsafe(32),
+                    "OPENEMR_ACTOR_PASSWORD": secrets.token_urlsafe(32),
+                }
+                self._write_private_exclusive(
+                    self.runtime_env,
+                    (
+                        "# generated local synthetic fixture; never commit\n"
+                        + "".join(f"{k}={v}\n" for k, v in values.items())
+                    ).encode(),
+                )
+            super().prepare()
+
+        def _run(self, argv, *, input_bytes=None, timeout_s=300.0):  # type: ignore[override]
+            # Same as the base, with Compose pointed at the Podman machine.
+            if argv[:2] == ["docker", "compose"] or argv[:1] == ["docker"]:
+                proc = subprocess.run(
+                    argv,
+                    input=input_bytes,
+                    capture_output=True,
+                    timeout=timeout_s,
+                    env=podman_env(),
+                    check=False,
+                )
+                if proc.returncode != 0:
+                    raise fx.FixtureError(
+                        f"{' '.join(argv[:4])} failed: {proc.stderr.decode()[-800:]}"
+                    )
+                return proc
+            return super()._run(argv, input_bytes=input_bytes, timeout_s=timeout_s)
+
+    return LifecycleFixture(state_dir)
+
+
+class OpenEMRApp:
+    """The app adapter the harness drives: reset, read, inject, change."""
+
+    def __init__(self, state_dir: Optional[Path] = None) -> None:
+        self.state_dir = Path(
+            state_dir
+            or os.environ.get("LIFECYCLE_OPENEMR_STATE")
+            or Path.home() / "oa" / "scratch" / "lifecycle" / "openemr-state"
+        )
+        self.fx = make_fixture(self.state_dir)
+        self.db_container = f"{PROJECT}-db-1"
+        self.app_container = f"{PROJECT}-openemr-1"
+        self.ui_url = self.fx.ui_base_url
+        self.api_url = self.fx.api_base_url
+        self.drift_on: list[str] = []
+        self._fault_lock = threading.Lock()
+        from benchmark.openemr_throughput.harness import CLERKS
+
+        #: Added before the baseline snapshot, so every reset keeps them.
+        self._clerks: list[str] = list(CLERKS[:3])
+
+    # -- bring-up ----------------------------------------------------------
+
+    def bootstrapped(self) -> bool:
+        return all(
+            p.is_file()
+            for p in (
+                self.fx.runtime_env,
+                self.fx.clients_path,
+                self.fx.snapshot_path,
+                self.fx.snapshot_hash_path,
+            )
+        )
+
+    def bring_up(self, say: Any = print) -> str:
+        if self.bootstrapped():
+            say("starting the existing copy")
+            self.fx._compose("up", "-d", timeout_s=900.0)
+            self.fx._wait_ready(timeout_s=900.0)
+            return "restarted"
+        self.fx.runtime_preflight()
+        say("checking the pinned OpenEMR release")
+        self.fx.prepare()
+        self.fx.image_identity()
+        say("starting; OpenEMR installs itself on first start")
+        self.fx._compose("up", "-d", timeout_s=900.0)
+        self.fx._wait_ready(timeout_s=1800.0)
+        self.fx._verify_running_source()
+        say("adding synthetic API clients")
+        self.fx.bootstrap()
+        self.add_clerks(3)
+        self.fx.snapshot()
+        return "created"
+
+    def describe(self) -> dict[str, Any]:
+        return {
+            "app": "openemr",
+            "version": "8.0.0.3",
+            "project": PROJECT,
+            "ui_url": self.ui_url,
+            "api_url": self.api_url,
+            "images": self.fx.lock["services"],
+            "baseline_sha256": self.fx.baseline_hash() if self.bootstrapped() else None,
+        }
+
+    def extra(self) -> dict[str, Any]:
+        """What arms may use. ``rest_read_session()`` returns an httpx client
+        with a read-only bearer token (``user/patient.rs``), the same REST
+        read-back OpenAdapt's record check uses; ``rest_write_session()`` one
+        with the actor's create/update scope. Arms never get the oracle's SQL."""
+
+        return {
+            "fixture_state": str(self.state_dir),
+            "fixture_lock": str(self.state_dir / "environment.lock.json"),
+            "project": PROJECT,
+            "ui_port": int(UI_PORT),
+            "api_port": int(API_PORT),
+            "rest_read_session": lambda: self.fx.token_session("oracle"),
+            "rest_write_session": lambda: self.fx.token_session("actor"),
+            "fixture": self.fx,
+        }
+
+    def point_hooks_here(self) -> None:
+        """verify.yaml's hooks (sign-in, REST read-back) read these variables."""
+
+        lock = self.state_dir / "environment.lock.json"
+        lock.write_text(json.dumps(self.fx.lock, indent=2) + "\n")
+        os.environ["OPENEMR_FIXTURE_STATE"] = str(self.state_dir)
+        os.environ["OPENEMR_FIXTURE_LOCK"] = str(lock)
+        os.environ["OPENEMR_UI_URL"] = self.ui_url
+        os.environ["OPENEMR_API_URL"] = self.api_url
+        os.environ.update({k: v for k, v in podman_env().items() if k == "DOCKER_HOST"})
+
+    # -- accounts ------------------------------------------------------------
+
+    def add_clerks(self, n: int) -> list[str]:
+        from benchmark.openemr_throughput.harness import add_clerks
+
+        self._clerks = add_clerks(self.fx, n)
+        return self._clerks
+
+    def accounts(self) -> list[tuple[str, str]]:
+        pw = self.fx._runtime_values()["OPENEMR_ACTOR_PASSWORD"]
+        users = ["openadapt_actor"] + [
+            c for c in self._clerks if c != "openadapt_actor"
+        ]
+        return [(u, pw) for u in users]
+
+    # -- direct database channel (the oracle's) -----------------------------
+
+    def sql(self, statement: str, *, timeout_s: float = 120.0) -> str:
+        proc = subprocess.run(
+            [
+                "podman",
+                "exec",
+                "-i",
+                self.db_container,
+                "sh",
+                "-c",
+                'MYSQL_PWD="$MARIADB_ROOT_PASSWORD" exec mariadb -uroot --batch --raw '
+                "--skip-column-names",
+            ],
+            input=statement.encode(),
+            capture_output=True,
+            timeout=timeout_s,
+            check=False,
+        )
+        if proc.returncode != 0:
+            raise RuntimeError(f"sql failed: {proc.stderr.decode()[-500:]}")
+        return proc.stdout.decode()
+
+    def rows(self) -> list[dict[str, str]]:
+        out = self.sql(
+            "SELECT " + ",".join(SQL_FIELDS) + " FROM openemr.patient_data ORDER BY id;"
+        )
+        return [
+            {
+                k: ("" if v == "NULL" else v)
+                for k, v in zip(SQL_FIELDS, line.split("\t"))
+            }
+            for line in out.splitlines()
+            if line
+        ]
+
+    def app_exec(self, script: str, *, timeout_s: float = 60.0) -> str:
+        proc = subprocess.run(
+            ["podman", "exec", self.app_container, "sh", "-c", script],
+            capture_output=True,
+            timeout=timeout_s,
+            check=False,
+        )
+        if proc.returncode != 0:
+            raise RuntimeError(f"app exec failed: {proc.stderr.decode()[-500:]}")
+        return proc.stdout.decode()
+
+    # -- state ---------------------------------------------------------------
+
+    def reset(self) -> str:
+        self.clear_all_events()
+        return self.fx.reset()
+
+    def seed_existing(self, people: list[dict[str, str]]) -> list[str]:
+        return [self.create_chart(p, who="seed") for p in people]
+
+    def create_chart(self, fields: dict[str, str], *, who: str) -> str:
+        """A chart created through the REST API (another clerk, the operator
+        doing an item by hand, or the seed). Returns its patient_data id."""
+
+        body = {
+            "title": fields["title"],
+            "fname": fields["fname"].strip(),
+            "lname": fields["lname"].strip(),
+            "DOB": fields["DOB"],
+            "sex": fields["sex"],
+            "street": fields["street"],
+            "city": fields["city"],
+            "state": "MA",
+            "postal_code": fields["postal_code"],
+            "phone_home": fields.get("phone_home", ""),
+            "email": fields["email"],
+            "country_code": fields.get("country_code", "USA"),
+        }
+        before = {r["id"] for r in self.rows()}
+        session = self.fx.token_session("actor")
+        try:
+            resp = session.post(f"{self.api_url}/apis/default/api/patient", json=body)
+        finally:
+            session.close()
+        if resp.status_code not in (200, 201):
+            raise RuntimeError(f"{who} create returned HTTP {resp.status_code}")
+        new = [r["id"] for r in self.rows() if r["id"] not in before]
+        if len(new) != 1:
+            raise RuntimeError(f"{who} create made {len(new)} rows")
+        return new[0]
+
+    # -- item-level events ------------------------------------------------------
+
+    def inject(
+        self,
+        inj: dict[str, Any],
+        truth: Any,
+        *,
+        harness: set[str],
+        stop: Optional[threading.Event] = None,
+    ) -> dict[str, Any]:
+        event = inj["event"]
+        if event == "other_clerk_creates":
+            cid = self.create_chart(inj["person"], who="other clerk")
+            return {"event": event, "chart_id": cid}
+        if event == "force_logout":
+            n = self.app_exec(
+                "n=$(ls /tmp/sess_* 2>/dev/null | wc -l); rm -f /tmp/sess_*; echo $n"
+            )
+            return {"event": event, "sessions_ended": int(n.strip() or 0)}
+        if event == "other_clerk_edits_unrelated":
+            # wait a moment so the edit lands while the item is under way
+            if stop is not None:
+                stop.wait(5.0)
+            rows = [r for r in self.rows() if r["id"] not in harness]
+            target = rows[truth.seq % len(rows)] if rows else None
+            if target is None:
+                return {"event": event, "touched_ids": []}
+            phone = f"555-01{truth.seq % 100:02d}"
+            self.sql(
+                f"UPDATE openemr.patient_data SET phone_home='{phone}' "
+                f"WHERE id={int(target['id'])};"
+            )
+            return {"event": event, "touched_ids": [target["id"]], "phone_home": phone}
+        if event in ("slow_save", "failed_save"):
+            email = truth.person["email"]
+            assert re.fullmatch(r"[a-z0-9.@-]+", email)
+            if event == "slow_save":
+                body = f"IF NEW.email = '{email}' THEN SET @oa_slept = SLEEP({int(inj['seconds'])}); END IF;"
+            else:
+                body = (
+                    f"IF NEW.email = '{email}' AND (SELECT n FROM lifecycle.fault_budget "
+                    f"WHERE k='{email}') > 0 THEN "
+                    f"UPDATE lifecycle.fault_budget SET n = n - 1 WHERE k='{email}'; "
+                    "SIGNAL SQLSTATE '45000' SET MESSAGE_TEXT = 'lifecycle: injected save failure'; "
+                    "END IF;"
+                )
+            self.sql(
+                "CREATE DATABASE IF NOT EXISTS lifecycle; "
+                "CREATE TABLE IF NOT EXISTS lifecycle.fault_budget "
+                "(k VARCHAR(190) PRIMARY KEY, n INT) ENGINE=Aria TRANSACTIONAL=0; "
+                f"REPLACE INTO lifecycle.fault_budget VALUES ('{email}', {int(inj.get('times', 0))}); "
+                "DROP TRIGGER IF EXISTS openemr.oa_lifecycle_fault;\n"
+                "DELIMITER //\n"
+                "CREATE TRIGGER openemr.oa_lifecycle_fault BEFORE INSERT ON openemr.patient_data "
+                f"FOR EACH ROW BEGIN {body} END//\n"
+                "DELIMITER ;\n"
+            )
+            return {"event": event, "trigger": body}
+        raise ValueError(f"unknown injection {event}")
+
+    def clear_item_events(self) -> list[str]:
+        out = self.sql(
+            "SELECT TRIGGER_NAME FROM information_schema.TRIGGERS "
+            "WHERE TRIGGER_NAME='oa_lifecycle_fault';"
+        )
+        if out.strip():
+            self.sql("DROP TRIGGER IF EXISTS openemr.oa_lifecycle_fault;")
+            return ["oa_lifecycle_fault"]
+        return []
+
+    # -- UI changes ----------------------------------------------------------------
+
+    def _ensure_originals(self) -> None:
+        self.app_exec(
+            f"for f in {FORM} {POPUP}; do [ -f $f.oa-orig ] || cp -p $f $f.oa-orig; done"
+        )
+
+    def _write_drift_js(self) -> None:
+        parts = []
+        if "theme" in self.drift_on:
+            parts.append(
+                "(function(){var s=document.createElement('style');s.textContent="
+                + json.dumps(THEME_CSS)
+                + ";(document.head||document.documentElement).appendChild(s);})();"
+            )
+        if "interstitial" in self.drift_on:
+            parts.append(INTERSTITIAL_JS)
+        js = "\n".join(parts)
+        self.app_exec(f"cat > {DRIFT_JS} <<'OAEOF'\n{js}\nOAEOF\nchmod 644 {DRIFT_JS}")
+
+    def apply_drift(self, kind: str) -> dict[str, Any]:
+        self._ensure_originals()
+        if kind not in self.drift_on:
+            self.drift_on.append(kind)
+        changed: dict[str, Any] = {"kind": kind}
+        if kind in ("theme", "interstitial"):
+            self._write_drift_js()
+            tag = '<script src="/public/lifecycle-drift.js"></script>'
+            for f in (FORM, POPUP):
+                self.app_exec(
+                    f"grep -q lifecycle-drift.js {f} || "
+                    f"sed -i 's#</body>#{tag}</body>#' {f}"
+                )
+            changed["files"] = [FORM, POPUP, DRIFT_JS]
+        elif kind == "relabel":
+            self.app_exec(
+                f"sed -i \"s/xla('Confirm Create New Patient')/xla('Save new patient')/\" {POPUP}; "
+                f"sed -i \"s/xlt('Create New Patient')/xlt('Check and create')/; "
+                f"s/xla('Create New Patient')/xla('Check and create')/; "
+                f"s/xlj('Create New Patient')/xlj('Check and create')/\" {FORM}"
+            )
+            changed["labels"] = {
+                "Confirm Create New Patient": "Save new patient",
+                "Create New Patient": "Check and create",
+            }
+        elif kind == "relabel_save":
+            # proof-15's app change: only the save button gets a new label.
+            self.app_exec(
+                f"sed -i \"s/xla('Confirm Create New Patient')/xla('Save new patient')/\" {POPUP}"
+            )
+            changed["labels"] = {"Confirm Create New Patient": "Save new patient"}
+        elif kind == "reorder":
+            sql = (
+                "UPDATE openemr.layout_options SET seq=85 WHERE form_id='DEM' AND field_id='sex';"
+                "UPDATE openemr.layout_options SET seq=0 WHERE form_id='DEM' AND field_id='phone_home';"
+                "UPDATE openemr.layout_options SET seq=0 WHERE form_id='DEM' AND field_id='email';"
+            )
+            self.sql(sql)
+            changed["sql"] = sql
+        else:
+            raise ValueError(f"unknown UI change {kind}")
+        return changed
+
+    def clear_all_events(self) -> None:
+        self.drift_on = []
+        try:
+            self.app_exec(
+                f"for f in {FORM} {POPUP}; do [ -f $f.oa-orig ] && cp -p $f.oa-orig $f; done; "
+                f"rm -f {DRIFT_JS}; true"
+            )
+        except (RuntimeError, subprocess.SubprocessError):
+            pass
+        try:
+            self.clear_item_events()
+            self.sql(
+                "UPDATE openemr.layout_options SET seq=100 WHERE form_id='DEM' AND field_id='sex';"
+                "UPDATE openemr.layout_options SET seq=11 WHERE form_id='DEM' AND field_id='phone_home';"
+                "UPDATE openemr.layout_options SET seq=14 WHERE form_id='DEM' AND field_id='email';"
+            )
+        except (RuntimeError, subprocess.SubprocessError):
+            pass
+
+
+def make_app(name: str) -> Any:
+    if name == "fake":
+        from .fake import FakeApp
+
+        return FakeApp()
+    if name == "openemr":
+        app = OpenEMRApp()
+        app.point_hooks_here()
+        return app
+    raise ValueError(f"unknown app {name}")
+
+
+def main() -> int:
+    """Bring the lifecycle OpenEMR copy up (and set it up on first use)."""
+
+    import argparse
+
+    p = argparse.ArgumentParser(description=main.__doc__)
+    p.add_argument("command", choices=("up", "status", "down"))
+    args = p.parse_args()
+    app = OpenEMRApp()
+    if args.command == "up":
+        t = time.monotonic()
+        how = app.bring_up()
+        print(json.dumps({"how": how, "seconds": round(time.monotonic() - t, 1)}))
+    elif args.command == "status":
+        print(json.dumps({"bootstrapped": app.bootstrapped(), "ui": app.ui_url}))
+    else:
+        app.fx._compose("stop", timeout_s=300.0)
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/packages/flow/benchmark/lifecycle/arm.py b/packages/flow/benchmark/lifecycle/arm.py
new file mode 100644
index 000000000..3a1e1fecb
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arm.py
@@ -0,0 +1,146 @@
+"""The interface every comparison arm implements.
+
+The harness owns the worklist and its ground truth, the app and every injected
+event, the independent oracle, the simulated operator and the cost model. An
+arm owns only how it sets itself up and how it does one item.
+
+Two rules keep arms comparable:
+
+- An arm never charges itself operator time. Every human touch (an approval,
+  a stop, a question, a reconciliation, a repair review, an item done by hand)
+  goes through ``operator.ask``, which returns the decision and the seconds the
+  versioned cost model charges for it.
+- An arm never judges itself. ``ItemResult.claimed`` is what the arm says; the
+  oracle reads the system of record after every item and decides.
+
+Arms are loaded from ``module:factory`` strings; ``factory(options) -> Arm``.
+"""
+
+from __future__ import annotations
+
+import importlib
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Any, Literal, Optional, Protocol
+
+INTERFACE_VERSION = "lifecycle-arm/1"
+
+RequestKind = Literal[
+    "approval", "stop", "reconcile", "repair_review", "question", "manual_entry"
+]
+
+
+@dataclass(frozen=True)
+class WorkItem:
+    """One unit of work as the source document states it.
+
+    ``params`` may be missing fields or hold malformed values: they are what
+    the referral says, not what is true. The harness keeps the truth.
+    """
+
+    seq: int
+    item_id: str
+    day: int
+    app: str
+    params: dict[str, str]
+    source_text: str
+
+
+@dataclass(frozen=True)
+class Env:
+    app: str
+    ui_url: str
+    api_url: Optional[str]
+    #: Synthetic (user, password) pairs the arm may sign in with.
+    accounts: tuple[tuple[str, str], ...]
+    #: The arm's private scratch directory for this run.
+    workdir: Path
+    seed: int
+    #: App-specific extras (for example the fixture's container names).
+    extra: dict[str, Any] = field(default_factory=dict)
+
+
+@dataclass(frozen=True)
+class OperatorRequest:
+    kind: RequestKind
+    item_id: Optional[str]
+    #: The product's own reason code, or the agent's question, verbatim.
+    reason: str
+    #: Where the request surfaced, e.g. "cli:openadapt-flow durable resume".
+    surface: str
+    detail: dict[str, Any] = field(default_factory=dict)
+
+
+@dataclass(frozen=True)
+class OperatorDecision:
+    #: approve | deny | resume | skip | do_by_hand | accept_repair |
+    #: reject_repair | answer | confirm_saved | confirm_not_saved
+    action: str
+    charged_s: float
+    #: Which scripted-policy rule decided it.
+    rule: str
+    answer: Optional[str] = None
+
+
+class Operator(Protocol):
+    def ask(self, request: OperatorRequest) -> OperatorDecision: ...
+
+
+@dataclass
+class ItemResult:
+    item_id: str
+    claimed: Literal["done", "stopped", "error"]
+    #: The product's final status or the agent's last line, verbatim.
+    product_status: str
+    #: The arm's own wall time for the item (first action to return).
+    wall_s: float
+    model_calls: int = 0
+    cost_usd: float = 0.0
+    #: Evidence path relative to the run directory.
+    evidence: str = ""
+    #: Maintenance the arm did inside this item (for example re-authoring a
+    #: script after it failed on a changed screen). Same shape as a setup
+    #: phase; charged as maintenance, not as per-item work.
+    phases: list[dict[str, Any]] = field(default_factory=list)
+    #: Free-form, kept in the ledger. ``detail["usage"]`` may hold a token
+    #: breakdown: [{"model", "input", "output", "cache_read", "cache_write",
+    #: "calls", "usd"}].
+    detail: dict[str, Any] = field(default_factory=dict)
+
+
+class Arm(Protocol):
+    name: str
+
+    def describe(self) -> dict[str, Any]:
+        """The exact configuration, recorded in the ledger as is."""
+
+    def setup(self, env: Env, operator: Operator) -> list[dict[str, Any]]:
+        """Teach, compile, qualify, admit. One dict per phase:
+        ``{"phase", "wall_s", "attended_s", "model_calls", "cost_usd"}``.
+        ``attended_s`` is the part of the wall time a person must watch."""
+
+    def run_item(self, item: WorkItem, env: Env, operator: Operator) -> ItemResult: ...
+
+    def after_drift(
+        self, event: dict[str, Any], env: Env, operator: Operator
+    ) -> list[dict[str, Any]]:
+        """Maintenance an arm does on its own initiative after a UI change it
+        was told about (most arms are not told, and return [])."""
+
+    def close(self) -> None: ...
+
+
+class SpendCapReached(RuntimeError):
+    """Raised by an arm before a model call that could cross a spend cap. The
+    runner stops that arm, records the rest of its items as paused, and goes
+    on with the next arm."""
+
+
+def load_arm(spec: str, options: Optional[dict[str, Any]] = None) -> Arm:
+    """Build an arm from ``module:factory``."""
+
+    module, _, name = spec.partition(":")
+    if not module or not name:
+        raise ValueError(f"arm must look like module:factory, got {spec!r}")
+    factory = getattr(importlib.import_module(module), name)
+    return factory(dict(options or {}))
diff --git a/packages/flow/benchmark/lifecycle/arms/agent_script.py b/packages/flow/benchmark/lifecycle/arms/agent_script.py
new file mode 100644
index 000000000..3d6d934ed
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/agent_script.py
@@ -0,0 +1,373 @@
+"""Arm ``agent_script``: an agent writes a Playwright + REST script, then maintains it.
+
+Setup: the agent gets the same demonstration and documents as OpenAdapt (the
+recorded steps, the procedure, the REST read) and the live form to inspect. It
+writes a script with an equivalent check (a REST read-back after the save, and
+a duplicate check before it), tries it in dry runs (the save request is
+blocked at the network layer), and submits it. A person then reviews the script
+once before it goes live: the setup phase is named ``compile`` so the cost
+model charges it exactly what it charges for reviewing a compiled program.
+
+Per item: the script runs with no model calls. A business stop (duplicate,
+missing date of birth) goes to the operator. When the script breaks (an
+exception, or a reason starting "UNEXPECTED"), the agent is called again with
+the script, the failure and the live form, writes a fix, dry-runs it on this
+item, and the operator reviews the fix (``repair_review``) before the item is
+run again. That maintenance is charged as maintenance, with its tokens and
+the review, not as per-item cost.
+"""
+
+from __future__ import annotations
+
+import json
+import time
+from pathlib import Path
+from typing import Any, Optional
+
+from ..arm import Env, ItemResult, Operator, OperatorRequest, WorkItem
+from . import budget, scripts
+from .agent_tools import READ_JS
+from .openemr_ui import SOP, OpenEMRSession, RestReader
+
+CONTRACT = '''\
+Write one Python module that defines
+
+    def register(ctx, referral: dict) -> dict
+
+returning {"result": "SAVED" | "NOT SAVED", "reason": "<one sentence>"}.
+referral has the keys title, fname, lname, DOB, sex, street, city,
+state_label, postal_code, phone_home, email, country_code, exactly as the
+referral states them (values may be missing, blank or malformed).
+ctx.page is a Playwright sync Page (signed in, on a blank New Patient form);
+ctx.form is the form's Frame; ctx.find_patients(fname=, lname=, DOB=) is the
+REST search; ctx.commit is False in a dry run; ctx.log(msg) records a line.
+Only re, time, datetime and json may be imported; no file, OS or eval access.
+Required behaviour:
+- Apply the procedure's rules (normalise names and dates; stop on a missing
+  date of birth; check for an existing chart before saving; never create a
+  duplicate).
+- After the confirmed save, read the chart back with ctx.find_patients and
+  return SAVED only if exactly one chart matches the referral's values.
+- In a dry run (ctx.commit is False), do everything including the confirm
+  click (the save request is blocked for you), skip the read-back and return
+  {"result": "NOT SAVED", "reason": "DRY RUN reached confirm"}.
+- When the screen is not what the script expects (a control or dialog is
+  missing, a wait times out), return NOT SAVED with a reason starting
+  "UNEXPECTED:" rather than guessing.'''
+
+SYSTEM = """\
+You are a careful automation engineer. You write and maintain a Playwright \
+script that registers referred patients in a clinic's OpenEMR, against a local \
+synthetic test copy. Use the tools to inspect the live form, write the script, \
+and dry-run it. Submit only a script whose dry runs pass. Be economical: \
+a few dry runs, then submit."""
+
+TOOLS: list[dict[str, Any]] = [
+    {
+        "name": "read_screen",
+        "description": "Open a blank New Patient form and list the visible controls, buttons and dialog text of every frame.",
+        "input_schema": {"type": "object", "properties": {}, "additionalProperties": False},
+    },
+    {
+        "name": "find_patients",
+        "description": "REST search of existing charts by fname, lname, DOB.",
+        "input_schema": {
+            "type": "object",
+            "properties": {"fname": {"type": "string"}, "lname": {"type": "string"}, "DOB": {"type": "string"}},
+            "additionalProperties": False,
+        },
+    },
+    {
+        "name": "dry_run",
+        "description": "Run the given script on a fresh blank form with the save request blocked. Returns its result, reason, log, and the controls on screen at the end.",
+        "input_schema": {
+            "type": "object",
+            "properties": {
+                "source": {"type": "string", "description": "the whole module"},
+                "referral": {"type": "object", "description": "a synthetic referral dict to try"},
+            },
+            "required": ["source", "referral"],
+            "additionalProperties": False,
+        },
+    },
+    {
+        "name": "submit",
+        "description": "Submit the final script (the whole module).",
+        "input_schema": {
+            "type": "object",
+            "properties": {"source": {"type": "string"}, "notes": {"type": "string"}},
+            "required": ["source"],
+            "additionalProperties": False,
+        },
+    },
+]
+
+
+class AgentScriptArm:
+    name = "agent_script"
+
+    def __init__(self, options: dict[str, Any]) -> None:
+        self.name = str(options.get("name", self.name))
+        self.model = options.get("model", "claude-opus-5-5")
+        self.effort = options.get("effort", "high")
+        self.author_budget_usd = float(options.get("author_budget_usd", 4.0))
+        self.fix_budget_usd = float(options.get("fix_budget_usd", 2.0))
+        self.max_turns = int(options.get("max_turns", 30))
+        self.headless = bool(options.get("headless", True))
+        self.session: Optional[OpenEMRSession] = None
+        self.rest: Optional[RestReader] = None
+        self.source = ""
+        self.version = 0
+        self.dir: Optional[Path] = None
+
+    def describe(self) -> dict[str, Any]:
+        return {
+            "arm": self.name,
+            "kind": "agent-written Playwright + REST script with read-back; agent maintains it on failure",
+            "model": self.model,
+            "effort": self.effort,
+            "author_budget_usd": self.author_budget_usd,
+            "fix_budget_usd": self.fix_budget_usd,
+            "prices_as_of": budget.prices()["as_of"],
+            "per_item_model_calls": 0,
+            "sandbox": "static import/name check; dry runs block the save request",
+        }
+
+    # -- authoring and maintenance ---------------------------------------------------
+
+    def _read_screen(self) -> dict[str, Any]:
+        self.session.blank_form()
+        frames = []
+        n = 1
+        for frame in self.session.page.frames:
+            try:
+                got = frame.evaluate(READ_JS, n)
+            except Exception:  # noqa: BLE001
+                continue
+            n = got.pop("next")
+            if got["controls"] or got["buttons"] or got.get("notices"):
+                frames.append({"frame": (frame.url or "").split("?")[0].rsplit("/", 1)[-1], **got})
+        return {"frames": frames}
+
+    def _end_screen(self) -> list[dict[str, Any]]:
+        out = []
+        for frame in self.session.page.frames:
+            try:
+                got = frame.evaluate(READ_JS, 1)
+            except Exception:  # noqa: BLE001
+                continue
+            got.pop("next", None)
+            if got["buttons"] or got.get("notices"):
+                out.append({"frame": (frame.url or "").split("?")[0].rsplit("/", 1)[-1],
+                            "buttons": got["buttons"][:30], "notices": got.get("notices", [])})
+        return out
+
+    def _session_loop(self, opening: str, meter: budget.Meter, trace: list[dict[str, Any]]) -> tuple[Optional[str], list[dict[str, Any]]]:
+        """Run the authoring agent until it submits. Returns (source, dry runs)."""
+
+        client = budget.client(self.model)
+        messages: list[dict[str, Any]] = [{"role": "user", "content": opening}]
+        dry_runs: list[dict[str, Any]] = []
+        for turn in range(1, self.max_turns + 1):
+            approx_in = 8000 + 3000 * turn
+            meter.before_call(self.model, budget.max_call_usd(self.model, approx_in, 8000))
+            with client.messages.stream(
+                model=self.model,
+                max_tokens=32000,
+                system=SYSTEM,
+                tools=TOOLS,
+                output_config={"effort": self.effort},
+                cache_control={"type": "ephemeral"},
+                messages=messages,
+            ) as stream:
+                response = stream.get_final_message()
+            meter.record(self.model, response.usage)
+            messages.append({"role": "assistant", "content": response.content})
+            uses = [b for b in response.content if b.type == "tool_use"]
+            trace.append({"turn": turn, "stop": response.stop_reason, "tools": [b.name for b in uses]})
+            if response.stop_reason == "refusal":
+                return None, dry_runs
+            if not uses:
+                messages.append({"role": "user", "content": "Use the tools; finish with submit."})
+                continue
+            results = []
+            for b in uses:
+                args = dict(b.input)
+                if b.name == "submit":
+                    try:
+                        scripts.check_source(args["source"])
+                    except Exception as exc:  # noqa: BLE001
+                        results.append({"type": "tool_result", "tool_use_id": b.id, "is_error": True,
+                                        "content": f"rejected: {exc}"})
+                        continue
+                    return args["source"], dry_runs
+                try:
+                    if b.name == "read_screen":
+                        out: Any = self._read_screen()
+                    elif b.name == "find_patients":
+                        out = self.rest.find(**args)
+                    elif b.name == "dry_run":
+                        r = scripts.run(args["source"], self.session, self.rest, args.get("referral") or {}, commit=False)
+                        out = {"result": r.result, "reason": r.reason, "log": r.log[-30:],
+                               "save_requests_blocked": r.blocked_saves, "seconds": round(r.seconds, 1),
+                               "screen_at_end": self._end_screen()}
+                        dry_runs.append({k: out[k] for k in ("result", "reason", "save_requests_blocked")})
+                    else:
+                        raise KeyError(b.name)
+                    content = json.dumps(out, default=str)[:30_000]
+                    results.append({"type": "tool_result", "tool_use_id": b.id, "content": content})
+                except Exception as exc:  # noqa: BLE001
+                    results.append({"type": "tool_result", "tool_use_id": b.id, "is_error": True,
+                                    "content": f"Error: {exc}"[:600]})
+            messages.append({"role": "user", "content": results})
+        return None, dry_runs
+
+    def _save_version(self, source: str, why: str) -> None:
+        self.version += 1
+        self.source = source
+        assert self.dir is not None
+        (self.dir / f"script_v{self.version}.py").write_text(f"# {why}\n" + source)
+
+    def setup(self, env: Env, operator: Operator) -> list[dict[str, Any]]:
+        self.session = OpenEMRSession(env, headless=self.headless)
+        self.rest = RestReader(env)
+        self.dir = Path(env.workdir) / self.name
+        self.dir.mkdir(parents=True, exist_ok=True)
+        self.session.start()
+        self.session.sign_in()
+        meter = budget.Meter(f"{self.name} author", self.author_budget_usd)
+        trace: list[dict[str, Any]] = []
+        t0 = time.time()
+        opening = "\n\n".join([
+            "Write the registration script.", SOP, scripts.DEMONSTRATION, scripts.API_DOC, CONTRACT,
+        ])
+        source, dry = None, []
+        error = ""
+        try:
+            source, dry = self._session_loop(opening, meter, trace)
+        except budget.SpendCapReached:
+            raise
+        except Exception as exc:  # noqa: BLE001
+            error = f"{type(exc).__name__}: {exc}"[:500]
+        wall = time.time() - t0
+        (self.dir / "author_trace.json").write_text(json.dumps({"trace": trace, "dry_runs": dry, "error": error}, indent=1))
+        if source is None:
+            raise RuntimeError(f"the agent did not submit a script: {error or 'no submit'}")
+        self._save_version(source, "authored by the agent at setup")
+        return [
+            {
+                "phase": "author_script",
+                "wall_s": round(wall, 2),
+                "attended_s": 0.0,
+                **budget.summarize(meter),
+                "detail": {"dry_runs": dry, "version": self.version},
+            },
+            {
+                # The person reads the script once before it goes live; charged
+                # like the review of a compiled program.
+                "phase": "compile",
+                "wall_s": 0.0,
+                "attended_s": 0.0,
+                "model_calls": 0,
+                "cost_usd": 0.0,
+                "detail": {"what": "a person reviews the generated script before it goes live"},
+            },
+        ]
+
+    def _maintain(self, item: WorkItem, failure: scripts.RunOutcome, operator: Operator) -> tuple[bool, dict[str, Any]]:
+        """Ask the agent for a fix; the operator reviews it. Returns (accepted, phase)."""
+
+        meter = budget.Meter(f"{self.name} fix {item.item_id}", self.fix_budget_usd)
+        trace: list[dict[str, Any]] = []
+        t0 = time.time()
+        opening = "\n\n".join([
+            "The live script failed on a referral. Fix it, dry-run the fix on this referral, and submit the whole module.",
+            "Failure:\n" + failure.reason + "\nScript log:\n" + "\n".join(failure.log[-30:]),
+            "The referral:\n" + json.dumps(item.params),
+            "The current script:\n```python\n" + self.source + "\n```",
+            CONTRACT, SOP,
+        ])
+        source, dry, error = None, [], ""
+        try:
+            source, dry = self._session_loop(opening, meter, trace)
+        except budget.SpendCapReached:
+            raise
+        except Exception as exc:  # noqa: BLE001
+            error = f"{type(exc).__name__}: {exc}"[:500]
+        probes_ok = bool(source) and bool(dry) and dry[-1]["result"] != "ERROR" and not dry[-1]["reason"].upper().startswith("UNEXPECTED")
+        decision = operator.ask(
+            OperatorRequest(
+                kind="repair_review",
+                item_id=item.item_id,
+                reason=f"script fix after: {failure.reason.splitlines()[-1][:200] if failure.reason else ''}",
+                surface="agent_script maintenance",
+                detail={"probes_passed": probes_ok, "dry_runs": dry[-3:], "error": error},
+            )
+        )
+        accepted = source is not None and decision.action == "accept_repair"
+        if accepted:
+            self._save_version(source, f"fix after {item.item_id}: {failure.reason.splitlines()[-1][:120]}")
+        phase = {
+            "phase": "fix_script",
+            "item_id": item.item_id,
+            "wall_s": round(time.time() - t0, 2),
+            "attended_s": 0.0,
+            **budget.summarize(meter),
+            "detail": {"accepted": accepted, "probes_passed": probes_ok, "dry_runs": dry,
+                       "version": self.version, "error": error, "turns": len(trace)},
+        }
+        return accepted, phase
+
+    # -- per item -------------------------------------------------------------------
+
+    def run_item(self, item: WorkItem, env: Env, operator: Operator) -> ItemResult:
+        assert self.session is not None and self.rest is not None
+        t0 = time.time()
+        phases: list[dict[str, Any]] = []
+        attempts: list[dict[str, Any]] = []
+        out = scripts.run(self.source, self.session, self.rest, item.params, commit=True)
+        attempts.append({"version": self.version, "result": out.result, "reason": out.reason[-300:], "s": round(out.seconds, 2)})
+        if out.broke:
+            accepted, phase = self._maintain(item, out, operator)
+            phases.append(phase)
+            if accepted:
+                out = scripts.run(self.source, self.session, self.rest, item.params, commit=True)
+                attempts.append({"version": self.version, "result": out.result, "reason": out.reason[-300:], "s": round(out.seconds, 2)})
+        wall = time.time() - t0
+        if out.result == "SAVED":
+            claimed, status = "done", f"SAVED: {out.reason}"
+        elif out.result == "NOT SAVED":
+            claimed, status = "stopped", f"NOT SAVED: {out.reason}"
+        else:
+            claimed, status = "error", out.reason[-300:]
+        if claimed != "done":
+            operator.ask(OperatorRequest(kind="stop", item_id=item.item_id, reason=status[:300], surface="script result"))
+        maint_cost = sum(p.get("cost_usd", 0.0) for p in phases)
+        return ItemResult(
+            item_id=item.item_id,
+            claimed=claimed,
+            product_status=status[:500],
+            wall_s=round(wall, 2),
+            model_calls=0,
+            cost_usd=0.0,
+            evidence=f"{self.name}/",
+            phases=phases,
+            detail={
+                "attempts": attempts,
+                "script_version": self.version,
+                "maintenance_cost_usd": round(maint_cost, 6),
+                "usage": [],
+                "compute_usd": round(budget.compute_usd(sum(a["s"] for a in attempts)), 6),
+            },
+        )
+
+    def after_drift(self, event: dict[str, Any], env: Env, operator: Operator) -> list[dict[str, Any]]:
+        return []
+
+    def close(self) -> None:
+        if self.session is not None:
+            self.session.close()
+
+
+def factory(options: dict[str, Any]) -> AgentScriptArm:
+    return AgentScriptArm(options)
diff --git a/packages/flow/benchmark/lifecycle/arms/agent_tools.py b/packages/flow/benchmark/lifecycle/arms/agent_tools.py
new file mode 100644
index 000000000..06252c16e
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/agent_tools.py
@@ -0,0 +1,369 @@
+"""Arm ``agent_tools``: the same frontier model with structured tools and read-back.
+
+This is the strong agent, not a strawman. Instead of screenshots it gets what
+OpenAdapt's runtime gets:
+
+- ``read_screen``: the visible controls of every frame (the DOM and
+  accessibility view): id, label, type, value, required, options; the visible
+  buttons and links; the text of any dialog or alert, including OpenEMR's
+  possible-duplicate popup.
+- ``set_field`` / ``click``: act on a control by the reference ``read_screen``
+  gave it.
+- ``find_patients``: a REST search of the record (the clerk's own API access),
+  so it can check for an existing chart before it saves and confirm the chart
+  after it saves.
+- ``finish``: its claim, which the oracle checks independently.
+
+Same procedure, model, effort and per-item budget style as ``cua_alone``.
+"""
+
+from __future__ import annotations
+
+import json
+import time
+from pathlib import Path
+from typing import Any
+
+from ..arm import Env, ItemResult, Operator, OperatorRequest, WorkItem
+from . import budget
+from .openemr_ui import SOP, OpenEMRSession, RestReader
+
+SYSTEM = """\
+You register patients in a clinic's OpenEMR through tools. You cannot see the \
+screen; read_screen gives you its controls and any dialog text. References from \
+read_screen are valid until the next read_screen. After a click that saves or \
+opens a dialog, call read_screen again. Use find_patients to look the person up \
+in the record before you save and to confirm the chart after you save. Call \
+finish exactly once at the end."""
+
+TOOLS: list[dict[str, Any]] = [
+    {
+        "name": "read_screen",
+        "description": "List the visible form controls, buttons and dialog text on the OpenEMR page, with a ref for each control.",
+        "input_schema": {"type": "object", "properties": {}, "additionalProperties": False},
+    },
+    {
+        "name": "set_field",
+        "description": "Set a text field, date field or select list (by its visible option text) to a value.",
+        "input_schema": {
+            "type": "object",
+            "properties": {"ref": {"type": "string"}, "value": {"type": "string"}},
+            "required": ["ref", "value"],
+            "additionalProperties": False,
+        },
+        "strict": True,
+    },
+    {
+        "name": "click",
+        "description": "Click a button, link or checkbox by its ref.",
+        "input_schema": {
+            "type": "object",
+            "properties": {"ref": {"type": "string"}},
+            "required": ["ref"],
+            "additionalProperties": False,
+        },
+        "strict": True,
+    },
+    {
+        "name": "click_text",
+        "description": "Click the first visible element whose text is exactly this (any frame), e.g. a section header.",
+        "input_schema": {
+            "type": "object",
+            "properties": {"text": {"type": "string"}},
+            "required": ["text"],
+            "additionalProperties": False,
+        },
+        "strict": True,
+    },
+    {
+        "name": "find_patients",
+        "description": "Search existing patient charts through OpenEMR's REST API. Any of fname, lname, DOB (YYYY-MM-DD). Returns matching charts.",
+        "input_schema": {
+            "type": "object",
+            "properties": {
+                "fname": {"type": "string"},
+                "lname": {"type": "string"},
+                "DOB": {"type": "string"},
+            },
+            "additionalProperties": False,
+        },
+    },
+    {
+        "name": "finish",
+        "description": "Report the outcome. result is SAVED only if exactly one new chart for this referral exists now.",
+        "input_schema": {
+            "type": "object",
+            "properties": {
+                "result": {"type": "string", "enum": ["SAVED", "NOT SAVED"]},
+                "reason": {"type": "string"},
+            },
+            "required": ["result", "reason"],
+            "additionalProperties": False,
+        },
+        "strict": True,
+    },
+]
+
+READ_JS = r"""
+(start) => {
+  let n = start;
+  const vis = e => { const r = e.getBoundingClientRect(); const s = getComputedStyle(e);
+    return r.width > 0 && r.height > 0 && s.visibility !== 'hidden' && s.display !== 'none'; };
+  const labelOf = e => {
+    if (e.id) { const l = document.querySelector(`label[for="${e.id}"]`); if (l && l.innerText.trim()) return l.innerText.trim(); }
+    if (e.getAttribute('aria-label')) return e.getAttribute('aria-label');
+    if (e.title) return e.title;
+    const td = e.closest('td'); if (td && td.previousElementSibling) { const t = td.previousElementSibling.innerText.trim(); if (t) return t.slice(0,60); }
+    const div = e.closest('.form-group, .col, div'); if (div) { const l = div.querySelector('label'); if (l && l.innerText.trim()) return l.innerText.trim().slice(0,60); }
+    return e.placeholder || '';
+  };
+  const out = {controls: [], buttons: []};
+  document.querySelectorAll('[data-ar]').forEach(e => e.removeAttribute('data-ar'));
+  document.querySelectorAll('input, select, textarea').forEach(e => {
+    if (!vis(e) || e.type === 'hidden') return;
+    if (e.type === 'button' || e.type === 'submit') return;
+    const ref = String(n++); e.setAttribute('data-ar', ref);
+    const c = {ref, id: e.id || e.name, label: labelOf(e), type: e.tagName === 'SELECT' ? 'select' : (e.type || e.tagName.toLowerCase()), value: e.tagName === 'SELECT' ? (e.selectedOptions[0] ? e.selectedOptions[0].text : '') : (e.type === 'checkbox' ? String(e.checked) : e.value)};
+    if (e.required) c.required = true;
+    if (e.tagName === 'SELECT') { const o = [...e.options].map(x => x.text.trim()).filter(Boolean); c.options = o.length <= 15 ? o : `${o.length} options; set by visible text`; }
+    out.controls.push(c);
+  });
+  document.querySelectorAll('button, input[type=button], input[type=submit], a.btn, a[onclick], a[href^="#"], [role=button], [role=tab], [data-toggle], [data-bs-toggle], [aria-expanded], summary').forEach(e => {
+    if (!vis(e)) return;
+    const t = (e.innerText || e.value || e.title || '').trim(); if (!t) return;
+    const ref = String(n++); e.setAttribute('data-ar', ref);
+    out.buttons.push({ref, text: t.slice(0,60), id: e.id || undefined});
+  });
+  const alerts = [...document.querySelectorAll('.alert, .modal.show, .error, .text-danger, .invalid-feedback, [role=dialog], [role=alert]')]
+     .filter(vis).map(e => e.innerText.trim()).filter(Boolean).map(t => t.slice(0,400));
+  if (alerts.length) out.notices = alerts;
+  out.next = n;
+  return out;
+}
+"""
+
+
+class AgentToolsArm:
+    name = "agent_tools"
+
+    def __init__(self, options: dict[str, Any]) -> None:
+        self.name = str(options.get("name", self.name))
+        self.model = options.get("model", "claude-fable-5-1")
+        self.effort = options.get("effort", "medium")
+        self.max_turns = int(options.get("max_turns", 40))
+        self.item_budget_usd = float(options.get("item_budget_usd", 1.00))
+        self.headless = bool(options.get("headless", True))
+        self.session: OpenEMRSession | None = None
+        self.rest: RestReader | None = None
+        self._dialogs: list[str] = []
+
+    def describe(self) -> dict[str, Any]:
+        return {
+            "arm": self.name,
+            "kind": "agent with structured tools and record read-back",
+            "model": self.model,
+            "effort": self.effort,
+            "tools": [t["name"] for t in TOOLS],
+            "max_turns_per_item": self.max_turns,
+            "item_budget_usd": self.item_budget_usd,
+            "prices_as_of": budget.prices()["as_of"],
+            "sees": "DOM and accessibility view of every frame; dialog text",
+            "reads_record": "OpenEMR REST patient search (clerk's API access)",
+        }
+
+    def setup(self, env: Env, operator: Operator) -> list[dict[str, Any]]:
+        self.session = OpenEMRSession(env, headless=self.headless)
+        self.rest = RestReader(env)
+        t0 = time.time()
+        self.session.start()
+        self.session.page.on("dialog", self._on_dialog)
+        self.session.sign_in()
+        return [
+            {
+                "phase": "write_procedure_and_tools",
+                "wall_s": round(time.time() - t0, 2),
+                "attended_s": 0.0,
+                "model_calls": 0,
+                "cost_usd": 0.0,
+                "detail": {"note": "the shared SOP plus five tool wrappers (this file); engineering time to build the tools is reported in the report's setup table, not here"},
+            }
+        ]
+
+    def _on_dialog(self, dialog: Any) -> None:
+        self._dialogs.append(f"{dialog.type}: {dialog.message}"[:300])
+        try:
+            dialog.accept()
+        except Exception:  # noqa: BLE001
+            pass
+
+    def after_drift(self, event: dict[str, Any], env: Env, operator: Operator) -> list[dict[str, Any]]:
+        return []
+
+    def close(self) -> None:
+        if self.session is not None:
+            self.session.close()
+
+    # -- tools -------------------------------------------------------------------
+
+    def _read_screen(self) -> dict[str, Any]:
+        page = self.session.page
+        page.wait_for_timeout(300)
+        n = 1
+        frames: list[dict[str, Any]] = []
+        for i, frame in enumerate(page.frames):
+            try:
+                got = frame.evaluate(READ_JS, n)
+            except Exception:  # noqa: BLE001 - detached frames are skipped
+                continue
+            n = got.pop("next")
+            if got["controls"] or got["buttons"] or got.get("notices"):
+                url = (frame.url or "").split("?")[0]
+                frames.append({"frame": url.rsplit("/", 2)[-1] or f"frame{i}", **got})
+        out: dict[str, Any] = {"frames": frames}
+        if self._dialogs:
+            out["browser_dialogs"] = self._dialogs[:]
+            self._dialogs.clear()
+        return out
+
+    def _locate(self, ref: str) -> Any:
+        for frame in self.session.page.frames:
+            try:
+                loc = frame.locator(f'[data-ar="{ref}"]')
+                if loc.count():
+                    return loc.first
+            except Exception:  # noqa: BLE001
+                continue
+        raise KeyError(f"no control with ref {ref}; call read_screen again")
+
+    def _settle(self) -> None:
+        page = self.session.page
+        page.wait_for_timeout(400)
+        try:
+            page.wait_for_load_state("networkidle", timeout=3000)
+        except Exception:  # noqa: BLE001
+            pass
+
+    def _tool(self, name: str, args: dict[str, Any]) -> Any:
+        if name == "read_screen":
+            return self._read_screen()
+        if name == "set_field":
+            loc = self._locate(args["ref"])
+            tag = loc.evaluate("e => e.tagName.toLowerCase()")
+            if tag == "select":
+                try:
+                    loc.select_option(label=args["value"])
+                except Exception:  # noqa: BLE001
+                    loc.select_option(value=args["value"])
+            else:
+                loc.fill(args["value"])
+                loc.dispatch_event("change")
+            return "ok"
+        if name == "click":
+            self._locate(args["ref"]).click(timeout=15_000)
+            self._settle()
+            return "clicked; call read_screen to see the result"
+        if name == "click_text":
+            for frame in self.session.page.frames:
+                try:
+                    loc = frame.get_by_text(args["text"], exact=True).locator("visible=true")
+                    if loc.count():
+                        loc.first.click(timeout=15_000)
+                        self._settle()
+                        return "clicked; call read_screen to see the result"
+                except Exception:  # noqa: BLE001
+                    continue
+            raise KeyError(f"no visible element with the text {args['text']!r}")
+        if name == "find_patients":
+            return self.rest.find(**args)
+        raise KeyError(name)
+
+    # -- one item ----------------------------------------------------------------
+
+    def run_item(self, item: WorkItem, env: Env, operator: Operator) -> ItemResult:
+        assert self.session is not None
+        prep = self.session.blank_form()
+        meter = budget.Meter(f"{self.name} {item.item_id}", self.item_budget_usd)
+        evidence = Path(env.workdir) / self.name / item.item_id
+        evidence.mkdir(parents=True, exist_ok=True)
+        t0 = time.time()
+        claim: dict[str, Any] | None = None
+        error = ""
+        turns = 0
+        trace: list[dict[str, Any]] = []
+        try:
+            claim, turns = self._loop(item, meter, trace)
+        except budget.SpendCapReached:
+            raise
+        except budget.ItemBudgetExceeded as exc:
+            error = f"budget: {exc}"
+        except Exception as exc:  # noqa: BLE001
+            error = f"{type(exc).__name__}: {exc}"[:500]
+        finally:
+            (evidence / "trace.json").write_text(json.dumps(trace, indent=1, default=str)[:400_000])
+        wall = time.time() - t0
+        if claim is not None and claim.get("result") == "SAVED":
+            claimed, status = "done", f"RESULT: SAVED: {claim.get('reason', '')}"
+        elif claim is not None:
+            claimed, status = "stopped", f"RESULT: NOT SAVED: {claim.get('reason', '')}"
+        else:
+            claimed, status = "error", error or "no finish"
+        if claimed != "done":
+            operator.ask(OperatorRequest(kind="stop", item_id=item.item_id, reason=status, surface="agent finish"))
+        return ItemResult(
+            item_id=item.item_id,
+            claimed=claimed,
+            product_status=status,
+            wall_s=round(wall, 2),
+            model_calls=meter.calls,
+            cost_usd=round(meter.usd, 6),
+            evidence=str(evidence.relative_to(env.workdir)),
+            detail={**budget.summarize(meter), **prep, "turns": turns, "compute_usd": round(budget.compute_usd(wall), 6)},
+        )
+
+    def _loop(self, item: WorkItem, meter: budget.Meter, trace: list[dict[str, Any]]) -> tuple[dict[str, Any] | None, int]:
+        client = budget.client(self.model)
+        messages: list[dict[str, Any]] = [
+            {"role": "user", "content": SOP.replace(
+                "End your final reply with exactly one line, either\nRESULT: SAVED\nor\nRESULT: NOT SAVED: <one-sentence reason>",
+                "Finish by calling the finish tool.",
+            ) + "\n\nThe referral:\n" + item.source_text}
+        ]
+        for turn in range(1, self.max_turns + 1):
+            approx_in = 3000 + 2500 * turn
+            meter.before_call(self.model, budget.max_call_usd(self.model, approx_in, 4000))
+            response = client.messages.create(
+                model=self.model,
+                max_tokens=16000,
+                system=SYSTEM,
+                tools=TOOLS,
+                output_config={"effort": self.effort},
+                cache_control={"type": "ephemeral"},
+                messages=messages,
+            )
+            meter.record(self.model, response.usage)
+            messages.append({"role": "assistant", "content": response.content})
+            uses = [b for b in response.content if b.type == "tool_use"]
+            trace.append({"turn": turn, "stop": response.stop_reason, "calls": [{"name": b.name, "input": b.input} for b in uses]})
+            if response.stop_reason == "refusal":
+                return {"result": "NOT SAVED", "reason": "the model declined the request"}, turn
+            if not uses:
+                text = " ".join(b.text for b in response.content if b.type == "text")
+                messages.append({"role": "user", "content": "Call the finish tool to report the outcome." + (" " if text else "")})
+                continue
+            results = []
+            for b in uses:
+                if b.name == "finish":
+                    return dict(b.input), turn
+                try:
+                    out = self._tool(b.name, dict(b.input))
+                    content = out if isinstance(out, str) else json.dumps(out, default=str)
+                    results.append({"type": "tool_result", "tool_use_id": b.id, "content": content[:20_000]})
+                except Exception as exc:  # noqa: BLE001
+                    results.append({"type": "tool_result", "tool_use_id": b.id, "content": f"Error: {exc}"[:400], "is_error": True})
+                trace[-1].setdefault("results", []).append(results[-1]["content"][:2000])
+            messages.append({"role": "user", "content": results})
+        return None, self.max_turns
+
+
+def factory(options: dict[str, Any]) -> AgentToolsArm:
+    return AgentToolsArm(options)
diff --git a/packages/flow/benchmark/lifecycle/arms/budget.py b/packages/flow/benchmark/lifecycle/arms/budget.py
new file mode 100644
index 000000000..ecde3f780
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/budget.py
@@ -0,0 +1,232 @@
+"""Model prices, usage accounting and the shared spend cap for the comparison arms.
+
+- Prices come only from ``prices.json`` (dated). Nothing here hard-codes a price.
+- Every model call made by any arm is added to one spend ledger
+  (``benchmark/lifecycle/results/spend.json``) under a file lock, so the cap
+  holds across arms and across resumed runs.
+- Before a call, an arm asks :func:`reserve` for the most that call could cost.
+  If that could pass the cap, :class:`SpendCapReached` is raised and nothing is
+  sent. The cap is $30 unless ``LIFECYCLE_SPEND_CAP_USD`` raises it.
+- The API key is read from the environment (``ANTHROPIC_API_KEY``) or, when
+  ``LIFECYCLE_KEYCHAIN_SERVICE`` names one, from the macOS keychain. It is held
+  in this process only and never printed, logged or written.
+"""
+
+from __future__ import annotations
+
+import fcntl
+import json
+import os
+import subprocess
+import time
+from contextlib import contextmanager
+from dataclasses import asdict, dataclass, field
+from pathlib import Path
+from typing import Any, Iterator, Optional
+
+HERE = Path(__file__).resolve().parent
+PRICES_PATH = HERE / "prices.json"
+RESULTS = HERE.parent / "results"
+SPEND_PATH = Path(os.environ.get("LIFECYCLE_SPEND_LEDGER", str(RESULTS / "spend.json")))
+DEFAULT_CAP_USD = 30.0
+
+
+class SpendCapReached(BaseException):
+    """The next model call could take total spend past the cap.
+
+    A BaseException on purpose: no `except Exception` in an arm or a harness
+    can swallow it, so reaching the cap always stops the run (resume later).
+    """
+
+
+class ItemBudgetExceeded(RuntimeError):
+    """One item (or one phase) used up its own fixed budget."""
+
+
+def prices() -> dict[str, Any]:
+    return json.loads(PRICES_PATH.read_text())
+
+
+def price(model: str) -> dict[str, float]:
+    table = prices()["models"]
+    if model not in table:
+        raise KeyError(f"{model} is not in {PRICES_PATH.name} (as of {prices()['as_of']})")
+    return table[model]
+
+
+def cap_usd() -> float:
+    return float(os.environ.get("LIFECYCLE_SPEND_CAP_USD", DEFAULT_CAP_USD))
+
+
+@dataclass
+class Usage:
+    """Token usage of one model on one item or phase, priced from the table."""
+
+    model: str
+    input: int = 0
+    output: int = 0
+    cache_read: int = 0
+    cache_write: int = 0
+    calls: int = 0
+
+    @property
+    def usd(self) -> float:
+        p = price(self.model)
+        return (
+            self.input * p["input"]
+            + self.output * p["output"]
+            + self.cache_read * p["cache_read"]
+            + self.cache_write * p["cache_write"]
+        ) / 1_000_000
+
+    def add_response(self, usage: Any) -> float:
+        """Add one API response's ``usage``; returns that call's cost."""
+
+        def n(name: str) -> int:
+            return int(getattr(usage, name, 0) or 0)
+
+        one = Usage(
+            self.model,
+            input=n("input_tokens"),
+            output=n("output_tokens"),
+            cache_read=n("cache_read_input_tokens"),
+            cache_write=n("cache_creation_input_tokens"),
+            calls=1,
+        )
+        self.input += one.input
+        self.output += one.output
+        self.cache_read += one.cache_read
+        self.cache_write += one.cache_write
+        self.calls += 1
+        return one.usd
+
+    def to_dict(self) -> dict[str, Any]:
+        return {**asdict(self), "usd": round(self.usd, 6)}
+
+
+@dataclass
+class Meter:
+    """Usage for one item or phase, with that unit's own fixed budget."""
+
+    label: str
+    budget_usd: float
+    usage: dict[str, Usage] = field(default_factory=dict)
+
+    def of(self, model: str) -> Usage:
+        return self.usage.setdefault(model, Usage(model))
+
+    @property
+    def usd(self) -> float:
+        return sum(u.usd for u in self.usage.values())
+
+    @property
+    def calls(self) -> int:
+        return sum(u.calls for u in self.usage.values())
+
+    def before_call(self, model: str, max_call_usd: float) -> None:
+        """Refuse a call that could pass this unit's budget or the global cap."""
+
+        if self.usd + max_call_usd > self.budget_usd:
+            raise ItemBudgetExceeded(
+                f"{self.label}: ${self.usd:.3f} used of ${self.budget_usd:.2f}; "
+                f"the next call could cost ${max_call_usd:.3f}"
+            )
+        check_cap(max_call_usd)
+
+    def record(self, model: str, response_usage: Any) -> float:
+        usd = self.of(model).add_response(response_usage)
+        add_spend(self.label, model, usd)
+        return usd
+
+    def to_list(self) -> list[dict[str, Any]]:
+        return [u.to_dict() for u in self.usage.values()]
+
+
+def max_call_usd(model: str, input_tokens: int, max_tokens: int) -> float:
+    """An upper bound for one call: every input token uncached, full output."""
+
+    p = price(model)
+    return (input_tokens * p["cache_write"] + max_tokens * p["output"]) / 1_000_000
+
+
+@contextmanager
+def _locked() -> Iterator[dict[str, Any]]:
+    SPEND_PATH.parent.mkdir(parents=True, exist_ok=True)
+    lock = SPEND_PATH.with_suffix(".lock")
+    with open(lock, "w") as fh:
+        fcntl.flock(fh, fcntl.LOCK_EX)
+        data = (
+            json.loads(SPEND_PATH.read_text())
+            if SPEND_PATH.is_file()
+            else {"total_usd": 0.0, "entries": []}
+        )
+        yield data
+        fcntl.flock(fh, fcntl.LOCK_UN)
+
+
+def spent() -> float:
+    if not SPEND_PATH.is_file():
+        return 0.0
+    return float(json.loads(SPEND_PATH.read_text()).get("total_usd", 0.0))
+
+
+def check_cap(next_call_usd: float) -> None:
+    total, cap = spent(), cap_usd()
+    if total + next_call_usd > cap:
+        raise SpendCapReached(
+            f"${total:.2f} spent; a call of up to ${next_call_usd:.2f} could pass the "
+            f"${cap:.2f} cap (raise LIFECYCLE_SPEND_CAP_USD only with the coordinator's go)"
+        )
+
+
+def add_spend(label: str, model: str, usd: float) -> float:
+    with _locked() as data:
+        data["entries"].append(
+            {"label": label, "model": model, "usd": round(usd, 6), "at": round(time.time(), 3)}
+        )
+        data["total_usd"] = round(sum(e["usd"] for e in data["entries"]), 6)
+        data["cap_usd"] = cap_usd()
+        data["prices_as_of"] = prices()["as_of"]
+        SPEND_PATH.write_text(json.dumps(data, indent=1) + "\n")
+        return data["total_usd"]
+
+
+def ensure_key() -> None:
+    """Make the key available to the SDK without ever printing it."""
+
+    if os.environ.get("ANTHROPIC_API_KEY"):
+        return
+    service = os.environ.get("LIFECYCLE_KEYCHAIN_SERVICE")
+    if service:
+        out = subprocess.run(
+            ["security", "find-generic-password", "-s", service, "-w"],
+            capture_output=True,
+            text=True,
+        )
+        if out.returncode == 0 and out.stdout.strip():
+            os.environ["ANTHROPIC_API_KEY"] = out.stdout.strip()
+            return
+        raise SystemExit(f"keychain service {service!r} has no readable password")
+    raise SystemExit(
+        "no Anthropic key: set ANTHROPIC_API_KEY, or LIFECYCLE_KEYCHAIN_SERVICE to a "
+        "keychain item that holds it"
+    )
+
+
+def client(model: str = "") -> Any:
+    ensure_key()
+    import anthropic
+
+    return anthropic.Anthropic(max_retries=4)
+
+
+def compute_usd(wall_s: float) -> float:
+    """Nominal local compute for ``wall_s`` seconds of one worker."""
+
+    return prices()["compute"]["host_usd_per_hour"] * wall_s / 3600.0
+
+
+def summarize(meter: Optional[Meter]) -> dict[str, Any]:
+    if meter is None:
+        return {"model_calls": 0, "cost_usd": 0.0, "usage": []}
+    return {"model_calls": meter.calls, "cost_usd": round(meter.usd, 6), "usage": meter.to_list()}
diff --git a/packages/flow/benchmark/lifecycle/arms/compare.py b/packages/flow/benchmark/lifecycle/arms/compare.py
new file mode 100644
index 000000000..962922a9b
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/compare.py
@@ -0,0 +1,393 @@
+"""One command for the whole economic comparison: every arm, one seeded stream, resumable.
+
+    cd packages/flow/benchmark
+    python -m lifecycle.arms.compare --out lifecycle/results/economics-<date> [--seed 7 --items 40 --days 10]
+
+- Every arm runs the same seeded worklist and event ledger through the soak
+  harness's ``run_arm`` (same reset, seeded charts, drift days, injected
+  faults, oracle, scripted operator and cost model).
+- Each arm writes its own ``<out>/<arm>/ledger.jsonl``. Rerunning the same
+  command skips arms whose ledger ends with ``arm_end``. An arm that stopped
+  part-way (the spend cap, a crash, Ctrl-C) is moved to
+  ``<arm>.partial-<n>`` and run again from its start, because the app is reset
+  per arm; the partial ledger is kept and its model spend stays counted.
+- Model spend is capped across all arms at $30 (``LIFECYCLE_SPEND_CAP_USD``
+  raises it only with the coordinator's go). The cap is checked before every
+  model call; reaching it stops the run with a message to resume.
+- The API key comes from ``ANTHROPIC_API_KEY`` or the keychain item named in
+  ``LIFECYCLE_KEYCHAIN_SERVICE``; it is never printed.
+- At the end, ``economics.json`` and ``REPORT.md`` are written from the
+  ledgers alone (``python -m lifecycle.arms.economics <out>`` recomputes them).
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import shutil
+import sys
+import time
+from pathlib import Path
+from typing import Any, Optional
+
+from . import budget, economics, report
+
+DEFAULT_ARMS = [
+    # (name in the ledger, module:factory, options)
+    # The soak's OpenAdapt arm: the certified referral program under the production
+    # configuration. Its API tier is refused on this form (results/api_tier/).
+    ("openadapt", "lifecycle.openadapt_arm:make", {}),
+    (
+        "cua_alone",
+        "lifecycle.arms.cua:factory",
+        {"model": "claude-opus-5-5", "item_budget_usd": 1.00},
+    ),
+    (
+        "agent_tools",
+        "lifecycle.arms.agent_tools:factory",
+        {"model": "claude-opus-5-5", "item_budget_usd": 0.60},
+    ),
+    (
+        "agent_script",
+        "lifecycle.arms.agent_script:factory",
+        {"model": "claude-opus-5-5"},
+    ),
+    ("human_script", "lifecycle.arms.human_script:factory", {}),
+]
+
+
+MIN_FREE_GIB = float(__import__("os").environ.get("LIFECYCLE_MIN_FREE_GIB", "10"))
+
+
+class DiskLow(BaseException):
+    """Free disk fell under the shared machine's floor; stop between items."""
+
+
+def free_gib() -> float:
+    return shutil.disk_usage("/System/Volumes/Data").free / 2**30
+
+
+ITEM_TIMEOUT_S = float(__import__("os").environ.get("LIFECYCLE_ITEM_TIMEOUT_S", "900"))
+#: After the soft timeout, how long to wait for the arm to return before the
+#: whole process exits (so a hang can never hold the shared fixture for hours).
+HARD_GRACE_S = 180.0
+
+
+def _playwright_children() -> list[int]:
+    import os
+    import subprocess
+
+    out = subprocess.run(
+        ["pgrep", "-P", str(os.getpid())], capture_output=True, text=True
+    ).stdout.split()
+    pids = []
+    for pid in out:
+        cmd = subprocess.run(
+            ["ps", "-o", "command=", "-p", pid], capture_output=True, text=True
+        ).stdout
+        if "playwright" in cmd:
+            pids.append(int(pid))
+    return pids
+
+
+class ItemWatchdog:
+    """Bounds one item.
+
+    At ``timeout_s`` it writes every thread's Python stack to ``stack_path``
+    (to find what hung) and kills this process's Playwright drivers, so a
+    blocked browser call raises and the runner records the item as an error.
+    If the arm still has not returned ``HARD_GRACE_S`` later (a hang outside
+    the browser), it exits the process with code 5; the comparison resumes
+    from the arm's start and keeps the partial ledger.
+    """
+
+    def __init__(self, timeout_s: float, stack_path: Path) -> None:
+        import threading
+
+        self.fired = False
+        self.stack_path = stack_path
+        self._soft = threading.Timer(timeout_s, self._fire)
+        self._hard = threading.Timer(timeout_s + HARD_GRACE_S, self._exit)
+        for t in (self._soft, self._hard):
+            t.daemon = True
+            t.start()
+
+    def _dump(self, why: str) -> None:
+        import faulthandler
+
+        with open(self.stack_path, "a") as fh:
+            fh.write(f"--- {why} at {time.strftime('%Y-%m-%dT%H:%M:%S')}\n")
+            fh.flush()
+            faulthandler.dump_traceback(file=fh, all_threads=True)
+
+    def _fire(self) -> None:
+        import os
+        import signal
+
+        self.fired = True
+        self._dump("item timeout")
+        for pid in _playwright_children():
+            try:
+                os.kill(pid, signal.SIGKILL)
+            except OSError:
+                pass
+
+    def _exit(self) -> None:
+        import os
+
+        self._dump("hard timeout; exiting")
+        os._exit(5)
+
+    def cancel(self) -> None:
+        self._soft.cancel()
+        self._hard.cancel()
+
+
+class Guarded:
+    """Any arm, checked for free disk before every item and bounded in time.
+
+    The check runs between items, never inside the harness's app reset, so a
+    stop leaves the fixture whole. DiskLow is a BaseException so the runner's
+    ``except Exception`` cannot turn it into an item result.
+    """
+
+    def __init__(self, options: dict[str, Any]) -> None:
+        from ..arm import load_arm
+
+        inner_opts = dict(options)
+        spec = inner_opts.pop("_inner")
+        self.inner = load_arm(spec, inner_opts)
+        self.name = self.inner.name
+
+    def describe(self) -> dict[str, Any]:
+        return self.inner.describe()
+
+    def setup(self, env: Any, operator: Any) -> list[dict[str, Any]]:
+        return self.inner.setup(env, operator)
+
+    def run_item(self, item: Any, env: Any, operator: Any) -> Any:
+        free = free_gib()
+        if free < MIN_FREE_GIB:
+            raise DiskLow(
+                f"{free:.1f} GiB free, under {MIN_FREE_GIB:.0f} GiB; stopped before {item.item_id}"
+            )
+        dog = ItemWatchdog(ITEM_TIMEOUT_S, Path(env.workdir) / "stacks.txt")
+        try:
+            result = self.inner.run_item(item, env, operator)
+        except Exception:
+            if dog.fired:
+                self._fresh_browser()
+            raise
+        finally:
+            dog.cancel()
+        if dog.fired:
+            self._fresh_browser()
+            result.claimed = "error"
+            result.product_status = (
+                f"item timed out after {ITEM_TIMEOUT_S:.0f} s; browser driver stopped. "
+                + str(result.product_status)
+            )[:500]
+        return result
+
+    def _fresh_browser(self) -> None:
+        """The browser driver was killed: the arm starts a new browser on its next item."""
+
+        session = getattr(self.inner, "session", None)
+        if session is not None and hasattr(session, "close"):
+            session.close()
+
+    def after_drift(
+        self, event: dict[str, Any], env: Any, operator: Any
+    ) -> list[dict[str, Any]]:
+        return self.inner.after_drift(event, env, operator)
+
+    def close(self) -> None:
+        self.inner.close()
+
+
+def guarded(options: dict[str, Any]) -> Guarded:
+    return Guarded(options)
+
+
+def _complete(ledger: Path) -> bool:
+    if not ledger.is_file():
+        return False
+    lines = [ln for ln in ledger.read_text().splitlines() if ln.strip()]
+    return (
+        bool(lines)
+        and json.loads(lines[-1]).get("type") in ("arm_end", "run_end")
+        and any(json.loads(ln).get("type") == "arm_end" for ln in lines[-3:])
+    )
+
+
+def _move_partial(d: Path) -> Optional[Path]:
+    if not d.exists():
+        return None
+    n = 1
+    while (d.parent / f"{d.name}.partial-{n}").exists():
+        n += 1
+    dest = d.parent / f"{d.name}.partial-{n}"
+    d.rename(dest)
+    return dest
+
+
+def main(argv: Optional[list[str]] = None) -> int:
+    p = argparse.ArgumentParser(description=__doc__.splitlines()[0])
+    p.add_argument("--out", type=Path, required=True)
+    p.add_argument("--seed", type=int, default=7)
+    p.add_argument("--items", type=int, default=40)
+    p.add_argument("--days", type=int, default=10)
+    p.add_argument("--existing", type=int, default=12)
+    p.add_argument("--only", action="append", help="run only these arms (by name)")
+    p.add_argument(
+        "--arms-json", type=Path, help="a JSON list of [name, module:factory, options]"
+    )
+    p.add_argument("--app", default="openemr")
+    p.add_argument("--report-only", action="store_true")
+    p.add_argument(
+        "--drift",
+        action="append",
+        default=None,
+        metavar="KIND@SEQ",
+        help="replace the drift schedule, as lifecycle.run --drift (e.g. relabel_save@26)",
+    )
+    args = p.parse_args(argv)
+
+    from ..cost_model import V1
+    from ..run import PROTOCOL_VERSION, Ledger, engine_commit, run_arm
+    from ..workload import WORKLOAD_VERSION, generate
+
+    out: Path = args.out
+    out.mkdir(parents=True, exist_ok=True)
+    arms = json.loads(args.arms_json.read_text()) if args.arms_json else DEFAULT_ARMS
+    if args.only:
+        arms = [a for a in arms if a[0] in args.only]
+
+    plan = {
+        "seed": args.seed,
+        "items": args.items,
+        "days": args.days,
+        "existing": args.existing,
+        "app": args.app,
+        "drift": args.drift,
+        "arms": arms,
+    }
+    plan_path = out / "plan.json"
+    if plan_path.is_file():
+        old = json.loads(plan_path.read_text())
+        same = {
+            k: old.get(k) for k in ("seed", "items", "days", "existing", "app", "drift")
+        }
+        if same != {k: plan[k] for k in same}:
+            raise SystemExit(
+                f"{out} was started with a different stream {same}; use a new --out"
+            )
+    else:
+        plan_path.write_text(json.dumps(plan, indent=1) + "\n")
+
+    if not args.report_only:
+        workload = generate(args.seed, args.items, args.days, args.existing)
+        if args.drift is not None:
+            by_seq = {i.seq: i for i in workload.items}
+            workload.drift = [
+                {"day": by_seq[int(seq)].day, "kind": kind, "first_seq": int(seq)}
+                for kind, _, seq in (spec.partition("@") for spec in args.drift)
+            ]
+        wl = out / "workload.jsonl"
+        text = "".join(
+            json.dumps(r, sort_keys=True) + "\n" for r in workload.ledger_rows()
+        )
+        if wl.is_file() and wl.read_text() != text:
+            raise SystemExit(
+                "the seeded workload differs from the one this run started with"
+            )
+        wl.write_text(text)
+        from ..apps import make_app
+
+        app = None
+        for name, spec, options in arms:
+            d = out / name
+            if _complete(d / "ledger.jsonl"):
+                print(f"[{name}] already complete; skipping")
+                continue
+            moved = _move_partial(d)
+            if moved:
+                print(
+                    f"[{name}] earlier attempt stopped part-way; kept as {moved.name}"
+                )
+            d.mkdir(parents=True)
+            if app is None:
+                app = make_app(args.app)
+            ledger = Ledger(d / "ledger.jsonl")
+            ledger.write(
+                {
+                    "type": "run_start",
+                    "protocol": PROTOCOL_VERSION,
+                    "workload": WORKLOAD_VERSION,
+                    "seed": args.seed,
+                    "items": args.items,
+                    "days": args.days,
+                    "cost_model": V1.to_dict(),
+                    "engine_commit": engine_commit(),
+                    "prices_as_of": budget.prices()["as_of"],
+                    "spend_before_usd": budget.spent(),
+                    "spend_cap_usd": budget.cap_usd(),
+                    "app": app.describe(),
+                }
+            )
+            t0 = time.time()
+            try:
+                if free_gib() < MIN_FREE_GIB:
+                    raise DiskLow(f"{free_gib():.1f} GiB free before {name}")
+                run_arm(
+                    arm_spec="lifecycle.arms.compare:guarded",
+                    arm_options={**options, "_inner": spec},
+                    app=app,
+                    workload=workload,
+                    ledger=ledger,
+                    out=d,
+                    cost_name=V1.version,
+                    stop_after=options.get("stop_after"),
+                )
+                ledger.write(
+                    {
+                        "type": "run_end",
+                        "wall_s": round(time.time() - t0, 1),
+                        "spend_after_usd": budget.spent(),
+                    }
+                )
+            except budget.SpendCapReached as exc:
+                ledger.write(
+                    {"type": "stopped", "why": "spend_cap", "detail": str(exc)}
+                )
+                ledger.close()
+                print(
+                    f"[{name}] stopped: {exc}\nResume with the same command once the cap is raised."
+                )
+                return 3
+            except BaseException as exc:
+                # Matched by name: the guarded arm is loaded through the
+                # module path, so its DiskLow is not this __main__'s class.
+                if type(exc).__name__ != "DiskLow":
+                    raise
+                ledger.write({"type": "stopped", "why": "disk_low", "detail": str(exc)})
+                ledger.close()
+                print(
+                    f"[{name}] stopped: {exc}\nResume with the same command when there is room."
+                )
+                return 4
+            finally:
+                ledger.close()
+
+    rows = economics.read_rows(sorted(out.glob("*/ledger.jsonl")))
+    result = economics.compute(rows)
+    (out / "economics.json").write_text(
+        json.dumps(result, indent=1, default=str) + "\n"
+    )
+    (out / "REPORT.md").write_text(report.render(result, out, plan))
+    print(economics.render(result))
+    return 0
+
+
+if __name__ == "__main__":
+    sys.exit(main())
diff --git a/packages/flow/benchmark/lifecycle/arms/cua.py b/packages/flow/benchmark/lifecycle/arms/cua.py
new file mode 100644
index 000000000..e84971fe9
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/cua.py
@@ -0,0 +1,238 @@
+"""Arm ``cua_alone``: a screenshot-driven computer-use agent, alone.
+
+The current frontier model drives the browser through the computer use toolset
+(``computer_toolset_20260801``). It sees screenshots only: no DOM, no API, no
+record read-back. Nothing records or checks it. Each item has a fixed budget
+(model calls and dollars); an item that runs out is a stop the operator sees.
+
+Actions go to the page through the scoreboard's :class:`PlainComputer`, the
+same translator the earlier scoreboard agent arm used.
+"""
+
+from __future__ import annotations
+
+import base64
+import json
+import time
+from pathlib import Path
+from typing import Any
+
+from ..arm import Env, ItemResult, Operator, OperatorRequest, WorkItem
+from . import budget
+from .openemr_ui import SOP, OpenEMRSession, claimed_from
+
+DISABLED_MEMBERS = (
+    "zoom",
+    "triple_click",
+    "middle_click",
+    "left_mouse_down",
+    "left_mouse_up",
+    "hold_key",
+)
+
+SYSTEM = """\
+You operate a web browser that shows one page of a clinic's electronic medical \
+record (OpenEMR). There is no address bar and no other application. The screen \
+is 1280x800 pixels. Work only on the page you are shown. Do not navigate away, \
+open menus you do not need, or change any field the task does not mention.
+
+Click a field before you type into it. To scroll, scroll at the point you last \
+clicked. When the task is done, stop and reply; do not take further actions."""
+
+
+class CuaArm:
+    name = "cua_alone"
+
+    def __init__(self, options: dict[str, Any]) -> None:
+        self.name = str(options.get("name", self.name))
+        self.model = options.get("model", "claude-fable-5-1")
+        self.effort = options.get("effort", "medium")
+        self.max_turns = int(options.get("max_turns", 40))
+        self.item_budget_usd = float(options.get("item_budget_usd", 1.50))
+        self.headless = bool(options.get("headless", True))
+        self.session: OpenEMRSession | None = None
+
+    def describe(self) -> dict[str, Any]:
+        return {
+            "arm": self.name,
+            "kind": "computer-use agent alone (screenshots only)",
+            "model": self.model,
+            "effort": self.effort,
+            "tool": "computer_toolset_20260801",
+            "disabled_members": list(DISABLED_MEMBERS),
+            "max_turns_per_item": self.max_turns,
+            "item_budget_usd": self.item_budget_usd,
+            "prices_as_of": budget.prices()["as_of"],
+            "sees": "screenshots of the OpenEMR page",
+            "reads_record": False,
+        }
+
+    def setup(self, env: Env, operator: Operator) -> list[dict[str, Any]]:
+        # Writing the procedure (the SOP above) is the only setup; it is shared
+        # by every agent arm and charged the same to each.
+        self.session = OpenEMRSession(env, headless=self.headless)
+        t0 = time.time()
+        self.session.start()
+        self.session.sign_in()
+        return [
+            {
+                "phase": "write_procedure",
+                "wall_s": round(time.time() - t0, 2),
+                "attended_s": 0.0,
+                "model_calls": 0,
+                "cost_usd": 0.0,
+                "detail": {"note": "the shared SOP; its writing time is charged by the cost model's procedure rule if any"},
+            }
+        ]
+
+    def after_drift(self, event: dict[str, Any], env: Env, operator: Operator) -> list[dict[str, Any]]:
+        return []
+
+    def close(self) -> None:
+        if self.session is not None:
+            self.session.close()
+
+    def run_item(self, item: WorkItem, env: Env, operator: Operator) -> ItemResult:
+        try:
+            from benchmark.scoreboard.agent import PlainComputer
+        except ImportError:  # run from packages/flow/benchmark
+            from scoreboard.agent import PlainComputer
+
+        assert self.session is not None
+        prep = self.session.blank_form()
+        meter = budget.Meter(f"{self.name} {item.item_id}", self.item_budget_usd)
+        evidence = Path(env.workdir) / self.name / item.item_id
+        evidence.mkdir(parents=True, exist_ok=True)
+        computer = PlainComputer(self.session.page)
+        t0 = time.time()
+        final_text, error = "", ""
+        turns = 0
+        try:
+            final_text, turns = self._loop(item, computer, meter, evidence)
+        except (budget.ItemBudgetExceeded, budget.SpendCapReached) as exc:
+            if isinstance(exc, budget.SpendCapReached):
+                raise
+            error = f"budget: {exc}"
+        except Exception as exc:  # noqa: BLE001 - an agent crash is a stop
+            error = f"{type(exc).__name__}: {exc}"[:500]
+        wall = time.time() - t0
+        claimed, status = claimed_from(final_text) if not error else ("error", error)
+        if claimed != "done":
+            operator.ask(
+                OperatorRequest(
+                    kind="stop",
+                    item_id=item.item_id,
+                    reason=status,
+                    surface="agent final reply",
+                )
+            )
+        (evidence / "reply.json").write_text(
+            json.dumps({"final_text": final_text, "error": error, "turns": turns}, indent=1)
+        )
+        return ItemResult(
+            item_id=item.item_id,
+            claimed=claimed if claimed != "error" else "error",
+            product_status=status,
+            wall_s=round(wall, 2),
+            model_calls=meter.calls,
+            cost_usd=round(meter.usd, 6),
+            evidence=str(evidence.relative_to(env.workdir)),
+            detail={
+                **budget.summarize(meter),
+                **prep,
+                "turns": turns,
+                "compute_usd": round(budget.compute_usd(wall), 6),
+            },
+        )
+
+    def _loop(self, item: WorkItem, computer: Any, meter: budget.Meter, evidence: Path) -> tuple[str, int]:
+        client = budget.client(self.model)
+        tools = [
+            {
+                "type": "computer_toolset_20260801",
+                "configs": {m: {"enabled": False} for m in DISABLED_MEMBERS},
+            }
+        ]
+        first = computer.execute({"action": "screenshot"})
+        instruction = SOP + "\n\nThe referral:\n" + item.source_text
+        messages: list[dict[str, Any]] = [
+            {
+                "role": "user",
+                "content": [
+                    {"type": "text", "text": instruction},
+                    _image(first.png),
+                ],
+            }
+        ]
+        ledger: list[dict[str, Any]] = []
+        for turn in range(1, self.max_turns + 1):
+            # An upper bound for this call: history so far, uncached, plus 16k out.
+            approx_in = 4000 + 1600 * turn
+            meter.before_call(self.model, budget.max_call_usd(self.model, approx_in, 4000))
+            t0 = time.time()
+            response = client.messages.create(
+                model=self.model,
+                max_tokens=16000,
+                system=SYSTEM,
+                tools=tools,
+                output_config={"effort": self.effort},
+                cache_control={"type": "ephemeral"},
+                messages=messages,
+            )
+            usd = meter.record(self.model, response.usage)
+            calls = [b for b in response.content if b.type == "tool_use"]
+            ledger.append(
+                {
+                    "turn": turn,
+                    "s": round(time.time() - t0, 2),
+                    "usd": round(usd, 6),
+                    "stop_reason": response.stop_reason,
+                    "actions": [{"name": b.name, "input": b.input} for b in calls],
+                }
+            )
+            (evidence / "calls.json").write_text(json.dumps(ledger, indent=1))
+            messages.append({"role": "assistant", "content": response.content})
+            if response.stop_reason == "refusal":
+                return "RESULT: NOT SAVED: the model declined the request", turn
+            if not calls:
+                return " ".join(b.text for b in response.content if b.type == "text"), turn
+            results: list[dict[str, Any]] = []
+            for block in calls:
+                native = {"action": block.name, **dict(block.input)}
+                if block.name == "key" and block.input.get("repeat"):
+                    n = max(1, min(int(block.input["repeat"]), 100))
+                    native = {"action": "key", "text": " ".join([str(block.input.get("text", ""))] * n)}
+                result: dict[str, Any] = {
+                    "type": "tool_result",
+                    "tool_use_id": block.id,
+                    "toolset_name": "computer",
+                }
+                try:
+                    obs = computer.execute(native)
+                except Exception as exc:  # noqa: BLE001 - tell the model, let it choose
+                    result["content"] = f"Error: {exc}"[:300]
+                    result["is_error"] = True
+                    results.append(result)
+                    continue
+                if block.name == "screenshot" or block is calls[-1]:
+                    content: list[dict[str, Any]] = []
+                    if obs.notes:
+                        content.append({"type": "text", "text": "; ".join(obs.notes)})
+                    content.append(_image(obs.png))
+                    result["content"] = content
+                else:
+                    result["content"] = [{"type": "text", "text": "OK"}]
+                results.append(result)
+            messages.append({"role": "user", "content": results})
+        return f"RESULT: NOT SAVED: no finish within {self.max_turns} model calls", self.max_turns
+
+
+def _image(png: bytes) -> dict[str, Any]:
+    return {
+        "type": "image",
+        "source": {"type": "base64", "media_type": "image/png", "data": base64.b64encode(png).decode()},
+    }
+
+
+def factory(options: dict[str, Any]) -> CuaArm:
+    return CuaArm(options)
diff --git a/packages/flow/benchmark/lifecycle/arms/economics.py b/packages/flow/benchmark/lifecycle/arms/economics.py
new file mode 100644
index 000000000..15f1c9ec3
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/economics.py
@@ -0,0 +1,282 @@
+"""Total lifecycle cost per 1,000 verified items, per arm, from the results ledgers alone.
+
+Every number comes from ledger rows the harness wrote (items, operator
+requests, setup and maintenance phases, drift events) priced with the soak's
+versioned operator cost model and this directory's dated ``prices.json``.
+Nothing is re-measured here, so ``python -m lifecycle.arms.economics <run dir>``
+recomputes the report from committed data.
+
+Definitions:
+
+- *Verified item*: the oracle's final read says the item is right (the
+  intended chart exactly once, or no new chart when none is wanted), whoever
+  did it. Items a person did by hand count, and so does their time: this is
+  the cost of getting the work done right, not of automating it.
+- *Automated*: verified and not done by hand.
+- *Setup*: one-time, per workflow. People's minutes (attended phase time plus
+  the cost model's fixed charges for teach, compile review and admission) and
+  model dollars.
+- *Per item*: model dollars, nominal compute, and operator minutes (approvals,
+  stops, questions, reconciliations, items done by hand).
+- *Maintenance*: after a UI change. Model dollars spent repairing or
+  re-authoring, and people's minutes reviewing the repair.
+- *Silent-wrong cleanup*: each silent wrong is charged, as a lower bound,
+  the people time to find and fix it later (one reconcile plus one manual
+  entry, plus the interrupt charge each). Its clinical or business harm is
+  not priced; the silent-wrong rate is reported beside every total.
+- Projection to 1,000 verified items: setup once, per-item costs scaled by
+  1,000 / verified, maintenance per UI change times the assumed changes per
+  1,000 items (``prices.json`` drift rate).
+"""
+
+from __future__ import annotations
+
+import json
+import statistics
+import sys
+from collections import Counter
+from pathlib import Path
+from typing import Any, Iterable, Optional
+
+from . import budget
+
+try:
+    from ..cost_model import MODELS
+    from ..metrics import wilson
+except ImportError:  # pragma: no cover - the harness is not checked in yet
+    MODELS = {}
+
+    def wilson(k: int, n: int, z: float = 1.96) -> Optional[tuple[float, float]]:  # type: ignore[misc]
+        import math
+
+        if n == 0:
+            return None
+        p = k / n
+        d = 1 + z * z / n
+        c = p + z * z / (2 * n)
+        r = z * math.sqrt(p * (1 - p) / n + z * z / (4 * n * n))
+        return (round((c - r) / d, 4), round((c + r) / d, 4))
+
+
+FIXED_PHASES = {"teach": "teach_prep_s", "compile": "compile_review_s", "admit": "admit_s"}
+
+
+def read_rows(paths: Iterable[Path]) -> list[dict[str, Any]]:
+    rows: list[dict[str, Any]] = []
+    for p in paths:
+        for line in p.read_text().splitlines():
+            if line.strip():
+                rows.append(json.loads(line))
+    return rows
+
+
+def _cost_model(rows: list[dict[str, Any]]) -> dict[str, Any]:
+    for r in rows:
+        if r.get("type") == "run_start" and r.get("cost_model"):
+            return r["cost_model"]
+    if MODELS:
+        return next(iter(MODELS.values())).to_dict()
+    raise ValueError("no cost model in the ledger and none importable")
+
+
+def _phase_human_s(cm: dict[str, Any], phase: dict[str, Any]) -> float:
+    fixed = cm.get(FIXED_PHASES.get(phase.get("phase", ""), ""), 0.0)
+    return float(phase.get("attended_s", 0.0) or 0.0) + float(fixed or 0.0)
+
+
+def arm_economics(rows: list[dict[str, Any]], arm: str, cm: dict[str, Any], labor: dict[str, Any],
+                  drift_per_1000: float) -> dict[str, Any]:
+    mine = [r for r in rows if r.get("arm") == arm]
+    items = [r for r in mine if r["type"] == "item_result"]
+    ops = [r for r in mine if r["type"] == "operator"]
+    setup = [r for r in mine if r["type"] == "phase" and r.get("stage") == "setup"]
+    maint = [r for r in mine if r["type"] == "phase" and r.get("stage") == "maintenance"]
+    drifts = [r for r in mine if r["type"] == "drift_applied"]
+    describe = next((r.get("describe") for r in mine if r["type"] == "arm_start"), {}) or {}
+
+    n = len(items)
+    by_hand = {r["item_id"] for r in ops if r.get("action") == "do_by_hand" and r.get("item_id")}
+    verified = [r for r in items if r.get("final_oracle") == "correct"]
+    automated = [r for r in verified if r["item_id"] not in by_hand]
+    outcomes = Counter(r["outcome"] for r in items)
+    wanted = [r for r in items if r.get("chart_wanted")]
+    clean = [r for r in wanted if r.get("exception") in ("clean", "missing_optional", "malformed_dob",
+                                                         "malformed_case", "ambiguous_new_person")]
+
+    setup_human_s = sum(_phase_human_s(cm, p) for p in setup)
+    setup_model_usd = sum(float(p.get("cost_usd", 0.0) or 0.0) for p in setup)
+    item_model_usd = sum(float(r.get("cost_usd", 0.0) or 0.0) for r in items)
+    compute_usd = sum(float((r.get("detail") or {}).get("compute_usd") or budget.compute_usd(r.get("wall_s", 0.0)))
+                      for r in items)
+    item_op_s = sum(float(r["charged_s"]) for r in ops if r["kind"] != "repair_review")
+    review_s = sum(float(r["charged_s"]) for r in ops if r["kind"] == "repair_review")
+    maint_human_s = review_s + sum(_phase_human_s(cm, p) for p in maint)
+    maint_model_usd = sum(float(p.get("cost_usd", 0.0) or 0.0) for p in maint)
+    model_calls = sum(int(r.get("model_calls", 0) or 0) for r in items)
+
+    op_rate = labor["operator_usd_per_hour"] / 3600.0
+    sw = outcomes.get("silent_wrong", 0)
+    cleanup_s = sw * (float(cm.get("reconcile_s", 0.0)) + float(cm.get("manual_entry_s", 0.0))
+                      + 2 * float(cm.get("interrupt_s", 0.0)))
+    v = len(verified)
+    per_v = (1000.0 / v) if v else float("nan")
+    items_per_1000v = n * per_v
+    d = len(drifts)
+    maint_per_event_usd = (maint_model_usd + maint_human_s * op_rate) / d if d else 0.0
+    maint_per_event_min = maint_human_s / 60.0 / d if d else 0.0
+    proj_events = drift_per_1000 * items_per_1000v / 1000.0 if v else float("nan")
+
+    proj = {
+        "setup_usd": setup_model_usd + setup_human_s * op_rate,
+        "setup_model_usd": setup_model_usd,
+        "setup_human_min": setup_human_s / 60.0,
+        "item_model_usd": item_model_usd * per_v,
+        "compute_usd": compute_usd * per_v,
+        "operator_min": item_op_s / 60.0 * per_v,
+        "operator_usd": item_op_s * op_rate * per_v,
+        "maintenance_events": proj_events,
+        "maintenance_usd": maint_per_event_usd * proj_events,
+        "maintenance_min": maint_per_event_min * proj_events,
+        "silent_wrong": sw * per_v,
+        "cleanup_min": cleanup_s / 60.0 * per_v,
+        "cleanup_usd": cleanup_s * op_rate * per_v,
+    }
+    proj["total_usd"] = (proj["setup_usd"] + proj["item_model_usd"] + proj["compute_usd"]
+                         + proj["operator_usd"] + proj["maintenance_usd"] + proj["cleanup_usd"])
+    proj["total_human_min"] = (proj["setup_human_min"] + proj["operator_min"] + proj["maintenance_min"]
+                               + proj["cleanup_min"])
+    walls = sorted(float(r["wall_s"]) for r in automated)
+    return {
+        "arm": arm,
+        "describe": describe,
+        "items": n,
+        "verified": v,
+        "automated": len(automated),
+        "by_hand": len(by_hand),
+        "outcomes": dict(outcomes),
+        "silent_wrong": outcomes.get("silent_wrong", 0),
+        "silent_wrong_rate": round(outcomes.get("silent_wrong", 0) / n, 4) if n else None,
+        "silent_wrong_ci95": wilson(outcomes.get("silent_wrong", 0), n),
+        "false_stop": outcomes.get("false_stop", 0),
+        "false_stop_rate": round(outcomes.get("false_stop", 0) / len(clean), 4) if clean else None,
+        "false_stop_denominator": len(clean),
+        "false_stop_ci95": wilson(outcomes.get("false_stop", 0), len(clean)),
+        "drift_events": d,
+        "measured": {
+            "setup_human_min": round(setup_human_s / 60.0, 2),
+            "setup_model_usd": round(setup_model_usd, 4),
+            "item_model_usd": round(item_model_usd, 4),
+            "model_calls": model_calls,
+            "compute_usd": round(compute_usd, 4),
+            "operator_min": round(item_op_s / 60.0, 2),
+            "maintenance_human_min": round(maint_human_s / 60.0, 2),
+            "maintenance_model_usd": round(maint_model_usd, 4),
+            "maintenance_per_event_usd": round(maint_per_event_usd, 4),
+            "maintenance_per_event_min": round(maint_per_event_min, 2),
+            "median_wall_s_automated": round(statistics.median(walls), 2) if walls else None,
+            "p90_wall_s_automated": round(walls[int(0.9 * (len(walls) - 1))], 2) if walls else None,
+            "per_item_model_usd": round(item_model_usd / n, 4) if n else None,
+        },
+        "per_1000_verified": {k: (round(x, 2) if isinstance(x, float) else x) for k, x in proj.items()},
+    }
+
+
+AXES = [
+    # (key path, label, lower is better)
+    (("per_1000_verified", "total_usd"), "Total $ per 1,000 verified", True),
+    (("per_1000_verified", "setup_usd"), "Setup $ (people + model)", True),
+    (("measured", "per_item_model_usd"), "Model $ per item", True),
+    (("per_1000_verified", "operator_min"), "Operator minutes per 1,000 verified", True),
+    (("measured", "maintenance_per_event_usd"), "Maintenance $ per UI change", True),
+    (("silent_wrong_rate",), "Silent-wrong rate", True),
+    (("false_stop_rate",), "False-stop rate", True),
+    (("measured", "median_wall_s_automated"), "Median seconds per automated item", True),
+]
+
+
+def _get(d: dict[str, Any], path: tuple[str, ...]) -> Any:
+    for k in path:
+        d = d.get(k) if isinstance(d, dict) else None
+    return d
+
+
+def winners(arms: list[dict[str, Any]]) -> list[dict[str, Any]]:
+    out = []
+    for path, label, lower in AXES:
+        vals = [(a["arm"], _get(a, path)) for a in arms if isinstance(_get(a, path), (int, float))]
+        vals = [(k, v) for k, v in vals if v == v]  # drop NaN
+        if not vals:
+            continue
+        best = min(v for _, v in vals) if lower else max(v for _, v in vals)
+        best_arms = [k for k, v in vals if v == best]
+        sw = {a["arm"]: a["silent_wrong"] for a in arms}
+        caveat = [k for k in best_arms if sw.get(k)] if path[-1] != "silent_wrong_rate" else []
+        out.append({"axis": label, "best": best_arms, "value": best, "all": dict(vals),
+                    "best_has_silent_wrong": caveat})
+    return out
+
+
+def compute(rows: list[dict[str, Any]]) -> dict[str, Any]:
+    cm = _cost_model(rows)
+    table = budget.prices()
+    labor = table["labor"]
+    drift_rate = float(table["drift"]["events_per_1000_items"])
+    arms = []
+    for name in dict.fromkeys(r["arm"] for r in rows if r.get("type") == "arm_start"):
+        arms.append(arm_economics(rows, name, cm, labor, drift_rate))
+    bands = {}
+    for f in (0.5, 2.0):
+        scaled = {**labor, "operator_usd_per_hour": labor["operator_usd_per_hour"] * f}
+        bands[f"labor_x{f:g}"] = {a["arm"]: arm_economics(rows, a["arm"], cm, scaled, drift_rate)["per_1000_verified"]["total_usd"]
+                                  for a in arms}
+    return {
+        "prices_as_of": table["as_of"],
+        "labor": labor,
+        "drift_events_per_1000_items": drift_rate,
+        "cost_model": cm.get("version"),
+        "arms": arms,
+        "winners": winners(arms),
+        "bands": bands,
+    }
+
+
+def _fmt(x: Any, nd: int = 2) -> str:
+    if x is None or (isinstance(x, float) and x != x):
+        return "n/a"
+    if isinstance(x, float):
+        return f"{x:,.{nd}f}"
+    return str(x)
+
+
+def render(result: dict[str, Any]) -> str:
+    arms = result["arms"]
+    lines = ["| Arm | Items | Verified | Automated | Silent wrong | False stops | Setup $ | Model $/item | Operator min /1k | Maint. $/change | Total $ /1k verified |",
+             "|---|---|---|---|---|---|---|---|---|---|---|"]
+    for a in arms:
+        m, p = a["measured"], a["per_1000_verified"]
+        lines.append(
+            f"| {a['arm']} | {a['items']} | {a['verified']} | {a['automated']} | "
+            f"{a['silent_wrong']} ({_fmt(a['silent_wrong_rate'], 3)}) | "
+            f"{a['false_stop']} of {a['false_stop_denominator']} | {_fmt(p['setup_usd'])} | "
+            f"{_fmt(m['per_item_model_usd'], 3)} | {_fmt(p['operator_min'], 0)} | "
+            f"{_fmt(m['maintenance_per_event_usd'])} | {_fmt(p['total_usd'], 0)} |"
+        )
+    lines += ["", "| Axis | Best | Value |", "|---|---|---|"]
+    for w in result["winners"]:
+        flag = " (has silent wrongs)" if w.get("best_has_silent_wrong") else ""
+        lines.append(f"| {w['axis']} | {', '.join(w['best'])}{flag} | {_fmt(w['value'], 3)} |")
+    return "\n".join(lines) + "\n"
+
+
+def main(argv: Optional[list[str]] = None) -> int:
+    args = argv if argv is not None else sys.argv[1:]
+    run_dir = Path(args[0])
+    ledgers = sorted(run_dir.glob("**/ledger.jsonl"))
+    result = compute(read_rows(ledgers))
+    (run_dir / "economics.json").write_text(json.dumps(result, indent=1, default=str) + "\n")
+    print(render(result))
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/packages/flow/benchmark/lifecycle/arms/human_script.py b/packages/flow/benchmark/lifecycle/arms/human_script.py
new file mode 100644
index 000000000..b8f4116b1
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/human_script.py
@@ -0,0 +1,114 @@
+"""Arm ``human_script`` (optional): a Playwright + REST script written once by hand.
+
+The script (``human_script_v1.py``) was written by this benchmark's session the
+way a skilled engineer would write it, from the same demonstration, procedure
+and REST read the other arms get, and tested on the offline mock before it ran
+against the fixture. Its authoring time is logged below. That time is a coding
+agent's wall time, so it understates what a person would spend; the report
+shows the setup charge with this measured time and with the cost model's
+engineer assumption.
+
+No one maintains it during a run: when it breaks (an exception or an
+"UNEXPECTED" stop), the item goes to the operator, and so does every later item
+it breaks on. The fix an engineer writes afterwards is timed and reported as
+the maintenance cost per drift event.
+"""
+
+from __future__ import annotations
+
+import time
+from pathlib import Path
+from typing import Any, Optional
+
+from ..arm import Env, ItemResult, Operator, OperatorRequest, WorkItem
+from . import budget, scripts
+from .openemr_ui import OpenEMRSession, RestReader
+
+HERE = Path(__file__).resolve().parent
+
+#: Wall-clock authoring log (UTC), appended as the work happens.
+AUTHORING = [
+    {"what": "write v1 from the demonstration and SOP", "start": "2026-10-20T16:39:05Z", "end": "2026-10-20T16:42:39Z",
+     "note": "includes the first offline mock run (dry run, save, duplicate, typo date, missing date, failed save, interstitial)"},
+]
+
+
+def authoring_seconds() -> float:
+    from datetime import datetime
+
+    def t(s: str) -> float:
+        return datetime.strptime(s, "%Y-%m-%dT%H:%M:%SZ").timestamp()
+
+    return sum(t(a["end"]) - t(a["start"]) for a in AUTHORING)
+
+
+class HumanScriptArm:
+    name = "human_script"
+
+    def __init__(self, options: dict[str, Any]) -> None:
+        self.name = str(options.get("name", self.name))
+        self.version = str(options.get("version", "v1"))
+        self.headless = bool(options.get("headless", True))
+        self.session: Optional[OpenEMRSession] = None
+        self.rest: Optional[RestReader] = None
+        self.source = (HERE / f"human_script_{self.version}.py").read_text()
+        self.breaks: list[dict[str, Any]] = []
+
+    def describe(self) -> dict[str, Any]:
+        return {
+            "arm": self.name,
+            "kind": "hand-written Playwright + REST script with read-back; not maintained during the run",
+            "version": self.version,
+            "authoring_log": AUTHORING,
+            "authoring_s": authoring_seconds(),
+            "per_item_model_calls": 0,
+        }
+
+    def setup(self, env: Env, operator: Operator) -> list[dict[str, Any]]:
+        self.session = OpenEMRSession(env, headless=self.headless)
+        self.rest = RestReader(env)
+        self.session.start()
+        self.session.sign_in()
+        return [
+            {
+                "phase": "author_script_by_hand",
+                "wall_s": authoring_seconds(),
+                # The engineer attends all of their own authoring time.
+                "attended_s": authoring_seconds(),
+                "model_calls": 0,
+                "cost_usd": 0.0,
+                "detail": {"authoring_log": AUTHORING, "note": "a coding agent's wall time; a person's would be longer"},
+            }
+        ]
+
+    def run_item(self, item: WorkItem, env: Env, operator: Operator) -> ItemResult:
+        assert self.session is not None and self.rest is not None
+        t0 = time.time()
+        out = scripts.run(self.source, self.session, self.rest, item.params, commit=True)
+        if out.broke:
+            self.breaks.append({"item_id": item.item_id, "reason": out.reason[-300:]})
+        claimed = {"SAVED": "done", "NOT SAVED": "stopped"}.get(out.result, "error")
+        status = f"{out.result}: {out.reason}"[:500]
+        if claimed != "done":
+            operator.ask(OperatorRequest(kind="stop", item_id=item.item_id, reason=status[:300], surface="script result"))
+        wall = time.time() - t0
+        return ItemResult(
+            item_id=item.item_id,
+            claimed=claimed,
+            product_status=status,
+            wall_s=round(wall, 2),
+            evidence=f"{self.name}/",
+            detail={"version": self.version, "broke": out.broke, "log": out.log[-10:], "usage": [],
+                    "compute_usd": round(budget.compute_usd(wall), 6)},
+        )
+
+    def after_drift(self, event: dict[str, Any], env: Env, operator: Operator) -> list[dict[str, Any]]:
+        return []
+
+    def close(self) -> None:
+        if self.session is not None:
+            self.session.close()
+
+
+def factory(options: dict[str, Any]) -> HumanScriptArm:
+    return HumanScriptArm(options)
diff --git a/packages/flow/benchmark/lifecycle/arms/human_script_v1.py b/packages/flow/benchmark/lifecycle/arms/human_script_v1.py
new file mode 100644
index 000000000..9d76cd6bd
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/human_script_v1.py
@@ -0,0 +1,141 @@
+"""Register one referral in OpenEMR: the hand-written baseline script (v1).
+
+Written once by the session as a skilled engineer would, against the same
+demonstration, procedure and REST read the other arms get. Authoring time is
+in ``human_script.py`` (AUTHORING). Runs under the script contract in
+``scripts.py``.
+"""
+
+import datetime
+import re
+import time
+
+
+def _name(v):
+    v = re.sub(r"\s+", " ", (v or "").strip())
+    return v.title() if v.isupper() or v.islower() else v
+
+
+def _dob(v):
+    v = (v or "").strip()
+    if not v:
+        return None
+    for fmt in ("%Y-%m-%d", "%m/%d/%Y", "%Y/%m/%d"):
+        try:
+            return datetime.datetime.strptime(v, fmt).strftime("%Y-%m-%d")
+        except ValueError:
+            continue
+    return "BAD"
+
+
+def _one_char_apart(a, b):
+    return len(a) == len(b) and sum(x != y for x, y in zip(a, b)) == 1
+
+
+def _visible(form, sel):
+    return form.locator(sel + " >> visible=true").first
+
+
+def _confirm_or_matches(page, timeout_s=30.0):
+    """('confirm', locator) when OpenEMR found no match, ('matches', text) otherwise."""
+
+    end = time.time() + timeout_s
+    while time.time() < end:
+        for fr in page.frames:
+            try:
+                btn = fr.locator("#confirmCreate")
+                if btn.count() and btn.first.is_visible():
+                    body = fr.locator("body").inner_text()
+                    if "No matches were found" in body:
+                        ready = btn.first.evaluate(
+                            "e => e.ownerDocument.readyState === 'complete' && "
+                            "typeof e.ownerDocument.defaultView.dlgclose === 'function'"
+                        )
+                        if ready:
+                            return "confirm", btn.first
+                    else:
+                        return "matches", body[:300]
+            except Exception:
+                continue
+        page.wait_for_timeout(250)
+    return None, None
+
+
+def _fill(ctx, r):
+    form = ctx.form
+    form.locator("#form_title").select_option(label=r["title"]) if r.get("title") else None
+    for key in ("fname", "lname", "DOB"):
+        loc = _visible(form, f"#form_{key}")
+        loc.fill(r[key])
+        loc.dispatch_event("change")
+    form.locator("#form_sex").select_option(label=r["sex"])
+    contact = form.get_by_text("Contact", exact=True).first
+    contact.scroll_into_view_if_needed()
+    contact.click()
+    form.wait_for_timeout(300)
+    for key in ("street", "city", "postal_code", "phone_home", "email"):
+        loc = _visible(form, f"#form_{key}")
+        loc.fill(r.get(key, "") or "")
+        loc.dispatch_event("change")
+    _visible(form, "#form_state").select_option(label=r["state_label"])
+    _visible(form, "#form_country_code").select_option(label=r.get("country_code") or "USA")
+
+
+def register(ctx, referral):
+    r = dict(referral)
+    r["fname"], r["lname"] = _name(r.get("fname")), _name(r.get("lname"))
+    dob = _dob(r.get("DOB"))
+    if dob is None:
+        return {"result": "NOT SAVED", "reason": "no date of birth; return the referral to the sender"}
+    if dob == "BAD":
+        return {"result": "NOT SAVED", "reason": f"unreadable date of birth {r.get('DOB')!r}"}
+    r["DOB"] = dob
+
+    same_name = [p for p in ctx.find_patients(fname=r["fname"], lname=r["lname"]) if "error" not in p]
+    for p in same_name:
+        if p.get("DOB") == dob:
+            return {"result": "NOT SAVED", "reason": f"patient already has a chart (pid {p.get('pid')})"}
+        if _one_char_apart(p.get("DOB") or "", dob) and (p.get("street") or "").upper() == r.get("street", "").upper():
+            return {"result": "NOT SAVED", "reason": f"same person as pid {p.get('pid')}; the date of birth looks like a typo"}
+
+    for attempt in (1, 2):
+        try:
+            _fill(ctx, r)
+            ctx.form.locator("#create").click(timeout=15_000)
+        except Exception as exc:
+            return {"result": "NOT SAVED", "reason": f"UNEXPECTED: form step failed: {str(exc).splitlines()[0][:200]}"}
+        kind, what = _confirm_or_matches(ctx.page)
+        if kind == "matches":
+            return {"result": "NOT SAVED", "reason": "OpenEMR's duplicate check lists a matching patient"}
+        if kind is None:
+            return {"result": "NOT SAVED", "reason": "UNEXPECTED: no duplicate-check dialog after Create"}
+        what.click()
+        if not ctx.commit:
+            return {"result": "NOT SAVED", "reason": "DRY RUN reached confirm"}
+        found = []
+        for _ in range(20):
+            ctx.page.wait_for_timeout(500)
+            found = [p for p in ctx.find_patients(fname=r["fname"], lname=r["lname"], DOB=dob) if "error" not in p]
+            if found:
+                break
+        if len(found) == 1:
+            p = found[0]
+            if (p.get("street") or "").upper() == r["street"].upper() and (p.get("email") or "") == r["email"]:
+                return {"result": "SAVED", "reason": f"read back pid {p.get('pid')}"}
+            return {"result": "NOT SAVED", "reason": f"read-back differs for pid {p.get('pid')}"}
+        if len(found) > 1:
+            return {"result": "NOT SAVED", "reason": f"read-back found {len(found)} charts"}
+        ctx.log(f"attempt {attempt}: no chart after confirm")
+        if attempt == 1:
+            ctx.page.reload()
+            ctx.page.wait_for_timeout(1000)
+            # The runner's blank form is gone after a reload; reopen it.
+            ctx.page.evaluate(
+                "() => { window.navigateTab('/interface/new/new_comprehensive.php', "
+                "'openadapt-new-patient'); window.activateTabByName('openadapt-new-patient', true); }"
+            )
+            ctx.page.wait_for_timeout(2000)
+            for fr in ctx.page.frames:
+                if "new_comprehensive.php" in (fr.url or ""):
+                    ctx.form = fr
+    return {"result": "NOT SAVED", "reason": "the save did not land after two attempts"}
diff --git a/packages/flow/benchmark/lifecycle/arms/mock_openemr.py b/packages/flow/benchmark/lifecycle/arms/mock_openemr.py
new file mode 100644
index 000000000..39d73b54e
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/mock_openemr.py
@@ -0,0 +1,195 @@
+"""A small in-browser stand-in for OpenEMR's referral flow, for offline tests of the arms.
+
+It is not OpenEMR. It copies only what the arms touch: the sign-in page, the tab
+shell's ``navigateTab``/``activateTabByName``, the New Patient form's control
+ids, the collapsed Contact section, the duplicate-check popup with
+``#confirmCreate`` and "No matches were found.", the save POST to
+``new_comprehensive_save.php``, and a REST patient search. Served through
+Playwright routes on ``http://mock-openemr.test``; nothing listens on a port.
+
+Drift kinds mirror the soak's: ``relabel`` renames the save button,
+``interstitial`` puts a notice over the form that must be dismissed first.
+"""
+
+from __future__ import annotations
+
+import json
+import urllib.parse
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Any, Optional
+
+BASE = "http://mock-openemr.test"
+
+LOGIN = """<!doctype html><html><body><h3>OpenEMR</h3>
+<input id=authUser><input id=clearPass type=password>
+<button id=login-button onclick="location.href='/interface/main/tabs/main.php'">Login</button>
+</body></html>"""
+
+MAIN = """<!doctype html><html><body><div id=tabs></div>
+<script>
+window.restoreSession = () => true;
+window.navigateTab = (path, name) => {
+  let f = document.querySelector(`iframe[name="${name}"]`);
+  if (!f) { f = document.createElement('iframe'); f.name = name; f.style = 'width:1200px;height:740px';
+            document.getElementById('tabs').appendChild(f); }
+  f.src = path;
+};
+window.activateTabByName = () => true;
+window.dlgopen = (url) => {
+  let d = document.getElementById('dlg'); if (d) d.remove();
+  d = document.createElement('iframe'); d.id = 'dlg'; d.src = url; d.style = 'position:fixed;top:60px;left:200px;width:600px;height:300px;background:#fff';
+  document.body.appendChild(d);
+};
+window.srcConfirmSave = () => {
+  const f = document.querySelector('iframe[name="openadapt-new-patient"]');
+  f.contentWindow.doSave();
+  document.getElementById('dlg').remove();
+};
+</script></body></html>"""
+
+FORM = """<!doctype html><html><body>
+%(interstitial)s
+<table>
+<tr><td>Title</td><td><select id=form_title><option></option><option>Mr.</option><option>Mrs.</option><option>Ms.</option></select></td></tr>
+<tr><td>First Name</td><td><input id=form_fname required></td></tr>
+<tr><td>Last Name</td><td><input id=form_lname required></td></tr>
+<tr><td>DOB</td><td><input id=form_DOB required></td></tr>
+<tr><td>Sex</td><td><select id=form_sex><option></option><option>Female</option><option>Male</option></select></td></tr>
+</table>
+<div style="display:none"><input id=form_street><input id=form_city></div>
+<a href=# id=contact-tab onclick="document.getElementById('contact').style.display='block';return false">Contact</a>
+<div id=contact style="display:none"><table>
+<tr><td>Street</td><td><input id=form_street></td></tr>
+<tr><td>City</td><td><input id=form_city></td></tr>
+<tr><td>State</td><td><select id=form_state><option></option><option value=MA>Massachusetts</option><option value=NY>New York</option></select></td></tr>
+<tr><td>Postal Code</td><td><input id=form_postal_code></td></tr>
+<tr><td>Home Phone</td><td><input id=form_phone_home></td></tr>
+<tr><td>Email</td><td><input id=form_email></td></tr>
+<tr><td>Country</td><td><select id=form_country_code><option></option><option>USA</option></select></td></tr>
+</table></div>
+<button id=create onclick="openCheck()">%(save_label)s</button>
+<script>
+const v = id => { const all = [...document.querySelectorAll('#'+id)]; const e = all.find(x => x.offsetParent !== null) || all[all.length-1]; return e.tagName === 'SELECT' ? (e.value || '') : e.value; };
+function openCheck() {
+  const q = new URLSearchParams({fname: v('form_fname'), lname: v('form_lname'), DOB: v('form_DOB')});
+  top.dlgopen('/interface/new/dup_check.php?' + q.toString());
+}
+window.doSave = () => {
+  const body = {};
+  for (const id of ['form_title','form_fname','form_lname','form_DOB','form_sex','form_street','form_city','form_state','form_postal_code','form_phone_home','form_email','form_country_code'])
+    body[id.slice(5)] = v(id);
+  fetch('/interface/new/new_comprehensive_save.php', {method: 'POST', body: JSON.stringify(body)})
+    .then(r => { document.body.innerHTML = r.ok ? '<h3>Patient dashboard</h3>' : '<p class=alert>Save failed</p>'; })
+    .catch(() => { document.body.innerHTML = '<p class=alert>Save failed</p>'; });
+};
+</script></body></html>"""
+
+INTERSTITIAL = """<div id=notice class=alert style="position:fixed;inset:0;background:#fff;z-index:9">
+<p>Release notes: the registration form has moved fields.</p>
+<button id=notice-ok onclick="document.getElementById('notice').remove()">Got it</button></div>"""
+
+
+@dataclass
+class MockOpenEMR:
+    """The store and the routes. ``patients`` is the system of record."""
+
+    patients: list[dict[str, str]] = field(default_factory=list)
+    drift: set[str] = field(default_factory=set)
+    fail_next_save: int = 0
+    logged_in: bool = False
+
+    def seed(self, person: dict[str, str]) -> None:
+        self.add(person)
+
+    def add(self, p: dict[str, str]) -> dict[str, str]:
+        row = {k: p.get(k, "") for k in ("title", "fname", "lname", "DOB", "sex", "street", "city",
+                                         "postal_code", "phone_home", "email")}
+        row["state"] = p.get("state") or ("MA" if p.get("state_label") == "Massachusetts" else p.get("state_label", ""))
+        row["country_code"] = p.get("country_code", "USA")
+        row["pid"] = str(len(self.patients) + 1)
+        row["uuid"] = f"mock-{row['pid']}"
+        self.patients.append(row)
+        return row
+
+    def search(self, **q: str) -> list[dict[str, str]]:
+        def ok(p: dict[str, str]) -> bool:
+            return all(not v or p.get(k, "").lower() == str(v).lower() for k, v in q.items())
+
+        return [dict(p) for p in self.patients if ok(p)]
+
+    # -- Playwright routes ---------------------------------------------------------
+
+    def install(self, context: Any) -> None:
+        context.route(BASE + "/**", self._route)
+
+    def _route(self, route: Any) -> None:
+        req = route.request
+        url = urllib.parse.urlparse(req.url)
+        path = url.path
+        html = None
+        if path.startswith("/interface/login"):
+            html = LOGIN
+        elif path == "/interface/main/tabs/main.php":
+            self.logged_in = True
+            html = MAIN
+        elif path == "/interface/new/new_comprehensive.php":
+            html = FORM % {
+                "save_label": "Register patient" if "relabel" in self.drift else "Create New Patient",
+                "interstitial": INTERSTITIAL if "interstitial" in self.drift else "",
+            }
+        elif path == "/interface/new/dup_check.php":
+            q = dict(urllib.parse.parse_qsl(url.query))
+            matches = self.search(fname=q.get("fname", ""), lname=q.get("lname", ""))
+            if matches:
+                rows = "".join(f"<li>{m['fname']} {m['lname']} {m['DOB']}</li>" for m in matches)
+                html = f"<html><body><p>Possible matches</p><ul>{rows}</ul><button id=confirmCreate>Confirm Create New Patient</button></body></html>"
+            else:
+                html = ("<html><body><p>No matches were found.</p>"
+                        "<button id=confirmCreate onclick='top.srcConfirmSave()'>Confirm Create New Patient</button>"
+                        "<script>window.dlgclose = () => true;</script></body></html>")
+        elif path == "/interface/new/new_comprehensive_save.php":
+            if self.fail_next_save > 0:
+                self.fail_next_save -= 1
+                route.fulfill(status=500, body="error")
+                return
+            self.add(json.loads(req.post_data or "{}"))
+            route.fulfill(status=200, body="ok")
+            return
+        if html is None:
+            route.fulfill(status=404, body="not found")
+        else:
+            route.fulfill(status=200, content_type="text/html", body=html)
+
+
+class _Resp:
+    def __init__(self, data: Any) -> None:
+        self.status_code = 200
+        self._data = data
+
+    def json(self) -> Any:
+        return self._data
+
+
+class MockRestSession:
+    def __init__(self, app: MockOpenEMR) -> None:
+        self.app = app
+
+    def get(self, url: str, params: Optional[dict[str, str]] = None) -> _Resp:
+        return _Resp({"data": self.app.search(**(params or {}))})
+
+
+def mock_env(app: MockOpenEMR, workdir: Path) -> Any:
+    """An ``Env`` for the arms, pointed at the mock."""
+
+    from ..arm import Env
+
+    return Env(
+        app="openemr",
+        ui_url=BASE,
+        api_url=BASE + "/rest",
+        accounts=(("clerk", "synthetic"),),
+        workdir=workdir,
+        seed=0,
+        extra={"context_hook": app.install, "rest_session": lambda: MockRestSession(app)},
+    )
diff --git a/packages/flow/benchmark/lifecycle/arms/openemr_ui.py b/packages/flow/benchmark/lifecycle/arms/openemr_ui.py
new file mode 100644
index 000000000..9c7501860
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/openemr_ui.py
@@ -0,0 +1,266 @@
+"""The OpenEMR plumbing every non-OpenAdapt arm shares.
+
+All arms get the same start for every item: a browser signed in as the clerk,
+looking at a blank New Patient form opened through OpenEMR's own tab shell
+(the form needs ``top.restoreSession`` from that shell to save). When the
+session has ended (the soak's ``session_expiry`` event), the same runner code
+signs in again before handing the page over. This is the runner's job in a
+deployment of any of these arms, so it is the same for all of them and is not
+charged to the arm's model budget. It is recorded per item (``signed_in_again``).
+
+The REST read is read-only (the harness's ``rest_read_session``, scope
+``user/patient.rs``), the same REST read-back OpenAdapt's record check uses. No arm ever sees the
+harness's oracle.
+"""
+
+from __future__ import annotations
+
+import time
+from dataclasses import dataclass, field
+from typing import Any, Optional
+
+FORM_PATH = "/interface/new/new_comprehensive.php"
+FORM_FRAME_NAME = "openadapt-new-patient"
+VIEWPORT = {"width": 1280, "height": 800}
+
+#: The fields a referral sets, with the New Patient form's control ids.
+FORM_IDS = {
+    "title": "form_title",
+    "fname": "form_fname",
+    "lname": "form_lname",
+    "DOB": "form_DOB",
+    "sex": "form_sex",
+    "street": "form_street",
+    "city": "form_city",
+    "state_label": "form_state",
+    "postal_code": "form_postal_code",
+    "phone_home": "form_phone_home",
+    "email": "form_email",
+    "country_code": "form_country_code",
+}
+
+SOP = """\
+Register one referred patient in OpenEMR from the referral below.
+Rules (the clinic's standard procedure):
+- Create exactly one new patient chart with the referral's values. Dates of \
+birth go in as YYYY-MM-DD; names as the person's name (trim stray spaces, \
+normal capitalisation).
+- If OpenEMR shows that a matching patient may already exist, or you otherwise \
+find this person already has a chart (same name and date of birth, or the same \
+name and a date of birth that differs only by an obvious typo with the same \
+address), do not create another chart: stop and say so.
+- If the referral has no date of birth, do not create a chart: stop and say \
+the referral goes back to the sender. A missing home phone is fine.
+- If the save fails, you may try once more; never leave two charts.
+- Work only in the OpenEMR page. All data is synthetic test data.
+End your final reply with exactly one line, either
+RESULT: SAVED
+or
+RESULT: NOT SAVED: <one-sentence reason>"""
+
+
+def claimed_from(text: str) -> tuple[str, str]:
+    """(``done`` | ``stopped``, last line) from an agent's final reply."""
+
+    lines = [ln.strip() for ln in (text or "").strip().splitlines() if ln.strip()]
+    last = lines[-1] if lines else ""
+    for ln in reversed(lines):
+        if ln.upper().startswith("RESULT:"):
+            last = ln
+            break
+    up = last.upper()
+    if up.startswith("RESULT: SAVED"):
+        return "done", last
+    return "stopped", last or "(no final reply)"
+
+
+@dataclass
+class OpenEMRSession:
+    """One Playwright browser, signed in, reused across items."""
+
+    env: Any
+    headless: bool = True
+    _pw: Any = None
+    _browser: Any = None
+    context: Any = None
+    page: Any = None
+    signins: int = 0
+    log: list[dict[str, Any]] = field(default_factory=list)
+
+    @property
+    def ui_url(self) -> str:
+        return self.env.ui_url.rstrip("/")
+
+    def start(self) -> None:
+        if self.page is not None:
+            return
+        from playwright.sync_api import sync_playwright
+
+        self._pw = sync_playwright().start()
+        self._browser = self._pw.chromium.launch(headless=self.headless)
+        self.context = self._browser.new_context(viewport=VIEWPORT, ignore_https_errors=True)
+        hook = getattr(self.env, "extra", {}).get("context_hook")
+        if hook is not None:  # the offline mock serves the app through routes
+            hook(self.context)
+        self.page = self.context.new_page()
+
+    def close(self) -> None:
+        for obj, how in ((self._browser, "close"), (self._pw, "stop")):
+            try:
+                if obj is not None:
+                    getattr(obj, how)()
+            except Exception:  # noqa: BLE001 - closing is best effort
+                pass
+        self._pw = self._browser = self.context = self.page = None
+
+    def _account(self) -> tuple[str, str]:
+        if self.env.accounts:
+            return self.env.accounts[0]
+        fx = self.env.extra["fixture"]
+        v = fx._runtime_values()
+        return v["OPENEMR_ACTOR_USER"], v["OPENEMR_ACTOR_PASSWORD"]
+
+    def sign_in(self) -> None:
+        page = self.page
+        user, password = self._account()
+        page.goto(self.ui_url + "/interface/login/login.php?site=default")
+        page.locator("#authUser").fill(user)
+        page.locator("#clearPass").fill(password)
+        page.locator("#login-button").click()
+        page.wait_for_url("**/interface/main/tabs/main.php**", timeout=90_000)
+        self.signins += 1
+        self._dismiss_registration()
+
+    def _shell_ready(self) -> bool:
+        try:
+            return bool(
+                self.page.evaluate(
+                    "() => typeof window.navigateTab === 'function' "
+                    "&& typeof window.activateTabByName === 'function'"
+                )
+            )
+        except Exception:  # noqa: BLE001
+            return False
+
+    def _dismiss_registration(self) -> None:
+        reg = self.page.locator(".product-registration-modal")
+        try:
+            if reg.count() and reg.is_visible():
+                tel = reg.locator("#allowTelemetry")
+                if tel.count() and tel.is_checked():
+                    tel.uncheck()
+                reg.get_by_role("button", name="Ask again later", exact=True).click()
+                reg.wait_for(state="hidden", timeout=30_000)
+        except Exception:  # noqa: BLE001 - the dialog only shows on a fresh profile
+            pass
+
+    def form_frame(self, timeout_s: float = 60.0) -> Any:
+        deadline = time.monotonic() + timeout_s
+        while time.monotonic() < deadline:
+            frame = self.page.frame(name=FORM_FRAME_NAME)
+            if frame is None:
+                try:
+                    h = self.page.locator(f'iframe[name="{FORM_FRAME_NAME}"]').element_handle()
+                    frame = None if h is None else h.content_frame()
+                except Exception:  # noqa: BLE001
+                    frame = None
+            if frame is not None and FORM_PATH in (frame.url or ""):
+                return frame
+            self.page.wait_for_timeout(150)
+        raise RuntimeError("the New Patient form frame did not open")
+
+    def blank_form(self) -> dict[str, Any]:
+        """Leave the page on a blank New Patient form; sign in again if needed."""
+
+        self.start()
+        t0 = time.time()
+        again = False
+        if not self._shell_ready() or "login" in (self.page.url or ""):
+            self.sign_in()
+            again = self.signins > 1
+        # Close any earlier form tab, then open a fresh one.
+        try:
+            self.page.evaluate(
+                "({path, name}) => { window.navigateTab(path, name); "
+                "window.activateTabByName(name, true); }",
+                {"path": FORM_PATH + "?_t=" + str(int(time.time() * 1000)), "name": FORM_FRAME_NAME},
+            )
+            frame = self.form_frame()
+            frame.locator("#form_fname").wait_for(state="visible", timeout=60_000)
+        except Exception:
+            # The shell may have been logged out under us (expired session).
+            self.sign_in()
+            again = True
+            self.page.evaluate(
+                "({path, name}) => { window.navigateTab(path, name); "
+                "window.activateTabByName(name, true); }",
+                {"path": FORM_PATH, "name": FORM_FRAME_NAME},
+            )
+            frame = self.form_frame()
+            frame.locator("#form_fname").wait_for(state="visible", timeout=60_000)
+        self._dismiss_registration()
+        return {"setup_s": round(time.time() - t0, 2), "signed_in_again": again}
+
+
+class RestReader:
+    """Read-only use of OpenEMR's patient API, as the clerk's integration."""
+
+    def __init__(self, env: Any) -> None:
+        self.env = env
+        self._session: Any = None
+        self._issued = 0.0
+
+    def _s(self) -> Any:
+        # Tokens are short-lived; take a fresh one every 5 minutes.
+        if self._session is None or time.time() - self._issued > 300:
+            getter = self.env.extra.get("rest_read_session") or self.env.extra.get("rest_session")
+            if getter is not None:
+                self._session = getter()
+            else:
+                self._session = self.env.extra["fixture"].token_session("actor")
+            self._issued = time.time()
+        return self._session
+
+    @property
+    def base(self) -> str:
+        api = self.env.api_url or self.env.extra["fixture"].api_base_url
+        return api.rstrip("/") + "/apis/default/api"
+
+    def find(self, **query: str) -> list[dict[str, Any]]:
+        q = {k: v for k, v in query.items() if v}
+        r = self._s().get(self.base + "/patient", params=q)
+        if r.status_code != 200:
+            return [{"error": f"HTTP {r.status_code}"}]
+        data = r.json()
+        rows = data.get("data") if isinstance(data, dict) else data
+        out = []
+        for p in rows or []:
+            out.append(
+                {
+                    k: p.get(k)
+                    for k in (
+                        "uuid", "pid", "title", "fname", "lname", "DOB", "sex",
+                        "street", "city", "state", "postal_code", "phone_home", "email",
+                    )
+                }
+            )
+        return out
+
+
+def fill_value(frame: Any, field_id: str, value: str) -> None:
+    """Set one New Patient control the way a person would."""
+
+    loc = frame.locator(f"#{field_id}")
+    tag = loc.evaluate("e => e.tagName.toLowerCase()")
+    if tag == "select":
+        try:
+            loc.select_option(label=value)
+        except Exception:  # noqa: BLE001 - some lists key by value
+            loc.select_option(value=value)
+    else:
+        loc.fill(value)
+        loc.dispatch_event("change")
+
+
+def deadline_ok(started: float, limit_s: Optional[float]) -> bool:
+    return limit_s is None or time.time() - started < limit_s
diff --git a/packages/flow/benchmark/lifecycle/arms/prices.json b/packages/flow/benchmark/lifecycle/arms/prices.json
new file mode 100644
index 000000000..19d8f4f8d
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/prices.json
@@ -0,0 +1,56 @@
+{
+  "as_of": "2026-10-20",
+  "currency": "USD",
+  "unit": "per million tokens",
+  "source": "Anthropic first-party API list prices, as listed in the claude-api reference cached 2026-10-06 and checked 2026-10-20. Cache writes are the 5-minute TTL (1.25x input). Haiku 5.5 cache prices are derived from the same rule (0.1x read, 1.25x write) and are marked derived.",
+  "models": {
+    "claude-fable-5-1": {
+      "input": 10.0,
+      "output": 50.0,
+      "cache_read": 0.25,
+      "cache_write": 12.5
+    },
+    "claude-opus-5-5": {
+      "input": 4.0,
+      "output": 20.0,
+      "cache_read": 0.2,
+      "cache_write": 5.0
+    },
+    "claude-sonnet-5-5": {
+      "input": 2.0,
+      "output": 10.0,
+      "cache_read": 0.2,
+      "cache_write": 2.5
+    },
+    "claude-haiku-5-5": {
+      "input": 0.1,
+      "output": 0.5,
+      "cache_read": 0.01,
+      "cache_write": 0.125,
+      "derived": [
+        "cache_read",
+        "cache_write"
+      ],
+      "note": "prompts up to 100K tokens; $0.50/$2.50 beyond"
+    }
+  },
+  "compute": {
+    "note": "Local compute per item is charged at a nominal rate so arms that hold a browser longer cost more. One worker = one browser plus its share of one 4 vCPU / 16 GB host.",
+    "host_usd_per_hour": 0.2,
+    "host_source": "a nominal 4 vCPU / 16 GB on-demand cloud VM, round figure; change here, never in code"
+  },
+  "labor": {
+    "note": "Assumptions, not measurements. People's time is priced only to put every component in one currency; the report also gives every component in minutes, and shows the total at half and double these rates.",
+    "operator_usd_per_hour": 30.0,
+    "operator_source": "round figure for a fully loaded US medical front-desk / registration clerk hour (wage plus overhead); assumption",
+    "engineer_usd_per_hour": 100.0,
+    "engineer_source": "round figure for a fully loaded automation engineer hour; assumption",
+    "engineer_script_author_s": 7200.0,
+    "engineer_script_fix_s": 1800.0,
+    "engineer_source_times": "assumed time for a skilled engineer to write and test this script (2 h) and to diagnose and fix it after one UI change (30 min); used only for the human_script arm's assumption column"
+  },
+  "drift": {
+    "events_per_1000_items": 4,
+    "note": "assumed for the per-1,000 projection: the soak's four UI-change kinds, once each per 1,000 items (about one vendor release per few weeks at a clinic's referral volume). The measured stream has 4 changes in 40 items; the report gives maintenance per change so any rate can be applied."
+  }
+}
diff --git a/packages/flow/benchmark/lifecycle/arms/report.py b/packages/flow/benchmark/lifecycle/arms/report.py
new file mode 100644
index 000000000..d55f045ff
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/report.py
@@ -0,0 +1,141 @@
+"""REPORT.md for one comparison run: tables from ``economics.json``, findings from ``findings.md``.
+
+The tables are generated. The findings (which arm wins on which axis, where
+OpenAdapt loses, what the numbers do not show) are written by a person after
+reading the tables, kept in ``findings.md`` beside the ledgers, and included
+as is.
+"""
+
+from __future__ import annotations
+
+import json
+from pathlib import Path
+from typing import Any
+
+from .economics import _fmt
+
+
+def _components(result: dict[str, Any]) -> list[str]:
+    rows = [
+        "| Arm | Setup: people min | Setup: model $ | Model $ per item | Compute $ per item | Operator min per item | Maint. people min per change | Maint. model $ per change | Median s per automated item |",
+        "|---|---|---|---|---|---|---|---|---|",
+    ]
+    for a in result["arms"]:
+        m = a["measured"]
+        n = a["items"] or 1
+        rows.append(
+            f"| {a['arm']} | {_fmt(m['setup_human_min'], 1)} | {_fmt(m['setup_model_usd'])} | "
+            f"{_fmt(m['per_item_model_usd'], 3)} | {_fmt(m['compute_usd'] / n, 4)} | "
+            f"{_fmt(m['operator_min'] / n, 2)} | {_fmt(m['maintenance_per_event_min'], 1)} | "
+            f"{_fmt(m['maintenance_model_usd'] / a['drift_events'] if a['drift_events'] else 0.0)} | "
+            f"{_fmt(m['median_wall_s_automated'], 1)} |"
+        )
+    return rows
+
+
+def _projection(result: dict[str, Any]) -> list[str]:
+    rows = [
+        "| Arm | Setup $ | Model $ | Compute $ | Operator min | Operator $ | Maint. changes | Maint. $ | Silent wrongs | Cleanup $ (lower bound) | Total $ | Total people min | Total $ at labor x0.5 / x2 |",
+        "|---|---|---|---|---|---|---|---|---|---|---|---|---|",
+    ]
+    for a in result["arms"]:
+        p = a["per_1000_verified"]
+        lo = result["bands"]["labor_x0.5"].get(a["arm"])
+        hi = result["bands"]["labor_x2"].get(a["arm"])
+        rows.append(
+            f"| {a['arm']} | {_fmt(p['setup_usd'])} | {_fmt(p['item_model_usd'])} | {_fmt(p['compute_usd'])} | "
+            f"{_fmt(p['operator_min'], 0)} | {_fmt(p['operator_usd'])} | {_fmt(p['maintenance_events'], 1)} | "
+            f"{_fmt(p['maintenance_usd'])} | {_fmt(p['silent_wrong'], 0)} | {_fmt(p['cleanup_usd'])} | **{_fmt(p['total_usd'], 0)}** | {_fmt(p['total_human_min'], 0)} | "
+            f"{_fmt(lo, 0)} / {_fmt(hi, 0)} |"
+        )
+    return rows
+
+
+def _quality(result: dict[str, Any]) -> list[str]:
+    rows = [
+        "| Arm | Items | Verified (final) | Automated | Done by hand | Silent wrong (95% CI) | False stops (95% CI) | Outcomes |",
+        "|---|---|---|---|---|---|---|---|",
+    ]
+    def ci(c: Any) -> str:
+        return f" ({c[0]:.2f}–{c[1]:.2f})" if c else ""
+
+    for a in result["arms"]:
+        outcomes = ", ".join(f"{k} {v}" for k, v in sorted(a["outcomes"].items()))
+        rows.append(
+            f"| {a['arm']} | {a['items']} | {a['verified']} | {a['automated']} | {a['by_hand']} | "
+            f"{a['silent_wrong']}{ci(a['silent_wrong_ci95'])} | "
+            f"{a['false_stop']} of {a['false_stop_denominator']}{ci(a['false_stop_ci95'])} | {outcomes} |"
+        )
+    return rows
+
+
+def _config(result: dict[str, Any]) -> list[str]:
+    out = []
+    for a in result["arms"]:
+        d = a.get("describe") or {}
+        keep = {k: d[k] for k in ("kind", "model", "effort", "tool", "tools", "item_budget_usd",
+                                  "max_turns_per_item", "profile", "api_tier", "sees", "reads_record")
+                if k in d}
+        out.append(f"- **{a['arm']}**: `{json.dumps(keep, default=str)}`")
+    return out
+
+
+def render(result: dict[str, Any], out: Path, plan: dict[str, Any]) -> str:
+    labor = result["labor"]
+    parts = [
+        "# Lifecycle economics: OpenAdapt against the alternatives",
+        "",
+        f"Seed {plan['seed']}, {plan['items']} items over {plan['days']} days on the local OpenEMR test "
+        f"fixture (synthetic patients only). Every arm ran the same worklist and the same event ledger "
+        f"(UI changes, duplicates, expiry, concurrent edits, failed saves) and was judged by the same "
+        f"independent oracle and the same scripted operator. Model prices as of {result['prices_as_of']} "
+        f"(`arms/prices.json`); operator cost model `{result['cost_model']}`; people's time at "
+        f"${labor['operator_usd_per_hour']:.0f}/h (an assumption; bands below).",
+        "",
+        "## Total cost per 1,000 verified items",
+        "",
+        "Setup once, per-item costs scaled to 1,000 verified items, maintenance at "
+        f"{result['drift_events_per_1000_items']:g} UI changes per 1,000 items (assumed; per-change cost "
+        "is measured and shown below).",
+        "",
+        *_projection(result),
+        "",
+        "## Which arm wins on which axis",
+        "",
+        "| Axis | Best | Value | All arms |",
+        "|---|---|---|---|",
+        *[
+            f"| {w['axis']} | {', '.join(w['best'])}{' (has silent wrongs)' if w.get('best_has_silent_wrong') else ''} | {_fmt(w['value'], 3)} | "
+            + ", ".join(f"{k} {_fmt(v, 3)}" for k, v in w["all"].items())
+            + " |"
+            for w in result["winners"]
+        ],
+        "",
+        "## Correctness",
+        "",
+        *_quality(result),
+        "",
+        "## Measured components",
+        "",
+        *_components(result),
+        "",
+        "## Arm configurations",
+        "",
+        *_config(result),
+        "",
+    ]
+    findings = out / "findings.md"
+    if findings.is_file():
+        parts += [findings.read_text().strip(), ""]
+    parts += [
+        "## Reproduce",
+        "",
+        "```bash",
+        "cd packages/flow/benchmark",
+        f"python -m lifecycle.arms.compare --out {out.as_posix().split('benchmark/')[-1]} "
+        f"--seed {plan['seed']} --items {plan['items']} --days {plan['days']}",
+        f"python -m lifecycle.arms.economics {out.as_posix().split('benchmark/')[-1]}   # recompute from the ledgers",
+        "```",
+        "",
+    ]
+    return "\n".join(parts)
diff --git a/packages/flow/benchmark/lifecycle/arms/scripts.py b/packages/flow/benchmark/lifecycle/arms/scripts.py
new file mode 100644
index 000000000..db8739b22
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/arms/scripts.py
@@ -0,0 +1,176 @@
+"""What both script arms share: the script contract, the sandbox, and the runner.
+
+A script is a Python module that defines::
+
+    def register(ctx, referral: dict) -> dict:
+        # returns {"result": "SAVED" | "NOT SAVED", "reason": str}
+
+``ctx`` gives the script exactly what the other arms get:
+
+- ``ctx.page``: the Playwright page, already signed in, on a blank New Patient
+  form; ``ctx.form``: that form's frame.
+- ``ctx.find_patients(fname=, lname=, DOB=)``: the clerk's REST search.
+- ``ctx.commit``: False in a dry run. In a dry run the save request
+  (``new_comprehensive_save.php``) is blocked at the network layer, so a dry
+  run cannot write, whatever the script does.
+- ``ctx.log(msg)``: a line in the run's evidence.
+
+The sandbox is a static check, not isolation: a script may import only
+``re``, ``time``, ``datetime`` and ``json``, and may not name ``open``,
+``exec``, ``eval``, ``compile``, ``__import__``, ``globals``, ``os``,
+``sys`` or ``subprocess``. Scripts touch only the local synthetic fixture.
+"""
+
+from __future__ import annotations
+
+import ast
+import time
+import traceback
+from dataclasses import dataclass, field
+from typing import Any, Callable
+
+ALLOWED_IMPORTS = {"re", "time", "datetime", "json"}
+FORBIDDEN_NAMES = {
+    "open", "exec", "eval", "compile", "__import__", "globals", "locals", "os", "sys",
+    "subprocess", "importlib", "builtins", "__builtins__", "breakpoint", "input",
+}
+SAVE_URL_PART = "new_comprehensive_save.php"
+
+
+class ScriptRejected(ValueError):
+    """The script failed the static check."""
+
+
+def check_source(source: str) -> None:
+    tree = ast.parse(source)
+    for node in ast.walk(tree):
+        if isinstance(node, ast.Import):
+            for a in node.names:
+                if a.name.split(".")[0] not in ALLOWED_IMPORTS:
+                    raise ScriptRejected(f"import {a.name} is not allowed")
+        elif isinstance(node, ast.ImportFrom):
+            if (node.module or "").split(".")[0] not in ALLOWED_IMPORTS:
+                raise ScriptRejected(f"from {node.module} import is not allowed")
+        elif isinstance(node, ast.Name) and node.id in FORBIDDEN_NAMES:
+            raise ScriptRejected(f"name {node.id} is not allowed")
+        elif isinstance(node, ast.Attribute) and node.attr.startswith("__"):
+            raise ScriptRejected(f"attribute {node.attr} is not allowed")
+    if not any(isinstance(n, ast.FunctionDef) and n.name == "register" for n in tree.body):
+        raise ScriptRejected("the script must define register(ctx, referral)")
+
+
+def load(source: str) -> Callable[..., dict[str, Any]]:
+    check_source(source)
+    ns: dict[str, Any] = {"__name__": "lifecycle_script"}
+    exec(compile(source, "<script>", "exec"), ns)  # noqa: S102 - checked above
+    return ns["register"]
+
+
+@dataclass
+class Ctx:
+    page: Any
+    form: Any
+    find_patients: Callable[..., list[dict[str, Any]]]
+    commit: bool = True
+    lines: list[str] = field(default_factory=list)
+
+    def log(self, msg: str) -> None:
+        self.lines.append(str(msg)[:500])
+
+
+@dataclass
+class RunOutcome:
+    result: str  # SAVED | NOT SAVED | ERROR
+    reason: str
+    seconds: float
+    log: list[str]
+    blocked_saves: int = 0
+
+    @property
+    def broke(self) -> bool:
+        """The script failed in a way that needs maintenance, not a business stop."""
+
+        return self.result == "ERROR" or self.reason.upper().startswith("UNEXPECTED")
+
+
+def run(source: str, session: Any, rest: Any, referral: dict[str, str], *, commit: bool) -> RunOutcome:
+    """Run the script once on a fresh blank form."""
+
+    session.blank_form()
+    page = session.page
+    blocked = {"n": 0}
+
+    def block(route: Any) -> None:
+        blocked["n"] += 1
+        route.abort()
+
+    if not commit:
+        page.route(f"**/*{SAVE_URL_PART}*", block)
+    ctx = Ctx(page=page, form=session.form_frame(), find_patients=rest.find, commit=commit)
+    t0 = time.time()
+    try:
+        fn = load(source)
+        out = fn(ctx, dict(referral))
+        if not isinstance(out, dict) or out.get("result") not in ("SAVED", "NOT SAVED"):
+            return RunOutcome("ERROR", f"bad return value: {out!r}"[:300], time.time() - t0, ctx.lines, blocked["n"])
+        return RunOutcome(out["result"], str(out.get("reason", ""))[:500], time.time() - t0, ctx.lines, blocked["n"])
+    except ScriptRejected as exc:
+        return RunOutcome("ERROR", f"rejected: {exc}", time.time() - t0, ctx.lines, blocked["n"])
+    except Exception as exc:  # noqa: BLE001 - a failing script is the data
+        tb = traceback.format_exception(type(exc), exc, exc.__traceback__)
+        return RunOutcome("ERROR", "".join(tb[-3:])[-1500:], time.time() - t0, ctx.lines, blocked["n"])
+    finally:
+        if not commit:
+            # The confirm click may submit after the script returned. Keep the
+            # block on for a few seconds, then reload the shell so no pending
+            # submit survives, and only then lift the block.
+            try:
+                page.wait_for_timeout(5000)
+                page.reload(wait_until="domcontentloaded")
+            except Exception:  # noqa: BLE001
+                pass
+            try:
+                page.unroute(f"**/*{SAVE_URL_PART}*")
+            except Exception:  # noqa: BLE001
+                pass
+
+
+#: The demonstration every arm learns from, as a person would describe the
+#: recording: the same steps ``scripts/openemr_local_demo.py record`` takes.
+DEMONSTRATION = """\
+Demonstration (one recorded registration, values from one referral):
+Start: signed in as the clerk, a blank New Patient form open in OpenEMR's tab
+shell (iframe name "openadapt-new-patient", page /interface/new/new_comprehensive.php).
+1. Title: click the select #form_title, type "Ms.", press Enter.
+2. First name: click #form_fname, Ctrl+A, type the first name.
+3. Last name: click #form_lname, Ctrl+A, type the last name.
+4. Date of birth: click #form_DOB, Ctrl+A, type YYYY-MM-DD.
+5. Sex: click the select #form_sex, type "Female", press Enter.
+6. Scroll down 300 px; click the "Contact" section header to expand it
+   (contact fields have hidden duplicates while it is collapsed).
+7. Scroll down 600 px.
+8. Street: #form_street. City: #form_city.
+9. State: click the select #form_state, type the state's name
+   ("Massachusetts"), press Enter.
+10. Postal code: #form_postal_code. Home phone: #form_phone_home.
+    Email: #form_email.
+11. Country: click the select #form_country_code, type "USA", press Enter.
+12. Click the form's save button (#create, labelled "Create New Patient").
+    This opens OpenEMR's duplicate-check popup in an iframe in the top page.
+    When no chart matches, the popup says "No matches were found." and offers
+    a confirm button (#confirmCreate, "Confirm Create New Patient"). When a
+    chart may match, it lists the matching charts instead.
+13. Click #confirmCreate once it is ready (its document is loaded and the
+    button has stopped moving). This performs the real save (a POST to
+    new_comprehensive_save.php). The tab then shows the new patient's
+    dashboard.
+After the save, the chart is readable through the REST API
+(GET /apis/default/api/patient?fname=..&lname=..&DOB=..).
+"""
+
+API_DOC = """\
+OpenEMR REST (read only, via ctx.find_patients): GET /apis/default/api/patient
+with any of fname, lname, DOB (YYYY-MM-DD). Returns a list of charts with uuid,
+pid, title, fname, lname, DOB, sex, street, city, state, postal_code,
+phone_home, email. The state is stored as its code (MA), the country as USA.
+"""
diff --git a/packages/flow/benchmark/lifecycle/cost_model.py b/packages/flow/benchmark/lifecycle/cost_model.py
new file mode 100644
index 000000000..fca658045
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/cost_model.py
@@ -0,0 +1,106 @@
+"""The operator cost model: how many seconds each kind of human touch is charged.
+
+Versioned. A change to any number is a new version with a new key, never an
+edit of an old one, so every results ledger names the exact numbers it was
+charged with. The report shows every result at x0.5 and x2 of these numbers,
+because none of them is measured from real operators yet (see CALIBRATION).
+
+What each charge covers:
+
+- ``approval``: read an approval card (the item's values and the save it will
+  make) and press Approve or Deny.
+- ``stop``: read a stop's reason, look at the item in the app, and decide
+  (resume, skip, or do it by hand). Doing it by hand is charged separately.
+- ``reconcile``: the product could not tell whether a save landed. Open the
+  app, find the record, compare it with the item, answer.
+- ``repair_review``: read a proposed repair (the changed step, before and
+  after screens, probe results) and approve or reject it.
+- ``question``: answer a free-text question from an agent.
+- ``manual_entry``: do one item entirely by hand in the app (the all-manual
+  baseline, and the fallback for any item automation leaves undone).
+- ``interrupt``: the resumption cost of any interruption, added once per
+  operator request (switching from other work to the queue and back).
+- Setup and maintenance phases are charged at the wall time a person is
+  attending them, plus fixed preparation where a phase needs it.
+"""
+
+from __future__ import annotations
+
+from dataclasses import asdict, dataclass, replace
+from typing import Any
+
+CALIBRATION = (
+    "No timings from real operators exist yet. Desktop and the console record "
+    "when a request was raised and when it was answered, but every answer on "
+    "record was given by a script, so those gaps measure the harness, not a "
+    "person. Until Desktop has real operator telemetry, the per-touch numbers "
+    "below are assumptions: keystroke-level estimates for reading a card and "
+    "clicking (approval), plus looking a record up in the app (stop, "
+    "reconcile), and a typed-entry estimate for a 12-field registration form "
+    "(manual entry: about 120 characters at 40 words a minute, plus reading "
+    "the referral and the duplicate search). The interrupt charge is the "
+    "resumption lag reported in interruption studies (tens of seconds)."
+)
+
+
+@dataclass(frozen=True)
+class CostModel:
+    version: str
+    approval_s: float
+    stop_s: float
+    reconcile_s: float
+    repair_review_s: float
+    question_s: float
+    manual_entry_s: float
+    interrupt_s: float
+    #: Preparing a demonstration (pick the example, open the app) before the
+    #: recorded wall time is charged.
+    teach_prep_s: float
+    #: Reviewing a compiled program's parameters and steps before admission.
+    compile_review_s: float
+    #: Signing an admission once qualification passed.
+    admit_s: float
+
+    def per_request(self, kind: str) -> float:
+        """Charged seconds for one operator request of ``kind``."""
+
+        base = {
+            "approval": self.approval_s,
+            "stop": self.stop_s,
+            "reconcile": self.reconcile_s,
+            "repair_review": self.repair_review_s,
+            "question": self.question_s,
+            "manual_entry": self.manual_entry_s,
+        }[kind]
+        return base + self.interrupt_s
+
+    def scaled(self, factor: float) -> "CostModel":
+        """Every charge times ``factor`` (the sensitivity bands)."""
+
+        fields = {
+            k: v * factor
+            for k, v in asdict(self).items()
+            if isinstance(v, (int, float)) and not isinstance(v, bool)
+        }
+        return replace(self, version=f"{self.version}x{factor:g}", **fields)
+
+    def to_dict(self) -> dict[str, Any]:
+        return {**asdict(self), "calibration": CALIBRATION}
+
+
+V1 = CostModel(
+    version="lifecycle-cost/2026-10-20.1",
+    approval_s=20.0,
+    stop_s=90.0,
+    reconcile_s=120.0,
+    repair_review_s=120.0,
+    question_s=60.0,
+    manual_entry_s=180.0,
+    interrupt_s=30.0,
+    teach_prep_s=300.0,
+    compile_review_s=600.0,
+    admit_s=300.0,
+)
+
+MODELS = {V1.version: V1}
+BANDS = (0.5, 1.0, 2.0)
diff --git a/packages/flow/benchmark/lifecycle/fake.py b/packages/flow/benchmark/lifecycle/fake.py
new file mode 100644
index 000000000..913ac5d99
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/fake.py
@@ -0,0 +1,217 @@
+"""An in-memory app and two toy arms, for tests and for checking a new arm.
+
+``FakeApp`` keeps a patient table in memory and honours the same injected
+events as the OpenEMR adapter (a failed save raises, a forced logout signs the
+arm out, a UI change is just a flag). ``naive`` types whatever the referral
+says and always claims done; ``careful`` asks the operator about anything odd
+and stops on a failed save. Neither is a model of a product; they exist so the
+harness's bookkeeping can be checked end to end in a second.
+"""
+
+from __future__ import annotations
+
+import threading
+import time
+from typing import Any, Optional
+
+from .arm import Env, ItemResult, OperatorRequest, WorkItem
+
+
+class FakeApp:
+    ui_url = "fake://app"
+    api_url = None
+
+    def __init__(self) -> None:
+        self.rows_: list[dict[str, str]] = []
+        self.next_id = 1
+        self.fail_saves: dict[str, int] = {}
+        self.signed_in = True
+        self.drift_on: list[str] = []
+
+    def describe(self) -> dict[str, Any]:
+        return {"app": "fake", "version": "0"}
+
+    def extra(self) -> dict[str, Any]:
+        return {"app": self}
+
+    def accounts(self) -> list[tuple[str, str]]:
+        return [("clerk", "synthetic")]
+
+    def reset(self) -> str:
+        self.rows_, self.next_id, self.fail_saves = [], 1, {}
+        return "fake-baseline"
+
+    def rows(self) -> list[dict[str, str]]:
+        return [dict(r) for r in self.rows_]
+
+    def _insert(self, fields: dict[str, str]) -> str:
+        email = fields.get("email", "")
+        if self.fail_saves.get(email, 0) > 0:
+            self.fail_saves[email] -= 1
+            raise RuntimeError("save failed")
+        rid = str(self.next_id)
+        self.next_id += 1
+        row = {"id": rid, "pid": rid, "state": "MA"}
+        row.update({k: v for k, v in fields.items() if k != "state_label"})
+        self.rows_.append(row)
+        return rid
+
+    def seed_existing(self, people: list[dict[str, str]]) -> list[str]:
+        return [self._insert(p) for p in people]
+
+    def create_chart(self, fields: dict[str, str], *, who: str) -> str:
+        return self._insert(
+            {
+                **fields,
+                "fname": fields["fname"].strip(),
+                "lname": fields["lname"].strip(),
+            }
+        )
+
+    def inject(
+        self,
+        inj: dict[str, Any],
+        truth: Any,
+        *,
+        harness: set[str],
+        stop: Optional[threading.Event] = None,
+    ) -> dict[str, Any]:
+        ev = inj["event"]
+        if ev == "other_clerk_creates":
+            return {
+                "event": ev,
+                "chart_id": self.create_chart(inj["person"], who="clerk"),
+            }
+        if ev == "force_logout":
+            self.signed_in = False
+            return {"event": ev, "sessions_ended": 1}
+        if ev == "other_clerk_edits_unrelated":
+            target = next((r for r in self.rows_ if r["id"] not in harness), None)
+            if target:
+                target["phone_home"] = "555-0199"
+            return {"event": ev, "touched_ids": [target["id"]] if target else []}
+        if ev == "failed_save":
+            self.fail_saves[truth.person["email"]] = int(inj.get("times", 1))
+            return {"event": ev}
+        if ev == "slow_save":
+            return {"event": ev}
+        raise ValueError(ev)
+
+    def clear_item_events(self) -> list[str]:
+        self.fail_saves.clear()
+        return []
+
+    def apply_drift(self, kind: str) -> dict[str, Any]:
+        self.drift_on.append(kind)
+        return {"kind": kind}
+
+    def clear_all_events(self) -> None:
+        self.drift_on = []
+        self.fail_saves.clear()
+        self.signed_in = True
+
+    # what an arm sees
+    def find(self, fname: str, lname: str) -> list[dict[str, str]]:
+        return [
+            r
+            for r in self.rows_
+            if r["fname"].lower() == fname.strip().lower()
+            and r["lname"].lower() == lname.strip().lower()
+        ]
+
+
+class _ToyArm:
+    name = "toy"
+    careful = False
+
+    def __init__(self, options: dict[str, Any]) -> None:
+        self.options = options
+
+    def describe(self) -> dict[str, Any]:
+        return {"kind": self.name, "toy": True, "refused_features": []}
+
+    def setup(self, env: Env, operator: Any) -> list[dict[str, Any]]:
+        return [
+            {
+                "phase": "teach",
+                "wall_s": 60.0,
+                "attended_s": 60.0,
+                "model_calls": 0,
+                "cost_usd": 0.0,
+            }
+        ]
+
+    def after_drift(
+        self, event: dict[str, Any], env: Env, operator: Any
+    ) -> list[dict[str, Any]]:
+        return []
+
+    def close(self) -> None:
+        pass
+
+    def run_item(self, item: WorkItem, env: Env, operator: Any) -> ItemResult:
+        app: FakeApp = env.extra["app"]
+        t0 = time.time()
+        p = item.params
+        if not app.signed_in:
+            app.signed_in = True  # signs in again
+        if self.careful:
+            odd = (
+                "DOB" not in p
+                or "/" in p.get("DOB", "")
+                or p["fname"] != p["fname"].strip()
+                or app.find(p["fname"], p["lname"])
+            )
+            if odd:
+                d = operator.ask(
+                    OperatorRequest(
+                        kind="stop",
+                        item_id=item.item_id,
+                        reason="looks odd",
+                        surface="toy",
+                        detail={"resumable": False},
+                    )
+                )
+                return ItemResult(
+                    item.item_id, "stopped", f"stopped: {d.action}", time.time() - t0
+                )
+        try:
+            app._insert(dict(p))
+        except RuntimeError as exc:
+            if self.careful:
+                d = operator.ask(
+                    OperatorRequest(
+                        kind="stop",
+                        item_id=item.item_id,
+                        reason=str(exc),
+                        surface="toy",
+                        detail={"resumable": True},
+                    )
+                )
+                if d.action == "resume":
+                    app._insert(dict(p))
+                    return ItemResult(
+                        item.item_id, "done", "saved after resume", time.time() - t0
+                    )
+                return ItemResult(item.item_id, "stopped", str(exc), time.time() - t0)
+            return ItemResult(
+                item.item_id, "done", "saved (error ignored)", time.time() - t0
+            )
+        return ItemResult(item.item_id, "done", "saved", time.time() - t0)
+
+
+class NaiveArm(_ToyArm):
+    name = "naive"
+
+
+class CarefulArm(_ToyArm):
+    name = "careful"
+    careful = True
+
+
+def naive(options: dict[str, Any]) -> NaiveArm:
+    return NaiveArm(options)
+
+
+def careful(options: dict[str, Any]) -> CarefulArm:
+    return CarefulArm(options)
diff --git a/packages/flow/benchmark/lifecycle/metrics.py b/packages/flow/benchmark/lifecycle/metrics.py
new file mode 100644
index 000000000..58378ce18
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/metrics.py
@@ -0,0 +1,416 @@
+"""The metric, computed only from the results ledger.
+
+Headline (``headline``): verified completed items per operator-minute, with
+every pause, approval, reconciliation and repair review charged as operator
+time, beside false stops per 100 items, operator minutes per stop, and the
+maintenance minutes each app change cost until the program ran again.
+Verified completed items per operator-hour (``bands``) is the same number
+times 60.
+
+- A *verified completed item* is one whose final state the independent
+  oracle judges right (the intended chart exactly once, or no new chart when
+  none is wanted) and that the operator did not have to do by hand.
+- *Operator hours* are every charged second: setup, per-item requests
+  (approvals, stops, reconciliations, repair reviews, questions, items done by
+  hand) and maintenance after each UI change.
+
+Charges are recomputed here from the ledger's request kinds and the cost
+model, so the sensitivity bands (x0.5, x2) use the same rows.
+
+Outcome of an item, from the oracle's read after the arm returned (before any
+by-hand fix), crossed with what the arm claimed:
+
+=====================  ==================================================
+``correct``            right end state, arm claimed done
+``right_stop``         no chart wanted, arm stopped, nothing written
+``false_stop``         chart wanted, item data right, no item-level fault,
+                       arm stopped with nothing written (split by whether a
+                       UI change was in force)
+``fault_stop``         chart wanted, an item-level fault was injected
+                       (expiry, slow or failed save, concurrent edit), arm
+                       stopped with nothing written
+``stopped_saved``      arm stopped but the right chart is there
+``silent_wrong``       arm claimed done; the oracle disagrees
+``flagged_wrong``      a wrong write landed and the arm stopped
+``error``              the arm crashed; judged like a stop
+=====================  ==================================================
+"""
+
+from __future__ import annotations
+
+import math
+from collections import Counter, defaultdict
+from typing import Any, Iterable, Optional
+
+from .cost_model import BANDS, CostModel
+
+ITEM_FAULTS = {
+    "session_expiry",
+    "slow_save",
+    "failed_save",
+    "concurrent_same",
+    "concurrent_other",
+}
+DATA_EXCEPTIONS = {
+    "dup_existing",
+    "dup_resend",
+    "ambiguous_same_person",
+    "ambiguous_new_person",
+    "missing_required",
+    "missing_optional",
+    "malformed_dob",
+    "malformed_case",
+}
+
+
+def classify(*, claimed: str, oracle: str, chart_wanted: bool, exception: str) -> str:
+    """One item's outcome. ``oracle`` is "correct", "absent", "wrong" or
+    "duplicate" (for no-chart items "correct" means no new chart)."""
+
+    done = claimed == "done"
+    if oracle == "correct":
+        if done:
+            return "correct"
+        return "stopped_saved" if chart_wanted else "right_stop"
+    if not chart_wanted:
+        # a new chart landed where none was wanted
+        return "silent_wrong" if done else "flagged_wrong"
+    if oracle == "absent":
+        if done:
+            return "silent_wrong"
+        if exception in ITEM_FAULTS:
+            return "fault_stop"
+        if exception in DATA_EXCEPTIONS:
+            return "data_stop"
+        return "false_stop"
+    return "silent_wrong" if done else "flagged_wrong"
+
+
+def stop_cause(row: dict[str, Any]) -> str:
+    """Why an item stopped, from the product's own halt text (for root causes)."""
+
+    detail = row.get("detail") or {}
+    first = detail.get("first_run") or {}
+    halt = str(
+        first.get("halt") or detail.get("error") or row.get("product_status") or ""
+    )
+    if "no_duplicate_candidate" in halt or "No matches were found" in halt:
+        return "duplicate check listed a chart"
+    if "waiting for a person to approve" in halt and "switched_off" in halt:
+        return "problems_only switch off; stopped unasked"
+    if "Identity check failed" in halt:
+        return "identity check failed (relabeled control)"
+    if "Missing" in halt or "missing" in halt and "param" in halt:
+        return "missing value"
+    outcome = first.get("transaction_outcome") or ""
+    return f"other: {outcome} {halt[:80]}".strip()
+
+
+def wilson(k: int, n: int, z: float = 1.96) -> Optional[tuple[float, float]]:
+    if n == 0:
+        return None
+    p = k / n
+    d = 1 + z * z / n
+    c = p + z * z / (2 * n)
+    r = z * math.sqrt(p * (1 - p) / n + z * z / (4 * n * n))
+    return (round(max(0.0, (c - r) / d), 4), round(min(1.0, (c + r) / d), 4))
+
+
+def _charge(cost: CostModel, row: dict[str, Any]) -> float:
+    s = cost.per_request(row["kind"])
+    if (
+        row["action"] == "do_by_hand"
+        and row["kind"] != "manual_entry"
+        and row.get("by_hand")
+    ):
+        s += cost.manual_entry_s
+    return s
+
+
+def _phase_charge(cost: CostModel, row: dict[str, Any]) -> float:
+    fixed = {
+        "teach": cost.teach_prep_s,
+        "compile": cost.compile_review_s,
+        "admit": cost.admit_s,
+    }.get(row["phase"], 0.0)
+    return float(row.get("attended_s", 0.0)) + fixed
+
+
+def compute(rows: Iterable[dict[str, Any]], cost: CostModel) -> dict[str, Any]:
+    rows = list(rows)
+    items = [r for r in rows if r["type"] == "item_result"]
+    ops = [r for r in rows if r["type"] == "operator"]
+    setup = [r for r in rows if r["type"] == "phase" and r.get("stage") == "setup"]
+    maint = [
+        r for r in rows if r["type"] == "phase" and r.get("stage") == "maintenance"
+    ]
+    drifts = [r for r in rows if r["type"] == "drift_applied"]
+
+    by_hand = {
+        r["item_id"] for r in ops if r["action"] == "do_by_hand" and r.get("item_id")
+    }
+    outcomes = Counter(r["outcome"] for r in items)
+    final_ok = [r for r in items if r["final_oracle"] == "correct"]
+    completed = [
+        r
+        for r in final_ok
+        if r["item_id"] not in by_hand and r["outcome"] != "silent_wrong"
+    ]
+
+    # operator requests attributed to maintenance: repair reviews and any
+    # request raised in the first `maintenance_window` items after a drift
+    item_ops = [r for r in ops if r["kind"] != "repair_review"]
+    repair_ops = [r for r in ops if r["kind"] == "repair_review"]
+
+    silent = [r for r in items if r["outcome"] == "silent_wrong"]
+
+    def bands() -> dict[str, Any]:
+        out = {}
+        for factor in BANDS:
+            c = cost.scaled(factor) if factor != 1.0 else cost
+            setup_s = sum(_phase_charge(c, r) for r in setup)
+            maint_s = sum(_phase_charge(c, r) for r in maint) + sum(
+                _charge(c, r) for r in repair_ops
+            )
+            item_s = sum(_charge(c, r) for r in item_ops)
+            hours = (setup_s + maint_s + item_s) / 3600.0
+            # Silent wrongs cost nobody anything during the run. If each is
+            # found later, someone must look it up and put it right.
+            cleanup_s = len(silent) * (c.per_request("reconcile") + c.manual_entry_s)
+            hours_cleanup = hours + cleanup_s / 3600.0
+            n_all = len(items)
+            manual_hours = n_all * c.manual_entry_s / 3600.0
+            out[f"x{factor:g}"] = {
+                "setup_min": round(setup_s / 60, 2),
+                "maintenance_min": round(maint_s / 60, 2),
+                "per_item_operator_min_total": round(item_s / 60, 2),
+                "per_item_operator_min": round(item_s / 60 / n_all, 3)
+                if n_all
+                else None,
+                "operator_hours": round(hours, 3),
+                "verified_completed_per_operator_hour": (
+                    round(len(completed) / hours, 2) if hours else None
+                ),
+                "operator_hours_with_cleanup": round(hours_cleanup, 3),
+                "verified_completed_per_operator_hour_with_cleanup": (
+                    round(len(completed) / hours_cleanup, 2) if hours_cleanup else None
+                ),
+                "manual_only_items_per_hour": (
+                    round(3600.0 / c.manual_entry_s, 2) if c.manual_entry_s else None
+                ),
+                "manual_only_hours": round(manual_hours, 3),
+                "work_removed_fraction": (
+                    round(1 - hours / manual_hours, 3) if manual_hours else None
+                ),
+            }
+        return out
+
+    stops = [r for r in items if r["claimed"] != "done"]
+    wanted = [r for r in items if r["chart_wanted"]]
+    clean_wanted = [
+        r
+        for r in wanted
+        if r["exception"] not in ITEM_FAULTS and r["exception"] not in DATA_EXCEPTIONS
+    ]
+    false_stops = [r for r in items if r["outcome"] == "false_stop"]
+    done_claims = [r for r in items if r["claimed"] == "done"]
+    silent = [r for r in items if r["outcome"] == "silent_wrong"]
+
+    per_drift: dict[str, Any] = {}
+    for d in drifts:
+        kind = d["kind"]
+        window = [r for r in items if r["seq"] >= d["first_seq"]]
+        nxt = [x["first_seq"] for x in drifts if x["first_seq"] > d["first_seq"]]
+        if nxt:
+            window = [r for r in window if r["seq"] < min(nxt)]
+        per_drift[kind] = {
+            "first_seq": d["first_seq"],
+            "items": len(window),
+            "outcomes": dict(Counter(r["outcome"] for r in window)),
+            "repair_reviews": sum(
+                1
+                for r in repair_ops
+                if window and window[0]["seq"] <= r.get("seq", -1) <= window[-1]["seq"]
+            ),
+        }
+
+    def headline() -> dict[str, Any]:
+        out: dict[str, Any] = {}
+        stopped_ids = {r["item_id"] for r in items if r["claimed"] != "done"}
+        for factor in BANDS:
+            c = cost.scaled(factor) if factor != 1.0 else cost
+            setup_s = sum(_phase_charge(c, r) for r in setup)
+            maint_s = sum(_phase_charge(c, r) for r in maint) + sum(
+                _charge(c, r) for r in repair_ops
+            )
+            item_s = sum(_charge(c, r) for r in item_ops)
+            run_min = (maint_s + item_s) / 60.0
+            all_min = run_min + setup_s / 60.0
+            stop_s = sum(
+                _charge(c, r)
+                for r in ops
+                if r["kind"] in ("stop", "reconcile")
+                and r.get("item_id") in stopped_ids
+            )
+            drift_rows = []
+            for d in drifts:
+                nxt = [
+                    x["first_seq"] for x in drifts if x["first_seq"] > d["first_seq"]
+                ]
+                end = min(nxt) if nxt else 10**9
+                window = [r for r in items if d["first_seq"] <= r["seq"] < end]
+                # Stops the change caused: clean items that wanted a chart
+                # and stopped with nothing written (a right stop on a
+                # duplicate is not maintenance).
+                ids = {r["item_id"] for r in window if r["outcome"] == "false_stop"}
+                spent = sum(
+                    _charge(c, r)
+                    for r in ops
+                    if (r["kind"] in ("stop", "reconcile") and r.get("item_id") in ids)
+                    or (
+                        r["kind"] == "repair_review"
+                        and d["first_seq"] <= r.get("seq", -1) < end
+                    )
+                ) + sum(
+                    _phase_charge(c, r)
+                    for r in maint
+                    if d["first_seq"] <= r.get("seq", -1) < end
+                )
+                first_done = next((r for r in window if r["claimed"] == "done"), None)
+                drift_rows.append(
+                    {
+                        "kind": d["kind"],
+                        "first_seq": d["first_seq"],
+                        "items_in_window": len(window),
+                        "items_false_stopped": len(ids),
+                        "maintenance_operator_min": round(spent / 60, 2),
+                        "first_verified_seq": first_done["seq"] if first_done else None,
+                        "seconds_to_running_again": (
+                            round(first_done["t"] - d["t"], 1)
+                            if first_done and "t" in d and "t" in first_done
+                            else None
+                        ),
+                    }
+                )
+            out[f"x{factor:g}"] = {
+                "verified_per_operator_minute": (
+                    round(len(completed) / run_min, 3) if run_min else None
+                ),
+                "verified_per_operator_minute_with_setup": (
+                    round(len(completed) / all_min, 3) if all_min else None
+                ),
+                "operator_min_run": round(run_min, 2),
+                "operator_min_setup": round(setup_s / 60, 2),
+                "operator_min_per_stop": (
+                    round(stop_s / 60 / len(stopped_ids), 2) if stopped_ids else None
+                ),
+                "after_app_change": drift_rows,
+            }
+        n = len(items)
+        dup = [
+            r
+            for r in items
+            if r["claimed"] != "done"
+            and stop_cause(r) == "duplicate check listed a chart"
+        ]
+
+        def matched(r: dict[str, Any]) -> str:
+            shares = r.get("shares_with_existing") or {}
+            hit = [k for k in ("lname", "DOB") if shares.get(k)]
+            if hit:
+                return "+".join(hit)
+            return "first name only" if shares.get("fname") else "none at start"
+
+        return {
+            "duplicate_rule_stops": {
+                "items": len(dup),
+                "by_shared_field": dict(Counter(matched(r) for r in dup)),
+                "by_outcome": dict(Counter(r["outcome"] for r in dup)),
+                "by_exception": dict(Counter(r["exception"] for r in dup)),
+                "note": "fields the item shared with a chart that existed when "
+                "it started; charts created during the run by earlier items "
+                "count too",
+            },
+            "stops_by_cause": {
+                outcome: dict(
+                    Counter(stop_cause(r) for r in items if r["outcome"] == outcome)
+                )
+                for outcome in sorted(
+                    {r["outcome"] for r in items if r["claimed"] != "done"}
+                )
+            },
+            "verified_completed": len(completed),
+            "items": n,
+            "false_stops_per_100_items": round(100 * len(false_stops) / n, 2)
+            if n
+            else None,
+            "stops_per_100_items": round(100 * len(stops) / n, 2) if n else None,
+            "manual_entry_min": round(cost.manual_entry_s / 60, 2),
+            "bands": out,
+            "definition": "verified completed items (oracle-correct, not done by "
+            "hand) per operator-minute; operator minutes are every charged "
+            "approval, stop, reconciliation, resume, repair review and item done "
+            "by hand, plus maintenance; *_with_setup also charges admission",
+        }
+
+    wall = [r["wall_s"] for r in items if r.get("wall_s") is not None]
+    loads = [r["load_1m"] for r in items if r.get("load_1m") is not None]
+    return {
+        "cost_model": cost.version,
+        "items": len(items),
+        "outcomes": dict(outcomes),
+        "verified_completed": len(completed),
+        "final_correct": len(final_ok),
+        "done_by_hand": len(by_hand),
+        "operator_requests": dict(Counter(r["kind"] for r in ops)),
+        "operator_actions": dict(Counter(r["action"] for r in ops)),
+        "false_stop_rate": {
+            "k": len(false_stops),
+            "n": len(clean_wanted),
+            "rate": round(len(false_stops) / len(clean_wanted), 4)
+            if clean_wanted
+            else None,
+            "ci95": wilson(len(false_stops), len(clean_wanted)),
+            "with_ui_change_in_force": sum(
+                1 for r in false_stops if r.get("drift_active")
+            ),
+            "definition": "stops with nothing written on items whose data was right and "
+            "that carried no item-level fault, over all such items",
+        },
+        "silent_wrong_rate": {
+            "k": len(silent),
+            "n": len(done_claims),
+            "rate": round(len(silent) / len(done_claims), 4) if done_claims else None,
+            "ci95": wilson(len(silent), len(done_claims)),
+            "of_all_items": round(len(silent) / len(items), 4) if items else None,
+            "definition": "items the arm claimed done that the independent oracle judged wrong, "
+            "over all items the arm claimed done",
+        },
+        "stops": len(stops),
+        "by_exception": {
+            k: dict(Counter(r["outcome"] for r in items if r["exception"] == k))
+            for k in sorted({r["exception"] for r in items})
+        },
+        "per_drift": per_drift,
+        "wall": {
+            "total_s": round(sum(wall), 1),
+            "median_item_s": round(sorted(wall)[len(wall) // 2], 2) if wall else None,
+            "load_1m_median": round(sorted(loads)[len(loads) // 2], 1)
+            if loads
+            else None,
+            "load_1m_max": round(max(loads), 1) if loads else None,
+        },
+        "model": {
+            "calls": sum(r.get("model_calls", 0) for r in items),
+            "cost_usd": round(sum(r.get("cost_usd", 0.0) for r in items), 4),
+        },
+        "bands": bands(),
+        "headline": headline(),
+    }
+
+
+def group_by_arm(rows: Iterable[dict[str, Any]]) -> dict[str, list[dict[str, Any]]]:
+    out: dict[str, list[dict[str, Any]]] = defaultdict(list)
+    for r in rows:
+        out[r.get("arm", "")].append(r)
+    return dict(out)
diff --git a/packages/flow/benchmark/lifecycle/openadapt_arm.py b/packages/flow/benchmark/lifecycle/openadapt_arm.py
new file mode 100644
index 000000000..0f418c492
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/openadapt_arm.py
@@ -0,0 +1,953 @@
+"""The OpenAdapt arm: the certified referral program, run the way a customer runs it.
+
+Every item is one ``openadapt-flow run`` (a subprocess, the CLI a customer
+uses) in an already signed-in Chromium that the arm keeps open, the way a
+clerk's browser stays signed in all day (``--browser-cdp-endpoint``). The
+configuration is the production one as far as the CLI allows it here:
+
+- durable runs (``--durable``): a stop pauses at the last verified step;
+- per-item approval in ``problems_only`` mode;
+- the REST record check from ``benchmark/openemr_local/verify.yaml`` (the
+  read-only OAuth client) confirming every save;
+- self-repair on, with the Claude bridge repair agent from
+  ``benchmark/auto_repair`` (only when a model key file is given);
+- the ``clinical-write`` certification policy.
+
+What the CLI refused is recorded in ``describe()["refused_features"]``,
+verbatim where the product printed it. Every person-facing step goes through
+the product's own commands: ``item-approval show|approve|decline``,
+``approve`` and ``resume``. The arm never reads the oracle.
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import re
+import shutil
+import subprocess
+import sys
+import time
+from pathlib import Path
+from typing import Any, Optional
+
+from .arm import Env, ItemResult, OperatorRequest, WorkItem
+
+HERE = Path(__file__).resolve().parent
+FLOW = HERE.parents[1]
+DEFAULT_BUNDLE = Path.home() / "oa/scratch/quickstart-openemr/e2e-2/bundle"
+CERTIFIED_DIGEST = "ec096afa2b614326b00ec3155f256041c19d86f3998761ce9d772cfd911460b6"
+SIGN_IN_POLL_WAIT_S = 45.0
+BACKGROUND_POLL = "execute_background_services.php"
+
+
+def _cli() -> list[str]:
+    return [sys.executable, "-m", "openadapt_flow"]
+
+
+def _env(extra: Optional[dict[str, str]] = None) -> dict[str, str]:
+    env = dict(os.environ)
+    env["OPENADAPT_NO_LAUNCHER_CHECK"] = "1"
+    env["PYTHONPATH"] = os.pathsep.join(
+        [str(FLOW / "benchmark"), str(FLOW), env.get("PYTHONPATH", "")]
+    ).rstrip(os.pathsep)
+    env.update(extra or {})
+    return env
+
+
+class _As:
+    """The fixture, signed in as one of its users."""
+
+    def __init__(self, fx: Any, user: str) -> None:
+        self.ui_base_url = fx.ui_base_url
+        self._values = {**fx._runtime_values(), "OPENEMR_ACTOR_USER": user}
+
+    def _runtime_values(self) -> dict[str, str]:
+        return dict(self._values)
+
+
+class OpenAdaptArm:
+    name = "openadapt"
+
+    def __init__(self, options: dict[str, Any]) -> None:
+        self.options = options
+        self.bundle_src = Path(options.get("bundle") or DEFAULT_BUNDLE)
+        self.cdp_port = int(options.get("cdp_port", 9425))
+        self.key_file = options.get("repair_key_file")
+        self.approval_wait = int(options.get("approval_wait_s", 600))
+        self.item_timeout = float(options.get("item_timeout_s", 1500))
+        self.user = options.get("user", "oa_clerk1")
+        #: "governed": the Standard governed path the certified runs use
+        #: (in-process Replayer with the OpenEMR backend). "cli": one
+        #: ``openadapt-flow run`` per item, attached over CDP.
+        self.mode = options.get("mode", "governed")
+        self.refused: list[dict[str, str]] = []
+        self._pw: Any = None
+        self._browser: Any = None
+        self.page: Any = None
+        self.fx: Any = None
+
+    # -- description -----------------------------------------------------------
+
+    def describe(self) -> dict[str, Any]:
+        if self.mode == "governed":
+            return {
+                "kind": "openadapt",
+                "mode": "governed",
+                "surface": "the Standard governed run the certified referral runs use: "
+                "run gate on the certified bundle under clinical-write, governed "
+                "authorization built from it, durable, settled-state detection, the "
+                "REST record check (verify.yaml), the OpenEMR browser backend "
+                "(qualify.campaign._run)",
+                "bundle_digest": CERTIFIED_DIGEST,
+                "profile": "standard",
+                "durable": True,
+                "operator_surface": "the run's report.json; a stop is re-run from a "
+                "fresh form after the operator checks the record",
+                "refused_features": self.refused,
+            }
+        return {
+            "kind": "openadapt",
+            "mode": "cli",
+            "surface": "openadapt-flow run (CLI subprocess per item), attached to a "
+            "signed-in Chromium over CDP",
+            "bundle_digest": CERTIFIED_DIGEST,
+            "durable": True,
+            "approval_mode": "problems_only",
+            "policy": "clinical-write",
+            "record_check": "REST, read-only OAuth client (verify.yaml)",
+            "self_repair": bool(self.key_file),
+            "repair_agent": "benchmark.auto_repair.measure_mockmed:BridgeRepairAgent "
+            "(claude-sonnet-5-5)"
+            if self.key_file
+            else None,
+            "refused_features": self.refused,
+        }
+
+    # -- browser -------------------------------------------------------------------
+
+    def _launch(self) -> None:
+        if self.mode == "governed":
+            self.backend, self._close_backend = (
+                self._demo().OpenEMRPlaywrightBackend.launch(
+                    self.fx.ui_base_url, headless=True
+                )
+            )
+            self.page = self.backend.page
+            return
+        from playwright.sync_api import sync_playwright
+
+        self._pw = sync_playwright().start()
+        self._browser = self._pw.chromium.launch(
+            headless=True, args=[f"--remote-debugging-port={self.cdp_port}"]
+        )
+        context = self._browser.new_context(viewport={"width": 1280, "height": 800})
+        self.page = context.new_page()
+
+    def _demo(self) -> Any:
+        from benchmark.openemr_api_tier.common import load_demo
+
+        return load_demo()
+
+    def _signed_in(self) -> bool:
+        try:
+            return bool(
+                self.page.evaluate(
+                    "() => typeof window.navigateTab === 'function' && "
+                    "!document.querySelector('#authUser')"
+                )
+            )
+        except Exception:  # noqa: BLE001 - a crashed page is signed out
+            return False
+
+    def sign_in(self) -> None:
+        demo = self._demo()
+        polled = {"seen": False}
+
+        def saw(req: Any) -> None:
+            if BACKGROUND_POLL in req.url:
+                polled["seen"] = True
+
+        self.page.context.on("requestfinished", saw)
+        backend = getattr(self, "backend", None) or _DemoBackend(self.page)
+        demo._preauthenticate_browser(backend, _As(self.fx, self.user))
+        deadline = time.monotonic() + SIGN_IN_POLL_WAIT_S
+        while not polled["seen"] and time.monotonic() < deadline:
+            self.page.wait_for_timeout(250)
+        self.page.wait_for_timeout(1000)
+
+    def open_form(self) -> None:
+        """A blank New Patient form in the tab shell, no chart open."""
+
+        demo, page = self._demo(), self.page
+        if page.evaluate(
+            "() => !!(window.app_view_model && app_view_model.application_data.patient())"
+        ):
+            with page.expect_response(
+                lambda r: "unset_session_ajax.php" in r.url, timeout=30_000
+            ):
+                page.evaluate("() => clearPatient(false)")
+            page.wait_for_function(
+                "() => !app_view_model.application_data.patient()", timeout=30_000
+            )
+        page.evaluate(
+            "({path, name}) => { window.navigateTab(path, name); "
+            "window.activateTabByName(name, true); }",
+            {"path": demo.FORM_PATH, "name": demo.FORM_FRAME_NAME},
+        )
+        frame = demo._form_frame(page)
+        frame.wait_for_load_state("load", timeout=60_000)
+        frame.locator("#form_fname").wait_for(state="visible", timeout=60_000)
+        page.wait_for_timeout(500)
+
+    def _ready(self) -> dict[str, Any]:
+        """Signed in at a blank form. After a stop, or when the session has
+        ended, the clerk starts again from the sign-in page (which also
+        closes a duplicate-check dialog a stopped run left open); that is
+        part of starting the next item, not a person's task."""
+
+        note: dict[str, Any] = {}
+        if self._signed_in() and not getattr(self, "_dirty", False):
+            try:
+                self.open_form()
+                return note
+            except Exception as exc:  # noqa: BLE001 - e.g. the session ended
+                note["open_form_error"] = f"{type(exc).__name__}: {exc}"[:200]
+        note["signed_in_again"] = True
+        self._dirty = False
+        self.page.goto(self.fx.ui_base_url)
+        if not self._signed_in():
+            self.sign_in()
+        else:
+            self.page.wait_for_timeout(1500)
+        self.open_form()
+        return note
+
+    # -- setup ---------------------------------------------------------------------
+
+    def setup(self, env: Env, operator: Any) -> list[dict[str, Any]]:
+        from benchmark.lifecycle.apps import make_fixture
+
+        self.env = env
+        self.fx = make_fixture(Path(env.extra["fixture_state"]))
+        self.work = env.workdir
+        self.bundle = self.work / "bundle"
+        if self.bundle.exists():
+            shutil.rmtree(self.bundle)
+        shutil.copytree(self.bundle_src, self.bundle)
+        manifest = json.loads((self.bundle / "manifest.json").read_text())
+        digest = manifest.get("content_digest")
+        if digest != CERTIFIED_DIGEST:
+            raise RuntimeError(f"bundle digest {digest} is not the certified program")
+        if self.mode == "governed":
+            return self._setup_governed()
+        self._write_config()
+        if not self.key_file:
+            self.refused.append(
+                {
+                    "feature": "self_repair",
+                    "reason": "no repair model key file was given to this run, so no repair "
+                    "agent is configured (repair is on only with an agent)",
+                }
+            )
+        self._try_seal()
+        self._launch()
+        self.page.goto(self.fx.ui_base_url)
+        self.sign_in()
+        self._probe_standard()
+        # Pipelined read-back is refused under a durable run; recorded from the
+        # compatibility matrix and confirmed by each report's read-back mode.
+        from openadapt_flow.compatibility import cell
+
+        c = cell("pipelined_readback", "durable")
+        self.refused.append({"feature": "pipelined_readback", "reason": c.reason or ""})
+        phases = self._setup_phases()
+        return phases
+
+    def _write_config(self) -> None:
+        # The record check reads the REST API over the fixture's loopback HTTP
+        # port: the HTTPS port's certificate is self-signed and the REST
+        # verifier takes no CA option.
+        api = self.fx.ui_base_url
+        cfg = {
+            "backend": {
+                "kind": "web",
+                "url": self.fx.ui_base_url,
+                "browser_cdp_endpoint": f"http://127.0.0.1:{self.cdp_port}",
+            },
+            "effects": {
+                "kind": "rest",
+                "base_url": api,
+                "records_path": "/apis/default/api/patient?_limit=1000",
+                "records_key": "data",
+                "auth": {"bearer_env": "SOR_BEARER_TOKEN"},
+            },
+            "runtime": {"approval_mode": "problems_only"},
+        }
+        if self.key_file:
+            cfg["repair"] = {
+                "agent": "benchmark.auto_repair.measure_mockmed:BridgeRepairAgent",
+                "screen_access_by": "lifecycle-soak (synthetic data)",
+                "model_provider": "anthropic",
+                "model_key_file": str(self.key_file),
+                "store": str(self.work / "repair-store"),
+                "approval_wait_s": self.approval_wait,
+            }
+        import yaml
+
+        self.config = self.work / "deploy.yaml"
+        self.config.write_text(yaml.safe_dump(cfg, sort_keys=False))
+
+    def _setup_governed(self) -> list[dict[str, Any]]:
+        from openadapt_flow.compatibility import cell
+        from openadapt_flow.ir import Workflow
+        from openadapt_flow.qualify.campaign import _default_hooks, lookup_plan
+        from openadapt_flow.qualify.config import load_verify_config
+
+        config = load_verify_config(FLOW / "benchmark/openemr_local/verify.yaml")
+        surface, structure = lookup_plan(config)
+        self.gov = {
+            "workflow": Workflow.load(self.bundle),
+            "config": config,
+            "hooks": _default_hooks(config, None),
+            "lookup": {"use_structural": structure, "deployment_surface": surface},
+        }
+        for feature, reason in (
+            (
+                "per_item_approval",
+                "the governed run path takes no approval gate (only "
+                "`openadapt-flow run` wires one), so no save is put to a person",
+            ),
+            (
+                "self_repair",
+                "the governed run path wires no repair agent (only "
+                "`openadapt-flow run` does)",
+            ),
+            ("pipelined_readback", cell("pipelined_readback", "durable").reason or ""),
+            (
+                "cli_run",
+                "`openadapt-flow run` cannot run this program: with an attached "
+                "signed-in browser every item halts at step_000 (structured identity of the "
+                "title field not found by the generic web backend); without one the browser "
+                "starts signed out. Measured in the CLI smoke run.",
+            ),
+            (
+                "signed_admission",
+                "not issued for this program yet; the run gate on the "
+                "certified bundle authorizes each run, as in the certified referral runs",
+            ),
+        ):
+            self.refused.append({"feature": feature, "reason": reason})
+        self._launch()
+        self.page.goto(self.fx.ui_base_url)
+        self.sign_in()
+        return self._setup_phases()
+
+    def _run_governed(self, item: WorkItem, run_dir: Path, n: int) -> Any:
+        import dataclasses
+
+        from openadapt_flow.qualify.campaign import TrialContext, _run
+        from openadapt_flow.run_gate import (
+            build_runtime_authorization,
+            evaluate_run_gate,
+        )
+
+        g = self.gov
+        hooks = dataclasses.replace(
+            g["hooks"], open_session=lambda: (self.backend, lambda: None)
+        )
+        params = {k: str(v) for k, v in item.params.items()}
+        ctx = TrialContext(
+            case_id="lifecycle",
+            expected="VERIFIED",
+            oracle_kind="exact_record",
+            trial=n,
+            trial_dir=run_dir,
+            run_dir=run_dir,
+            run_id=f"lifecycle-{item.item_id}-{n}-{int(time.time())}",
+            params=params,
+            certified_run=True,
+            state={"policy": "clinical-write"},
+        )
+
+        def authorize(_verifier: Any, gate_kwargs: dict[str, Any]) -> Any:
+            gate = evaluate_run_gate(g["workflow"], **gate_kwargs)
+            if not gate.passed:
+                raise RuntimeError("run gate refused: " + gate.render()[-300:])
+            return build_runtime_authorization(g["workflow"], gate, params=params)
+
+        report, _ = _run(
+            workflow=g["workflow"],
+            bundle_dir=self.bundle,
+            config=g["config"],
+            hooks=hooks,
+            ctx=ctx,
+            setup=type("Setup", (), {"observer": None})(),  # type: ignore[arg-type]
+            authorize=authorize,
+            fault_driver=None,
+            marks={"start": time.time()},
+            lookup=g["lookup"],
+        )
+        return json.loads(report.model_dump_json())
+
+    def _item_governed(self, item: WorkItem, operator: Any) -> ItemResult:
+        t0 = time.time()
+        idir = self.work / "items" / item.item_id
+        idir.mkdir(parents=True, exist_ok=True)
+        detail: dict[str, Any] = {"log": []}
+        log = detail["log"]
+        calls, cost, report, run_dir = 0, 0.0, {}, idir / "run-1"
+        for n in (1, 2):
+            run_dir = idir / f"run-{n}"
+            try:
+                detail.update(self._ready())
+                report = self._run_governed(item, run_dir, n)
+            except Exception as exc:  # noqa: BLE001 - a crash is a stop
+                report = {
+                    "execution_outcome": "ERROR",
+                    "halt": {"reason": f"{type(exc).__name__}: {exc}"[:300]},
+                }
+            calls += int(report.get("model_calls") or 0)
+            cost += float(report.get("est_model_cost_usd") or 0.0)
+            tx = str(report.get("transaction_outcome") or "")
+            if tx == "VERIFIED":
+                return self._result(
+                    item, "done", report, t0, calls, cost, detail, run_dir
+                )
+            self._dirty = True
+            halt = report.get("halt") or {}
+            unsure = tx == "RECONCILIATION_REQUIRED"
+            reason = (
+                f"{report.get('execution_outcome')}/{tx}: {halt.get('state_id', '')} "
+                f"{str(halt.get('reason', ''))[:200]}"
+            )
+            decision = operator.ask(
+                OperatorRequest(
+                    kind="reconcile" if unsure else "stop",
+                    item_id=item.item_id,
+                    reason=reason.strip(),
+                    surface="report.json; re-run from a fresh form",
+                    detail={
+                        "resumable": n == 1,
+                        "transaction_outcome": tx,
+                        "halt_step": halt.get("state_id"),
+                    },
+                )
+            )
+            log.append({"run": n, "stop": reason.strip(), "decision": decision.action})
+            if decision.action != "resume":
+                break
+        return self._result(item, "stopped", report, t0, calls, cost, detail, run_dir)
+
+    def _try_seal(self) -> None:
+        """Encrypt the bundle at rest, as the default gated path requires.
+
+        ``openadapt-flow seal`` with a fresh local key; when it refuses, the
+        refusal is recorded verbatim and the run uses ``--allow-unencrypted``.
+        """
+
+        import base64
+        import secrets
+
+        src = self.work / "seal-source"
+        dest = self.work / "sealed-bundle"
+        for d in (src, dest):
+            if d.exists():
+                shutil.rmtree(d)
+        shutil.copytree(self.bundle, src)
+        # A benchmark sidecar Flow does not know; seal refuses unknown files.
+        (src / "benchmark-contract.json").unlink(missing_ok=True)
+        key = base64.b64encode(secrets.token_bytes(32)).decode()
+        proc = subprocess.run(
+            [*_cli(), "seal", str(src), "-o", str(dest)],
+            capture_output=True,
+            text=True,
+            env=_env({"OPENADAPT_BUNDLE_KEY": key}),
+            timeout=600,
+        )
+        out = (proc.stdout + proc.stderr).strip()
+        (self.work / "seal-output.txt").write_text(out + "\n")
+        if proc.returncode == 0 and (dest / "manifest.json").exists():
+            self.bundle, self.bundle_key = dest, key
+            self.unencrypted = False
+        else:
+            self.bundle_key, self.unencrypted = None, True
+            line = next((x for x in out.splitlines() if "REFUSED" in x), out[-300:])
+            self.refused.append(
+                {
+                    "feature": "encrypted_bundle",
+                    "reason": line.strip() + " (the run uses --allow-unencrypted)",
+                }
+            )
+
+    def _token_env(self) -> dict[str, str]:
+        session = self.fx.token_session("oracle")
+        token = session.headers["Authorization"].split(" ", 1)[1]
+        session.close()
+        env = {"SOR_BEARER_TOKEN": token}
+        if getattr(self, "bundle_key", None):
+            env["OPENADAPT_BUNDLE_KEY"] = self.bundle_key
+        return env
+
+    def _run_cmd(
+        self,
+        run_dir: Path,
+        params: Path,
+        *,
+        profile: Optional[str] = None,
+        dry_run: bool = False,
+    ) -> list[str]:
+        cmd = [
+            *_cli(),
+            "run",
+            str(self.bundle),
+            "--config",
+            str(self.config),
+            "--url",
+            self.fx.ui_base_url,
+            "--run-dir",
+            str(run_dir),
+            "--params-file",
+            str(params),
+            "--durable",
+            "--approval-mode",
+            "problems_only",
+            "--approval-wait",
+            str(self.approval_wait),
+            "--policy",
+            "clinical-write",
+        ]
+        if profile:
+            cmd += ["--profile", profile]
+        elif getattr(self, "unencrypted", False):
+            cmd.append("--allow-unencrypted")
+        if dry_run:
+            cmd.append("--dry-run")
+        return cmd
+
+    def _probe_standard(self) -> None:
+        """Ask the CLI for the Standard profile once and record its answer.
+
+        A real run (a dry run stops before the admission check), pointed at a
+        port where nothing listens, so it can write nothing even if admitted.
+        """
+
+        import yaml
+
+        probe = self.work / "standard-probe"
+        probe.mkdir(parents=True, exist_ok=True)
+        params = probe / "params.json"
+        params.write_text(json.dumps({"fname": "Probe"}))
+        cfg = yaml.safe_load(self.config.read_text())
+        cfg["backend"] = {"kind": "web", "url": "http://127.0.0.1:9439"}
+        probe_cfg = probe / "deploy.yaml"
+        probe_cfg.write_text(yaml.safe_dump(cfg, sort_keys=False))
+        cmd = self._run_cmd(probe / "run", params, profile="standard")
+        cmd[cmd.index("--config") + 1] = str(probe_cfg)
+        cmd[cmd.index("--url") + 1] = "http://127.0.0.1:9439"
+        proc = subprocess.run(
+            cmd,
+            capture_output=True,
+            text=True,
+            env=_env(self._token_env()),
+            timeout=600,
+            cwd=self.work,
+        )
+        out = proc.stdout + proc.stderr
+        (probe / "output.txt").write_text(out)
+        m = re.search(r"[^\n]*signed qualification admission[^\n]*", out)
+        self.refused.append(
+            {
+                "feature": "standard_profile",
+                "reason": (
+                    m.group(0).strip() if m else f"exit {proc.returncode}: {out[-300:]}"
+                ),
+            }
+        )
+
+    def _setup_phases(self) -> list[dict[str, Any]]:
+        """Teach, compile, qualify and admit, from the certified program's own
+        records (they were not re-run in this soak)."""
+
+        phases: list[dict[str, Any]] = []
+        demo = self.bundle_src.parent / "demonstration.jsonl"
+        teach_s = None
+        if demo.exists():
+            ts = [
+                json.loads(line).get("timestamp")
+                for line in demo.read_text().splitlines()
+                if line.strip()
+            ]
+            ts = [t for t in ts if isinstance(t, (int, float))]
+            if len(ts) > 1:
+                teach_s = max(ts) - min(ts)
+        phases.append(
+            {
+                "phase": "teach",
+                "wall_s": teach_s or 36.8,
+                "attended_s": teach_s or 36.8,
+                "model_calls": 0,
+                "cost_usd": 0.0,
+                "source": "the demonstration's recorded duration",
+            }
+        )
+        phases.append(
+            {
+                "phase": "compile",
+                "wall_s": 12.2,
+                "attended_s": 0.0,
+                "model_calls": 0,
+                "cost_usd": 0.0,
+                "source": "quickstart e2e-2 log (compile 12.2 s)",
+            }
+        )
+        phases.append(
+            {
+                "phase": "qualify",
+                "wall_s": 549.6,
+                "attended_s": 0.0,
+                "model_calls": 0,
+                "cost_usd": 0.0,
+                "source": "qual10 QUALIFICATION.md: 18 trials, 549.6 s, unattended",
+            }
+        )
+        phases.append(
+            {
+                "phase": "admit",
+                "wall_s": 0.0,
+                "attended_s": 0.0,
+                "model_calls": 0,
+                "cost_usd": 0.0,
+                "source": "fixed charge (cost model admit_s); the signed admission "
+                "itself does not exist yet",
+            }
+        )
+        return phases
+
+    # -- one item ----------------------------------------------------------------------
+
+    def _approvals(self, run_dir: Path) -> list[dict[str, Any]]:
+        if not (run_dir / "item-approval").exists():
+            return []
+        proc = subprocess.run(
+            [*_cli(), "item-approval", "show", str(run_dir)],
+            capture_output=True,
+            text=True,
+            env=_env(),
+            timeout=300,
+        )
+        if proc.returncode != 0:
+            return []
+        try:
+            data = json.loads(proc.stdout)
+        except ValueError:
+            return []
+        if isinstance(data, dict):
+            data = data.get("requests", [])
+        return [r for r in data if isinstance(r, dict)]
+
+    def _answer(
+        self,
+        item: WorkItem,
+        run_dir: Path,
+        req: dict[str, Any],
+        operator: Any,
+        log: list[dict[str, Any]],
+    ) -> None:
+        rid = req.get("request_id") or req.get("id")
+        sha = req.get("request_sha256") or req.get("digest") or req.get("sha256")
+        text = json.dumps(req)
+        is_repair = "repair" in text.lower()
+        values = {}
+        for f in req.get("fields") or []:
+            if isinstance(f, dict):
+                key = f.get("param") or f.get("name") or f.get("label")
+                if key:
+                    values[str(key)] = str(f.get("value", ""))
+        kind = "repair_review" if is_repair else "approval"
+        decision = operator.ask(
+            OperatorRequest(
+                kind=kind,
+                item_id=item.item_id,
+                reason=str(
+                    req.get("reason") or req.get("workflow_name") or "save approval"
+                ),
+                surface="cli:openadapt-flow item-approval",
+                detail={
+                    "values": values or dict(item.params),
+                    "probes_passed": is_repair,
+                    "request_id": rid,
+                },
+            )
+        )
+        verb = (
+            "approve" if decision.action in ("approve", "accept_repair") else "decline"
+        )
+        cmd = [
+            *_cli(),
+            "item-approval",
+            verb,
+            str(run_dir),
+            "--request-id",
+            str(rid),
+            "--request-sha256",
+            str(sha),
+            "--decided-by",
+            "human",
+            "--route",
+            "desktop_run_it",
+            "--unauthenticated",
+        ]
+        if verb == "decline":
+            cmd += ["--reason", "wrong_values"]
+        proc = subprocess.run(
+            cmd, capture_output=True, text=True, env=_env(), timeout=300
+        )
+        log.append(
+            {
+                "answered": rid,
+                "verb": verb,
+                "kind": kind,
+                "exit": proc.returncode,
+                "stderr": proc.stderr[-300:],
+            }
+        )
+
+    def _drive(
+        self,
+        cmd: list[str],
+        run_dir: Path,
+        item: WorkItem,
+        operator: Any,
+        log: list[dict[str, Any]],
+    ) -> int:
+        """Run one CLI command; answer every approval it asks for meanwhile."""
+
+        out = open(run_dir.parent / f"{run_dir.name}-{len(log)}.log", "w")
+        proc = subprocess.Popen(
+            cmd,
+            stdout=out,
+            stderr=subprocess.STDOUT,
+            env=_env(self._token_env()),
+            cwd=self.work,
+        )
+        answered: set[str] = set()
+        deadline = time.monotonic() + self.item_timeout
+        while proc.poll() is None:
+            if time.monotonic() > deadline:
+                proc.kill()
+                log.append({"timeout": True})
+                break
+            for req in self._approvals(run_dir):
+                rid = str(req.get("request_id") or req.get("id"))
+                status = str(req.get("status", "")).lower()
+                if rid in answered or status in ("answered", "consumed", "expired"):
+                    continue
+                answered.add(rid)
+                self._answer(item, run_dir, req, operator, log)
+            time.sleep(2.0)
+        out.close()
+        code = proc.wait()
+        text = Path(out.name).read_text(errors="replace")
+        for line in text.splitlines():
+            if line.startswith("Auto-repair is off for this run:") and not any(
+                r["feature"] == "self_repair" for r in self.refused
+            ):
+                self.refused.append({"feature": "self_repair", "reason": line.strip()})
+        return code
+
+    def _report(self, run_dir: Path) -> dict[str, Any]:
+        path = run_dir / "report.json"
+        if not path.exists():
+            return {}
+        try:
+            return json.loads(path.read_text())
+        except ValueError:
+            return {}
+
+    def run_item(self, item: WorkItem, env: Env, operator: Any) -> ItemResult:
+        if self.mode == "governed":
+            return self._item_governed(item, operator)
+        t0 = time.time()
+        idir = self.work / "items" / item.item_id
+        idir.mkdir(parents=True, exist_ok=True)
+        run_dir = idir / "run"
+        params = idir / "params.json"
+        params.write_text(json.dumps(item.params))
+        params.chmod(0o600)
+        detail: dict[str, Any] = {"log": []}
+        log = detail["log"]
+        try:
+            detail.update(self._ready())
+        except Exception as exc:  # noqa: BLE001 - the session could not be opened
+            detail["session_error"] = f"{type(exc).__name__}: {exc}"[:300]
+        self._drive(self._run_cmd(run_dir, params), run_dir, item, operator, log)
+        report = self._report(run_dir)
+        model_calls = int(report.get("model_calls") or 0)
+        cost = float(report.get("est_model_cost_usd") or 0.0)
+
+        for attempt in range(2):
+            tx = str(report.get("transaction_outcome") or "")
+            ex = str(report.get("execution_outcome") or "")
+            if tx == "VERIFIED":
+                return self._result(
+                    item, "done", report, t0, model_calls, cost, detail, run_dir
+                )
+            esc = {}
+            if (run_dir / "pending_escalation.json").exists():
+                try:
+                    esc = json.loads((run_dir / "pending_escalation.json").read_text())
+                except ValueError:
+                    esc = {}
+            category = str(esc.get("category", ""))
+            unsure = tx == "RECONCILIATION_REQUIRED" or category.startswith(
+                ("delivery_uncertain", "effect_")
+            )
+            halt = report.get("halt") or {}
+            reason = (
+                f"{tx or ex or 'no report'}: {category} "
+                f"{halt.get('state_id', '')} {str(halt.get('reason', ''))[:200]}"
+            )
+            decision = operator.ask(
+                OperatorRequest(
+                    kind="reconcile" if unsure else "stop",
+                    item_id=item.item_id,
+                    reason=reason.strip(),
+                    surface="cli:openadapt-flow explain/approve/resume",
+                    detail={
+                        "resumable": bool(esc),
+                        "category": category,
+                        "transaction_outcome": tx,
+                        "halt_step": halt.get("state_id"),
+                    },
+                )
+            )
+            log.append({"stop": reason.strip(), "decision": decision.action})
+            if decision.action != "resume":
+                return self._result(
+                    item, "stopped", report, t0, model_calls, cost, detail, run_dir
+                )
+            # The person resolves the stop, approves, and resumes the run.
+            try:
+                self._ready_for_resume()
+            except Exception as exc:  # noqa: BLE001
+                detail["resume_session_error"] = f"{type(exc).__name__}: {exc}"[:300]
+            subprocess.run(
+                [
+                    *_cli(),
+                    "approve",
+                    str(run_dir),
+                    "--approver",
+                    "operator",
+                    "--resolution",
+                    "checked the item and resumed",
+                ],
+                capture_output=True,
+                text=True,
+                env=_env(),
+                timeout=300,
+            )
+            self._drive(
+                [
+                    *_cli(),
+                    "resume",
+                    str(run_dir),
+                    "--config",
+                    str(self.config),
+                    "--url",
+                    self.fx.ui_base_url,
+                    "--params-file",
+                    str(params),
+                ],
+                run_dir,
+                item,
+                operator,
+                log,
+            )
+            report = self._report(run_dir)
+            model_calls += int(report.get("model_calls") or 0)
+            cost += float(report.get("est_model_cost_usd") or 0.0)
+            log.append({"resumed": report.get("transaction_outcome")})
+        return self._result(
+            item, "stopped", report, t0, model_calls, cost, detail, run_dir
+        )
+
+    def _ready_for_resume(self) -> None:
+        """Before a resume: if the session ended, sign in again and open the
+        form; otherwise leave the page where the run paused."""
+
+        if not self._signed_in():
+            self.page.goto(self.fx.ui_base_url)
+            self.sign_in()
+            self.open_form()
+
+    def _result(
+        self,
+        item: WorkItem,
+        claimed: str,
+        report: dict[str, Any],
+        t0: float,
+        calls: int,
+        cost: float,
+        detail: dict[str, Any],
+        run_dir: Path,
+    ) -> ItemResult:
+        halt = report.get("halt") or {}
+        approval = report.get("approval") or {}
+        detail.update(
+            {
+                "execution_outcome": report.get("execution_outcome"),
+                "transaction_outcome": report.get("transaction_outcome"),
+                "halt_step": halt.get("state_id"),
+                "halt_reason": str(halt.get("reason", ""))[:300],
+                "approval_mode": approval.get("mode"),
+                "approval_decision": approval.get("decision"),
+                "self_repair": report.get("self_repair"),
+                "readback": report.get("readback"),
+            }
+        )
+        status = " / ".join(
+            str(x)
+            for x in (
+                report.get("execution_outcome"),
+                report.get("transaction_outcome"),
+            )
+            if x
+        )
+        return ItemResult(
+            item_id=item.item_id,
+            claimed=claimed,  # type: ignore[arg-type]
+            product_status=status or "no report",
+            wall_s=time.time() - t0,
+            model_calls=calls,
+            cost_usd=cost,
+            evidence=str(run_dir.relative_to(self.env.workdir.parent.parent)),
+            detail=detail,
+        )
+
+    def after_drift(
+        self, event: dict[str, Any], env: Env, operator: Any
+    ) -> list[dict[str, Any]]:
+        return []  # the product is not told about UI changes; it meets them
+
+    def close(self) -> None:
+        if getattr(self, "_close_backend", None):
+            self._close_backend()
+            return
+        try:
+            if self._browser is not None:
+                self._browser.close()
+        finally:
+            if self._pw is not None:
+                self._pw.stop()
+
+
+class _DemoBackend:
+    """The one attribute the demo's sign-in uses."""
+
+    def __init__(self, page: Any) -> None:
+        self.page = page
+
+
+def make(options: dict[str, Any]) -> OpenAdaptArm:
+    return OpenAdaptArm(options)
diff --git a/packages/flow/benchmark/lifecycle/operator.py b/packages/flow/benchmark/lifecycle/operator.py
new file mode 100644
index 000000000..5c0ce5339
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/operator.py
@@ -0,0 +1,145 @@
+"""The simulated operator: a scripted, deterministic policy over ground truth.
+
+The operator answers every request an arm raises. It decides from the event
+ledger's truth for the item and from what it can see in the app (the same
+read-only look a person would take), never from the arm's own verdict. Each
+answer is charged from the cost model and written to the results ledger with
+the rule that decided it.
+
+The policy, in order:
+
+- ``approval``: approve when the item should produce a chart and the values
+  on the card (when the card shows any) match the truth; otherwise deny.
+- ``stop`` / ``reconcile``:
+  - the item should produce no new chart: skip it (return to sender);
+  - the right chart is already there: confirm it is saved;
+  - the arm offers a resume and this item has not been resumed yet: resume;
+  - otherwise do the item by hand.
+- ``repair_review``: accept when a UI change is in force and the repair's
+  probes passed; otherwise reject.
+- ``question``: answer from the truth's rationale.
+- ``manual_entry``: do the item by hand.
+
+An optional model operator can be added beside this one; it must be labelled
+as such in the ledger (``operator.kind``).
+"""
+
+from __future__ import annotations
+
+from typing import Any, Callable, Optional
+
+from .arm import OperatorDecision, OperatorRequest
+from .cost_model import CostModel
+from .workload import Truth
+
+NAME_FIELDS = ("fname", "lname")
+
+
+def values_match(shown: dict[str, str], intended: dict[str, str]) -> bool:
+    """Do the values on a card match the truth (names compared trimmed and
+    case-insensitively, as a person reads them)?"""
+
+    for key, want in intended.items():
+        if key not in shown:
+            continue
+        got = shown[key]
+        if key in NAME_FIELDS:
+            if got.strip().lower() != want.strip().lower():
+                return False
+        elif got != want:
+            return False
+    return True
+
+
+class ScriptedOperator:
+    kind = "scripted"
+
+    def __init__(
+        self,
+        cost: CostModel,
+        truth: dict[str, Truth],
+        *,
+        look: Callable[[Truth], str],
+        do_by_hand: Callable[[Truth], dict[str, Any]],
+        drift_active: Callable[[], list[str]],
+        record: Callable[[dict[str, Any]], None],
+    ) -> None:
+        """``look(truth)`` returns "correct", "absent" or "wrong": what a person
+        sees when they search the app for this item's patient. ``do_by_hand``
+        enters the item as the operator would (and records that it did).
+        ``record`` appends a row to the results ledger."""
+
+        self.cost = cost
+        self.truth = truth
+        self.look = look
+        self.do_by_hand = do_by_hand
+        self.drift_active = drift_active
+        self.record = record
+        self.resumed: set[str] = set()
+        self.by_hand: set[str] = set()
+        self.skipped: set[str] = set()
+
+    def _decide(self, req: OperatorRequest) -> tuple[str, str, Optional[str]]:
+        t = self.truth.get(req.item_id or "")
+        if req.kind == "repair_review":
+            ok = bool(req.detail.get("probes_passed"))
+            if self.drift_active() and ok:
+                return "accept_repair", "repair_drift_and_probes_passed", None
+            return "reject_repair", "repair_no_drift_or_probe_failed", None
+        if t is None:
+            return "deny", "no_truth_for_item", None
+        if req.kind == "approval":
+            shown = req.detail.get("values") or {}
+            if t.intended is not None and values_match(shown, t.intended):
+                return "approve", "approve_intended_write", None
+            return "deny", "deny_unintended_write", None
+        if req.kind == "question":
+            return "answer", "answer_from_truth", t.rationale
+        if req.kind == "manual_entry":
+            return "do_by_hand", "manual_entry_requested", None
+        # stop or reconcile
+        if t.intended is None:
+            return "skip", "skip_no_chart_wanted", None
+        seen = self.look(t)
+        if seen == "correct":
+            return "confirm_saved", "chart_already_correct", None
+        if seen == "wrong":
+            return "do_by_hand", "fix_wrong_chart_by_hand", None
+        if req.detail.get("resumable") and req.item_id not in self.resumed:
+            return "resume", "resume_once", None
+        return "do_by_hand", "enter_by_hand", None
+
+    def ask(self, req: OperatorRequest) -> OperatorDecision:
+        action, rule, answer = self._decide(req)
+        charged = self.cost.per_request(req.kind)
+        extra: dict[str, Any] = {}
+        if action == "resume" and req.item_id:
+            self.resumed.add(req.item_id)
+        if action == "skip" and req.item_id:
+            self.skipped.add(req.item_id)
+        if action == "do_by_hand" and req.item_id and req.item_id not in self.by_hand:
+            self.by_hand.add(req.item_id)
+            t = self.truth[req.item_id]
+            if req.kind != "manual_entry":
+                charged += self.cost.manual_entry_s
+            extra = self.do_by_hand(t)
+        decision = OperatorDecision(
+            action=action, charged_s=charged, rule=rule, answer=answer
+        )
+        self.record(
+            {
+                "type": "operator",
+                "operator": self.kind,
+                "item_id": req.item_id,
+                "kind": req.kind,
+                "reason": req.reason,
+                "surface": req.surface,
+                "action": action,
+                "rule": rule,
+                "charged_s": charged,
+                "cost_model": self.cost.version,
+                "detail": {k: v for k, v in req.detail.items() if k != "values"},
+                **({"by_hand": extra} if extra else {}),
+            }
+        )
+        return decision
diff --git a/packages/flow/benchmark/lifecycle/oracle.py b/packages/flow/benchmark/lifecycle/oracle.py
new file mode 100644
index 000000000..ad06b11f7
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/oracle.py
@@ -0,0 +1,185 @@
+"""The independent oracle: reads OpenEMR's database directly, never the arm.
+
+It runs as the database root inside the fixture's own database container, a
+channel no arm uses. It judges an item twice:
+
+- right after the arm returns (the arm's own outcome), counting only charts
+  the arm could have written: rows the harness wrote itself (another clerk,
+  the operator by hand) are attributed by row id and left out;
+- after the operator has dealt with the item (the item's final state), over
+  every chart for that person.
+
+A chart matches the truth when every field matches: names trimmed and
+compared without case (as a person reads a name), every other field exactly.
+"""
+
+from __future__ import annotations
+
+import hashlib
+from typing import Any, Callable, Iterable, Optional
+
+from .workload import Truth
+
+FIELDS = (
+    "id",
+    "pid",
+    "title",
+    "fname",
+    "lname",
+    "DOB",
+    "sex",
+    "street",
+    "city",
+    "state",
+    "postal_code",
+    "phone_home",
+    "email",
+    "country_code",
+)
+#: Truth key -> patient_data column.
+COLUMN = {
+    "title": "title",
+    "fname": "fname",
+    "lname": "lname",
+    "DOB": "DOB",
+    "sex": "sex",
+    "street": "street",
+    "city": "city",
+    "postal_code": "postal_code",
+    "phone_home": "phone_home",
+    "email": "email",
+    "country_code": "country_code",
+}
+STATE_CODE = {"Massachusetts": "MA"}
+NAME_KEYS = {"fname", "lname"}
+
+Rows = list[dict[str, str]]
+
+
+def norm_name(v: str) -> str:
+    return " ".join(v.split()).lower()
+
+
+def field_diffs(row: dict[str, str], intended: dict[str, str]) -> list[dict[str, str]]:
+    diffs = []
+    for key, col in COLUMN.items():
+        want = intended.get(key, "")
+        got = row.get(col, "")
+        same = norm_name(got) == norm_name(want) if key in NAME_KEYS else got == want
+        if not same:
+            diffs.append({"field": key, "want": want, "got": got})
+    want_state = STATE_CODE.get(intended.get("state_label", ""), "")
+    if row.get("state", "") != want_state:
+        diffs.append(
+            {"field": "state", "want": want_state, "got": row.get("state", "")}
+        )
+    return diffs
+
+
+def same_person(row: dict[str, str], person: dict[str, str]) -> bool:
+    return (
+        norm_name(row.get("fname", "")) == norm_name(person["fname"])
+        and norm_name(row.get("lname", "")) == norm_name(person["lname"])
+        and row.get("DOB", "") == person.get("DOB", "")
+    )
+
+
+def _names(row: dict[str, str]) -> tuple[str, str]:
+    return norm_name(row.get("fname", "")), norm_name(row.get("lname", ""))
+
+
+def rows_digest(rows: Iterable[dict[str, str]]) -> str:
+    h = hashlib.sha256()
+    for r in sorted(rows, key=lambda r: int(r["id"])):
+        h.update(("\t".join(r.get(k, "") for k in FIELDS) + "\n").encode())
+    return h.hexdigest()
+
+
+class Oracle:
+    def __init__(self, sql_rows: Callable[[], Rows]) -> None:
+        self.sql_rows = sql_rows
+
+    def snapshot(self) -> Rows:
+        return self.sql_rows()
+
+    def judge_arm(
+        self,
+        truth: Truth,
+        before: Rows,
+        after: Rows,
+        *,
+        harness_ids: set[str],
+        harness_touched: set[str],
+    ) -> dict[str, Any]:
+        """The arm's outcome: "correct", "absent", "wrong" or "duplicate"."""
+
+        before_ids = {r["id"] for r in before}
+        new = [
+            r for r in after if r["id"] not in before_ids and r["id"] not in harness_ids
+        ]
+        old_before = {r["id"]: r for r in before if r["id"] not in harness_touched}
+        old_after = {r["id"]: r for r in after if r["id"] in old_before}
+        collateral = sorted(i for i in old_before if old_before[i] != old_after.get(i))
+        detail: dict[str, Any] = {
+            "new_charts": len(new),
+            "collateral_ids": collateral,
+            "new_ids": [r["id"] for r in new],
+        }
+        if collateral:
+            return {"verdict": "wrong", "why": "collateral", **detail}
+        if truth.intended is None:
+            if new:
+                return {
+                    "verdict": "wrong",
+                    "why": "chart written where none wanted",
+                    **detail,
+                }
+            return {"verdict": "correct", "why": "no new chart", **detail}
+        if not new:
+            return {"verdict": "absent", "why": "no new chart", **detail}
+        if len(new) > 1:
+            return {"verdict": "duplicate", "why": f"{len(new)} new charts", **detail}
+        diffs = field_diffs(new[0], truth.intended)
+        if diffs:
+            return {
+                "verdict": "wrong",
+                "why": "field mismatch",
+                "diffs": diffs,
+                **detail,
+            }
+        return {"verdict": "correct", "why": "one chart, every field right", **detail}
+
+    def judge_final(
+        self, truth: Truth, before_item: Rows, now: Rows, *, other_clerk_ids: set[str]
+    ) -> dict[str, Any]:
+        """The item's final state, whoever wrote it (other clerks aside).
+
+        Every chart written since the item started that carries this
+        person's name or email counts, so a chart with a mistyped date of
+        birth is still found."""
+
+        prior = {r["id"] for r in before_item}
+        new = [
+            r
+            for r in now
+            if r["id"] not in prior
+            and r["id"] not in other_clerk_ids
+            and (
+                _names(r) == _names(truth.person)
+                or r.get("email") == truth.person["email"]
+            )
+        ]
+        if truth.intended is None:
+            return {"verdict": "wrong" if new else "correct", "new_charts": len(new)}
+        if len(new) == 1 and not field_diffs(new[0], truth.intended):
+            return {"verdict": "correct", "new_charts": 1}
+        return {"verdict": "absent" if not new else "wrong", "new_charts": len(new)}
+
+    def look(self, truth: Truth, before_item: Optional[Rows] = None) -> str:
+        """What a person sees searching the app for this item's patient:
+        "correct", "absent" or "wrong"."""
+
+        v = self.judge_final(
+            truth, before_item or [], self.sql_rows(), other_clerk_ids=set()
+        )
+        return v["verdict"]
diff --git a/packages/flow/benchmark/lifecycle/production_arm.py b/packages/flow/benchmark/lifecycle/production_arm.py
new file mode 100644
index 000000000..1e57597d3
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/production_arm.py
@@ -0,0 +1,748 @@
+"""The production configuration as a soak arm: proof-15's configuration, at scale.
+
+The configuration is exactly the one `benchmark/lifecycle_proof` proves on the
+local OpenEMR referral (its README has the table):
+
+- the Regulated profile, governed authorization from the run gate on the
+  certified, encrypted bundle, pinned to the admitted digest (a repaired
+  version passes only through signed lineage);
+- durable runs with an encrypted checkpoint store;
+- the API tier where admissible (the referral's API step is refused by its own
+  proposal on OpenEMR, so the GUI save runs);
+- pipelined read-back, one window (the harness waits for each item's deferred
+  check before it judges the item, so the arm's wall time here does not show
+  the pipelining gain; proof-15 measured that);
+- repair on: a halt before any effect goes to self-repair (the proof's
+  rule-based agent, no model);
+- ``problems_only`` approval, with the local stand-in for Cloud's switch
+  status.
+
+Every person touch goes through the harness operator, which decides from the
+ledger's truth and is charged from the cost model:
+
+- an approval the ``problems_only`` gate asks for (``approval``);
+- a stopped item (``stop``, or ``reconcile`` when a save may have landed);
+- a resume of a durable pause (``stop``, then the resume);
+- a relabel repair to review (``repair_review``), with ``recovery="relabel"``.
+
+Options (``--arm-options`` JSON):
+
+- ``keys``: the key directory outside the repository (bundle, checkpoint,
+  status and admission keys), default ``~/oa/scratch/compose-proof/keys``;
+- ``source``: the certified referral bundle to admit;
+- ``trials``: qualification trials per case (default 1);
+- ``recovery``: ``"none"`` (what main does today) or ``"relabel"`` (a halt
+  that :mod:`openadapt_flow.repair.relabel` proves is a relabeled control is
+  re-qualified, reviewed once, re-admitted with lineage, and the item re-run).
+"""
+
+from __future__ import annotations
+
+import json
+import os
+import threading
+import time
+from pathlib import Path
+from typing import Any, Optional
+
+from .arm import Env, ItemResult, OperatorRequest, WorkItem
+
+DEFAULT_KEYS = Path.home() / "oa" / "scratch" / "compose-proof" / "keys"
+APPROVER_ID = "lifecycle-soak-operator"
+
+
+class _Ledger:
+    """The arm's own detail log (the harness ledger holds the results)."""
+
+    def __init__(self, path: Path) -> None:
+        self.path = path
+        path.parent.mkdir(parents=True, exist_ok=True)
+        self._lock = threading.Lock()
+
+    def add(self, kind: str, **fields: Any) -> None:
+        row = {"at": round(time.time(), 3), "kind": kind, **fields}
+        with self._lock, self.path.open("a") as handle:
+            handle.write(json.dumps(row, sort_keys=True, default=str) + "\n")
+
+
+class OperatorPerson:
+    """Answers the approval requests the run writes, through the harness operator.
+
+    Stands where the proof's ``ScriptedPerson`` stands (``sleep`` is the
+    gate's and self-repair's wait), but every answer is the operator's
+    decision, charged from the cost model.
+    """
+
+    def __init__(self, ledger: _Ledger) -> None:
+        self.ledger = ledger
+        self.stores: list[Any] = []
+        self.seen: set[str] = set()
+        self.touches = 0
+        self.item: Optional[WorkItem] = None
+        self.operator: Any = None
+        self.kind = "approval"
+
+    def watch(self, store: Any) -> None:
+        self.stores.append(store)
+
+    def sleep(self, seconds: float) -> None:
+        time.sleep(min(seconds, 0.5))
+        from openadapt_flow.approval_mode.item_approval import make_answer
+
+        for store in list(self.stores):
+            for request in store.requests():
+                if request.request_id in self.seen:
+                    continue
+                self.seen.add(request.request_id)
+                values = {
+                    f.label: f.after or "" for f in (request.fields or ()) if f.label
+                }
+                decision = self.operator.ask(
+                    OperatorRequest(
+                        kind=self.kind,  # type: ignore[arg-type]
+                        item_id=self.item.item_id if self.item else None,
+                        reason=f"{request.mode}: {request.step_intent}"[:300],
+                        surface="approval_mode:item-approval (Desktop Run it)",
+                        detail={
+                            "values": values,
+                            "step_id": request.step_id,
+                            "probes_passed": self.kind == "repair_review",
+                        },
+                    )
+                )
+                approve = decision.action in ("approve", "accept_repair")
+                store.write_answer(
+                    make_answer(
+                        request,
+                        decision="approve" if approve else "decline",
+                        decline_reason=None if approve else "wrong_record",
+                        decided_by="human",
+                        route="desktop_run_it",
+                        approver_id=APPROVER_ID,
+                        auth_method="cloud_aal2",
+                    )
+                )
+                self.touches += 1
+                self.ledger.add(
+                    "person",
+                    action=decision.action,
+                    item=self.item.item_id if self.item else None,
+                    request_id=request.request_id,
+                )
+
+
+class ProductionArm:
+    name = "openadapt-production"
+
+    def __init__(self, options: dict[str, Any]) -> None:
+        self.options = options
+        self.keys_dir = Path(options.get("keys") or DEFAULT_KEYS).expanduser()
+        self.source = options.get("source")
+        self.trials = int(options.get("trials", 1))
+        #: A prior run's workdir whose admission (the qualified, pinned bundle)
+        #: this run reuses, so two runs compare on one admitted version.
+        self.admission_from = options.get("admission_from")
+        #: Admit a version whose duplicate-check step reads OpenEMR's match
+        #: list (no_duplicate_candidate) instead of requiring "No matches
+        #: were found.". A program change, so it gets its own admission.
+        self.duplicate_check = bool(options.get("duplicate_check", False))
+        self.recovery = str(options.get("recovery", "none"))
+        if self.recovery not in ("none", "relabel"):
+            raise ValueError(f"unknown recovery {self.recovery!r}")
+        if self.recovery == "relabel":
+            self.name = "openadapt-production-relabel"
+        self.ctx: dict[str, Any] = {}
+        self.pipeline: Any = None
+        self.recoveries: list[dict[str, Any]] = []
+        self._runs: dict[str, int] = {}
+
+    # -- describe / setup ---------------------------------------------------------
+
+    def describe(self) -> dict[str, Any]:
+        from benchmark.lifecycle_proof import run as proof
+
+        return {
+            "configuration": "benchmark/lifecycle_proof (proof-15)",
+            "profile": "regulated",
+            "authorization": "governed run gate on the certified, encrypted bundle",
+            "pin": "admitted digest; repaired versions only through signed lineage",
+            "durable": True,
+            "checkpoint_store": "encrypted",
+            "api_tier": "where admissible (refused on the OpenEMR referral by its "
+            "own proposal; the GUI save runs)",
+            "readback": "pipelined, window 1; the harness waits for each check",
+            "repair": "self-repair on a halt before any effect (rule-based agent, "
+            "no model)",
+            "approval": "problems_only (local stand-in for Cloud's switch status)",
+            "policy": proof.POLICY,
+            "recovery": self.recovery,
+            "duplicate_check": (
+                "no_duplicate_candidate on step_039 (rows tr.oneresult; a row "
+                "with the item's last name or date of birth stops the item)"
+                if self.duplicate_check
+                else "recorded: text_present 'No matches were found.'"
+            ),
+            "qualification_trials": self.trials,
+            "model_calls": "none on any path",
+        }
+
+    def setup(self, env: Env, operator: Any) -> list[dict[str, Any]]:
+        from benchmark.lifecycle_proof import run as proof
+
+        out = env.workdir
+        ledger = _Ledger(out / "arm-ledger.jsonl")
+        ctx = proof._context(out, self.keys_dir, ledger)  # type: ignore[arg-type]
+        person = OperatorPerson(ledger)
+        person.operator = operator
+        ctx["person"] = person
+        self.ctx = ctx
+        source = Path(self.source) if self.source else proof.DEFAULT_SOURCE
+        app = ctx["app"]
+        # Admission resets the app for its six cases; the harness already
+        # seeded the run's existing charts, so put them back afterwards.
+        reused = None
+        t0 = time.time()
+        if self.admission_from:
+            reused = self._reuse_admission(Path(self.admission_from), out)
+            admit_s = float(reused.get("seconds") or 0.0)
+        else:
+            if self.duplicate_check:
+                source = with_duplicate_list_check(source, out / "program")
+            dump = app.dump()
+            try:
+                proof.phase_admit(ctx, source, self.trials)
+            finally:
+                app.restore(dump)
+            admit_s = time.time() - t0
+        t1 = time.time()
+        proof.phase_switch(ctx)
+        from openadapt_flow.runtime.readback_pipeline import ReadbackPipeline
+
+        self.pipeline = ReadbackPipeline()
+        return [
+            {
+                "phase": "admit",
+                "wall_s": round(admit_s, 1),
+                # Encrypt, qualify (6 cases) and the run-gate check are
+                # unattended; the person signs the admission (cost model).
+                "attended_s": 0.0,
+                "model_calls": 0,
+                "cost_usd": 0.0,
+                "note": "teach and compile happened before this run (the "
+                "certified referral bundle); onboarding effort is measured "
+                "in benchmark/onboarding_effort",
+                "pinned_digest": ctx["pinned_digest"],
+                "reused_from": reused,
+            },
+            {
+                "phase": "switch",
+                "wall_s": round(time.time() - t1, 1),
+                "attended_s": 0.0,
+                "model_calls": 0,
+                "cost_usd": 0.0,
+                "note": "problems_only switch opened locally, as Cloud would",
+            },
+        ]
+
+    def _reuse_admission(self, source: Path, out: Path) -> dict[str, Any]:
+        import shutil
+
+        doc = json.loads((source / "admission" / "admission.json").read_text())
+        target = out / "admission"
+        target.mkdir(parents=True, exist_ok=True)
+        shutil.copy2(source / "admission" / "admission.json", target / "admission.json")
+        self.ctx.update(
+            pinned_digest=doc["pinned_digest"],
+            bundle=Path(doc["bundle"]),
+            environment_digest=doc["environment_digest"],
+        )
+        seconds = None
+        ledger = source / "arm-ledger.jsonl"
+        if ledger.exists():
+            for line in ledger.read_text().splitlines():
+                row = json.loads(line)
+                if row.get("kind") == "admit":
+                    seconds = row.get("seconds")
+        return {
+            "workdir": str(source),
+            "digest": doc["pinned_digest"],
+            "seconds": seconds,
+        }
+
+    # -- one item -----------------------------------------------------------------
+
+    def _run_dir(self, item: WorkItem, tag: str = "") -> Path:
+        n = self._runs.get(item.item_id, 0) + 1
+        self._runs[item.item_id] = n
+        name = item.item_id + (f"-{tag}" if tag else "") + (f"-{n}" if n > 1 else "")
+        return self.ctx["out"] / "items" / name
+
+    def _item(self, item: WorkItem, run_dir: Path, *, retry: bool = False) -> Any:
+        from benchmark.lifecycle_proof import run as proof
+
+        return proof.Item(
+            self.ctx,
+            item.item_id,
+            run_dir,
+            pipeline=self.pipeline,
+            params=item.params,
+            is_retry=retry,
+        )
+
+    def _execute(self, item: WorkItem, run_dir: Path, *, retry: bool = False) -> Any:
+        """Run one item under the configuration; settle its record check."""
+
+        handle = self._item(item, run_dir, retry=retry)
+        try:
+            report = handle.run(self.ctx["bundle"])
+            handoff = self.pipeline.take()
+            if handoff is not None:
+                handoff.settled.result(timeout=600)
+        finally:
+            for close in self.ctx.pop("closers", []):
+                try:
+                    close()
+                except Exception:  # noqa: BLE001 - a closed browser is closed
+                    pass
+        return report
+
+    def run_item(self, item: WorkItem, env: Env, operator: Any) -> ItemResult:
+        from benchmark.lifecycle_proof import run as proof
+        from openadapt_flow.repair.auto_repair import route_stop
+
+        person: OperatorPerson = self.ctx["person"]
+        person.item, person.operator, person.kind = item, operator, "approval"
+        t0 = time.time()
+        run_dir = self._run_dir(item)
+        detail: dict[str, Any] = {"run_dir": str(run_dir.relative_to(env.workdir))}
+        phases: list[dict[str, Any]] = []
+        try:
+            report = self._execute(item, run_dir)
+        except Exception as exc:  # noqa: BLE001 - a refused start is a stop
+            detail["error"] = f"{type(exc).__name__}: {exc}"[:400]
+            operator.ask(
+                OperatorRequest(
+                    kind="stop",
+                    item_id=item.item_id,
+                    reason=detail["error"][:300],
+                    surface="openadapt-flow run (refused before the first step)",
+                    detail={"resumable": False},
+                )
+            )
+            return ItemResult(
+                item_id=item.item_id,
+                claimed="error",
+                product_status=detail["error"][:200],
+                wall_s=time.time() - t0,
+                detail=detail,
+            )
+        summary = proof._summary(report)
+        detail["first_run"] = summary
+        if summary["transaction_outcome"] == "VERIFIED" and report.success:
+            return self._result(item, "done", summary, t0, detail, phases)
+
+        route, why = route_stop(report)
+        detail["route"] = {"route": route, "why": why}
+        if self.recovery == "relabel":
+            recovered = self._try_relabel(item, report, run_dir, operator, detail)
+            if recovered is not None:
+                phases.extend(recovered.pop("phases", []))
+                summary = recovered["summary"]
+                claimed = (
+                    "done"
+                    if summary["transaction_outcome"] == "VERIFIED"
+                    and recovered["success"]
+                    else "stopped"
+                )
+                if claimed != "done":
+                    self._ask_stop(item, summary, operator, detail, resumable=False)
+                return self._result(item, claimed, summary, t0, detail, phases)
+        if route == "repair":
+            repaired = self._self_repair(item, operator, detail)
+            if repaired is not None:
+                summary = repaired
+                if summary["transaction_outcome"] == "VERIFIED" and summary["success"]:
+                    return self._result(item, "done", summary, t0, detail, phases)
+
+        # A stop: a person decides. A durable pause that only holds a record
+        # check (a crash) can resume; a halted run re-runs only as a new item.
+        resumable = self._resumable(run_dir)
+        decision = self._ask_stop(
+            item,
+            summary,
+            operator,
+            detail,
+            resumable=resumable,
+            reconcile=route == "reconciliation",
+        )
+        if decision.action == "resume" and resumable:
+            resumed = proof._resume(self.ctx, item.item_id, run_dir, item.params)
+            summary = proof._summary(resumed)
+            detail["resumed"] = summary
+            if summary["transaction_outcome"] == "VERIFIED" and resumed.success:
+                return self._result(item, "done", summary, t0, detail, phases)
+        return self._result(item, "stopped", summary, t0, detail, phases)
+
+    def _resumable(self, run_dir: Path) -> bool:
+        from openadapt_flow.runtime.durable import CheckpointStore
+
+        try:
+            pending = CheckpointStore(
+                run_dir, key=self.ctx["keys"]["checkpoint_key"]
+            ).read_pending()
+        except Exception:  # noqa: BLE001 - no readable pause, nothing to resume
+            return False
+        return bool(pending and pending.deferred_readback)
+
+    def _ask_stop(
+        self,
+        item: WorkItem,
+        summary: dict[str, Any],
+        operator: Any,
+        detail: dict[str, Any],
+        *,
+        resumable: bool,
+        reconcile: bool = False,
+    ) -> Any:
+        decision = operator.ask(
+            OperatorRequest(
+                kind="reconcile" if reconcile else "stop",
+                item_id=item.item_id,
+                reason=(
+                    f"{summary.get('transaction_outcome')}: {summary.get('halt') or ''}"
+                )[:300],
+                surface="openadapt-flow explain / approve / resume",
+                detail={
+                    "resumable": resumable,
+                    "transaction_outcome": summary.get("transaction_outcome"),
+                    "approval": summary.get("approval"),
+                },
+            )
+        )
+        detail.setdefault("stops", []).append(
+            {"decision": decision.action, "rule": decision.rule}
+        )
+        return decision
+
+    # -- recovery -----------------------------------------------------------------
+
+    def _self_repair(
+        self, item: WorkItem, operator: Any, detail: dict[str, Any]
+    ) -> Optional[dict[str, Any]]:
+        """Repair on: a halt before any effect goes to self-repair, as the
+        configuration's ``repair.agent`` does. It re-runs the item itself."""
+
+        from benchmark.lifecycle_proof import run as proof
+        from openadapt_flow.approval_mode.item_approval import ItemApprovalStore
+        from openadapt_flow.repair.self_repair import ScreenAccess, SelfRepair
+
+        person: OperatorPerson = self.ctx["person"]
+        run_dir = self._run_dir(item, "repair")
+        handle = proof.Item(self.ctx, item.item_id, run_dir, params=item.params)
+        person.kind = "repair_review"
+        person.watch(ItemApprovalStore(run_dir))
+        try:
+            repair = SelfRepair(
+                proof.LabelAgent(),
+                proof.ProofTarget(self.ctx, handle),
+                store=self.ctx["store"],
+                screen_access=ScreenAccess(
+                    enabled_by="lifecycle soak (synthetic data)"
+                ),
+                approval_wait_s=600.0,
+                requalification=proof._requalification(self.ctx, self.trials),
+                admission_key_dir=self.ctx["keys"]["admission_key_dir"],
+                sleep=person.sleep,
+            )
+            result = repair.run(self.ctx["bundle"], run_dir)
+        except Exception as exc:  # noqa: BLE001 - a failed repair is a stop
+            detail["self_repair"] = {"error": f"{type(exc).__name__}: {exc}"[:300]}
+            return None
+        finally:
+            person.kind = "approval"
+        evidence = result.evidence
+        detail["self_repair"] = {
+            "status": result.status,
+            "reason": evidence.reason[:300],
+            "readmitted": evidence.readmitted_bundle_digest,
+        }
+        if evidence.readmitted_bundle_digest:
+            self._move_to(
+                self.ctx["store"] / "bundles" / evidence.readmitted_bundle_digest,
+                evidence.readmitted_bundle_digest,
+                sorted((run_dir / "self-repair").glob("requalify-*")),
+            )
+        if result.report is None or result.status == "not_repairable":
+            return None
+        summary = proof._summary(result.report)
+        summary["success"] = bool(result.report.success)
+        return summary
+
+    def _adopt_running_release(self) -> dict[str, Any]:
+        """Pin the test copy's environment lock to the release now running.
+
+        The fixture refuses to reset (and so to qualify) when OpenEMR's
+        source differs from its lock. After a vendor release the lock must
+        name the new release; this records its source proofs and which files
+        changed. The bundle's admission and the pin are not touched.
+        """
+
+        from benchmark.openemr_local import qualify_hooks
+
+        fx = qualify_hooks.fixture()
+        app = self.ctx["app"]
+        locked: dict[str, str] = dict(fx.lock["source_proofs"])
+        out = app._exec(app.app_container, "sha256sum " + " ".join(sorted(locked)))
+        observed: dict[str, str] = {}
+        for line in out.splitlines():
+            parts = line.split(maxsplit=1)
+            if len(parts) == 2:
+                observed[parts[1].lstrip("* ")] = parts[0]
+        if set(observed) != set(locked):
+            raise RuntimeError("could not read every locked OpenEMR source file")
+        changed = sorted(k for k in locked if observed[k] != locked[k])
+        fx.lock = {**fx.lock, "source_proofs": observed}
+        app.fx.lock = {**app.fx.lock, "source_proofs": observed}
+        path = (
+            app.state_dir / f"environment.release-{len(self.recoveries) + 1}.lock.json"
+        )
+        path.write_text(json.dumps(fx.lock, indent=2) + "\n")
+        os.environ["OPENEMR_FIXTURE_LOCK"] = str(path)
+        return {"changed": changed, "lock": path.name}
+
+    def _move_to(self, bundle: Path, digest: str, requalified: list[Path]) -> None:
+        """Run the re-admitted version from here on, under a new switch record."""
+
+        from benchmark.lifecycle_proof import run as proof
+
+        proof._write(
+            self.ctx["out"] / "current-bundle.json",
+            {
+                "bundle": str(bundle),
+                "digest": digest,
+                "qualification_dir": str(requalified[-1]) if requalified else "",
+            },
+        )
+        self.ctx["bundle"] = bundle
+        # A switch record names one bundle digest; Cloud issues one for the
+        # re-admitted version from its own re-qualification's passing cases.
+        proof.phase_switch(self.ctx)
+
+    def _try_relabel(
+        self,
+        item: WorkItem,
+        report: Any,
+        run_dir: Path,
+        operator: Any,
+        detail: dict[str, Any],
+    ) -> Optional[dict[str, Any]]:
+        from benchmark.lifecycle_proof import run as proof
+        from openadapt_flow.ir import Workflow
+        from openadapt_flow.repair import relabel
+        from openadapt_flow.repair.lifecycle import RepairStore
+
+        bundle = Path(self.ctx["bundle"])
+        workflow = Workflow.load(bundle)
+        proposal = relabel.propose(report, workflow)
+        if isinstance(proposal, str):
+            detail["relabel"] = {"proposed": False, "why": proposal}
+            return None
+        t0 = time.time()
+        work = run_dir.parent / f"{run_dir.name}-relabel"
+        candidate = relabel.build(
+            bundle, proposal, work / "candidate", key=self.ctx["keys"]["bundle_key"]
+        )
+        review_charge: dict[str, Any] = {}
+        # The test copy now runs the vendor's new release; re-qualification
+        # pins that release (the person sees the changed files on the review).
+        release = self._adopt_running_release()
+
+        def ask_person(review: Any) -> tuple[str, str]:
+            rows = review.requalification["rows"]
+            decision = operator.ask(
+                OperatorRequest(
+                    kind="repair_review",
+                    item_id=item.item_id,
+                    reason=review.proposal.summary()[:300],
+                    surface="openadapt-flow repair relabel (review card)",
+                    detail={
+                        "fresh_admission": review.fresh_admission,
+                        "release_changed_files": release["changed"],
+                        "probes_passed": bool(rows),
+                        "requalified_cases": len(rows),
+                        "certified_digest": review.certified_digest,
+                    },
+                )
+            )
+            review_charge.update(action=decision.action, charged_s=decision.charged_s)
+            approve = decision.action == "accept_repair"
+            return ("approve" if approve else "decline", APPROVER_ID)
+
+        result = relabel.readmit(
+            parent_bundle=bundle,
+            candidate_bundle=candidate,
+            proposal=proposal,
+            store=RepairStore(self.ctx["store"]),
+            requalification=proof._requalification(self.ctx, self.trials),
+            ask_person=ask_person,
+            work_dir=work,
+            evidence_run_dir=run_dir,
+            key_dir=self.ctx["keys"]["admission_key_dir"],
+        )
+        record = {
+            "item": item.item_id,
+            "proposal": proposal.summary(),
+            "status": result.status,
+            "reason": result.reason[:300],
+            "digest": result.digest,
+            "lineage_hop": (result.lineage or {}).get("hop"),
+            "timings": result.timings,
+            "review": review_charge,
+            "release": release,
+            "seconds_to_readmitted": round(time.time() - t0, 1),
+        }
+        detail["relabel"] = record
+        self.recoveries.append(record)
+        if result.status not in ("readmitted", "fresh_admission"):
+            return None
+        if result.bundle_dir is None:
+            return None
+        phases_extra: list[dict[str, Any]] = []
+        if result.status == "fresh_admission":
+            # The person's approval admits the certified copy afresh: the
+            # deployment re-pins to its digest (no lineage), and the person
+            # signs that admission (the cost model's admit charge).
+            self.ctx["pinned_digest"] = str(result.digest)
+            phases_extra.append(
+                {
+                    "phase": "admit",
+                    "wall_s": 0.0,
+                    "attended_s": 0.0,
+                    "model_calls": 0,
+                    "cost_usd": 0.0,
+                    "note": "fresh admission of the re-qualified copy: "
+                    + result.reason[:200],
+                }
+            )
+        self._move_to(result.bundle_dir, str(result.digest), [work / "requalify"])
+        # The stopped item never wrote; it runs again on the re-admitted
+        # version, as a retry (problems_only sends a retry to a person).
+        retry_dir = self._run_dir(item, "after-relabel")
+        rerun = self._execute(item, retry_dir, retry=True)
+        summary = proof._summary(rerun)
+        record["rerun"] = summary
+        record["seconds_to_item_done"] = round(time.time() - t0, 1)
+        return {
+            "summary": summary,
+            "success": bool(rerun.success),
+            "phases": phases_extra
+            + [
+                {
+                    "phase": "relabel_requalify",
+                    "wall_s": result.timings.get("requalify_s", 0.0),
+                    "attended_s": 0.0,
+                    "model_calls": 0,
+                    "cost_usd": 0.0,
+                }
+            ],
+        }
+
+    # -- result -------------------------------------------------------------------
+
+    def _result(
+        self,
+        item: WorkItem,
+        claimed: str,
+        summary: dict[str, Any],
+        t0: float,
+        detail: dict[str, Any],
+        phases: list[dict[str, Any]],
+    ) -> ItemResult:
+        status = " / ".join(
+            str(x)
+            for x in (
+                summary.get("execution_outcome"),
+                summary.get("transaction_outcome"),
+            )
+            if x
+        )
+        detail["final"] = summary
+        return ItemResult(
+            item_id=item.item_id,
+            claimed=claimed,  # type: ignore[arg-type]
+            product_status=status or "no report",
+            wall_s=time.time() - t0,
+            model_calls=int(summary.get("model_calls") or 0),
+            evidence=detail.get("run_dir", ""),
+            phases=phases,
+            detail=detail,
+        )
+
+    def after_drift(
+        self, event: dict[str, Any], env: Env, operator: Any
+    ) -> list[dict[str, Any]]:
+        return []  # the product is not told about app changes; it meets them
+
+    def close(self) -> None:
+        if self.pipeline is not None:
+            self.pipeline.close()
+        for close in self.ctx.pop("closers", []):
+            try:
+                close()
+            except Exception:  # noqa: BLE001
+                pass
+
+
+DUPLICATE_STEP = "step_039"
+NO_MATCHES = "No matches were found."
+
+
+def with_duplicate_list_check(source: Path, out: Path) -> Path:
+    """The referral program with its duplicate check reading the match list.
+
+    The recorded program stops unless OpenEMR shows "No matches were found.",
+    so any listed chart stops the item, even one that shares only a first
+    name. This version replaces that one postcondition with
+    ``no_duplicate_candidate``: the item continues only when the list has
+    loaded and no listed row carries the item's last name or date of birth.
+    Every other step is unchanged. The result is uncertified; admission
+    qualifies it afresh.
+    """
+
+    import shutil
+
+    from openadapt_flow.ir import Postcondition, PostconditionKind, Workflow
+    from openadapt_flow.repair.self_repair import _uncertify_patch
+
+    workflow = Workflow.load(source)
+    steps = list(workflow.steps)
+    index = next(i for i, step in enumerate(steps) if step.id == DUPLICATE_STEP)
+    step = steps[index]
+    expect = [
+        pc
+        if not (pc.kind is PostconditionKind.TEXT_PRESENT and pc.text == NO_MATCHES)
+        else Postcondition(
+            kind=PostconditionKind.NO_DUPLICATE_CANDIDATE,
+            text=NO_MATCHES,
+            timeout_s=pc.timeout_s,
+            candidate_rows="tr.oneresult",
+            candidate_frame_path=("#modalframe",),
+            candidate_params=("lname", "DOB"),
+        )
+        for pc in step.expect
+    ]
+    if expect == list(step.expect):
+        raise RuntimeError(f"{DUPLICATE_STEP} has no '{NO_MATCHES}' check to replace")
+    steps[index] = step.model_copy(update={"expect": expect})
+    workflow.steps = steps
+    _uncertify_patch(workflow)
+    if out.exists():
+        shutil.rmtree(out)
+    shutil.copytree(source, out, ignore=shutil.ignore_patterns("manifest.json"))
+    workflow.save(out)
+    return out
+
+
+def make(options: dict[str, Any]) -> ProductionArm:
+    os.environ.setdefault("OPENADAPT_NO_LAUNCHER_CHECK", "1")
+    return ProductionArm(options)
diff --git a/packages/flow/benchmark/lifecycle/report.py b/packages/flow/benchmark/lifecycle/report.py
new file mode 100644
index 000000000..ec97995a3
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/report.py
@@ -0,0 +1,265 @@
+"""Compute ``results.json`` and the one-page ``REPORT.md`` from a run's ledger.
+
+    python -m lifecycle.report lifecycle/results/<run id>
+
+Everything is recomputed from ``ledger.jsonl``; nothing else is read.
+"""
+
+from __future__ import annotations
+
+import json
+import sys
+from pathlib import Path
+from typing import Any
+
+from .cost_model import BANDS, CALIBRATION, MODELS
+from .metrics import compute, group_by_arm
+
+
+def load(run_dir: Path) -> list[dict[str, Any]]:
+    return [
+        json.loads(line)
+        for line in (run_dir / "ledger.jsonl").read_text().splitlines()
+        if line.strip()
+    ]
+
+
+def results(run_dir: Path) -> dict[str, Any]:
+    rows = load(run_dir)
+    start = next(r for r in rows if r["type"] == "run_start")
+    cost = MODELS[start["cost_model"]["version"]]
+    arms = {}
+    for arm, arm_rows in group_by_arm(rows).items():
+        if not arm:
+            continue
+        begin = next((r for r in arm_rows if r["type"] == "arm_start"), {})
+        m = compute(arm_rows, cost)
+        m["describe"] = begin.get("describe", {})
+        m["complete"] = any(r["type"] == "arm_end" for r in arm_rows)
+        arms[arm] = m
+    return {
+        "run": {k: v for k, v in start.items() if k not in ("t", "arm")},
+        "arms": arms,
+    }
+
+
+def _pct(x: Any) -> str:
+    return "n/a" if x is None else f"{100 * x:.1f}%"
+
+
+def _ci(ci: Any) -> str:
+    return "" if not ci else f" (95% CI {100 * ci[0]:.1f}-{100 * ci[1]:.1f}%)"
+
+
+def render(res: dict[str, Any]) -> str:
+    run = res["run"]
+    lines = [
+        "# Lifecycle soak report",
+        "",
+        f"Protocol `{run['protocol']}`, workload `{run['workload']}`, seed {run['seed']}, "
+        f"{run['items']} referrals over {run['days']} simulated days"
+        + (f" (first {run['stop_after']} run)" if run.get("stop_after") else "")
+        + f". Engine commit `{run['engine_commit'][:12]}`. App: {run['app'].get('app', '')} "
+        f"{run['app'].get('version', '')}, synthetic data only. "
+        f"Cost model `{run['cost_model']['version']}`.",
+        "",
+    ]
+    for name, m in res["arms"].items():
+        b = m["bands"]
+        h = m.get("headline")
+        lines += [
+            f"## Arm `{name}`" + ("" if m["complete"] else " (incomplete)"),
+            "",
+        ]
+        if h:
+            x1 = h["bands"]["x1"]
+            lines += [
+                f"- **Verified items per operator-minute: "
+                f"{x1['verified_per_operator_minute']}** "
+                f"({h['verified_completed']} verified of {h['items']} items over "
+                f"{x1['operator_min_run']} operator minutes; "
+                f"{x1['verified_per_operator_minute_with_setup']} with the "
+                f"{x1['operator_min_setup']} setup minutes). By hand: "
+                f"{round(1 / h['manual_entry_min'], 3)} an operator-minute.",
+                f"- False stops per 100 items: {h['false_stops_per_100_items']}; "
+                f"all stops per 100 items: {h['stops_per_100_items']}; operator "
+                f"minutes per stop: {x1['operator_min_per_stop']}.",
+            ]
+            for d in x1["after_app_change"]:
+                lines.append(
+                    f"- After the app change `{d['kind']}` (item {d['first_seq']}): "
+                    f"{d['items_false_stopped']} of {d['items_in_window']} items false-stopped, "
+                    f"{d['maintenance_operator_min']} operator minutes of maintenance "
+                    "(stops, repair reviews); first verified item after it: "
+                    f"{d['first_verified_seq']}, "
+                    f"{d['seconds_to_running_again']} s after the change."
+                )
+            d = h.get("duplicate_rule_stops")
+            if d and d["items"]:
+                lines.append(
+                    f"- Duplicate-check stops: {d['items']}; field shared with an "
+                    f"existing chart: {json.dumps(d['by_shared_field'])}; judged "
+                    f"{json.dumps(d['by_outcome'])}; exception kinds "
+                    f"{json.dumps(d['by_exception'])}."
+                )
+            for outcome, causes in h.get("stops_by_cause", {}).items():
+                lines.append(
+                    f"- Stops judged `{outcome}`, by cause: "
+                    + ", ".join(f"{c} {n}" for c, n in sorted(causes.items()))
+                    + "."
+                )
+            lines += [
+                "- Cost-model bands, verified per operator-minute: "
+                + ", ".join(
+                    f"{k} {v['verified_per_operator_minute']}"
+                    for k, v in h["bands"].items()
+                )
+                + ".",
+                "",
+            ]
+        lines += [
+            "| | x0.5 | x1 | x2 |",
+            "|---|---:|---:|---:|",
+        ]
+        rows = [
+            (
+                "Verified completed items per operator-hour",
+                "verified_completed_per_operator_hour",
+            ),
+            (
+                "... if every silent wrong is later found and fixed",
+                "verified_completed_per_operator_hour_with_cleanup",
+            ),
+            ("All-manual items per operator-hour", "manual_only_items_per_hour"),
+            ("Operator work removed vs all-manual", "work_removed_fraction"),
+            ("Setup minutes", "setup_min"),
+            ("Per-item operator minutes (mean)", "per_item_operator_min"),
+            ("Maintenance minutes (all UI changes)", "maintenance_min"),
+            ("Operator hours in total", "operator_hours"),
+        ]
+        for label, key in rows:
+            vals = []
+            for f in BANDS:
+                v = b[f"x{f:g}"][key]
+                vals.append(
+                    _pct(v)
+                    if key == "work_removed_fraction"
+                    else ("n/a" if v is None else f"{v:g}")
+                )
+            lines.append(f"| {label} | " + " | ".join(vals) + " |")
+        fs, sw = m["false_stop_rate"], m["silent_wrong_rate"]
+        lines += [
+            "",
+            f"- Items: {m['items']}; verified completed without hand entry: "
+            f"{m['verified_completed']}; right in the end: {m['final_correct']}; "
+            f"done by hand: {m['done_by_hand']}.",
+            f"- False stops: {fs['k']} of {fs['n']} clean items, {_pct(fs['rate'])}{_ci(fs['ci95'])}; "
+            f"{fs['with_ui_change_in_force']} of them with a UI change in force.",
+            f"- Silent wrong: {sw['k']} of {sw['n']} items claimed done, {_pct(sw['rate'])}{_ci(sw['ci95'])} "
+            "(judged by direct SQL, never the product's verdict).",
+            f"- Operator requests: {json.dumps(m['operator_requests'])}; actions: "
+            f"{json.dumps(m['operator_actions'])}.",
+            f"- Outcomes: {json.dumps(m['outcomes'])}.",
+            f"- Wall: {m['wall']['total_s']} s of item time, median {m['wall']['median_item_s']} s "
+            f"an item; host 1-minute load median {m['wall']['load_1m_median']}, max "
+            f"{m['wall']['load_1m_max']}.",
+            f"- Model calls {m['model']['calls']}, list-price cost ${m['model']['cost_usd']}.",
+            "",
+            "Outcome by exception:",
+            "",
+            "| Exception | Outcomes |",
+            "|---|---|",
+        ]
+        for k, v in m["by_exception"].items():
+            lines.append(
+                f"| {k} | {', '.join(f'{a} {n}' for a, n in sorted(v.items()))} |"
+            )
+        if m["per_drift"]:
+            lines += [
+                "",
+                "After each UI change (items until the next change):",
+                "",
+                "| Change | From item | Items | Outcomes |",
+                "|---|---:|---:|---|",
+            ]
+            for k, v in m["per_drift"].items():
+                lines.append(
+                    f"| {k} | {v['first_seq']} | {v['items']} | "
+                    f"{', '.join(f'{a} {n}' for a, n in sorted(v['outcomes'].items()))} |"
+                )
+        refused = m["describe"].get("refused_features")
+        if refused is not None:
+            lines += [
+                "",
+                "Features the compatibility matrix refused for this configuration:",
+                "",
+            ]
+            lines += [f"- `{r['feature']}`: {r['reason']}" for r in refused] or [
+                "- none"
+            ]
+        lines.append("")
+    lines += [
+        "## Assumptions",
+        "",
+        f"Operator seconds per touch (`{run['cost_model']['version']}`): "
+        + ", ".join(
+            f"{k.removesuffix('_s')} {v:g}"
+            for k, v in run["cost_model"].items()
+            if k.endswith("_s")
+        )
+        + ". Every request also pays the interrupt charge. Bands scale every number.",
+        "",
+        CALIBRATION,
+        "",
+    ]
+    return "\n".join(lines)
+
+
+def stops(run_dir: Path) -> list[dict[str, Any]]:
+    """One row per item an arm did not claim done, with the oracle's view of
+    whether anything was actually wrong (for false-stop root-causing)."""
+
+    out = []
+    for r in load(run_dir):
+        if r["type"] != "item_result" or r["claimed"] == "done":
+            continue
+        d = r.get("detail") or {}
+        repair = d.get("self_repair") or {}
+        out.append(
+            {
+                "arm": r["arm"],
+                "seq": r["seq"],
+                "item_id": r["item_id"],
+                "evidence": r.get("evidence"),
+                "app": "openemr",
+                "exception": r["exception"],
+                "drift_active": r.get("drift_active"),
+                "halt_step": d.get("halt_step"),
+                "halt_reason": d.get("halt_reason"),
+                "execution_outcome": d.get("execution_outcome"),
+                "transaction_outcome": d.get("transaction_outcome"),
+                "repair": repair if isinstance(repair, dict) else str(repair),
+                "outcome": r["outcome"],
+                "anything_wrong": r["outcome"] not in ("false_stop",),
+                "oracle": r["oracle"].get("verdict"),
+                "final": r["final_oracle"],
+                "product_status": r["product_status"],
+            }
+        )
+    return out
+
+
+def write_report(run_dir: Path) -> dict[str, Any]:
+    res = results(run_dir)
+    (run_dir / "stops.jsonl").write_text(
+        "".join(json.dumps(s, sort_keys=True) + "\n" for s in stops(run_dir))
+    )
+    (run_dir / "results.json").write_text(
+        json.dumps(res, indent=2, sort_keys=True) + "\n"
+    )
+    (run_dir / "REPORT.md").write_text(render(res))
+    return res
+
+
+if __name__ == "__main__":
+    write_report(Path(sys.argv[1]))
diff --git a/packages/flow/benchmark/lifecycle/results/api_tier/2026-10-20-main-9e4801b7f.json b/packages/flow/benchmark/lifecycle/results/api_tier/2026-10-20-main-9e4801b7f.json
new file mode 100644
index 000000000..ed5ddb470
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/api_tier/2026-10-20-main-9e4801b7f.json
@@ -0,0 +1,26 @@
+{
+  "question": "Does OpenAdapt's API tier (PR #1269, the 3.33 s vs 22.45 s figure in PR #1365) run on the OpenEMR referral under the current gates?",
+  "answer": "No. On current main the compiler refuses to propose an API step for this form, so a gated run of the referral uses the GUI path and the API-tier speed-up does not apply.",
+  "engine_commit": "9e4801b7f",
+  "checked_at": "2026-10-20",
+  "how": "Offline recompile, no app and no model: openemr_local_demo.compile_recording on the recording the #1374 measurement used, then propose_api_step(replace=True), as benchmark/openemr_api_tier/feature_e2e.py cmd_compile does.",
+  "recording": {
+    "location": "outside the repository (holds a synthetic patient's values and a network capture)",
+    "events_jsonl_sha256": "8ea977fc79a34bcd9164ef43de141aef1b759b92c2d16173605ccf6cc564145f",
+    "network_jsonl_sha256": "94206b71f4ef8f8ed2cb119958f52d887e700758f3894122a4407f27feb92618"
+  },
+  "first_compile": {
+    "proposed": false,
+    "reasons": ["the form validates with rules the API step can't evaluate (form_DOB pastDate); it stays on the GUI"]
+  },
+  "propose_api_step_again": {
+    "step": null,
+    "reasons": ["the form validates with rules the API step can't evaluate (form_DOB pastDate); it stays on the GUI"]
+  },
+  "which_change_refuses_it": "#1371 (enforce native form validation; leave script validation to the GUI). The session notes record that #1370 (refuse an API step whose span also wrote) also refuses it, because OpenEMR posts execute_background_services.php while the form is filled; the compiler reports the first reason only.",
+  "earlier_figures_and_their_gates": [
+    {"source": "PR #1365 scoreboard arm 5", "figure": "3.33 s vs 22.45 s", "gates": "plain replayer; API step admitted by the harness; no approval, no durable run, no run gate"},
+    {"source": "PR #1374 (benchmark/openemr_api_tier/results/approval_durable)", "figure": "median engine 1.12 s (API) vs 15.95 s (GUI), 20 runs each", "gates": "each_item approval + durable run; no run gate; engine 352af585b, before #1367-#1372"}
+  ],
+  "consequence_for_the_lifecycle_comparison": "The openadapt_api arm runs the same certified GUI program as the openadapt arm; its describe() records the refusal. Per-item cost and time for OpenAdapt on this workflow are the GUI path's."
+}
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_script/arms/agent_script/agent_script/author_trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_script/arms/agent_script/agent_script/author_trace.json
new file mode 100644
index 000000000..751fe572b
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_script/arms/agent_script/agent_script/author_trace.json
@@ -0,0 +1,101 @@
+{
+ "trace": [
+  {
+   "turn": 1,
+   "stop": "tool_use",
+   "tools": [
+    "read_screen"
+   ]
+  },
+  {
+   "turn": 2,
+   "stop": "tool_use",
+   "tools": [
+    "dry_run"
+   ]
+  },
+  {
+   "turn": 3,
+   "stop": "tool_use",
+   "tools": [
+    "dry_run",
+    "find_patients"
+   ]
+  },
+  {
+   "turn": 4,
+   "stop": "tool_use",
+   "tools": [
+    "dry_run"
+   ]
+  },
+  {
+   "turn": 5,
+   "stop": "tool_use",
+   "tools": [
+    "find_patients"
+   ]
+  },
+  {
+   "turn": 6,
+   "stop": "tool_use",
+   "tools": [
+    "dry_run"
+   ]
+  },
+  {
+   "turn": 7,
+   "stop": "tool_use",
+   "tools": [
+    "dry_run"
+   ]
+  },
+  {
+   "turn": 8,
+   "stop": "tool_use",
+   "tools": [
+    "dry_run"
+   ]
+  },
+  {
+   "turn": 9,
+   "stop": "tool_use",
+   "tools": [
+    "submit"
+   ]
+  }
+ ],
+ "dry_runs": [
+  {
+   "result": "ERROR",
+   "reason": "rejected: attribute __name__ is not allowed",
+   "save_requests_blocked": 0
+  },
+  {
+   "result": "NOT SAVED",
+   "reason": "DRY RUN reached confirm",
+   "save_requests_blocked": 0
+  },
+  {
+   "result": "NOT SAVED",
+   "reason": "probe",
+   "save_requests_blocked": 0
+  },
+  {
+   "result": "NOT SAVED",
+   "reason": "probe",
+   "save_requests_blocked": 0
+  },
+  {
+   "result": "NOT SAVED",
+   "reason": "UNEXPECTED: duplicate-check popup with confirm button not found.",
+   "save_requests_blocked": 0
+  },
+  {
+   "result": "NOT SAVED",
+   "reason": "DRY RUN reached confirm",
+   "save_requests_blocked": 0
+  }
+ ],
+ "error": ""
+}
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_script/arms/agent_script/agent_script/script_v1.py b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_script/arms/agent_script/agent_script/script_v1.py
new file mode 100644
index 000000000..938334135
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_script/arms/agent_script/agent_script/script_v1.py
@@ -0,0 +1,162 @@
+# authored by the agent at setup
+import re, time, datetime, json
+
+def _name(s):
+    s = re.sub(r"\s+", " ", (s or "")).strip()
+    def cap(w):
+        if w.isupper() or w.islower():
+            return re.sub(r"[A-Za-z]+", lambda m: m.group(0).capitalize(), w)
+        return w
+    return " ".join(cap(w) for w in s.split(" "))
+
+def _date(s):
+    s = (s or "").strip()
+    if not s:
+        return None
+    m = re.fullmatch(r"(\d{4})[-/.](\d{1,2})[-/.](\d{1,2})", s)
+    if m:
+        y, mo, d = map(int, m.groups())
+    else:
+        m = re.fullmatch(r"(\d{1,2})[-/.](\d{1,2})[-/.](\d{4})", s)
+        if not m:
+            return "BAD"
+        a, b, y = map(int, m.groups())
+        if a > 12 and b <= 12:
+            d, mo = a, b
+        elif b > 12 and a <= 12:
+            mo, d = a, b
+        else:
+            return "BAD"
+    try:
+        return datetime.date(y, mo, d).isoformat()
+    except ValueError:
+        return "BAD"
+
+def _norm(s):
+    return re.sub(r"[^a-z0-9]", "", (s or "").lower())
+
+def _typo_dob(a, b):
+    if not a or not b or a == b or len(a) != len(b):
+        return False
+    diff = [i for i in range(len(a)) if a[i] != b[i]]
+    if len(diff) == 1:
+        return True
+    if len(diff) == 2 and diff[1] == diff[0] + 1 and a[diff[0]] == b[diff[1]] and a[diff[1]] == b[diff[0]]:
+        return True
+    return False
+
+def _ns(msg):
+    return {"result": "NOT SAVED", "reason": msg}
+
+def register(ctx, referral):
+    try:
+        return _register(ctx, referral)
+    except Exception as e:
+        return _ns("UNEXPECTED: " + str(e)[:200])
+
+def _register(ctx, r):
+    page = ctx.page
+    form = ctx.form
+    fname = _name(r.get("fname"))
+    lname = _name(r.get("lname"))
+    dob = _date(r.get("DOB"))
+    if dob is None:
+        return _ns("Referral has no date of birth; it goes back to the sender.")
+    if dob == "BAD":
+        return _ns("UNEXPECTED: date of birth '%s' is malformed or ambiguous." % r.get("DOB"))
+    if not fname or not lname:
+        return _ns("UNEXPECTED: referral lacks a first or last name.")
+    street = (r.get("street") or "").strip()
+    city = (r.get("city") or "").strip()
+    postal = (r.get("postal_code") or "").strip()
+    phone = (r.get("phone_home") or "").strip()
+    email = (r.get("email") or "").strip()
+    title = (r.get("title") or "").strip()
+    sex = (r.get("sex") or "").strip()
+    state_label = (r.get("state_label") or "").strip()
+    country = (r.get("country_code") or "").strip()
+
+    seen = {}
+    for kw in ({"lname": lname}, {"fname": fname, "lname": lname}, {"fname": fname}, {"DOB": dob}):
+        res = ctx.find_patients(**kw) or []
+        for p in res:
+            seen[str(p.get("pid") or p.get("uuid"))] = p
+    for p in seen.values():
+        if _norm(p.get("fname")) == _norm(fname) and _norm(p.get("lname")) == _norm(lname):
+            pd = str(p.get("DOB") or "")[:10]
+            if pd == dob:
+                return _ns("A chart for this name and date of birth already exists (pid %s)." % p.get("pid"))
+            if _typo_dob(pd, dob) and _norm(p.get("street")) == _norm(street):
+                return _ns("A chart with the same name and address and a near-identical date of birth already exists (pid %s)." % p.get("pid"))
+    ctx.log("no existing chart found")
+
+    def fill(sel, val):
+        loc = form.locator(sel)
+        loc.click()
+        page.keyboard.press("Control+A")
+        page.keyboard.type(val)
+
+    def pick(sel, val):
+        form.locator(sel).click()
+        page.keyboard.type(val)
+        page.keyboard.press("Enter")
+
+    if title:
+        pick("#form_title", title)
+    fill("#form_fname", fname)
+    fill("#form_lname", lname)
+    fill("#form_DOB", dob)
+    if sex:
+        pick("#form_sex", sex)
+    page.mouse.wheel(0, 300)
+    form.get_by_text("Contact", exact=True).first.click()
+    page.mouse.wheel(0, 600)
+    if street: fill("#form_street", street)
+    if city: fill("#form_city", city)
+    if state_label: pick("#form_state", state_label)
+    if postal: fill("#form_postal_code", postal)
+    if phone: fill("#form_phone_home", phone)
+    if email: fill("#form_email", email)
+    if country: pick("#form_country_code", country)
+
+    form.locator("#create").click()
+    deadline = time.time() + 15
+    popup = None
+    text = ""
+    while time.time() < deadline:
+        popup = None
+        for fr in page.frames:
+            try:
+                if fr.locator("#confirmCreate").count():
+                    popup = fr
+                    break
+            except Exception:
+                pass
+        if popup is not None:
+            try:
+                text = re.sub(r"\s+", " ", popup.locator("body").inner_text(timeout=1000))
+            except Exception:
+                text = ""
+            if "No matches were found" in text or re.search(r"\d+ - \d+ of [1-9]\d* Hits", text):
+                break
+        time.sleep(0.3)
+    if popup is None:
+        return _ns("UNEXPECTED: duplicate-check popup with confirm button not found.")
+    ctx.log("popup: " + popup.url + " " + text[:300])
+    if "No matches were found" not in text:
+        if re.search(r"\d+ - \d+ of [1-9]\d* Hits", text):
+            return _ns("OpenEMR reports a matching patient may already exist; no chart created.")
+        return _ns("UNEXPECTED: duplicate-check popup did not finish loading.")
+    btn = popup.locator("#confirmCreate")
+    popup.wait_for_load_state("load")
+    btn.wait_for(state="visible", timeout=10000)
+    time.sleep(1)
+    btn.click()
+    if not ctx.commit:
+        return _ns("DRY RUN reached confirm")
+    time.sleep(3)
+    res = ctx.find_patients(fname=fname, lname=lname, DOB=dob) or []
+    res = [p for p in res if _norm(p.get("fname")) == _norm(fname) and _norm(p.get("lname")) == _norm(lname) and str(p.get("DOB"))[:10] == dob]
+    if len(res) == 1:
+        return {"result": "SAVED", "reason": "Chart created and read back."}
+    return _ns("UNEXPECTED: read-back found %d matching charts." % len(res))
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_script/ledger.jsonl b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_script/ledger.jsonl
new file mode 100644
index 000000000..f27fdd6aa
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_script/ledger.jsonl
@@ -0,0 +1,40 @@
+{"app": {"api_url": "https://127.0.0.1:9440", "app": "openemr", "baseline_sha256": "b382d5bfd52cc801ebead6ac9e51b2c7c512f0809278a5c1ac25475baef45d8d", "images": {"mariadb": "mariadb:11.8@sha256:efb4959ef2c835cd735dbc388eb9ad6aab0c78dd64febcd51bc17481111890c4", "openemr": "openemr/openemr:8.0.0.3@sha256:0aa4d3d52b22fa69986c087e7c99e9854d8dfd70440634eb7c8af0e08f19f3ab"}, "project": "openadapt-openemr-baselines", "ui_url": "http://127.0.0.1:9441", "version": "8.0.0.3"}, "arm": "", "cost_model": {"admit_s": 300.0, "approval_s": 20.0, "calibration": "No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).", "compile_review_s": 600.0, "interrupt_s": 30.0, "manual_entry_s": 180.0, "question_s": 60.0, "reconcile_s": 120.0, "repair_review_s": 120.0, "stop_s": 90.0, "teach_prep_s": 300.0, "version": "lifecycle-cost/2026-10-20.1"}, "days": 10, "engine_commit": "1f5079c3a1b358ddda08d14dd86535c98a255b1c", "items": 55, "prices_as_of": "2026-10-20", "protocol": "lifecycle/2026-10-20.1", "seed": 7, "spend_before_usd": 4.859553, "spend_cap_usd": 30.0, "t": 1792885796.697, "type": "run_start", "workload": "lifecycle-workload/2026-10-24.1"}
+{"arm": "agent_script", "arm_spec": "lifecycle.arms.compare:guarded", "describe": {"arm": "agent_script", "author_budget_usd": 3.0, "effort": "high", "fix_budget_usd": 1.5, "kind": "agent-written Playwright + REST script with read-back; agent maintains it on failure", "model": "claude-sonnet-5-5", "per_item_model_calls": 0, "prices_as_of": "2026-10-20", "sandbox": "static import/name check; dry runs block the save request"}, "existing_ids": ["1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12"], "interface": "lifecycle-arm/1", "options": {"_inner": "lifecycle.arms.agent_script:factory", "author_budget_usd": 3.0, "effort": "high", "fix_budget_usd": 1.5, "model": "claude-sonnet-5-5"}, "t": 1792885806.916, "type": "arm_start"}
+{"arm": "agent_script", "attended_s": 0.0, "cost_usd": 0.236497, "detail": {"dry_runs": [{"reason": "rejected: attribute __name__ is not allowed", "result": "ERROR", "save_requests_blocked": 0}, {"reason": "DRY RUN reached confirm", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "probe", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "probe", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "UNEXPECTED: duplicate-check popup with confirm button not found.", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "DRY RUN reached confirm", "result": "NOT SAVED", "save_requests_blocked": 0}], "version": 1}, "model_calls": 9, "phase": "author_script", "stage": "setup", "t": 1792885965.195, "type": "phase", "usage": [{"cache_read": 89637, "cache_write": 22380, "calls": 9, "input": 20, "model": "claude-sonnet-5-5", "output": 16258, "usd": 0.236497}], "wall_s": 157.17}
+{"arm": "agent_script", "attended_s": 0.0, "cost_usd": 0.0, "detail": {"what": "a person reviews the generated script before it goes live"}, "model_calls": 0, "phase": "compile", "stage": "setup", "t": 1792885965.195, "type": "phase", "wall_s": 0.0}
+{"action": "do_by_hand", "arm": "agent_script", "by_hand": {"chart_id": "13"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00001", "kind": "stop", "operator": "scripted", "reason": "NOT SAVED: OpenEMR reports a matching patient may already exist; no chart created.", "rule": "enter_by_hand", "seq": 1, "surface": "script result", "t": 1792885967.995, "type": "operator"}
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+{"action": "reject_repair", "arm": "agent_script", "charged_s": 150.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {"dry_runs": [{"reason": "UNEXPECTED: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for get_by_text(\"Contact\", exact=True).first\n    - locator resolved to <button type=\"button\" aria-controls=\"2\" data-target=\"#div_2\" aria-", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "UNEXPECTED: probe", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "OpenEMR reports a matching patient may already exist; no chart created.", "result": "NOT SAVED", "save_requests_blocked": 0}], "error": "", "probes_passed": true}, "item_id": "ref-00013", "kind": "repair_review", "operator": "scripted", "reason": "script fix after:     - locator resolved to <select title=\"Title\" id=\"form_title\" name=\"form_title\" onchange=\"checkSkipCondition", "rule": "repair_no_drift_or_probe_failed", "seq": 13, "surface": "agent_script maintenance", "t": 1792886443.311, "type": "operator"}
+{"action": "do_by_hand", "arm": "agent_script", "by_hand": {"chart_id": "24"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00013", "kind": "stop", "operator": "scripted", "reason": "NOT SAVED: UNEXPECTED: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#form_title\")\n    - locator resolved to <select title=\"Title\" id=\"form_title\" name=\"form_title\" onchange=\"checkSkipCondition", "rule": "enter_by_hand", "seq": 13, "surface": "script result", "t": 1792886444.021, "type": "operator"}
+{"arm": "agent_script", "attended_s": 0.0, "cost_usd": 0.13813, "detail": {"accepted": false, "dry_runs": [{"reason": "UNEXPECTED: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for get_by_text(\"Contact\", exact=True).first\n    - locator resolved to <button type=\"button\" aria-controls=\"2\" data-target=\"#div_2\" aria-", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "UNEXPECTED: probe", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "OpenEMR reports a matching patient may already exist; no chart created.", "result": "NOT SAVED", "save_requests_blocked": 0}], "error": "", "probes_passed": true, "turns": 5, "version": 1}, "item_id": "ref-00013", "model_calls": 5, "phase": "fix_script", "seq": 13, "stage": "maintenance", "t": 1792886444.121, "type": "phase", "usage": [{"cache_read": 31943, "cache_write": 14203, "calls": 5, "input": 12, "model": "claude-sonnet-5-5", "output": 9621, "usd": 0.13813}], "wall_s": 100.82, "within_item": "ref-00013"}
+{"arm": "agent_script", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.0, "day": 2, "detail": {"attempts": [{"reason": "UNEXPECTED: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#form_title\")\n    - locator resolved to <select title=\"Title\" id=\"form_title\" name=\"form_title\" onchange=\"checkSkipCondition", "result": "NOT SAVED", "s": 30.25, "version": 1}], "compute_usd": 0.001681, "maintenance_cost_usd": 0.13813, "script_version": 1, "usage": []}, "drift_active": [], "evidence": "agent_script/", "exception": "concurrent_other", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 132.12, "injected": [{"event": "other_clerk_edits_unrelated", "phone_home": "555-0113", "touched_ids": ["16"]}], "item_id": "ref-00013", "load_1m": 33.9, "load_1m_end": 14.7, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "fault_stop", "product_status": "NOT SAVED: UNEXPECTED: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#form_title\")\n    - locator resolved to <select title=\"Title\" id=\"form_title\" name=\"form_title\" onchange=\"checkSkipCondition", "seq": 13, "shares_with_existing": {"DOB": 0, "fname": 2, "lname": 0}, "t": 1792886444.32, "type": "item_result", "wall_s": 131.11}
+{"action": "do_by_hand", "arm": "agent_script", "by_hand": {"chart_id": "25"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00014", "kind": "stop", "operator": "scripted", "reason": "NOT SAVED: OpenEMR reports a matching patient may already exist; no chart created.", "rule": "enter_by_hand", "seq": 14, "surface": "script result", "t": 1792886447.128, "type": "operator"}
+{"arm": "agent_script", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.0, "day": 2, "detail": {"attempts": [{"reason": "OpenEMR reports a matching patient may already exist; no chart created.", "result": "NOT SAVED", "s": 0.8, "version": 1}], "compute_usd": 4.4e-05, "maintenance_cost_usd": 0, "script_version": 1, "usage": []}, "drift_active": [], "evidence": "agent_script/", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 3.11, "injected": [], "item_id": "ref-00014", "load_1m": 14.7, "load_1m_end": 14.0, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "NOT SAVED: OpenEMR reports a matching patient may already exist; no chart created.", "seq": 14, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792886447.532, "type": "item_result", "wall_s": 2.12}
+{"action": "reject_repair", "arm": "agent_script", "charged_s": 150.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {"dry_runs": [{"reason": "diag", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "diag", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "OpenEMR reports a matching patient may already exist; no chart created.", "result": "NOT SAVED", "save_requests_blocked": 0}], "error": "", "probes_passed": true}, "item_id": "ref-00015", "kind": "repair_review", "operator": "scripted", "reason": "script fix after:     - locator resolved to <select title=\"Title\" id=\"form_title\" name=\"form_title\" onchange=\"checkSkipCondition", "rule": "repair_no_drift_or_probe_failed", "seq": 15, "surface": "agent_script maintenance", "t": 1792886599.263, "type": "operator"}
+{"action": "do_by_hand", "arm": "agent_script", "by_hand": {"chart_id": "26"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00015", "kind": "stop", "operator": "scripted", "reason": "NOT SAVED: UNEXPECTED: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#form_title\")\n    - locator resolved to <select title=\"Title\" id=\"form_title\" name=\"form_title\" onchange=\"checkSkipCondition", "rule": "enter_by_hand", "seq": 15, "surface": "script result", "t": 1792886599.924, "type": "operator"}
+{"arm": "agent_script", "attended_s": 0.0, "cost_usd": 0.153897, "detail": {"accepted": false, "dry_runs": [{"reason": "UNEXPECTED: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for get_by_text(\"Contact\", exact=True).first\n    - locator resolved to <button type=\"button\" aria-controls=\"2\" data-target=\"#div_2\" aria-", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "diag", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "diag", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "diag", "result": "NOT SAVED", "save_requests_blocked": 0}, {"reason": "OpenEMR reports a matching patient may already exist; no chart created.", "result": "NOT SAVED", "save_requests_blocked": 0}], "error": "", "probes_passed": true, "turns": 7, "version": 1}, "item_id": "ref-00015", "model_calls": 7, "phase": "fix_script", "seq": 15, "stage": "maintenance", "t": 1792886600.015, "type": "phase", "usage": [{"cache_read": 55098, "cache_write": 15462, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 10419, "usd": 0.153897}], "wall_s": 121.5, "within_item": "ref-00015"}
+{"arm": "agent_script", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.0, "day": 2, "detail": {"attempts": [{"reason": "UNEXPECTED: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#form_title\")\n    - locator resolved to <select title=\"Title\" id=\"form_title\" name=\"form_title\" onchange=\"checkSkipCondition", "result": "NOT SAVED", "s": 30.11, "version": 1}], "compute_usd": 0.001673, "maintenance_cost_usd": 0.153897, "script_version": 1, "usage": []}, "drift_active": [], "evidence": "agent_script/", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 152.57, "injected": [], "item_id": "ref-00015", "load_1m": 14.0, "load_1m_end": 7.5, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "NOT SAVED: UNEXPECTED: Locator.click: Timeout 30000ms exceeded.\nCall log:\n  - waiting for locator(\"#form_title\")\n    - locator resolved to <select title=\"Title\" id=\"form_title\" name=\"form_title\" onchange=\"checkSkipCondition", "seq": 15, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792886600.205, "type": "item_result", "wall_s": 151.63}
+{"action": "do_by_hand", "arm": "agent_script", "by_hand": {"chart_id": "27"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00016", "kind": "stop", "operator": "scripted", "reason": "NOT SAVED: OpenEMR reports a matching patient may already exist; no chart created.", "rule": "enter_by_hand", "seq": 16, "surface": "script result", "t": 1792886602.867, "type": "operator"}
+{"arm": "agent_script", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.0, "day": 2, "detail": {"attempts": [{"reason": "OpenEMR reports a matching patient may already exist; no chart created.", "result": "NOT SAVED", "s": 0.8, "version": 1}], "compute_usd": 4.4e-05, "maintenance_cost_usd": 0, "script_version": 1, "usage": []}, "drift_active": [], "evidence": "agent_script/", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 2.86, "injected": [], "item_id": "ref-00016", "load_1m": 7.5, "load_1m_end": 7.3, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "NOT SAVED: OpenEMR reports a matching patient may already exist; no chart created.", "seq": 16, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792886603.16, "type": "item_result", "wall_s": 1.99}
+{"type": "stopped", "arm": "agent_script", "why": "hung", "detail": "no progress for about 2 h after item 16 (process at 0% CPU, one Playwright driver idle); stopped by hand to release the shared fixture lease", "t": 1792893465}
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00001/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00001/trace.json
new file mode 100644
index 000000000..aae2d3cc0
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00001/trace.json
@@ -0,0 +1,193 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jesswood"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"10\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"11\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"12\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"13\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"14\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"15\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"16\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Female\", \"Male\", \"Unknown\"]}, {\"ref\": \"21\", \"id\": \"form_gender_identity\", \"label\": \"Gender Identity\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Identifies as Male\", \"Identifies as Female\", \"Female-to-Male (FTM)/Transgender Male/Trans Man\", \"Male-to-Fema"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "10",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "11",
+     "value": "Rosalind"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "13",
+     "value": "Jesswood"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "19",
+     "value": "1990-09-09"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "20",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "37"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"10\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"11\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rosalind\"}, {\"ref\": \"12\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"13\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswood\"}, {\"ref\": \"14\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"15\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"16\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1990-09-09\"}, {\"ref\": \"20\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\", \"options\": [\"Unassigned\", \"Female\", \"Male\", \"Unknown\"]}, {\"ref\": \"21\", \"id\": \"form_gender_identity\", \"label\": \"Gender Identity\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Identifies as Male\", \"Identifies as Female\", \"Female-to-Male (FTM)/Transgender Male/Trans Man"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "35",
+     "value": "363 Orchard Lane Harbor"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "37",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "38",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "39",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "555-0187"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "48",
+     "value": "rosalind.jesswood.1@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "63"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"10\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"11\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rosalind\"}, {\"ref\": \"12\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"13\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswood\"}, {\"ref\": \"14\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"15\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"16\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1990-09-09\"}, {\"ref\": \"20\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\", \"options\": [\"Unassigned\", \"Female\", \"Male\", \"Unknown\"]}, {\"ref\": \"21\", \"id\": \"form_gender_identity\", \"label\": \"Gender Identity\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Identifies as Male\", \"Identifies as Female\", \"Female-to-Male (FTM)/Transgender Male/Trans Man"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "64"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jesswood"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd67f-a0ef-4d19-81bc-68714bd0b119\", \"pid\": 13, \"title\": \"Mrs.\", \"fname\": \"Rosalind\", \"lname\": \"Jesswood\", \"DOB\": \"1990-09-09\", \"sex\": \"Female\", \"street\": \"363 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0187\", \"email\": \"rosalind.jesswood.1@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found beforehand; created one chart for Rosalind Jesswood (pid 13), confirmed by search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00002/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00002/trace.json
new file mode 100644
index 000000000..adf6b8536
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00002/trace.json
@@ -0,0 +1,225 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Bram",
+     "lname": "Fairwick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rosalind Jesswood (13)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"optio"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1957-03-08"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Bram"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Fairwick"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1957-03-08"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rosalind Jesswood (13)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Bram\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Fairwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1957-03-08\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "339 Street Cedar Row"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0162"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "bram.fairwick.2@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Fairwick"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rosalind Jesswood (13)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Bram\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Fairwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1957-03-08\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema",
+   "[{\"uuid\": \"a30fd659-e643-4f0b-9ebd-852179acaf1f\", \"pid\": 1, \"title\": \"Mr.\", \"fname\": \"Ana\", \"lname\": \"Fairwick\", \"DOB\": \"1941-02-27\", \"sex\": \"Male\", \"street\": \"276 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0174\", \"email\": \"ana.fairwick.9000@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Bram",
+     "lname": "Fairwick"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd6a4-fe85-44f1-8d64-5706c022e72d\", \"pid\": 14, \"title\": \"Ms.\", \"fname\": \"Bram\", \"lname\": \"Fairwick\", \"DOB\": \"1957-03-08\", \"sex\": \"Female\", \"street\": \"339 STREET CEDAR ROW\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0162\", \"email\": \"bram.fairwick.2@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart for Bram Fairwick (DOB 1957-03-08) was found before saving. Exactly one new chart now exists (pid 14) with the referral's values. The only other Fairwick is Ana Fairwick, a different patient."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00003/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00003/trace.json
new file mode 100644
index 000000000..6637a1f73
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00003/trace.json
@@ -0,0 +1,246 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Iversridge"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Bram Fairwick (14)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\":"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Liesel"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1935-03-14"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Liesel"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Iversridge"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1935-03-14"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Bram Fairwick (14)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Liesel\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Iversridge\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1935-03-14\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "275 Avenue Mill Road"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0116"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "liesel.iversridge.3@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Iversridge"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Bram Fairwick (14)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Liesel\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Iversridge\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1935-03-14\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male",
+   "[]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Iversridge"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd6ca-86ac-4643-90a9-7e22b0cedb1f\", \"pid\": 15, \"title\": \"Mr.\", \"fname\": \"Liesel\", \"lname\": \"Iversridge\", \"DOB\": \"1935-03-14\", \"sex\": \"Male\", \"street\": \"275 AVENUE MILL ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0116\", \"email\": \"liesel.iversridge.3@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found. Created one chart for Liesel Iversridge (pid 15) and confirmed it with a search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00004/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00004/trace.json
new file mode 100644
index 000000000..1f8bce1cb
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00004/trace.json
@@ -0,0 +1,223 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Birchmere"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Liesel Iversridge (15)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"optio"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Fergus"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1985-07-13"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Fergus"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Birchmere"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1985-07-13"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Liesel Iversridge (15)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Fergus\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Birchmere\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1985-07-13\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"M"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "203 Quarry Hill Drive"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0181"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "fergus.birchmere.4@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Liesel Iversridge (15)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Fergus\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Birchmere\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1985-07-13\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"M"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Birchmere"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd6f6-4400-4367-905f-8c444056ec24\", \"pid\": 16, \"title\": \"Mr.\", \"fname\": \"Fergus\", \"lname\": \"Birchmere\", \"DOB\": \"1985-07-13\", \"sex\": \"Male\", \"street\": \"203 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0181\", \"email\": \"fergus.birchmere.4@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found; created one chart for Fergus Birchmere (pid 16), confirmed via search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00005/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00005/trace.json
new file mode 100644
index 000000000..b49079bd1
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00005/trace.json
@@ -0,0 +1,233 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Rafael",
+     "lname": "Caldley"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Birchmere (16)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"option"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Rafael"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Caldley"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1943-01-24"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Birchmere (16)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rafael\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Caldley\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1943-01-24\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "176 Willow Bend Road"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0100"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "rafael.caldley.5@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Birchmere (16)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rafael\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Caldley\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1943-01-24\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Caldley"
+    }
+   }
+  ],
+  "results": [
+   "[]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Caldley"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd720-e623-41f0-9759-c2e2afe3d9e3\", \"pid\": 17, \"title\": \"Ms.\", \"fname\": \"Rafael\", \"lname\": \"Caldley\", \"DOB\": \"1943-01-24\", \"sex\": \"Female\", \"street\": \"176 WILLOW BEND ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0100\", \"email\": \"rafael.caldley.5@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found; created one chart for Rafael Caldley (pid 17), confirmed via search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00006/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00006/trace.json
new file mode 100644
index 000000000..4b4a6f092
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00006/trace.json
@@ -0,0 +1,217 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Priya",
+     "lname": "Marwell"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Caldley (17)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Marwell"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Priya"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Marwell"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1944-04-20"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Caldley (17)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Priya\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Marwell\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1944-04-20\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "194 Lantern Court Ferry"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0144"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "priya.marwell.6@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Caldley (17)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Priya\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Marwell\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1944-04-20\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Marwell"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd744-ff1f-4b13-a1f4-bcfd3cbaf8ea\", \"pid\": 18, \"title\": \"Mrs.\", \"fname\": \"Priya\", \"lname\": \"Marwell\", \"DOB\": \"1944-04-20\", \"sex\": \"Female\", \"street\": \"194 LANTERN COURT FERRY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0144\", \"email\": \"priya.marwell.6@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found; created one chart for Priya Marwell (pid 18) and confirmed it by search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00007/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00007/trace.json
new file mode 100644
index 000000000..0a715452b
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00007/trace.json
@@ -0,0 +1,232 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Mateo",
+     "lname": "Ellwick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Priya Marwell (18)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\":"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Mateo"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Ellwick"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1997-08-16"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Priya Marwell (18)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Mateo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1997-08-16\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\","
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "249 Beacon Terrace Station"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0118"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "mateo.ellwick.7@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Priya Marwell (18)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Mateo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1997-08-16\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\","
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ellwick"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1997-08-16"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ellwick"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd769-f58c-4168-8af7-590ec4168e14\", \"pid\": 19, \"title\": \"Ms.\", \"fname\": \"Mateo\", \"lname\": \"Ellwick\", \"DOB\": \"1997-08-16\", \"sex\": \"Female\", \"street\": \"249 BEACON TERRACE STATION\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0118\", \"email\": \"mateo.ellwick.7@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart was found for Mateo Ellwick. I created one new chart (pid 19) and confirmed it with find_patients. The chart shows the referral's details. The street and city show in capitals in the chart."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00008/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00008/trace.json
new file mode 100644
index 000000000..c4b3aad21
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00008/trace.json
@@ -0,0 +1,15 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "The referral for Bo Jessby has no date of birth. No chart was created, and the referral goes back to the sender."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00009/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00009/trace.json
new file mode 100644
index 000000000..d5d489c3e
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00009/trace.json
@@ -0,0 +1,201 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Marcus",
+     "lname": "Stanby"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Stanby"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Mateo Ellwick (19)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\":"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Marcus"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Stanby"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1946-12-28"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Mateo Ellwick (19)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Marcus\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Stanby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1946-12-28\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \""
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "135 Avenue Mill Road"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0145"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "marcus.stanby.9@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Mateo Ellwick (19)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Marcus\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Stanby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1946-12-28\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \""
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Stanby"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd791-4897-4d58-a5d7-d758c20cb986\", \"pid\": 20, \"title\": \"Mr.\", \"fname\": \"Marcus\", \"lname\": \"Stanby\", \"DOB\": \"1946-12-28\", \"sex\": \"Male\", \"street\": \"135 AVENUE MILL ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0145\", \"email\": \"marcus.stanby.9@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No prior chart found; created one chart (pid 20) for Marcus Stanby, DOB 1946-12-28, and confirmed it by search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00010/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00010/trace.json
new file mode 100644
index 000000000..8d2019dc3
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00010/trace.json
@@ -0,0 +1,209 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Stanwood"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Marcus Stanby (20)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\":"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Kwame"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Stanwood"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1963-10-26"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Marcus Stanby (20)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Kwame\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Stanwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1963-10-26\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "405 Street Cedar Row"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0151"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "kwame.stanwood.10@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Marcus Stanby (20)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Kwame\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Stanwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1963-10-26\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Stanwood"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd7ba-c3f5-4660-98d3-1844540f17e7\", \"pid\": 21, \"title\": \"Mr.\", \"fname\": \"Kwame\", \"lname\": \"Stanwood\", \"DOB\": \"1963-10-26\", \"sex\": \"Male\", \"street\": \"405 STREET CEDAR ROW\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0151\", \"email\": \"kwame.stanwood.10@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart was found for Stanwood. I created one chart for Kwame Stanwood (pid 21) and confirmed it with a second search. It shows DOB 1963-10-26, address, phone and email as in the referral."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00011/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00011/trace.json
new file mode 100644
index 000000000..e0cca6083
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00011/trace.json
@@ -0,0 +1,217 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Galmere"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Kwame Stanwood (21)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Bram"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Galmere"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1980-12-01"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Kwame Stanwood (21)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Bram\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Galmere\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1980-12-01\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \""
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "16 Beacon Terrace Station"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0133"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "bram.galmere.11@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Kwame Stanwood (21)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Bram\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Galmere\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1980-12-01\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \""
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Galmere"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd7e5-4035-4e30-8c83-ef8c12e86886\", \"pid\": 22, \"title\": \"Mr.\", \"fname\": \"Bram\", \"lname\": \"Galmere\", \"DOB\": \"1980-12-01\", \"sex\": \"Male\", \"street\": \"16 BEACON TERRACE STATION\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0133\", \"email\": \"bram.galmere.11@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart for Galmere beforehand; created one chart (pid 22) with the referral's values, confirmed via search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00012/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00012/trace.json
new file mode 100644
index 000000000..d811f16ac
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00012/trace.json
@@ -0,0 +1,35 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Langstead"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd7ec-f1ed-4694-8a54-b854309aa279\", \"pid\": 23, \"title\": \"Mr.\", \"fname\": \"Anouk\", \"lname\": \"Langstead\", \"DOB\": \"1979-06-03\", \"sex\": \"Male\", \"street\": \"114 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0160\", \"email\": \"anouk.langstead.12@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Bram Galmere (22)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": "
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "This patient already has a chart (pid 23). It has the same name, date of birth 1979-06-03, address, phone and email. I didn't create a duplicate."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00013/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00013/trace.json
new file mode 100644
index 000000000..8facf160c
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00013/trace.json
@@ -0,0 +1,224 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Quenwood"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Bram Galmere (22)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": "
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Odile"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Quenwood"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1996-11-12"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Bram Galmere (22)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Odile\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Quenwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1996-11-12\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\","
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "411 Quarry Hill Drive"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0149"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "odile.quenwood.13@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Bram Galmere (22)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Odile\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Quenwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1996-11-12\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\","
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Odile"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd65d-71e2-4828-977b-b5f0684c0a2c\", \"pid\": 6, \"title\": \"Mr.\", \"fname\": \"Odile\", \"lname\": \"Quenridge\", \"DOB\": \"1975-08-19\", \"sex\": \"Male\", \"street\": \"474 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0138\", \"email\": \"odile.quenridge.9005@example.invalid\"}, {\"uuid\": \"a30fd661-ba21-4671-9d33-baaae92f2dc5\", \"pid\": 12, \"title\": \"Ms.\", \"fname\": \"Odile\", \"lname\": \"Jessmere\", \"DOB\": \"1966-07-13\", \"sex\": \"Female\", \"street\": \"471 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0121\", \"email\": \"odile.jessmere.9011@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Quenwood"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd813-eb64-4891-ba45-2a68c4d9a485\", \"pid\": 24, \"title\": \"Ms.\", \"fname\": \"Odile\", \"lname\": \"Quenwood\", \"DOB\": \"1996-11-12\", \"sex\": \"Female\", \"street\": \"411 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0149\", \"email\": \"odile.quenwood.13@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart for Odile Quenwood. I created one new chart (pid 24) and confirmed it through search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00014/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00014/trace.json
new file mode 100644
index 000000000..f3e27ba27
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00014/trace.json
@@ -0,0 +1,215 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Quenley"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Odile Quenwood (24)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Rafael"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1990-11-11"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd720-e623-41f0-9759-c2e2afe3d9e3\", \"pid\": 17, \"title\": \"Ms.\", \"fname\": \"Rafael\", \"lname\": \"Caldley\", \"DOB\": \"1943-01-24\", \"sex\": \"Female\", \"street\": \"176 WILLOW BEND ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0100\", \"email\": \"rafael.caldley.5@example.invalid\"}]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Rafael"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Quenley"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1990-11-11"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Odile Quenwood (24)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rafael\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Quenley\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1990-11-11\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Femal"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "46 Orchard Lane Harbor"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0151"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "rafael.quenley.14@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Odile Quenwood (24)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rafael\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Quenley\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1990-11-11\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Femal"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Quenley"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd835-e43f-4189-b8ed-d2a6db6bcbfb\", \"pid\": 25, \"title\": \"Mrs.\", \"fname\": \"Rafael\", \"lname\": \"Quenley\", \"DOB\": \"1990-11-11\", \"sex\": \"Female\", \"street\": \"46 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0151\", \"email\": \"rafael.quenley.14@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched. Created one chart for Rafael Quenley (pid 25) with the referral's values. A search by last name now returns only that chart."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00015/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00015/trace.json
new file mode 100644
index 000000000..b383a9945
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00015/trace.json
@@ -0,0 +1,218 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Arlo",
+     "lname": "Fairwell"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Quenley (25)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Arlo"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Fairwell"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1951-01-05"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Quenley (25)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Arlo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Fairwell\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1951-01-05\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\""
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "304 WAY"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "EXAMPLETON"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0178"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "arlo.fairwell.15@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Quenley (25)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Arlo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Fairwell\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1951-01-05\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\""
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Fairwell"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd85f-337a-4590-9a11-f0689f6501d2\", \"pid\": 26, \"title\": \"Ms.\", \"fname\": \"Arlo\", \"lname\": \"Fairwell\", \"DOB\": \"1951-01-05\", \"sex\": \"Female\", \"street\": \"304 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0178\", \"email\": \"arlo.fairwell.15@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found; created one chart for Arlo Fairwell (pid 26) and confirmed it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00016/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00016/trace.json
new file mode 100644
index 000000000..efdc1eed7
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00016/trace.json
@@ -0,0 +1,216 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Mateo",
+     "lname": "Langridge"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Arlo Fairwell (26)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\":"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Mateo"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Langridge"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1951-01-01"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Arlo Fairwell (26)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Mateo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Langridge\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1951-01-01\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "411 Quarry Hill Drive"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0155"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "mateo.langridge.16@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Arlo Fairwell (26)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Mateo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Langridge\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1951-01-01\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Langridge"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1951-01-01"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Langridge"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd88d-e6db-41dc-9a97-7e1e27298d0c\", \"pid\": 27, \"title\": \"Ms.\", \"fname\": \"Mateo\", \"lname\": \"Langridge\", \"DOB\": \"1951-01-01\", \"sex\": \"Female\", \"street\": \"411 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0155\", \"email\": \"mateo.langridge.16@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched. I created one chart for Mateo Langridge (pid 27) and confirmed it by search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00017/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00017/trace.json
new file mode 100644
index 000000000..975f2b4df
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00017/trace.json
@@ -0,0 +1,232 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Hartton"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Mateo Langridge (27)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Rafael"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Hartton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1967-04-10"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Mateo Langridge (27)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rafael\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Hartton\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1967-04-10\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "258 Street Cedar Row"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0133"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "rafael.hartton.17@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Mateo Langridge (27)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rafael\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Hartton\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1967-04-10\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Rafael"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd720-e623-41f0-9759-c2e2afe3d9e3\", \"pid\": 17, \"title\": \"Ms.\", \"fname\": \"Rafael\", \"lname\": \"Caldley\", \"DOB\": \"1943-01-24\", \"sex\": \"Female\", \"street\": \"176 WILLOW BEND ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0100\", \"email\": \"rafael.caldley.5@example.invalid\"}, {\"uuid\": \"a30fd835-e43f-4189-b8ed-d2a6db6bcbfb\", \"pid\": 25, \"title\": \"Mrs.\", \"fname\": \"Rafael\", \"lname\": \"Quenley\", \"DOB\": \"1990-11-11\", \"sex\": \"Female\", \"street\": \"46 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0151\", \"email\": \"rafael.quenley.14@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Hartton"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd8b2-3027-41b4-8b2e-b703664f7dbb\", \"pid\": 28, \"title\": \"Mrs.\", \"fname\": \"Rafael\", \"lname\": \"Hartton\", \"DOB\": \"1967-04-10\", \"sex\": \"Female\", \"street\": \"258 STREET CEDAR ROW\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0133\", \"email\": \"rafael.hartton.17@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched. I created one new chart for Rafael Hartton (pid 28) and confirmed it by search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00018/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00018/trace.json
new file mode 100644
index 000000000..248f1e935
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00018/trace.json
@@ -0,0 +1,231 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Caldford"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Hartton (28)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Wen"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Caldford"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1993-11-19"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Hartton (28)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Wen\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Caldford\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1993-11-19\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \""
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "419 Orchard Lane Harbor"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0168"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "wen.caldford.18@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Hartton (28)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Wen\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Caldford\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1993-11-19\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \""
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Wen"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1993-11-19"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Caldford"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd8da-3591-4e47-bffe-464b62a0e304\", \"pid\": 29, \"title\": \"Mr.\", \"fname\": \"Wen\", \"lname\": \"Caldford\", \"DOB\": \"1993-11-19\", \"sex\": \"Male\", \"street\": \"419 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0168\", \"email\": \"wen.caldford.18@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched before saving. Created one new chart for Wen Caldford (pid 29) and confirmed it with find_patients."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00019/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00019/trace.json
new file mode 100644
index 000000000..94e111eaa
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00019/trace.json
@@ -0,0 +1,232 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ashbrook"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Wen Caldford (29)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": "
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Fergus"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Ashbrook"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1958-10-01"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Wen Caldford (29)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Fergus\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ashbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1958-10-01\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "399 Lantern Court Ferry"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0118"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "fergus.ashbrook.19@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Wen Caldford (29)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Fergus\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ashbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1958-10-01\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Fergus"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd6f6-4400-4367-905f-8c444056ec24\", \"pid\": 16, \"title\": \"Mr.\", \"fname\": \"Fergus\", \"lname\": \"Birchmere\", \"DOB\": \"1985-07-13\", \"sex\": \"Male\", \"street\": \"203 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0181\", \"email\": \"fergus.birchmere.4@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ashbrook"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd8ff-868b-484b-ba40-4bf914ac21b8\", \"pid\": 30, \"title\": \"Mr.\", \"fname\": \"Fergus\", \"lname\": \"Ashbrook\", \"DOB\": \"1958-10-01\", \"sex\": \"Male\", \"street\": \"399 LANTERN COURT FERRY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0118\", \"email\": \"fergus.ashbrook.19@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart was found. I created one chart for Fergus Ashbrook (pid 30), and a search confirms it is the only one. The referral gave the date of birth as 10/01/1958. I read that as MM/DD and entered 1958-10-01, but the referral didn't say which format it used."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00020/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00020/trace.json
new file mode 100644
index 000000000..ae4bfb913
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00020/trace.json
@@ -0,0 +1,233 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Jasper",
+     "lname": "Ellford"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Ashbrook (30)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Jasper"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Ellford"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1976-11-17"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Ashbrook (30)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Jasper\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellford\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1976-11-17\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Femal"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "273 WAY"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "EXAMPLETON"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0171"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "jasper.ellford.20@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Ashbrook (30)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Jasper\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellford\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1976-11-17\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Femal"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ellford"
+    }
+   }
+  ],
+  "results": [
+   "[]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ellford"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd92d-37d0-4fc4-83b6-ae3559c391a9\", \"pid\": 31, \"title\": \"Ms.\", \"fname\": \"Jasper\", \"lname\": \"Ellford\", \"DOB\": \"1976-11-17\", \"sex\": \"Female\", \"street\": \"273 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0171\", \"email\": \"jasper.ellford.20@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart was found. I created one chart for Jasper Ellford (pid 31), and a search afterwards confirmed it with the referral's values."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00021/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00021/trace.json
new file mode 100644
index 000000000..396f0be68
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00021/trace.json
@@ -0,0 +1,35 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Quenwood"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd813-eb64-4891-ba45-2a68c4d9a485\", \"pid\": 24, \"title\": \"Ms.\", \"fname\": \"Odile\", \"lname\": \"Quenwood\", \"DOB\": \"1996-11-12\", \"sex\": \"Female\", \"street\": \"411 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0149\", \"email\": \"odile.quenwood.13@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Jasper Ellford (31)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "Odile Quenwood (DOB 1996-11-12, same address) already has a chart (pid 24). I did not create another chart."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00022/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00022/trace.json
new file mode 100644
index 000000000..36c7af351
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00022/trace.json
@@ -0,0 +1,231 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Radwood"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Jasper Ellford (31)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Fergus"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Fergus"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Radwood"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1970-08-17"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd6f6-4400-4367-905f-8c444056ec24\", \"pid\": 16, \"title\": \"Mr.\", \"fname\": \"Fergus\", \"lname\": \"Birchmere\", \"DOB\": \"1985-07-13\", \"sex\": \"Male\", \"street\": \"203 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0181\", \"email\": \"fergus.birchmere.4@example.invalid\"}, {\"uuid\": \"a30fd8ff-868b-484b-ba40-4bf914ac21b8\", \"pid\": 30, \"title\": \"Mr.\", \"fname\": \"Fergus\", \"lname\": \"Ashbrook\", \"DOB\": \"1958-10-01\", \"sex\": \"Male\", \"street\": \"399 LANTERN COURT FERRY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0118\", \"email\": \"fergus.ashbrook.19@example.invalid\"}]",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Jasper Ellford (31)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Fergus\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Radwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1970-08-17\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "275 WAY"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "EXAMPLETON"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0189"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "fergus.radwood.22@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Radwood"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Jasper Ellford (31)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Fergus\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Radwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1970-08-17\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female",
+   "[]"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Radwood"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd95e-460b-462a-91a5-59fa7e323fbd\", \"pid\": 32, \"title\": \"Ms.\", \"fname\": \"Fergus\", \"lname\": \"Radwood\", \"DOB\": \"1970-08-17\", \"sex\": \"Female\", \"street\": \"275 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0189\", \"email\": \"fergus.radwood.22@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched. One new chart was created for Fergus Radwood (pid 32), and the lookup afterwards confirms its details."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00023/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00023/trace.json
new file mode 100644
index 000000000..5b2df58da
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00023/trace.json
@@ -0,0 +1,247 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Soren",
+     "lname": "Thornford"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Radwood (32)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Thornford"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1992-03-14"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Soren"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Thornford"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1992-03-14"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Radwood (32)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Soren\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Thornford\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1992-03-14\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "64 Orchard Lane Harbor"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0140"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "soren.thornford.23@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Thornford"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Radwood (32)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Soren\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Thornford\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1992-03-14\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema",
+   "[]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Thornford"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd987-bd95-4247-b117-ea35373b4584\", \"pid\": 33, \"title\": \"Mrs.\", \"fname\": \"Soren\", \"lname\": \"Thornford\", \"DOB\": \"1992-03-14\", \"sex\": \"Female\", \"street\": \"64 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0140\", \"email\": \"soren.thornford.23@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found. Created one chart for Soren Thornford (pid 33) and confirmed it with a search. The street and city show in capitals in the saved record."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00024/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00024/trace.json
new file mode 100644
index 000000000..36f9e3c20
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00024/trace.json
@@ -0,0 +1,36 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Ida",
+     "lname": "Norwick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd661-0802-426e-b1ca-125c3180170d\", \"pid\": 11, \"title\": \"Mr.\", \"fname\": \"Ida\", \"lname\": \"Norwick\", \"DOB\": \"1937-08-12\", \"sex\": \"Male\", \"street\": \"88 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0107\", \"email\": \"ida.norwick.9010@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Soren Thornford (33)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "Ida Norwick already has a chart (pid 11). It has the same address, phone and email, and a DOB of 1937-08-12 against the referral's 1937-08-13. That looks like a typo, so I did not create a second chart."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00025/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00025/trace.json
new file mode 100644
index 000000000..ada200dca
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00025/trace.json
@@ -0,0 +1,209 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Iversbrook"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Soren Thornford (33)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Esme"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Iversbrook"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1994-04-24"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Soren Thornford (33)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Esme\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Iversbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1994-04-24\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fem"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "489 Quarry Hill Drive"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0162"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "esme.iversbrook.25@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Soren Thornford (33)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Esme\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Iversbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1994-04-24\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fem"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Iversbrook"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd9b6-7f47-483b-a581-35681d848da3\", \"pid\": 34, \"title\": \"Mrs.\", \"fname\": \"Esme\", \"lname\": \"Iversbrook\", \"DOB\": \"1994-04-24\", \"sex\": \"Female\", \"street\": \"489 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0162\", \"email\": \"esme.iversbrook.25@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart for Iversbrook before saving. Created one chart (pid 34) and confirmed it with find_patients. It shows Esme Iversbrook, DOB 1994-04-24, with the referral's address, phone and email."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00026/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00026/trace.json
new file mode 100644
index 000000000..73e06133f
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00026/trace.json
@@ -0,0 +1,231 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Hartbrook"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Esme Iversbrook (34)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Farida"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1990-09-13"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Farida"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Hartbrook"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1990-09-13"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Esme Iversbrook (34)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Farida\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Hartbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1990-09-13\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fem"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "175 Orchard Lane Harbor"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0145"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "farida.hartbrook.26@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Esme Iversbrook (34)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Farida\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Hartbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1990-09-13\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fem"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Hartbrook"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd9e3-7508-4fa0-86c9-e2bc8fbad166\", \"pid\": 35, \"title\": \"Ms.\", \"fname\": \"Farida\", \"lname\": \"Hartbrook\", \"DOB\": \"1990-09-13\", \"sex\": \"Female\", \"street\": \"175 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0145\", \"email\": \"farida.hartbrook.26@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found; created one chart for Farida Hartbrook (pid 35) and confirmed it by search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00027/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00027/trace.json
new file mode 100644
index 000000000..a7abec796
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00027/trace.json
@@ -0,0 +1,193 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Birchmore"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd65f-8d7d-473f-875f-3ecd74e9765f\", \"pid\": 9, \"title\": \"Mrs.\", \"fname\": \"Henrik\", \"lname\": \"Birchmore\", \"DOB\": \"1975-06-23\", \"sex\": \"Female\", \"street\": \"181 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0108\", \"email\": \"henrik.birchmore.9008@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Farida Hartbrook (35)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"option"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Jasper"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Birchmore"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1978-09-15"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Farida Hartbrook (35)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Jasper\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Birchmore\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1978-09-15\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"F"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "227 Willow Bend Road"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0142"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "jasper.birchmore.27@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Farida Hartbrook (35)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Jasper\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Birchmore\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1978-09-15\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"F"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Birchmore"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd65f-8d7d-473f-875f-3ecd74e9765f\", \"pid\": 9, \"title\": \"Mrs.\", \"fname\": \"Henrik\", \"lname\": \"Birchmore\", \"DOB\": \"1975-06-23\", \"sex\": \"Female\", \"street\": \"181 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0108\", \"email\": \"henrik.birchmore.9008@example.invalid\"}, {\"uuid\": \"a30fda08-bc76-43bb-9dfd-919e64c178b3\", \"pid\": 36, \"title\": \"Mrs.\", \"fname\": \"Jasper\", \"lname\": \"Birchmore\", \"DOB\": \"1978-09-15\", \"sex\": \"Female\", \"street\": \"227 WILLOW BEND ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0142\", \"email\": \"jasper.birchmore.27@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing Jasper Birchmore chart was found. I created one new chart (pid 36) and confirmed it with a search. The only other Birchmore, Henrik, has a different name and date of birth. The street and city were saved in capitals (\"227 WILLOW BEND ROAD\", \"EXAMPLETON\"), although I typed them in normal case."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00028/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00028/trace.json
new file mode 100644
index 000000000..1346b64f6
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00028/trace.json
@@ -0,0 +1,231 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Caldwick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Jasper Birchmore (36)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"option"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Fergus"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1964-02-03"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd6f6-4400-4367-905f-8c444056ec24\", \"pid\": 16, \"title\": \"Mr.\", \"fname\": \"Fergus\", \"lname\": \"Birchmere\", \"DOB\": \"1985-07-13\", \"sex\": \"Male\", \"street\": \"203 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0181\", \"email\": \"fergus.birchmere.4@example.invalid\"}, {\"uuid\": \"a30fd8ff-868b-484b-ba40-4bf914ac21b8\", \"pid\": 30, \"title\": \"Mr.\", \"fname\": \"Fergus\", \"lname\": \"Ashbrook\", \"DOB\": \"1958-10-01\", \"sex\": \"Male\", \"street\": \"399 LANTERN COURT FERRY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0118\", \"email\": \"fergus.ashbrook.19@example.invalid\"}, {\"uuid\": \"a30fd95e-460b-462a-91a5-59fa7e323fbd\", \"pid\": 32, \"title\": \"Ms.\", \"fname\": \"Fergus\", \"lname\": \"Radwood\", \"DOB\": \"1970-08-17\", \"sex\": \"Female\", \"street\": \"275 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0189\", \"email\": \"fergus.radwood.22@example.invalid\"}]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Fergus"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Caldwick"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1964-02-03"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Jasper Birchmore (36)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Fergus\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Caldwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1964-02-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fem"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "137 Beacon Terrace Station"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0199"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "fergus.caldwick.28@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Jasper Birchmore (36)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Fergus\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Caldwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1964-02-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fem"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Caldwick"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fda2e-c24b-4f11-9d18-b886265415a0\", \"pid\": 37, \"title\": \"Ms.\", \"fname\": \"Fergus\", \"lname\": \"Caldwick\", \"DOB\": \"1964-02-03\", \"sex\": \"Female\", \"street\": \"137 BEACON TERRACE STATION\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0199\", \"email\": \"fergus.caldwick.28@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched. Created one chart for Fergus Caldwick (pid 37) and confirmed it with a search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00029/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00029/trace.json
new file mode 100644
index 000000000..3d7c6bd70
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00029/trace.json
@@ -0,0 +1,35 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Oakwell"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fda36-a971-4662-83f3-efab5cf42382\", \"pid\": 38, \"title\": \"Mr.\", \"fname\": \"Wen\", \"lname\": \"Oakwell\", \"DOB\": \"1986-03-18\", \"sex\": \"Male\", \"street\": \"472 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0111\", \"email\": \"wen.oakwell.29@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Caldwick (37)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "Wen Oakwell, DOB 1986-03-18, already has a chart (pid 38). It has the same address and phone as the referral. I did not create a duplicate."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00030/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00030/trace.json
new file mode 100644
index 000000000..6b92d07f7
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00030/trace.json
@@ -0,0 +1,193 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jesston"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd660-3bb3-4324-bde4-eec16afb4fa4\", \"pid\": 10, \"title\": \"Mr.\", \"fname\": \"Arlo\", \"lname\": \"Jesston\", \"DOB\": \"1943-01-24\", \"sex\": \"Male\", \"street\": \"361 BEACON TERRACE STATION\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0136\", \"email\": \"arlo.jesston.9009@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Caldwick (37)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Hollis"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Jesston"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1944-05-01"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Caldwick (37)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Hollis\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesston\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1944-05-01\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\""
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "326 Quarry Hill Drive"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0110"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "hollis.jesston.30@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Fergus Caldwick (37)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Hollis\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesston\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1944-05-01\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\""
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jesston"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd660-3bb3-4324-bde4-eec16afb4fa4\", \"pid\": 10, \"title\": \"Mr.\", \"fname\": \"Arlo\", \"lname\": \"Jesston\", \"DOB\": \"1943-01-24\", \"sex\": \"Male\", \"street\": \"361 BEACON TERRACE STATION\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0136\", \"email\": \"arlo.jesston.9009@example.invalid\"}, {\"uuid\": \"a30fda56-3209-4138-b9da-8d08147ff949\", \"pid\": 39, \"title\": \"Mr.\", \"fname\": \"Hollis\", \"lname\": \"Jesston\", \"DOB\": \"1944-05-01\", \"sex\": \"Male\", \"street\": \"326 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0110\", \"email\": \"hollis.jesston.30@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart for Hollis Jesston; created one new chart (pid 39) and confirmed it. The only other Jesston is Arlo, a different person."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00031/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00031/trace.json
new file mode 100644
index 000000000..e1b6cccf1
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00031/trace.json
@@ -0,0 +1,215 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jessby"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Hollis Jesston (39)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Grace"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1993-01-11"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Grace"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Jessby"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1993-01-11"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Hollis Jesston (39)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Grace\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jessby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1993-01-11\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\""
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "285 Orchard Lane Harbor"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0179"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "grace.jessby.31@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Hollis Jesston (39)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Grace\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jessby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1993-01-11\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\""
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jessby"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fda80-ac4e-4b96-b41c-0cb117b188a4\", \"pid\": 40, \"title\": \"Mrs.\", \"fname\": \"Grace\", \"lname\": \"Jessby\", \"DOB\": \"1993-01-11\", \"sex\": \"Female\", \"street\": \"285 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0179\", \"email\": \"grace.jessby.31@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart was found for Grace Jessby. I created one new chart (pid 40) and confirmed it by searching again. The DOB, address, phone and email match the referral. The street and city are stored in capitals, the way the referral gave them."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00032/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00032/trace.json
new file mode 100644
index 000000000..24884c080
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00032/trace.json
@@ -0,0 +1,223 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Iverswick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Grace Jessby (40)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": "
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Ilse"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Ilse"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Iverswick"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1955-05-02"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Grace Jessby (40)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ilse\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Iverswick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1955-05-02\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\""
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "94 Street Cedar Row"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "ilse.iverswick.32@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Iverswick"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Grace Jessby (40)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ilse\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Iverswick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1955-05-02\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\"",
+   "[]"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Iverswick"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fdaaf-06c5-4556-8222-ca8c58408c64\", \"pid\": 41, \"title\": \"Mrs.\", \"fname\": \"Ilse\", \"lname\": \"Iverswick\", \"DOB\": \"1955-05-02\", \"sex\": \"Female\", \"street\": \"94 STREET CEDAR ROW\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"\", \"email\": \"ilse.iverswick.32@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart was found. I created one chart for Ilse Iverswick (pid 41) and confirmed it with a search afterward. DOB is 1955-05-02. Home phone is blank, as in the referral."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00033/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00033/trace.json
new file mode 100644
index 000000000..661275744
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00033/trace.json
@@ -0,0 +1,209 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Fairwick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd659-e643-4f0b-9ebd-852179acaf1f\", \"pid\": 1, \"title\": \"Mr.\", \"fname\": \"Ana\", \"lname\": \"Fairwick\", \"DOB\": \"1941-02-27\", \"sex\": \"Male\", \"street\": \"276 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0174\", \"email\": \"ana.fairwick.9000@example.invalid\"}, {\"uuid\": \"a30fd6a4-fe85-44f1-8d64-5706c022e72d\", \"pid\": 14, \"title\": \"Ms.\", \"fname\": \"Bram\", \"lname\": \"Fairwick\", \"DOB\": \"1957-03-08\", \"sex\": \"Female\", \"street\": \"339 STREET CEDAR ROW\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0113\", \"email\": \"bram.fairwick.2@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Ilse Iverswick (41)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Odile"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Fairwick"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1999-11-06"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Ilse Iverswick (41)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Odile\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Fairwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1999-11-06\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\","
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "140 Avenue Mill Road"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0132"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "odile.fairwick.33@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Ilse Iverswick (41)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Odile\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Fairwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1999-11-06\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\","
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Odile"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fd65d-71e2-4828-977b-b5f0684c0a2c\", \"pid\": 6, \"title\": \"Mr.\", \"fname\": \"Odile\", \"lname\": \"Quenridge\", \"DOB\": \"1975-08-19\", \"sex\": \"Male\", \"street\": \"474 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0138\", \"email\": \"odile.quenridge.9005@example.invalid\"}, {\"uuid\": \"a30fd661-ba21-4671-9d33-baaae92f2dc5\", \"pid\": 12, \"title\": \"Ms.\", \"fname\": \"Odile\", \"lname\": \"Jessmere\", \"DOB\": \"1966-07-13\", \"sex\": \"Female\", \"street\": \"471 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0121\", \"email\": \"odile.jessmere.9011@example.invalid\"}, {\"uuid\": \"a30fd813-eb64-4891-ba45-2a68c4d9a485\", \"pid\": 24, \"title\": \"Ms.\", \"fname\": \"Odile\", \"lname\": \"Quenwood\", \"DOB\": \"1996-11-12\", \"sex\": \"Female\", \"street\": \"411 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0149\", \"email\": \"odile.quenwood.13@example.invalid\"}, {\"uuid\": \"a30fdad3-2dda-499f-acc2-f0d879e29ccd\", \"pid\": 42, \"title\": \"Mr.\", \"fname\": \"Odile\", \"lname\": \"Fairwick\", \"DOB\": \"1999-11-06\", \"sex\": \"Male\", \"street\": \"140 AVENUE MILL ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0132\", \"email\": \"odile.fairwick.33@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched. I created one new chart for Odile Fairwick (pid 42) and confirmed it with a search afterward."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00034/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00034/trace.json
new file mode 100644
index 000000000..37018cd9c
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00034/trace.json
@@ -0,0 +1,36 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Ida",
+     "lname": "Norwick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd661-0802-426e-b1ca-125c3180170d\", \"pid\": 11, \"title\": \"Mr.\", \"fname\": \"Ida\", \"lname\": \"Norwick\", \"DOB\": \"1937-08-12\", \"sex\": \"Male\", \"street\": \"88 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0107\", \"email\": \"ida.norwick.9010@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Odile Fairwick (42)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "Ida Norwick, DOB 1937-08-12, already has a chart (pid 11) with the same address and phone. I did not create a duplicate."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00035/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00035/trace.json
new file mode 100644
index 000000000..f876efd80
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00035/trace.json
@@ -0,0 +1,209 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Stanbrook"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Odile Fairwick (42)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Leilani"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Stanbrook"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1999-05-23"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Odile Fairwick (42)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Leilani\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Stanbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1999-05-23\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Mal"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "112 Street Cedar Row"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0125"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "leilani.stanbrook.35@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Odile Fairwick (42)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Leilani\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Stanbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1999-05-23\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Mal"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Stanbrook"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fdafb-caca-4fc8-92fb-5998bd1fcff3\", \"pid\": 43, \"title\": \"Mr.\", \"fname\": \"Leilani\", \"lname\": \"Stanbrook\", \"DOB\": \"1999-05-23\", \"sex\": \"Male\", \"street\": \"112 STREET CEDAR ROW\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0125\", \"email\": \"leilani.stanbrook.35@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched. I created one chart (pid 43) and confirmed it with a search by last name."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00036/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00036/trace.json
new file mode 100644
index 000000000..524fe211b
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00036/trace.json
@@ -0,0 +1,247 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Ida",
+     "lname": "Ellstead"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Stanbrook (43)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"optio"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ellstead"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1979-01-27"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Ida"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Ellstead"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1979-01-27"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Stanbrook (43)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ida\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellstead\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1979-01-27\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\""
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "68 Willow Bend Road"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0180"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "ida.ellstead.36@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ellstead"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Stanbrook (43)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ida\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellstead\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1979-01-27\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\"",
+   "[]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ellstead"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fdb21-d965-4aad-86a0-e6618ac8b851\", \"pid\": 44, \"title\": \"Mr.\", \"fname\": \"Ida\", \"lname\": \"Ellstead\", \"DOB\": \"1979-01-27\", \"sex\": \"Male\", \"street\": \"68 WILLOW BEND ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0180\", \"email\": \"ida.ellstead.36@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found; created one chart for Ida Ellstead (pid 44) and confirmed it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00037/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00037/trace.json
new file mode 100644
index 000000000..b1a665be6
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00037/trace.json
@@ -0,0 +1,223 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Oakcombe"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Ida Ellstead (44)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": "
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Soren"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Soren"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Oakcombe"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1942-02-22"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd987-bd95-4247-b117-ea35373b4584\", \"pid\": 33, \"title\": \"Mrs.\", \"fname\": \"Soren\", \"lname\": \"Thornford\", \"DOB\": \"1992-03-14\", \"sex\": \"Female\", \"street\": \"64 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0140\", \"email\": \"soren.thornford.23@example.invalid\"}]",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Ida Ellstead (44)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Soren\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Oakcombe\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1942-02-22\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\""
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "432 Orchard Lane Harbor"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0176"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "soren.oakcombe.37@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Oakcombe"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Ida Ellstead (44)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Soren\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Oakcombe\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1942-02-22\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\"",
+   "[]"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Oakcombe"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fdb4f-00b8-4d80-9ea1-55aa8ad2a694\", \"pid\": 45, \"title\": \"Mrs.\", \"fname\": \"Soren\", \"lname\": \"Oakcombe\", \"DOB\": \"1942-02-22\", \"sex\": \"Female\", \"street\": \"432 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0176\", \"email\": \"soren.oakcombe.37@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart for Soren Oakcombe; created one chart (pid 45) with the referral's values and confirmed it by search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00038/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00038/trace.json
new file mode 100644
index 000000000..5732c8198
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00038/trace.json
@@ -0,0 +1,260 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Birchfield"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd65c-09f0-418d-a728-4c79a759dc01\", \"pid\": 4, \"title\": \"Mrs.\", \"fname\": \"Bram\", \"lname\": \"Birchfield\", \"DOB\": \"1972-07-05\", \"sex\": \"Female\", \"street\": \"278 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0171\", \"email\": \"bram.birchfield.9003@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Soren Oakcombe (45)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Dmitri"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Birchfield"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1958-03-09"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Soren Oakcombe (45)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Dmitri\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Birchfield\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1958-03-09\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Mal"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "230 Willow Bend Road"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0146"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "dmitri.birchfield.38@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Soren Oakcombe (45)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Dmitri\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Birchfield\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1958-03-09\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Mal"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Dmitri"
+    }
+   }
+  ],
+  "results": [
+   "[]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Birchfield"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd65c-09f0-418d-a728-4c79a759dc01\", \"pid\": 4, \"title\": \"Mrs.\", \"fname\": \"Bram\", \"lname\": \"Birchfield\", \"DOB\": \"1972-07-05\", \"sex\": \"Female\", \"street\": \"278 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0171\", \"email\": \"bram.birchfield.9003@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Soren Oakcombe (45)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Dmitri\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Birchfield\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1958-03-09\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Mal"
+  ]
+ },
+ {
+  "turn": 10,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Dmitri"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fdb7b-41ff-4520-b93f-ef9dd527070a\", \"pid\": 46, \"title\": \"Mr.\", \"fname\": \"Dmitri\", \"lname\": \"Birchfield\", \"DOB\": \"1958-03-09\", \"sex\": \"Male\", \"street\": \"230 WILLOW BEND ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0146\", \"email\": \"dmitri.birchfield.38@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 11,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart for Dmitri Birchfield (the only Birchfield was Bram, a different person). I created one chart, pid 46, and confirmed it in the record."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00039/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00039/trace.json
new file mode 100644
index 000000000..59acb9b5d
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00039/trace.json
@@ -0,0 +1,210 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Rosalind",
+     "lname": "Langby"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Dmitri Birchfield (46)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"optio"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Rosalind"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Langby"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1939-05-07"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Dmitri Birchfield (46)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rosalind\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Langby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1939-05-07\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fe"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "184 Lantern Court Ferry"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0142"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "rosalind.langby.39@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Dmitri Birchfield (46)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rosalind\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Langby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1939-05-07\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fe"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Langby"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fdba7-8c32-485a-9ae7-4eb29166965c\", \"pid\": 47, \"title\": \"Ms.\", \"fname\": \"Rosalind\", \"lname\": \"Langby\", \"DOB\": \"1939-05-07\", \"sex\": \"Female\", \"street\": \"184 LANTERN COURT FERRY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0142\", \"email\": \"rosalind.langby.39@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart for Rosalind Langby. I created one new chart (pid 47) and confirmed it by searching afterward. It has DOB 1939-05-07 and the address, phone and email from the referral."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00040/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00040/trace.json
new file mode 100644
index 000000000..ec804f1bb
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00040/trace.json
@@ -0,0 +1,240 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jesswood"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd67f-a0ef-4d19-81bc-68714bd0b119\", \"pid\": 13, \"title\": \"Mrs.\", \"fname\": \"Rosalind\", \"lname\": \"Jesswood\", \"DOB\": \"1990-09-09\", \"sex\": \"Female\", \"street\": \"363 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0187\", \"email\": \"rosalind.jesswood.1@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rosalind Langby (47)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Mateo"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd769-f58c-4168-8af7-590ec4168e14\", \"pid\": 19, \"title\": \"Ms.\", \"fname\": \"Mateo\", \"lname\": \"Ellwick\", \"DOB\": \"1997-08-16\", \"sex\": \"Female\", \"street\": \"249 BEACON TERRACE STATION\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0118\", \"email\": \"mateo.ellwick.7@example.invalid\"}, {\"uuid\": \"a30fd88d-e6db-41dc-9a97-7e1e27298d0c\", \"pid\": 27, \"title\": \"Ms.\", \"fname\": \"Mateo\", \"lname\": \"Langridge\", \"DOB\": \"1951-01-01\", \"sex\": \"Female\", \"street\": \"411 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0155\", \"email\": \"mateo.langridge.16@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Mateo"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Jesswood"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1950-04-21"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rosalind Langby (47)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Mateo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1950-04-21\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "4 Quarry Hill Drive"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0111"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "mateo.jesswood.40@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jesswood"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rosalind Langby (47)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Mateo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1950-04-21\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema",
+   "[{\"uuid\": \"a30fd67f-a0ef-4d19-81bc-68714bd0b119\", \"pid\": 13, \"title\": \"Mrs.\", \"fname\": \"Rosalind\", \"lname\": \"Jesswood\", \"DOB\": \"1990-09-09\", \"sex\": \"Female\", \"street\": \"363 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0187\", \"email\": \"rosalind.jesswood.1@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Mateo",
+     "lname": "Jesswood"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fdbcc-1b03-40ad-9b80-ab05f97e572a\", \"pid\": 48, \"title\": \"Mrs.\", \"fname\": \"Mateo\", \"lname\": \"Jesswood\", \"DOB\": \"1950-04-21\", \"sex\": \"Female\", \"street\": \"4 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0111\", \"email\": \"mateo.jesswood.40@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched. Created one chart for Mateo Jesswood (pid 48) and confirmed it with a search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00041/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00041/trace.json
new file mode 100644
index 000000000..817f4f6a9
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00041/trace.json
@@ -0,0 +1,217 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Ines",
+     "lname": "Norwell"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Mateo Jesswood (48)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Norwell"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Ines"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Norwell"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1966-07-13"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Mateo Jesswood (48)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ines\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Norwell\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1966-07-13\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\","
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "121 Quarry Hill Drive"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0184"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "ines.norwell.41@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Mateo Jesswood (48)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ines\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Norwell\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1966-07-13\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\","
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Norwell"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fdbf8-d437-4837-99b7-40eccfca29ec\", \"pid\": 49, \"title\": \"Ms.\", \"fname\": \"Ines\", \"lname\": \"Norwell\", \"DOB\": \"1966-07-13\", \"sex\": \"Female\", \"street\": \"121 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0184\", \"email\": \"ines.norwell.41@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found for Ines Norwell. I created one new chart (pid 49) and confirmed it by search. Its values match the referral."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00042/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00042/trace.json
new file mode 100644
index 000000000..4b0540ddf
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00042/trace.json
@@ -0,0 +1,231 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Norley"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Ines Norwell (49)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": "
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Anouk"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1998-03-10"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd7ec-f1ed-4694-8a54-b854309aa279\", \"pid\": 23, \"title\": \"Mr.\", \"fname\": \"Anouk\", \"lname\": \"Langstead\", \"DOB\": \"1979-06-03\", \"sex\": \"Male\", \"street\": \"114 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0160\", \"email\": \"anouk.langstead.12@example.invalid\"}]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Anouk"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Norley"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1998-03-10"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Ines Norwell (49)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Anouk\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Norley\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1998-03-10\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \"op"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "372 Lantern Court Ferry"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0191"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "anouk.norley.42@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Ines Norwell (49)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Anouk\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Norley\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1998-03-10\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \"op"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Norley"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fdc24-90ce-48c2-9cd5-34841064a50b\", \"pid\": 50, \"title\": \"Mr.\", \"fname\": \"Anouk\", \"lname\": \"Norley\", \"DOB\": \"1998-03-10\", \"sex\": \"Male\", \"street\": \"372 LANTERN COURT FERRY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0191\", \"email\": \"anouk.norley.42@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched. Created one chart for Anouk Norley (pid 50) and confirmed it with a search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00043/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00043/trace.json
new file mode 100644
index 000000000..672457cee
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00043/trace.json
@@ -0,0 +1,286 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Oakbrook"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Anouk Norley (50)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": "
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Dalia"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "2002-09-19"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Dalia"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Oakbrook"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "2002-09-19"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Anouk Norley (50)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Dalia\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Oakbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"2002-09-19\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\","
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "429 Willow Bend Road"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0110"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "dalia.oakbrook.43@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Oakbrook"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Anouk Norley (50)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Dalia\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Oakbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"2002-09-19\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\",",
+   "[]"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Oakbrook"
+    }
+   }
+  ],
+  "results": [
+   "[]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Anouk Norley (50)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Dalia\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Oakbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"2002-09-19\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\","
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Oakbrook"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[]"
+  ]
+ },
+ {
+  "turn": 10,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Anouk Norley (50)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Dalia\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Oakbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"2002-09-19\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Female\","
+  ]
+ },
+ {
+  "turn": 11,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "I found no existing chart for Dalia Oakbrook, so I filled in the form and clicked \"Save new patient\". I clicked it twice, and the second click was the one allowed retry. After both clicks the confirmation popup was still open, and the patient search by last name still returned nothing. I couldn't confirm that a chart exists, so I stopped to avoid creating duplicates. Someone should check the OpenEMR page manually."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00044/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00044/trace.json
new file mode 100644
index 000000000..52a590663
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00044/trace.json
@@ -0,0 +1,35 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ashbrook"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd8ff-868b-484b-ba40-4bf914ac21b8\", \"pid\": 30, \"title\": \"Mr.\", \"fname\": \"Fergus\", \"lname\": \"Ashbrook\", \"DOB\": \"1958-10-01\", \"sex\": \"Male\", \"street\": \"399 LANTERN COURT FERRY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0118\", \"email\": \"fergus.ashbrook.19@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Anouk Norley (50)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": "
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "Fergus Ashbrook (DOB 1958-10-01, same address) already has a chart (pid 30). I did not create a duplicate."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00045/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00045/trace.json
new file mode 100644
index 000000000..884d7396b
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00045/trace.json
@@ -0,0 +1,35 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Galwick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd65c-bea0-4d07-9629-9c7e57a7451e\", \"pid\": 5, \"title\": \"Ms.\", \"fname\": \"Gideon\", \"lname\": \"Galwick\", \"DOB\": \"1959-06-04\", \"sex\": \"Female\", \"street\": \"282 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0179\", \"email\": \"gideon.galwick.9004@example.invalid\"}, {\"uuid\": \"a30fd65e-2c30-4a2d-a4d6-d747c1c7bebf\", \"pid\": 7, \"title\": \"Mrs.\", \"fname\": \"Yuki\", \"lname\": \"Galwick\", \"DOB\": \"1945-10-10\", \"sex\": \"Female\", \"street\": \"270 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0193\", \"email\": \"yuki.galwick.9006@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Anouk Norley (50)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": "
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "Gideon Galwick, DOB 1959-06-04, already has a chart (pid 5) with the same address. I did not create a new chart."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00046/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00046/trace.json
new file mode 100644
index 000000000..c192e2abe
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00046/trace.json
@@ -0,0 +1,232 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Odile",
+     "lname": "Hartgate"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"10\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"11\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"12\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"13\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"14\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"15\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"16\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Female\", \"Male\", \"Unknown\"]}, {\"ref\": \"21\", \"id\": \"form_gender_identity\", \"label\": \"Gender Identity\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Identifies as Male\", \"Identifies as Female\", \"Female-to-Male (FTM)/Transgender Male/Trans Man\", \"Male-to-Fema"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1998-07-03"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Hartgate"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "10",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "11",
+     "value": "Odile"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "13",
+     "value": "Hartgate"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "19",
+     "value": "1998-07-03"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "20",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "37"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"10\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"11\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Odile\"}, {\"ref\": \"12\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"13\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Hartgate\"}, {\"ref\": \"14\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"15\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"16\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1998-07-03\"}, {\"ref\": \"20\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \"options\": [\"Unassigned\", \"Female\", \"Male\", \"Unknown\"]}, {\"ref\": \"21\", \"id\": \"form_gender_identity\", \"label\": \"Gender Identity\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Identifies as Male\", \"Identifies as Female\", \"Female-to-Male (FTM)/Transgender Male/Trans Man\", \"Ma"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "35",
+     "value": "247 Beacon Terrace Station"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "37",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "38",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "39",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "555-0178"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "48",
+     "value": "odile.hartgate.46@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "63"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"10\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"11\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Odile\"}, {\"ref\": \"12\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"13\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Hartgate\"}, {\"ref\": \"14\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"15\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"16\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1998-07-03\"}, {\"ref\": \"20\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \"options\": [\"Unassigned\", \"Female\", \"Male\", \"Unknown\"]}, {\"ref\": \"21\", \"id\": \"form_gender_identity\", \"label\": \"Gender Identity\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Identifies as Male\", \"Identifies as Female\", \"Female-to-Male (FTM)/Transgender Male/Trans Man\", \"Ma"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "64"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Hartgate"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fdced-6b68-4496-b778-d2fb7007780a\", \"pid\": 52, \"title\": \"Mr.\", \"fname\": \"Odile\", \"lname\": \"Hartgate\", \"DOB\": \"1998-07-03\", \"sex\": \"Male\", \"street\": \"247 BEACON TERRACE STATION\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0178\", \"email\": \"odile.hartgate.46@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart found before saving. Created one chart for Odile Hartgate (pid 52) and confirmed it with a search afterward."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00047/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00047/trace.json
new file mode 100644
index 000000000..8f364e41d
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00047/trace.json
@@ -0,0 +1,231 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Caldbrook"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Odile Hartgate (52)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\""
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Rafael"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Ms."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Rafael"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Caldbrook"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1977-05-21"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd720-e623-41f0-9759-c2e2afe3d9e3\", \"pid\": 17, \"title\": \"Ms.\", \"fname\": \"Rafael\", \"lname\": \"Caldley\", \"DOB\": \"1943-01-24\", \"sex\": \"Female\", \"street\": \"176 WILLOW BEND ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0100\", \"email\": \"rafael.caldley.5@example.invalid\"}, {\"uuid\": \"a30fd835-e43f-4189-b8ed-d2a6db6bcbfb\", \"pid\": 25, \"title\": \"Mrs.\", \"fname\": \"Rafael\", \"lname\": \"Quenley\", \"DOB\": \"1990-11-11\", \"sex\": \"Female\", \"street\": \"46 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0151\", \"email\": \"rafael.quenley.14@example.invalid\"}, {\"uuid\": \"a30fd8b2-3027-41b4-8b2e-b703664f7dbb\", \"pid\": 28, \"title\": \"Mrs.\", \"fname\": \"Rafael\", \"lname\": \"Hartton\", \"DOB\": \"1967-04-10\", \"sex\": \"Female\", \"street\": \"258 STREET CEDAR ROW\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0133\", \"email\": \"rafael.hartton.17@example.invalid\"}]",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Odile Hartgate (52)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rafael\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Caldbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1977-05-21\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "382 Beacon Terrace Station"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0101"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "rafael.caldbrook.47@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Caldbrook"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Odile Hartgate (52)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Ms.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Rafael\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Caldbrook\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1977-05-21\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fema",
+   "[]"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Caldbrook"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fdd10-2103-404b-8598-042862ae540e\", \"pid\": 53, \"title\": \"Ms.\", \"fname\": \"Rafael\", \"lname\": \"Caldbrook\", \"DOB\": \"1977-05-21\", \"sex\": \"Female\", \"street\": \"382 BEACON TERRACE STATION\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0101\", \"email\": \"rafael.caldbrook.47@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart matched; created one chart (pid 53) for Rafael Caldbrook, DOB 1977-05-21, and confirmed it by search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00048/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00048/trace.json
new file mode 100644
index 000000000..19ee82f89
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00048/trace.json
@@ -0,0 +1,209 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jesswick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Caldbrook (53)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"option"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Leilani"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Jesswick"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1962-11-16"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Caldbrook (53)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Leilani\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1962-11-16\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"F"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "150 Beacon Terrace Station"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0159"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "leilani.jesswick.48@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Rafael Caldbrook (53)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Leilani\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1962-11-16\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"F"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jesswick"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[{\"uuid\": \"a30fdd35-60ae-4923-8532-e28574084eba\", \"pid\": 54, \"title\": \"Mrs.\", \"fname\": \"Leilani\", \"lname\": \"Jesswick\", \"DOB\": \"1962-11-16\", \"sex\": \"Female\", \"street\": \"150 BEACON TERRACE STATION\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0159\", \"email\": \"leilani.jesswick.48@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "SAVED",
+     "reason": "No existing chart was found. I created one new chart for Leilani Jesswick (pid 54) and confirmed it by search."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00049/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00049/trace.json
new file mode 100644
index 000000000..59794e5e9
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00049/trace.json
@@ -0,0 +1,294 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Stanstead"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"option"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Tomas"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1974-02-16"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mrs."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Tomas"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Stanstead"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1974-02-16"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Female"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Tomas\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Stanstead\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1974-02-16\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fe"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "40",
+     "value": "10 Beacon Terrace Station"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "42",
+     "value": "Exampleton"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "43",
+     "value": "Massachusetts"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "44",
+     "value": "02139"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "45",
+     "value": "USA"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "50",
+     "value": "555-0109"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "53",
+     "value": "tomas.stanstead.49@example.invalid"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "68"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Stanstead"
+    }
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Tomas\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Stanstead\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1974-02-16\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fe",
+   "[]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Stanstead"
+    }
+   }
+  ],
+  "results": [
+   "[]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Tomas\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Stanstead\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1974-02-16\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fe"
+  ]
+ },
+ {
+  "turn": 10,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "69"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Stanstead"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[]"
+  ]
+ },
+ {
+  "turn": 11,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mrs.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Tomas\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Stanstead\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1974-02-16\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Fe"
+  ]
+ },
+ {
+  "turn": 12,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "I found no existing chart for Stanstead, Tomas, or DOB 1974-02-16, and the referral had a date of birth. I filled in the form and clicked \"Save new patient\" in the confirmation dialog. I clicked it a second time as the one allowed retry. After both clicks the dialog and form were still on screen, and find_patients for Stanstead returned nothing. No chart exists, so I stopped to avoid creating duplicates."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00050/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00050/trace.json
new file mode 100644
index 000000000..50b68ef5b
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00050/trace.json
@@ -0,0 +1,271 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Jesswick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fdd35-60ae-4923-8532-e28574084eba\", \"pid\": 54, \"title\": \"Mrs.\", \"fname\": \"Leilani\", \"lname\": \"Jesswick\", \"DOB\": \"1962-11-16\", \"sex\": \"Female\", \"street\": \"150 BEACON TERRACE STATION\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0159\", \"email\": \"leilani.jesswick.48@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"option"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Oren"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd65e-e05f-4dfb-9f11-7bb9d030d143\", \"pid\": 8, \"title\": \"Ms.\", \"fname\": \"Oren\", \"lname\": \"Jessmere\", \"DOB\": \"1950-09-14\", \"sex\": \"Female\", \"street\": \"86 AVENUE MILL ROAD\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0162\", \"email\": \"oren.jessmere.9007@example.invalid\"}, {\"uuid\": \"a30fd987-bd95-4247-b117-ea35373b4584\", \"pid\": 33, \"title\": \"Mrs.\", \"fname\": \"Soren\", \"lname\": \"Thornford\", \"DOB\": \"1992-03-14\", \"sex\": \"Female\", \"street\": \"64 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0140\", \"email\": \"soren.thornford.23@example.invalid\"}, {\"uuid\": \"a30fdb4f-00b8-4d80-9ea1-55aa8ad2a694\", \"pid\": 45, \"title\": \"Mrs.\", \"fname\": \"Soren\", \"lname\": \"Oakcombe\", \"DOB\": \"1942-02-22\", \"sex\": \"Female\", \"street\": \"432 ORCHARD LANE HARBOR\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0176\", \"email\": \"soren.oakcombe.37@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Oren"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Jesswick"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1961-04-03"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"42\\\"]\").first\n    - locator resolved to <button data-ar=\"42\" type=\"button\" aria-controls=\"2\" data-target=\"#div_2\" aria-expanded=\"true\" data-toggle=\"collapse\" class=\"btn btn-link btn-block text-light text-left\">Contact</button>\n  - attempting click action\n    - waiting for element to be visible, enabled an"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Oren\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1961-04-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\""
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click_text",
+    "input": {
+     "text": "Contact"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: \"no visible element with the text 'Contact'\"",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Oren\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1961-04-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\""
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "51"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Oren\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1961-04-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\""
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"42\\\"]\").first\n    - locator resolved to <button data-ar=\"42\" type=\"button\" aria-controls=\"2\" data-target=\"#div_2\" aria-expanded=\"true\" data-toggle=\"collapse\" class=\"btn btn-link btn-block text-light text-left\">Contact</button>\n  - attempting click action\n    - waiting for element to be visible, enabled an",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Oren\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1961-04-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\""
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "40"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"40\\\"]\").first\n    - locator resolved to <button data-ar=\"40\" type=\"button\" aria-controls=\"1\" data-target=\"#div_1\" aria-expanded=\"true\" data-toggle=\"collapse\" class=\"btn btn-link btn-block text-light text-left\">Who</button>\n  - attempting click action\n    2 \u00d7 waiting for element to be visible, enabled and ",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Oren\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1961-04-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\""
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click_text",
+    "input": {
+     "text": "Cancel"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"42\\\"]\").first\n    - locator resolved to <button data-ar=\"42\" type=\"button\" aria-controls=\"2\" data-target=\"#div_2\" aria-expanded=\"true\" data-toggle=\"collapse\" class=\"btn btn-link btn-block text-light text-left\">Contact</button>\n  - attempting click action\n    2 \u00d7 waiting for element to be visible, enabled "
+  ]
+ },
+ {
+  "turn": 10,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "2"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"2\\\"]\").first\n    - locator resolved to <div data-ar=\"2\" role=\"button\" aria-haspopup=\"true\" aria-expanded=\"false\" data-bind=\"text:label\" data-toggle=\"dropdown\" class=\"menuLabel px-1 dropdown-toggle oe-dropdown-toggle\">Patient</div>\n  - attempting click action\n    2 \u00d7 waiting for element to be visible, enab",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Oren\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Jesswick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1961-04-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\""
+  ]
+ },
+ {
+  "turn": 11,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "49"
+    }
+   }
+  ],
+  "results": [
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"49\\\"]\").first\n    - locator resolved to <button id=\"create\" data-ar=\"49\" type=\"button\" name=\"create\" value=\"Create New Patient\" class=\"btn btn-primary btn-save\">\u21b5                        Create New Patient      \u2026</button>\n  - attempting click action\n    2 \u00d7 waiting for element to be visible, enabled and st"
+  ]
+ },
+ {
+  "turn": 12,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Oren",
+     "lname": "Jesswick"
+    }
+   }
+  ],
+  "results": [
+   "[]"
+  ]
+ },
+ {
+  "turn": 13,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "No existing chart matched Oren Jesswick. The only other Jesswick is Leilani, a different person. I filled in name, title, DOB and sex. After that the OpenEMR page stopped responding. The Contact section, Create button and menus all timed out as not visible, so I couldn't enter the address and phone or save. A final search shows no chart for Oren Jesswick, so no chart was created."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00051/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00051/trace.json
new file mode 100644
index 000000000..3de6b02f9
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00051/trace.json
@@ -0,0 +1,244 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Ola",
+     "lname": "Ellwood"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"option"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Ola"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Ellwood"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1949-12-12"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"42\\\"]\").first\n    - locator resolved to <button data-ar=\"42\" type=\"button\" aria-controls=\"2\" data-target=\"#div_2\" aria-expanded=\"true\" data-toggle=\"collapse\" class=\"btn btn-link btn-block text-light text-left\">Contact</button>\n  - attempting click action\n    - waiting for element to be visible, enabled an"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1949-12-12\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click_text",
+    "input": {
+     "text": "Contact"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: \"no visible element with the text 'Contact'\"",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1949-12-12\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "49"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"49\\\"]\").first\n    - locator resolved to <button id=\"create\" data-ar=\"49\" type=\"button\" name=\"create\" value=\"Create New Patient\" class=\"btn btn-primary btn-save\">\u21b5                        Create New Patient      \u2026</button>\n  - attempting click action\n    2 \u00d7 waiting for element to be visible, enabled and st",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1949-12-12\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ellwood"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1949-12-12"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Ola"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Ola",
+     "lname": "Elwood"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "51"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1949-12-12\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"42\\\"]\").first\n    - locator resolved to <button data-ar=\"42\" type=\"button\" aria-controls=\"2\" data-target=\"#div_2\" aria-expanded=\"true\" data-toggle=\"collapse\" class=\"btn btn-link btn-block text-light text-left\">Contact</button>\n  - attempting click action\n    - waiting for element to be visible, enabled an"
+  ]
+ },
+ {
+  "turn": 10,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "51"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ellwood\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1949-12-12\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 11,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "I didn't create a chart. The referral has a date of birth, and find_patients found no existing chart for Ola Ellwood, including the \"Elwood\" spelling and the 1949-12-12 date of birth. I filled in title, name, date of birth and sex. A \"Save new patient\" / \"Cancel\" dialog then stayed on screen and blocked the rest of the form. The Contact section, which holds the address, phone and email, couldn't be reached. Cancel did nothing. I didn't click \"Save new patient\", because that would have created a chart without the address, phone and email. Someone needs to clear the dialog and finish the form by hand."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00052/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00052/trace.json
new file mode 100644
index 000000000..eb3ce8605
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00052/trace.json
@@ -0,0 +1,35 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Quenridge"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd65d-71e2-4828-977b-b5f0684c0a2c\", \"pid\": 6, \"title\": \"Mr.\", \"fname\": \"Odile\", \"lname\": \"Quenridge\", \"DOB\": \"1975-08-19\", \"sex\": \"Male\", \"street\": \"474 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0138\", \"email\": \"odile.quenridge.9005@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"option"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "Odile Quenridge, DOB 1975-08-19, at 474 WAY already has a chart (pid 6). I did not create a duplicate."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00053/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00053/trace.json
new file mode 100644
index 000000000..62901d30a
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00053/trace.json
@@ -0,0 +1,241 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Bo",
+     "lname": "Ashby"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"option"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Bo"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Ashby"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1978-07-04"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"42\\\"]\").first\n    - locator resolved to <button data-ar=\"42\" type=\"button\" aria-controls=\"2\" data-target=\"#div_2\" aria-expanded=\"true\" data-toggle=\"collapse\" class=\"btn btn-link btn-block text-light text-left\">Contact</button>\n  - attempting click action\n    - waiting for element to be visible, enabled an"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Bo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ashby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1978-07-04\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \"op"
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click_text",
+    "input": {
+     "text": "Contact"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: \"no visible element with the text 'Contact'\"",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Bo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ashby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1978-07-04\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \"op"
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "40"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"40\\\"]\").first\n    - locator resolved to <button data-ar=\"40\" type=\"button\" aria-controls=\"1\" data-target=\"#div_1\" aria-expanded=\"true\" data-toggle=\"collapse\" class=\"btn btn-link btn-block text-light text-left\">Who</button>\n  - attempting click action\n    2 \u00d7 waiting for element to be visible, enabled and ",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Bo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ashby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1978-07-04\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \"op"
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "51"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Bo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ashby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1978-07-04\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \"op"
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "49"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"49\\\"]\").first\n    - locator resolved to <button id=\"create\" data-ar=\"49\" type=\"button\" name=\"create\" value=\"Create New Patient\" class=\"btn btn-primary btn-save\">\u21b5                        Create New Patient      \u2026</button>\n  - attempting click action\n    2 \u00d7 waiting for element to be visible, enabled and st",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Bo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ashby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1978-07-04\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \"op"
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Ashby"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "DOB": "1978-07-04"
+    }
+   }
+  ],
+  "results": [
+   "[]",
+   "[]"
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click_text",
+    "input": {
+     "text": "Cancel"
+    }
+   },
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Bo"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "[]"
+  ]
+ },
+ {
+  "turn": 10,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Bo\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Ashby\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1978-07-04\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", \"op"
+  ]
+ },
+ {
+  "turn": 11,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "I didn't create a chart. find_patients found no existing chart for Bo Ashby, last name Ashby, or DOB 1978-07-04. I filled in title, name, DOB and sex. After that, a \"Save new patient\" popup covered the form and wouldn't close. The Contact section wasn't reachable, so I couldn't enter the address, ZIP, email or country. I didn't save, because the chart would have been missing those values. The popup showed no text, so I don't know whether it was a duplicate warning. No chart was created."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00054/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00054/trace.json
new file mode 100644
index 000000000..e9ffd0bde
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00054/trace.json
@@ -0,0 +1,233 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "lname": "Galwick"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fd65c-bea0-4d07-9629-9c7e57a7451e\", \"pid\": 5, \"title\": \"Ms.\", \"fname\": \"Gideon\", \"lname\": \"Galwick\", \"DOB\": \"1959-06-04\", \"sex\": \"Female\", \"street\": \"282 QUARRY HILL DRIVE\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0179\", \"email\": \"gideon.galwick.9004@example.invalid\"}, {\"uuid\": \"a30fd65e-2c30-4a2d-a4d6-d747c1c7bebf\", \"pid\": 7, \"title\": \"Mrs.\", \"fname\": \"Yuki\", \"lname\": \"Galwick\", \"DOB\": \"1945-10-10\", \"sex\": \"Female\", \"street\": \"270 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0193\", \"email\": \"yuki.galwick.9006@example.invalid\"}]",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Unassigned\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Unassigned\", \"option"
+  ]
+ },
+ {
+  "turn": 2,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "15",
+     "value": "Mr."
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "16",
+     "value": "Ola"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "18",
+     "value": "Galwick"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "24",
+     "value": "1984-10-03"
+    }
+   },
+   {
+    "name": "set_field",
+    "input": {
+     "ref": "25",
+     "value": "Male"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "42"
+    }
+   }
+  ],
+  "results": [
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "ok",
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"42\\\"]\").first\n    - locator resolved to <button data-ar=\"42\" type=\"button\" aria-controls=\"2\" data-target=\"#div_2\" aria-expanded=\"true\" data-toggle=\"collapse\" class=\"btn btn-link btn-block text-light text-left\">Contact</button>\n  - attempting click action\n    - waiting for element to be visible, enabled an"
+  ]
+ },
+ {
+  "turn": 3,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Galwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1984-10-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 4,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click_text",
+    "input": {
+     "text": "Contact"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: \"no visible element with the text 'Contact'\"",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Galwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1984-10-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 5,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "51"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Galwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1984-10-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 6,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "48"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"48\\\"]\").first\n    - locator resolved to <button id=\"search\" data-ar=\"48\" type=\"button\" value=\"Search\" class=\"btn btn-secondary btn-search\">\u21b5                            Search              \u2026</button>\n  - attempting click action\n    2 \u00d7 waiting for element to be visible, enabled and stable\n      - element i",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Galwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1984-10-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 7,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click_text",
+    "input": {
+     "text": "Cancel"
+    }
+   },
+   {
+    "name": "click_text",
+    "input": {
+     "text": "Contact"
+    }
+   }
+  ],
+  "results": [
+   "clicked; call read_screen to see the result",
+   "Error: \"no visible element with the text 'Contact'\""
+  ]
+ },
+ {
+  "turn": 8,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Galwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1984-10-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 9,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "49"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ],
+  "results": [
+   "Error: Locator.click: Timeout 15000ms exceeded.\nCall log:\n  - waiting for locator(\"[data-ar=\\\"49\\\"]\").first\n    - locator resolved to <button id=\"create\" data-ar=\"49\" type=\"button\" name=\"create\" value=\"Create New Patient\" class=\"btn btn-primary btn-save\">\u21b5                        Create New Patient      \u2026</button>\n  - attempting click action\n    2 \u00d7 waiting for element to be visible, enabled and st",
+   "{\"frames\": [{\"frame\": \"main.php\", \"controls\": [{\"ref\": \"1\", \"id\": \"anySearchBox\", \"label\": \"Search by any demographics\", \"type\": \"text\", \"value\": \"\"}], \"buttons\": [{\"ref\": \"2\", \"text\": \"Patient\", \"id\": null}, {\"ref\": \"3\", \"text\": \"Fees\", \"id\": null}, {\"ref\": \"4\", \"text\": \"Modules\", \"id\": null}, {\"ref\": \"5\", \"text\": \"Procedures\", \"id\": null}, {\"ref\": \"6\", \"text\": \"Admin\", \"id\": null}, {\"ref\": \"7\", \"text\": \"Reports\", \"id\": null}, {\"ref\": \"8\", \"text\": \"Miscellaneous\", \"id\": null}, {\"ref\": \"9\", \"text\": \"Popups\", \"id\": null}, {\"ref\": \"10\", \"text\": \"Leilani Jesswick (54)\", \"id\": null}, {\"ref\": \"11\", \"text\": \"Close Patient Chart\", \"id\": null}, {\"ref\": \"12\", \"text\": \"Visit History\", \"id\": null}, {\"ref\": \"13\", \"text\": \"Select Encounter\\u00a0 (0)\", \"id\": \"pastEncounters\"}, {\"ref\": \"14\", \"text\": \"New Encounter\", \"id\": null}]}, {\"frame\": \"new_comprehensive.php\", \"controls\": [{\"ref\": \"15\", \"id\": \"form_title\", \"label\": \"Title\", \"type\": \"select\", \"value\": \"Mr.\", \"options\": [\"Unassigned\", \"Mr.\", \"Mrs.\", \"Ms.\", \"Dr.\"]}, {\"ref\": \"16\", \"id\": \"form_fname\", \"label\": \"First Name\", \"type\": \"text\", \"value\": \"Ola\"}, {\"ref\": \"17\", \"id\": \"form_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"18\", \"id\": \"form_lname\", \"label\": \"Last Name\", \"type\": \"text\", \"value\": \"Galwick\"}, {\"ref\": \"19\", \"id\": \"form_suffix\", \"label\": \"Name Suffix\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"20\", \"id\": \"form_preferred_name\", \"label\": \"Patient preferred name or name patient is commonly known.\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"21\", \"id\": \"form_birth_fname\", \"label\": \"Birth First Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"22\", \"id\": \"form_birth_mname\", \"label\": \"Middle Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"23\", \"id\": \"form_birth_lname\", \"label\": \"Birth Last Name\", \"type\": \"text\", \"value\": \"\"}, {\"ref\": \"24\", \"id\": \"form_DOB\", \"label\": \"Date of Birth\", \"type\": \"text\", \"value\": \"1984-10-03\"}, {\"ref\": \"25\", \"id\": \"form_sex\", \"label\": \"Birth Sex\", \"type\": \"select\", \"value\": \"Male\", "
+  ]
+ },
+ {
+  "turn": 10,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "find_patients",
+    "input": {
+     "fname": "Ola"
+    }
+   }
+  ],
+  "results": [
+   "[{\"uuid\": \"a30fded8-bab6-4837-b519-6c2a90dcab80\", \"pid\": 57, \"title\": \"Mr.\", \"fname\": \"Ola\", \"lname\": \"Ellwood\", \"DOB\": \"1949-12-12\", \"sex\": \"Male\", \"street\": \"120 WAY\", \"city\": \"EXAMPLETON\", \"state\": \"MA\", \"postal_code\": \"02139\", \"phone_home\": \"555-0150\", \"email\": \"ola.ellwood.51@example.invalid\"}]"
+  ]
+ },
+ {
+  "turn": 11,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "I didn't create a chart. No chart for Ola Galwick, DOB 1984-10-03, exists. The registration form is stuck behind a \"Save new patient\" popup that Cancel doesn't close. The Contact section, which holds the address, phone and email, can't be opened or filled in. Saving now would create a chart without the address, phone and email. I entered only title, name, DOB and sex."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00055/trace.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00055/trace.json
new file mode 100644
index 000000000..270af8ee9
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/arms/agent_tools/agent_tools/ref-00055/trace.json
@@ -0,0 +1,15 @@
+[
+ {
+  "turn": 1,
+  "stop": "tool_use",
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "result": "NOT SAVED",
+     "reason": "The referral for Farida Jessstead has no date of birth. No chart was created. The referral goes back to the sender."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/ledger.jsonl b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/ledger.jsonl
new file mode 100644
index 000000000..b0ccf4087
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/agent_tools/ledger.jsonl
@@ -0,0 +1,77 @@
+{"app": {"api_url": "https://127.0.0.1:9440", "app": "openemr", "baseline_sha256": "b382d5bfd52cc801ebead6ac9e51b2c7c512f0809278a5c1ac25475baef45d8d", "images": {"mariadb": "mariadb:11.8@sha256:efb4959ef2c835cd735dbc388eb9ad6aab0c78dd64febcd51bc17481111890c4", "openemr": "openemr/openemr:8.0.0.3@sha256:0aa4d3d52b22fa69986c087e7c99e9854d8dfd70440634eb7c8af0e08f19f3ab"}, "project": "openadapt-openemr-baselines", "ui_url": "http://127.0.0.1:9441", "version": "8.0.0.3"}, "arm": "", "cost_model": {"admit_s": 300.0, "approval_s": 20.0, "calibration": "No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).", "compile_review_s": 600.0, "interrupt_s": 30.0, "manual_entry_s": 180.0, "question_s": 60.0, "reconcile_s": 120.0, "repair_review_s": 120.0, "stop_s": 90.0, "teach_prep_s": 300.0, "version": "lifecycle-cost/2026-10-20.1"}, "days": 10, "engine_commit": "1f5079c3a1b358ddda08d14dd86535c98a255b1c", "items": 55, "prices_as_of": "2026-10-20", "protocol": "lifecycle/2026-10-20.1", "seed": 7, "spend_before_usd": 2.091785, "spend_cap_usd": 30.0, "t": 1792884155.306, "type": "run_start", "workload": "lifecycle-workload/2026-10-24.1"}
+{"arm": "agent_tools", "arm_spec": "lifecycle.arms.compare:guarded", "describe": {"arm": "agent_tools", "effort": "medium", "item_budget_usd": 0.5, "kind": "agent with structured tools and record read-back", "max_turns_per_item": 40, "model": "claude-sonnet-5-5", "prices_as_of": "2026-10-20", "reads_record": "OpenEMR REST patient search (clerk's API access)", "sees": "DOM and accessibility view of every frame; dialog text", "tools": ["read_screen", "set_field", "click", "click_text", "find_patients", "finish"]}, "existing_ids": ["1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12"], "interface": "lifecycle-arm/1", "options": {"_inner": "lifecycle.arms.agent_tools:factory", "effort": "medium", "item_budget_usd": 0.5, "model": "claude-sonnet-5-5"}, "t": 1792884165.713, "type": "arm_start"}
+{"arm": "agent_tools", "attended_s": 0.0, "cost_usd": 0.0, "detail": {"note": "the shared SOP plus five tool wrappers (this file); engineering time to build the tools is reported in the report's setup table, not here"}, "model_calls": 0, "phase": "write_procedure_and_tools", "stage": "setup", "t": 1792884166.939, "type": "phase", "wall_s": 1.23}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.038862, "day": 0, "detail": {"compute_usd": 0.001137, "cost_usd": 0.038862, "model_calls": 5, "setup_s": 0.47, "signed_in_again": false, "turns": 5, "usage": [{"cache_read": 27515, "cache_write": 7918, "calls": 5, "input": 12, "model": "claude-sonnet-5-5", "output": 1354, "usd": 0.038862}]}, "drift_active": [], "evidence": "agent_tools/ref-00001", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 21.29, "injected": [], "item_id": "ref-00001", "load_1m": 6.0, "load_1m_end": 5.4, "model_calls": 5, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["13"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found beforehand; created one chart for Rosalind Jesswood (pid 13), confirmed by search.", "seq": 1, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792884188.336, "type": "item_result", "wall_s": 20.47}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.047741, "day": 0, "detail": {"compute_usd": 0.001333, "cost_usd": 0.047741, "model_calls": 7, "setup_s": 0.18, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 42460, "cache_write": 8735, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1738, "usd": 0.047741}]}, "drift_active": [], "evidence": "agent_tools/ref-00002", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 24.51, "injected": [], "item_id": "ref-00002", "load_1m": 5.4, "load_1m_end": 5.2, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["14"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart for Bram Fairwick (DOB 1957-03-08) was found before saving. Exactly one new chart now exists (pid 14) with the referral's values. The only other Fairwick is Ana Fairwick, a different patient.", "seq": 2, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 1}, "t": 1792884212.949, "type": "item_result", "wall_s": 24.0}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.057917, "day": 0, "detail": {"compute_usd": 0.001517, "cost_usd": 0.057917, "model_calls": 9, "setup_s": 0.18, "signed_in_again": false, "turns": 9, "usage": [{"cache_read": 55297, "cache_write": 12459, "calls": 9, "input": 20, "model": "claude-sonnet-5-5", "output": 1567, "usd": 0.057917}]}, "drift_active": [], "evidence": "agent_tools/ref-00003", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 27.84, "injected": [], "item_id": "ref-00003", "load_1m": 5.2, "load_1m_end": 4.8, "model_calls": 9, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["15"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found. Created one chart for Liesel Iversridge (pid 15) and confirmed it with a search.", "seq": 3, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884240.88, "type": "item_result", "wall_s": 27.31}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.0528, "day": 0, "detail": {"compute_usd": 0.001479, "cost_usd": 0.0528, "model_calls": 7, "setup_s": 0.18, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 38727, "cache_write": 12301, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1427, "usd": 0.0528}]}, "drift_active": [], "evidence": "agent_tools/ref-00004", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 27.14, "injected": [], "item_id": "ref-00004", "load_1m": 4.8, "load_1m_end": 4.2, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["16"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found; created one chart for Fergus Birchmere (pid 16), confirmed via search.", "seq": 4, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884268.115, "type": "item_result", "wall_s": 26.62}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.057038, "day": 0, "detail": {"compute_usd": 0.001488, "cost_usd": 0.057038, "model_calls": 9, "setup_s": 0.18, "signed_in_again": false, "turns": 9, "usage": [{"cache_read": 61541, "cache_write": 12140, "calls": 9, "input": 20, "model": "claude-sonnet-5-5", "output": 1434, "usd": 0.057038}]}, "drift_active": [], "evidence": "agent_tools/ref-00005", "exception": "shared_dob", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 27.29, "injected": [], "item_id": "ref-00005", "load_1m": 4.2, "load_1m_end": 5.3, "model_calls": 9, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["17"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found; created one chart for Rafael Caldley (pid 17), confirmed via search.", "seq": 5, "shares_with_existing": {"DOB": 1, "fname": 0, "lname": 0}, "t": 1792884295.502, "type": "item_result", "wall_s": 26.78}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.052392, "day": 0, "detail": {"compute_usd": 0.001195, "cost_usd": 0.052392, "model_calls": 7, "setup_s": 0.18, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 38513, "cache_write": 12247, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1404, "usd": 0.052392}]}, "drift_active": [], "evidence": "agent_tools/ref-00006", "exception": "malformed_dob", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 22.15, "injected": [], "item_id": "ref-00006", "load_1m": 5.3, "load_1m_end": 5.2, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["18"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found; created one chart for Priya Marwell (pid 18) and confirmed it by search.", "seq": 6, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884317.748, "type": "item_result", "wall_s": 21.51}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.056215, "day": 1, "detail": {"compute_usd": 0.001319, "cost_usd": 0.056215, "model_calls": 8, "setup_s": 0.19, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 50295, "cache_write": 12364, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1521, "usd": 0.056215}]}, "drift_active": [], "evidence": "agent_tools/ref-00007", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 24.31, "injected": [], "item_id": "ref-00007", "load_1m": 5.3, "load_1m_end": 4.9, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["19"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart was found for Mateo Ellwick. I created one new chart (pid 19) and confirmed it with find_patients. The chart shows the referral's details. The street and city show in capitals in the chart.", "seq": 7, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884342.177, "type": "item_result", "wall_s": 23.74}
+{"action": "skip", "arm": "agent_tools", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00008", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: The referral for Bo Jessby has no date of birth. No chart was created, and the referral goes back to the sender.", "rule": "skip_no_chart_wanted", "seq": 8, "surface": "agent finish", "t": 1792884344.17, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.005076, "day": 1, "detail": {"compute_usd": 9.5e-05, "cost_usd": 0.005076, "model_calls": 1, "setup_s": 0.18, "signed_in_again": false, "turns": 1, "usage": [{"cache_read": 0, "cache_write": 1511, "calls": 1, "input": 4, "model": "claude-sonnet-5-5", "output": 129, "usd": 0.005076}]}, "drift_active": [], "evidence": "agent_tools/ref-00008", "exception": "missing_required", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 2.19, "injected": [], "item_id": "ref-00008", "load_1m": 4.9, "load_1m_end": 5.2, "model_calls": 1, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "RESULT: NOT SAVED: The referral for Bo Jessby has no date of birth. No chart was created, and the referral goes back to the sender.", "seq": 8, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884344.461, "type": "item_result", "wall_s": 1.72}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.049854, "day": 1, "detail": {"compute_usd": 0.001384, "cost_usd": 0.049854, "model_calls": 5, "setup_s": 0.01, "signed_in_again": false, "turns": 5, "usage": [{"cache_read": 25177, "cache_write": 12230, "calls": 5, "input": 12, "model": "claude-sonnet-5-5", "output": 1422, "usd": 0.049854}]}, "drift_active": [], "evidence": "agent_tools/ref-00009", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 25.35, "injected": [], "item_id": "ref-00009", "load_1m": 5.2, "load_1m_end": 5.0, "model_calls": 5, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["20"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No prior chart found; created one chart (pid 20) for Marcus Stanby, DOB 1946-12-28, and confirmed it by search.", "seq": 9, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884369.909, "type": "item_result", "wall_s": 24.91}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.052415, "day": 1, "detail": {"compute_usd": 0.001483, "cost_usd": 0.052415, "model_calls": 7, "setup_s": 0.18, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 38138, "cache_write": 12198, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1426, "usd": 0.052415}]}, "drift_active": [], "evidence": "agent_tools/ref-00010", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 27.25, "injected": [], "item_id": "ref-00010", "load_1m": 5.0, "load_1m_end": 5.8, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["21"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart was found for Stanwood. I created one chart for Kwame Stanwood (pid 21) and confirmed it with a second search. It shows DOB 1963-10-26, address, phone and email as in the referral.", "seq": 10, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884397.252, "type": "item_result", "wall_s": 26.69}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.053874, "day": 1, "detail": {"compute_usd": 0.00146, "cost_usd": 0.053874, "model_calls": 8, "setup_s": 0.18, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 49880, "cache_write": 12097, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1362, "usd": 0.053874}]}, "drift_active": [], "evidence": "agent_tools/ref-00011", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 26.84, "injected": [], "item_id": "ref-00011", "load_1m": 5.8, "load_1m_end": 5.4, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["22"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart for Galmere beforehand; created one chart (pid 22) with the referral's values, confirmed via search.", "seq": 11, "shares_with_existing": {"DOB": 0, "fname": 2, "lname": 0}, "t": 1792884424.176, "type": "item_result", "wall_s": 26.28}
+{"action": "skip", "arm": "agent_tools", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00012", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: This patient already has a chart (pid 23). It has the same name, date of birth 1979-06-03, address, phone and email. I didn't create a duplicate.", "rule": "skip_no_chart_wanted", "seq": 12, "surface": "agent finish", "t": 1792884428.858, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.012573, "day": 1, "detail": {"compute_usd": 0.000219, "cost_usd": 0.012573, "model_calls": 2, "setup_s": 0.18, "signed_in_again": false, "turns": 2, "usage": [{"cache_read": 1520, "cache_write": 4107, "calls": 2, "input": 6, "model": "claude-sonnet-5-5", "output": 199, "usd": 0.012573}]}, "drift_active": [], "evidence": "agent_tools/ref-00012", "exception": "concurrent_same", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 4.42, "injected": [{"chart_id": "23", "event": "other_clerk_creates"}], "item_id": "ref-00012", "load_1m": 5.4, "load_1m_end": 5.4, "model_calls": 2, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "RESULT: NOT SAVED: This patient already has a chart (pid 23). It has the same name, date of birth 1979-06-03, address, phone and email. I didn't create a duplicate.", "seq": 12, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884429.148, "type": "item_result", "wall_s": 3.95}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.055366, "day": 2, "detail": {"compute_usd": 0.001326, "cost_usd": 0.055366, "model_calls": 8, "setup_s": 0.01, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 49450, "cache_write": 12440, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1434, "usd": 0.055366}]}, "drift_active": [], "evidence": "agent_tools/ref-00013", "exception": "concurrent_other", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 24.28, "injected": [{"event": "other_clerk_edits_unrelated", "phone_home": "555-0113", "touched_ids": ["14"]}], "item_id": "ref-00013", "load_1m": 5.4, "load_1m_end": 5.1, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["24"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart for Odile Quenwood. I created one new chart (pid 24) and confirmed it through search.", "seq": 13, "shares_with_existing": {"DOB": 0, "fname": 2, "lname": 0}, "t": 1792884453.522, "type": "item_result", "wall_s": 23.86}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.052473, "day": 2, "detail": {"compute_usd": 0.001331, "cost_usd": 0.052473, "model_calls": 6, "setup_s": 0.18, "signed_in_again": false, "turns": 6, "usage": [{"cache_read": 29873, "cache_write": 12540, "calls": 6, "input": 14, "model": "claude-sonnet-5-5", "output": 1512, "usd": 0.052473}]}, "drift_active": [], "evidence": "agent_tools/ref-00014", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 24.56, "injected": [], "item_id": "ref-00014", "load_1m": 5.1, "load_1m_end": 6.5, "model_calls": 6, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["25"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched. Created one chart for Rafael Quenley (pid 25) with the referral's values. A search by last name now returns only that chart.", "seq": 14, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792884478.173, "type": "item_result", "wall_s": 23.96}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.053849, "day": 2, "detail": {"compute_usd": 0.001527, "cost_usd": 0.053849, "model_calls": 8, "setup_s": 0.18, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 49688, "cache_write": 12058, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1373, "usd": 0.053849}]}, "drift_active": [], "evidence": "agent_tools/ref-00015", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 28.05, "injected": [], "item_id": "ref-00015", "load_1m": 6.5, "load_1m_end": 5.7, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["26"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found; created one chart for Arlo Fairwell (pid 26) and confirmed it.", "seq": 15, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792884506.33, "type": "item_result", "wall_s": 27.48}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.053757, "day": 2, "detail": {"compute_usd": 0.001473, "cost_usd": 0.053757, "model_calls": 6, "setup_s": 0.18, "signed_in_again": false, "turns": 6, "usage": [{"cache_read": 37271, "cache_write": 12442, "calls": 6, "input": 14, "model": "claude-sonnet-5-5", "output": 1517, "usd": 0.053757}]}, "drift_active": [], "evidence": "agent_tools/ref-00016", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 27.06, "injected": [], "item_id": "ref-00016", "load_1m": 5.7, "load_1m_end": 4.5, "model_calls": 6, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["27"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched. I created one chart for Mateo Langridge (pid 27) and confirmed it by search.", "seq": 16, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792884533.481, "type": "item_result", "wall_s": 26.51}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.058363, "day": 2, "detail": {"compute_usd": 0.001348, "cost_usd": 0.058363, "model_calls": 9, "setup_s": 0.18, "signed_in_again": false, "turns": 9, "usage": [{"cache_read": 62739, "cache_write": 12562, "calls": 9, "input": 20, "model": "claude-sonnet-5-5", "output": 1437, "usd": 0.058363}]}, "drift_active": [], "evidence": "agent_tools/ref-00017", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 24.87, "injected": [], "item_id": "ref-00017", "load_1m": 4.5, "load_1m_end": 5.4, "model_calls": 9, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["28"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched. I created one new chart for Rafael Hartton (pid 28) and confirmed it by search.", "seq": 17, "shares_with_existing": {"DOB": 0, "fname": 2, "lname": 0}, "t": 1792884558.442, "type": "item_result", "wall_s": 24.27}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.055615, "day": 2, "detail": {"compute_usd": 0.001349, "cost_usd": 0.055615, "model_calls": 8, "setup_s": 0.18, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 50021, "cache_write": 12326, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1476, "usd": 0.055615}]}, "drift_active": [], "evidence": "agent_tools/ref-00018", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 24.88, "injected": [], "item_id": "ref-00018", "load_1m": 5.4, "load_1m_end": 5.6, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["29"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched before saving. Created one new chart for Wen Caldford (pid 29) and confirmed it with find_patients.", "seq": 18, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884583.418, "type": "item_result", "wall_s": 24.29}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.059102, "day": 3, "detail": {"compute_usd": 0.001545, "cost_usd": 0.059102, "model_calls": 9, "setup_s": 0.18, "signed_in_again": false, "turns": 9, "usage": [{"cache_read": 62337, "cache_write": 12386, "calls": 9, "input": 20, "model": "claude-sonnet-5-5", "output": 1563, "usd": 0.059102}]}, "drift_active": [], "evidence": "agent_tools/ref-00019", "exception": "malformed_dob", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 28.37, "injected": [], "item_id": "ref-00019", "load_1m": 5.6, "load_1m_end": 5.4, "model_calls": 9, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["30"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart was found. I created one chart for Fergus Ashbrook (pid 30), and a search confirms it is the only one. The referral gave the date of birth as 10/01/1958. I read that as MM/DD and entered 1958-10-01, but the referral didn't say which format it used.", "seq": 19, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792884611.89, "type": "item_result", "wall_s": 27.81}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.056777, "day": 3, "detail": {"compute_usd": 0.001674, "cost_usd": 0.056777, "model_calls": 9, "setup_s": 0.19, "signed_in_again": false, "turns": 9, "usage": [{"cache_read": 61871, "cache_write": 12137, "calls": 9, "input": 20, "model": "claude-sonnet-5-5", "output": 1402, "usd": 0.056777}]}, "drift_active": [], "evidence": "agent_tools/ref-00020", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 30.7, "injected": [], "item_id": "ref-00020", "load_1m": 5.4, "load_1m_end": 4.7, "model_calls": 9, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["31"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart was found. I created one chart for Jasper Ellford (pid 31), and a search afterwards confirmed it with the referral's values.", "seq": 20, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884642.689, "type": "item_result", "wall_s": 30.13}
+{"action": "skip", "arm": "agent_tools", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00021", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: Odile Quenwood (DOB 1996-11-12, same address) already has a chart (pid 24). I did not create another chart.", "rule": "skip_no_chart_wanted", "seq": 21, "surface": "agent finish", "t": 1792884647.121, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.009075, "day": 3, "detail": {"compute_usd": 0.00023, "cost_usd": 0.009075, "model_calls": 2, "setup_s": 0.2, "signed_in_again": false, "turns": 2, "usage": [{"cache_read": 3040, "cache_write": 2614, "calls": 2, "input": 6, "model": "claude-sonnet-5-5", "output": 192, "usd": 0.009075}]}, "drift_active": [], "evidence": "agent_tools/ref-00021", "exception": "dup_resend", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 4.63, "injected": [], "item_id": "ref-00021", "load_1m": 4.7, "load_1m_end": 4.7, "model_calls": 2, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "RESULT: NOT SAVED: Odile Quenwood (DOB 1996-11-12, same address) already has a chart (pid 24). I did not create another chart.", "seq": 21, "shares_with_existing": {"DOB": 1, "fname": 3, "lname": 1}, "t": 1792884647.412, "type": "item_result", "wall_s": 4.14}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.055746, "day": 3, "detail": {"compute_usd": 0.001347, "cost_usd": 0.055746, "model_calls": 8, "setup_s": 0.01, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 51299, "cache_write": 12448, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1433, "usd": 0.055746}]}, "drift_active": [], "evidence": "agent_tools/ref-00022", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 24.66, "injected": [], "item_id": "ref-00022", "load_1m": 4.7, "load_1m_end": 4.5, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["32"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched. One new chart was created for Fergus Radwood (pid 32), and the lookup afterwards confirms its details.", "seq": 22, "shares_with_existing": {"DOB": 0, "fname": 2, "lname": 0}, "t": 1792884672.173, "type": "item_result", "wall_s": 24.24}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.057478, "day": 3, "detail": {"compute_usd": 0.001501, "cost_usd": 0.057478, "model_calls": 9, "setup_s": 0.18, "signed_in_again": false, "turns": 9, "usage": [{"cache_read": 55275, "cache_write": 12389, "calls": 9, "input": 20, "model": "claude-sonnet-5-5", "output": 1541, "usd": 0.057478}]}, "drift_active": [], "evidence": "agent_tools/ref-00023", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 27.6, "injected": [], "item_id": "ref-00023", "load_1m": 4.5, "load_1m_end": 4.1, "model_calls": 9, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["33"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found. Created one chart for Soren Thornford (pid 33) and confirmed it with a search. The street and city show in capitals in the saved record.", "seq": 23, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884699.866, "type": "item_result", "wall_s": 27.01}
+{"action": "skip", "arm": "agent_tools", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00024", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: Ida Norwick already has a chart (pid 11). It has the same address, phone and email, and a DOB of 1937-08-12 against the referral's 1937-08-13. That looks like a typo, so I did not create a second chart.", "rule": "skip_no_chart_wanted", "seq": 24, "surface": "agent finish", "t": 1792884704.498, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.013351, "day": 3, "detail": {"compute_usd": 0.000242, "cost_usd": 0.013351, "model_calls": 2, "setup_s": 0.18, "signed_in_again": false, "turns": 2, "usage": [{"cache_read": 1519, "cache_write": 4138, "calls": 2, "input": 6, "model": "claude-sonnet-5-5", "output": 269, "usd": 0.013351}]}, "drift_active": [], "evidence": "agent_tools/ref-00024", "exception": "ambiguous_same_person", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 4.9, "injected": [], "item_id": "ref-00024", "load_1m": 4.1, "load_1m_end": 4.1, "model_calls": 2, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "RESULT: NOT SAVED: Ida Norwick already has a chart (pid 11). It has the same address, phone and email, and a DOB of 1937-08-12 against the referral's 1937-08-13. That looks like a typo, so I did not create a second chart.", "seq": 24, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 1}, "t": 1792884704.861, "type": "item_result", "wall_s": 4.36}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.051677, "day": 4, "detail": {"compute_usd": 0.00139, "cost_usd": 0.051677, "model_calls": 7, "setup_s": 0.01, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 37410, "cache_write": 12041, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1406, "usd": 0.051677}]}, "drift_active": [], "evidence": "agent_tools/ref-00025", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 25.42, "injected": [], "item_id": "ref-00025", "load_1m": 4.1, "load_1m_end": 4.0, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["34"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart for Iversbrook before saving. Created one chart (pid 34) and confirmed it with find_patients. It shows Esme Iversbrook, DOB 1994-04-24, with the referral's address, phone and email.", "seq": 25, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884730.393, "type": "item_result", "wall_s": 25.01}
+{"applied": {"kind": "relabel_save", "labels": {"Confirm Create New Patient": "Save new patient"}}, "arm": "agent_tools", "day": 4, "first_seq": 26, "kind": "relabel_save", "t": 1792884730.592, "type": "drift_applied"}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.054159, "day": 4, "detail": {"compute_usd": 0.001556, "cost_usd": 0.054159, "model_calls": 8, "setup_s": 0.18, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 42715, "cache_write": 12308, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1481, "usd": 0.054159}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00026", "exception": "malformed_case", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 28.55, "injected": [], "item_id": "ref-00026", "load_1m": 4.0, "load_1m_end": 4.9, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["35"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found; created one chart for Farida Hartbrook (pid 35) and confirmed it by search.", "seq": 26, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884759.233, "type": "item_result", "wall_s": 28.01}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.05135, "day": 4, "detail": {"compute_usd": 0.001249, "cost_usd": 0.05135, "model_calls": 5, "setup_s": 0.18, "signed_in_again": false, "turns": 5, "usage": [{"cache_read": 25478, "cache_write": 12544, "calls": 5, "input": 12, "model": "claude-sonnet-5-5", "output": 1487, "usd": 0.05135}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00027", "exception": "common_surname", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 22.98, "injected": [], "item_id": "ref-00027", "load_1m": 4.9, "load_1m_end": 8.0, "model_calls": 5, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["36"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing Jasper Birchmore chart was found. I created one new chart (pid 36) and confirmed it with a search. The only other Birchmore, Henrik, has a different name and date of birth. The street and city were saved in capitals (\"227 WILLOW BEND ROAD\", \"EXAMPLETON\"), although I typed them in normal case.", "seq": 27, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 1}, "t": 1792884782.304, "type": "item_result", "wall_s": 22.47}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.05538, "day": 4, "detail": {"compute_usd": 0.001395, "cost_usd": 0.05538, "model_calls": 8, "setup_s": 0.18, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 45256, "cache_write": 12773, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1436, "usd": 0.05538}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00028", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 25.64, "injected": [], "item_id": "ref-00028", "load_1m": 8.0, "load_1m_end": 7.6, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["37"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched. Created one chart for Fergus Caldwick (pid 37) and confirmed it with a search.", "seq": 28, "shares_with_existing": {"DOB": 0, "fname": 3, "lname": 0}, "t": 1792884808.034, "type": "item_result", "wall_s": 25.12}
+{"action": "skip", "arm": "agent_tools", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00029", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: Wen Oakwell, DOB 1986-03-18, already has a chart (pid 38). It has the same address and phone as the referral. I did not create a duplicate.", "rule": "skip_no_chart_wanted", "seq": 29, "surface": "agent finish", "t": 1792884812.774, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.012717, "day": 4, "detail": {"compute_usd": 0.000223, "cost_usd": 0.012717, "model_calls": 2, "setup_s": 0.18, "signed_in_again": false, "turns": 2, "usage": [{"cache_read": 1510, "cache_write": 4145, "calls": 2, "input": 6, "model": "claude-sonnet-5-5", "output": 204, "usd": 0.012717}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00029", "exception": "concurrent_same", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 4.48, "injected": [{"chart_id": "38", "event": "other_clerk_creates"}], "item_id": "ref-00029", "load_1m": 7.6, "load_1m_end": 7.3, "model_calls": 2, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "RESULT: NOT SAVED: Wen Oakwell, DOB 1986-03-18, already has a chart (pid 38). It has the same address and phone as the referral. I did not create a duplicate.", "seq": 29, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792884813.072, "type": "item_result", "wall_s": 4.01}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.049396, "day": 4, "detail": {"compute_usd": 0.00118, "cost_usd": 0.049396, "model_calls": 5, "setup_s": 0.01, "signed_in_again": false, "turns": 5, "usage": [{"cache_read": 25136, "cache_write": 12378, "calls": 5, "input": 12, "model": "claude-sonnet-5-5", "output": 1340, "usd": 0.049396}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00030", "exception": "common_surname", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 21.68, "injected": [], "item_id": "ref-00030", "load_1m": 7.3, "load_1m_end": 7.5, "model_calls": 5, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["39"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart for Hollis Jesston; created one new chart (pid 39) and confirmed it. The only other Jesston is Arlo, a different person.", "seq": 30, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 1}, "t": 1792884834.84, "type": "item_result", "wall_s": 21.24}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.052274, "day": 5, "detail": {"compute_usd": 0.00152, "cost_usd": 0.052274, "model_calls": 6, "setup_s": 0.18, "signed_in_again": false, "turns": 6, "usage": [{"cache_read": 29605, "cache_write": 12394, "calls": 6, "input": 14, "model": "claude-sonnet-5-5", "output": 1534, "usd": 0.052274}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00031", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 27.95, "injected": [], "item_id": "ref-00031", "load_1m": 7.5, "load_1m_end": 7.1, "model_calls": 6, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["40"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart was found for Grace Jessby. I created one new chart (pid 40) and confirmed it by searching again. The DOB, address, phone and email match the referral. The street and city are stored in capitals, the way the referral gave them.", "seq": 31, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884862.893, "type": "item_result", "wall_s": 27.36}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.054712, "day": 5, "detail": {"compute_usd": 0.0016, "cost_usd": 0.054712, "model_calls": 8, "setup_s": 0.18, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 49943, "cache_write": 12143, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1433, "usd": 0.054712}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00032", "exception": "missing_optional", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 29.39, "injected": [], "item_id": "ref-00032", "load_1m": 7.1, "load_1m_end": 7.3, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["41"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart was found. I created one chart for Ilse Iverswick (pid 41) and confirmed it with a search afterward. DOB is 1955-05-02. Home phone is blank, as in the referral.", "seq": 32, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884892.38, "type": "item_result", "wall_s": 28.81}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.053839, "day": 5, "detail": {"compute_usd": 0.00119, "cost_usd": 0.053839, "model_calls": 7, "setup_s": 0.18, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 39834, "cache_write": 12992, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1336, "usd": 0.053839}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00033", "exception": "common_surname", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 21.98, "injected": [], "item_id": "ref-00033", "load_1m": 7.3, "load_1m_end": 18.5, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["42"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched. I created one new chart for Odile Fairwick (pid 42) and confirmed it with a search afterward.", "seq": 33, "shares_with_existing": {"DOB": 0, "fname": 3, "lname": 2}, "t": 1792884914.451, "type": "item_result", "wall_s": 21.43}
+{"action": "skip", "arm": "agent_tools", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00034", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: Ida Norwick, DOB 1937-08-12, already has a chart (pid 11) with the same address and phone. I did not create a duplicate.", "rule": "skip_no_chart_wanted", "seq": 34, "surface": "agent finish", "t": 1792884918.443, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.012843, "day": 5, "detail": {"compute_usd": 0.000206, "cost_usd": 0.012843, "model_calls": 2, "setup_s": 0.18, "signed_in_again": false, "turns": 2, "usage": [{"cache_read": 1519, "cache_write": 4127, "calls": 2, "input": 6, "model": "claude-sonnet-5-5", "output": 221, "usd": 0.012843}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00034", "exception": "dup_existing", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 4.2, "injected": [], "item_id": "ref-00034", "load_1m": 18.5, "load_1m_end": 18.5, "model_calls": 2, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "RESULT: NOT SAVED: Ida Norwick, DOB 1937-08-12, already has a chart (pid 11) with the same address and phone. I did not create a duplicate.", "seq": 34, "shares_with_existing": {"DOB": 1, "fname": 1, "lname": 1}, "t": 1792884918.747, "type": "item_result", "wall_s": 3.71}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.051568, "day": 5, "detail": {"compute_usd": 0.001211, "cost_usd": 0.051568, "model_calls": 7, "setup_s": 0.01, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 37519, "cache_write": 12061, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1388, "usd": 0.051568}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00035", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 22.19, "injected": [], "item_id": "ref-00035", "load_1m": 18.5, "load_1m_end": 27.9, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["43"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched. I created one chart (pid 43) and confirmed it with a search by last name.", "seq": 35, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792884941.033, "type": "item_result", "wall_s": 21.8}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.057613, "day": 5, "detail": {"compute_usd": 0.001523, "cost_usd": 0.057613, "model_calls": 9, "setup_s": 0.18, "signed_in_again": false, "turns": 9, "usage": [{"cache_read": 55066, "cache_write": 12372, "calls": 9, "input": 20, "model": "claude-sonnet-5-5", "output": 1563, "usd": 0.057613}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00036", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 28.01, "injected": [], "item_id": "ref-00036", "load_1m": 27.9, "load_1m_end": 61.9, "model_calls": 9, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["44"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found; created one chart for Ida Ellstead (pid 44) and confirmed it.", "seq": 36, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792884969.14, "type": "item_result", "wall_s": 27.42}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.053375, "day": 6, "detail": {"compute_usd": 0.001544, "cost_usd": 0.053375, "model_calls": 7, "setup_s": 0.18, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 38864, "cache_write": 12444, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1446, "usd": 0.053375}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00037", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 28.4, "injected": [], "item_id": "ref-00037", "load_1m": 61.9, "load_1m_end": 79.4, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["45"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart for Soren Oakcombe; created one chart (pid 45) with the referral's values and confirmed it by search.", "seq": 37, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792884997.636, "type": "item_result", "wall_s": 27.8}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": ["oa_lifecycle_fault"], "cost_usd": 0.07339, "day": 6, "detail": {"compute_usd": 0.001827, "cost_usd": 0.07339, "model_calls": 11, "setup_s": 0.18, "signed_in_again": false, "turns": 11, "usage": [{"cache_read": 91223, "cache_write": 15827, "calls": 11, "input": 24, "model": "claude-sonnet-5-5", "output": 1553, "usd": 0.07339}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00038", "exception": "slow_save", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 33.5, "injected": [{"event": "slow_save", "trigger": "IF NEW.email = 'dmitri.birchfield.38@example.invalid' THEN SET @oa_slept = SLEEP(6); END IF;"}], "item_id": "ref-00038", "load_1m": 79.4, "load_1m_end": 56.2, "model_calls": 11, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["46"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart for Dmitri Birchfield (the only Birchfield was Bram, a different person). I created one chart, pid 46, and confirmed it in the record.", "seq": 38, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 1}, "t": 1792885031.256, "type": "item_result", "wall_s": 32.88}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.052052, "day": 6, "detail": {"compute_usd": 0.001219, "cost_usd": 0.052052, "model_calls": 7, "setup_s": 0.18, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 38161, "cache_write": 12167, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1397, "usd": 0.052052}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00039", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 22.52, "injected": [], "item_id": "ref-00039", "load_1m": 56.2, "load_1m_end": 47.5, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["47"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart for Rosalind Langby. I created one new chart (pid 47) and confirmed it by searching afterward. It has DOB 1939-05-07 and the address, phone and email from the referral.", "seq": 39, "shares_with_existing": {"DOB": 0, "fname": 2, "lname": 0}, "t": 1792885053.869, "type": "item_result", "wall_s": 21.95}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.058779, "day": 6, "detail": {"compute_usd": 0.00149, "cost_usd": 0.058779, "model_calls": 9, "setup_s": 0.18, "signed_in_again": false, "turns": 9, "usage": [{"cache_read": 58335, "cache_write": 13005, "calls": 9, "input": 20, "model": "claude-sonnet-5-5", "output": 1456, "usd": 0.058779}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00040", "exception": "shared_dob", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 27.39, "injected": [], "item_id": "ref-00040", "load_1m": 47.5, "load_1m_end": 34.9, "model_calls": 9, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["48"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched. Created one chart for Mateo Jesswood (pid 48) and confirmed it with a search.", "seq": 40, "shares_with_existing": {"DOB": 1, "fname": 2, "lname": 1}, "t": 1792885081.354, "type": "item_result", "wall_s": 26.82}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.052613, "day": 6, "detail": {"compute_usd": 0.001499, "cost_usd": 0.052613, "model_calls": 7, "setup_s": 0.18, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 38506, "cache_write": 12248, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1426, "usd": 0.052613}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00041", "exception": "shared_dob", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 27.53, "injected": [], "item_id": "ref-00041", "load_1m": 34.9, "load_1m_end": 24.5, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["49"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found for Ines Norwell. I created one new chart (pid 49) and confirmed it by search. Its values match the referral.", "seq": 41, "shares_with_existing": {"DOB": 1, "fname": 0, "lname": 0}, "t": 1792885108.976, "type": "item_result", "wall_s": 26.98}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.054285, "day": 6, "detail": {"compute_usd": 0.001432, "cost_usd": 0.054285, "model_calls": 8, "setup_s": 0.18, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 43656, "cache_write": 12447, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1440, "usd": 0.054285}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00042", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 26.28, "injected": [], "item_id": "ref-00042", "load_1m": 24.5, "load_1m_end": 16.6, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["50"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched. Created one chart for Anouk Norley (pid 50) and confirmed it with a search.", "seq": 42, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792885135.352, "type": "item_result", "wall_s": 25.78}
+{"action": "do_by_hand", "arm": "agent_tools", "by_hand": {"chart_id": "51"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00043", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: I found no existing chart for Dalia Oakbrook, so I filled in the form and clicked \"Save new patient\". I clicked it twice, and the second click was the one allowed retry. After both clicks the confirmation popup was still open, and the patient search by last name still returned nothing. I couldn't confirm that a chart exists, so I stopped to avoid creating duplicates. Someone should check the OpenEMR page manually.", "rule": "enter_by_hand", "seq": 43, "surface": "agent finish", "t": 1792885173.148, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.084553, "day": 7, "detail": {"compute_usd": 0.002048, "cost_usd": 0.084553, "model_calls": 11, "setup_s": 0.18, "signed_in_again": false, "turns": 11, "usage": [{"cache_read": 93677, "cache_write": 18868, "calls": 11, "input": 24, "model": "claude-sonnet-5-5", "output": 1860, "usd": 0.084553}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00043", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 37.97, "injected": [], "item_id": "ref-00043", "load_1m": 16.6, "load_1m_end": 11.7, "model_calls": 11, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "RESULT: NOT SAVED: I found no existing chart for Dalia Oakbrook, so I filled in the form and clicked \"Save new patient\". I clicked it twice, and the second click was the one allowed retry. After both clicks the confirmation popup was still open, and the patient search by last name still returned nothing. I couldn't confirm that a chart exists, so I stopped to avoid creating duplicates. Someone should check the OpenEMR page manually.", "seq": 43, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792885173.418, "type": "item_result", "wall_s": 36.86}
+{"action": "skip", "arm": "agent_tools", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00044", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: Fergus Ashbrook (DOB 1958-10-01, same address) already has a chart (pid 30). I did not create a duplicate.", "rule": "skip_no_chart_wanted", "seq": 44, "surface": "agent finish", "t": 1792885177.338, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.012604, "day": 7, "detail": {"compute_usd": 0.000212, "cost_usd": 0.012604, "model_calls": 2, "setup_s": 0.01, "signed_in_again": false, "turns": 2, "usage": [{"cache_read": 1523, "cache_write": 4127, "calls": 2, "input": 6, "model": "claude-sonnet-5-5", "output": 197, "usd": 0.012604}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00044", "exception": "dup_resend", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 4.11, "injected": [], "item_id": "ref-00044", "load_1m": 11.7, "load_1m_end": 11.0, "model_calls": 2, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "RESULT: NOT SAVED: Fergus Ashbrook (DOB 1958-10-01, same address) already has a chart (pid 30). I did not create a duplicate.", "seq": 44, "shares_with_existing": {"DOB": 0, "fname": 4, "lname": 1}, "t": 1792885177.63, "type": "item_result", "wall_s": 3.81}
+{"action": "skip", "arm": "agent_tools", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00045", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: Gideon Galwick, DOB 1959-06-04, already has a chart (pid 5) with the same address. I did not create a new chart.", "rule": "skip_no_chart_wanted", "seq": 45, "surface": "agent finish", "t": 1792885181.522, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.012986, "day": 7, "detail": {"compute_usd": 0.00021, "cost_usd": 0.012986, "model_calls": 2, "setup_s": 0.02, "signed_in_again": false, "turns": 2, "usage": [{"cache_read": 1521, "cache_write": 4292, "calls": 2, "input": 6, "model": "claude-sonnet-5-5", "output": 194, "usd": 0.012986}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00045", "exception": "dup_existing", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 4.09, "injected": [], "item_id": "ref-00045", "load_1m": 11.0, "load_1m_end": 10.5, "model_calls": 2, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "RESULT: NOT SAVED: Gideon Galwick, DOB 1959-06-04, already has a chart (pid 5) with the same address. I did not create a new chart.", "seq": 45, "shares_with_existing": {"DOB": 1, "fname": 1, "lname": 2}, "t": 1792885181.817, "type": "item_result", "wall_s": 3.78}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.052806, "day": 7, "detail": {"compute_usd": 0.001302, "cost_usd": 0.052806, "model_calls": 8, "setup_s": 61.24, "signed_in_again": true, "turns": 8, "usage": [{"cache_read": 40873, "cache_write": 11802, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1509, "usd": 0.052806}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00046", "exception": "session_expiry", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 85.12, "injected": [{"event": "force_logout", "sessions_ended": 92}], "item_id": "ref-00046", "load_1m": 10.5, "load_1m_end": 7.0, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["52"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart found before saving. Created one chart for Odile Hartgate (pid 52) and confirmed it with a search afterward.", "seq": 46, "shares_with_existing": {"DOB": 0, "fname": 4, "lname": 0}, "t": 1792885267.121, "type": "item_result", "wall_s": 23.44}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.056925, "day": 7, "detail": {"compute_usd": 0.001294, "cost_usd": 0.056925, "model_calls": 8, "setup_s": 0.17, "signed_in_again": false, "turns": 8, "usage": [{"cache_read": 52807, "cache_write": 12735, "calls": 8, "input": 18, "model": "claude-sonnet-5-5", "output": 1449, "usd": 0.056925}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00047", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 23.87, "injected": [], "item_id": "ref-00047", "load_1m": 7.0, "load_1m_end": 6.4, "model_calls": 8, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["53"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart matched; created one chart (pid 53) for Rafael Caldbrook, DOB 1977-05-21, and confirmed it by search.", "seq": 47, "shares_with_existing": {"DOB": 0, "fname": 3, "lname": 0}, "t": 1792885291.078, "type": "item_result", "wall_s": 23.29}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.05149, "day": 7, "detail": {"compute_usd": 0.001395, "cost_usd": 0.05149, "model_calls": 7, "setup_s": 0.18, "signed_in_again": false, "turns": 7, "usage": [{"cache_read": 37913, "cache_write": 12118, "calls": 7, "input": 16, "model": "claude-sonnet-5-5", "output": 1358, "usd": 0.05149}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00048", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 25.68, "injected": [], "item_id": "ref-00048", "load_1m": 6.4, "load_1m_end": 6.8, "model_calls": 7, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["54"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "RESULT: SAVED: No existing chart was found. I created one new chart for Leilani Jesswick (pid 54) and confirmed it by search.", "seq": 48, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792885316.842, "type": "item_result", "wall_s": 25.12}
+{"action": "do_by_hand", "arm": "agent_tools", "by_hand": {"chart_id": "55"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00049", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: I found no existing chart for Stanstead, Tomas, or DOB 1974-02-16, and the referral had a date of birth. I filled in the form and clicked \"Save new patient\" in the confirmation dialog. I clicked it a second time as the one allowed retry. After both clicks the dialog and form were still on screen, and find_patients for Stanstead returned nothing. No chart exists, so I stopped to avoid creating duplicates.", "rule": "enter_by_hand", "seq": 49, "surface": "agent finish", "t": 1792885357.028, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.085324, "day": 8, "detail": {"compute_usd": 0.002181, "cost_usd": 0.085324, "model_calls": 12, "setup_s": 0.18, "signed_in_again": false, "turns": 12, "usage": [{"cache_read": 98396, "cache_write": 18905, "calls": 12, "input": 26, "model": "claude-sonnet-5-5", "output": 1833, "usd": 0.085324}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00049", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 40.42, "injected": [], "item_id": "ref-00049", "load_1m": 6.8, "load_1m_end": 6.8, "model_calls": 12, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "RESULT: NOT SAVED: I found no existing chart for Stanstead, Tomas, or DOB 1974-02-16, and the referral had a date of birth. I filled in the form and clicked \"Save new patient\" in the confirmation dialog. I clicked it a second time as the one allowed retry. After both clicks the dialog and form were still on screen, and find_patients for Stanstead returned nothing. No chart exists, so I stopped to avoid creating duplicates.", "seq": 49, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792885357.355, "type": "item_result", "wall_s": 39.25}
+{"action": "do_by_hand", "arm": "agent_tools", "by_hand": {"chart_id": "56"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00050", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: No existing chart matched Oren Jesswick. The only other Jesswick is Leilani, a different person. I filled in name, title, DOB and sex. After that the OpenEMR page stopped responding. The Contact section, Create button and menus all timed out as not visible, so I couldn't enter the address and phone or save. A final search shows no chart for Oren Jesswick, so no chart was created.", "rule": "enter_by_hand", "seq": 50, "surface": "agent finish", "t": 1792885495.491, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.104101, "day": 8, "detail": {"compute_usd": 0.007628, "cost_usd": 0.104101, "model_calls": 13, "setup_s": 0.01, "signed_in_again": false, "turns": 13, "usage": [{"cache_read": 142026, "cache_write": 21808, "calls": 13, "input": 28, "model": "claude-sonnet-5-5", "output": 2112, "usd": 0.104101}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00050", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 138.28, "injected": [], "item_id": "ref-00050", "load_1m": 6.8, "load_1m_end": 8.0, "model_calls": 13, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "RESULT: NOT SAVED: No existing chart matched Oren Jesswick. The only other Jesswick is Leilani, a different person. I filled in name, title, DOB and sex. After that the OpenEMR page stopped responding. The Contact section, Create button and menus all timed out as not visible, so I couldn't enter the address and phone or save. A final search shows no chart for Oren Jesswick, so no chart was created.", "seq": 50, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 1}, "t": 1792885495.78, "type": "item_result", "wall_s": 137.3}
+{"action": "do_by_hand", "arm": "agent_tools", "by_hand": {"chart_id": "57"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00051", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: I didn't create a chart. The referral has a date of birth, and find_patients found no existing chart for Ola Ellwood, including the \"Elwood\" spelling and the 1949-12-12 date of birth. I filled in title, name, date of birth and sex. A \"Save new patient\" / \"Cancel\" dialog then stayed on screen and blocked the rest of the form. The Contact section, which holds the address, phone and email, couldn't be reached. Cancel did nothing. I didn't click \"Save new patient\", because that would have created a chart without the address, phone and email. Someone needs to clear the dialog and finish the form by hand.", "rule": "enter_by_hand", "seq": 51, "surface": "agent finish", "t": 1792885585.886, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.085056, "day": 8, "detail": {"compute_usd": 0.004962, "cost_usd": 0.085056, "model_calls": 11, "setup_s": 0.01, "signed_in_again": false, "turns": 11, "usage": [{"cache_read": 94913, "cache_write": 18022, "calls": 11, "input": 24, "model": "claude-sonnet-5-5", "output": 2097, "usd": 0.085056}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00051", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 90.29, "injected": [], "item_id": "ref-00051", "load_1m": 8.0, "load_1m_end": 5.0, "model_calls": 11, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "RESULT: NOT SAVED: I didn't create a chart. The referral has a date of birth, and find_patients found no existing chart for Ola Ellwood, including the \"Elwood\" spelling and the 1949-12-12 date of birth. I filled in title, name, date of birth and sex. A \"Save new patient\" / \"Cancel\" dialog then stayed on screen and blocked the rest of the form. The Contact section, which holds the address, phone and email, couldn't be reached. Cancel did nothing. I didn't click \"Save new patient\", because that would have created a chart without the address, phone and email. Someone needs to clear the dialog and finish the form by hand.", "seq": 51, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792885586.167, "type": "item_result", "wall_s": 89.31}
+{"action": "skip", "arm": "agent_tools", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00052", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: Odile Quenridge, DOB 1975-08-19, at 474 WAY already has a chart (pid 6). I did not create a duplicate.", "rule": "skip_no_chart_wanted", "seq": 52, "surface": "agent finish", "t": 1792885589.997, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.012554, "day": 8, "detail": {"compute_usd": 0.000207, "cost_usd": 0.012554, "model_calls": 2, "setup_s": 0.01, "signed_in_again": false, "turns": 2, "usage": [{"cache_read": 1511, "cache_write": 4104, "calls": 2, "input": 6, "model": "claude-sonnet-5-5", "output": 198, "usd": 0.012554}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00052", "exception": "dup_existing", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 4.02, "injected": [], "item_id": "ref-00052", "load_1m": 5.0, "load_1m_end": 4.7, "model_calls": 2, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "RESULT: NOT SAVED: Odile Quenridge, DOB 1975-08-19, at 474 WAY already has a chart (pid 6). I did not create a duplicate.", "seq": 52, "shares_with_existing": {"DOB": 1, "fname": 5, "lname": 1}, "t": 1792885590.288, "type": "item_result", "wall_s": 3.72}
+{"action": "do_by_hand", "arm": "agent_tools", "by_hand": {"chart_id": "58"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00053", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: I didn't create a chart. find_patients found no existing chart for Bo Ashby, last name Ashby, or DOB 1978-07-04. I filled in title, name, DOB and sex. After that, a \"Save new patient\" popup covered the form and wouldn't close. The Contact section wasn't reachable, so I couldn't enter the address, ZIP, email or country. I didn't save, because the chart would have been missing those values. The popup showed no text, so I don't know whether it was a duplicate warning. No chart was created.", "rule": "enter_by_hand", "seq": 53, "surface": "agent finish", "t": 1792885682.419, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.091508, "day": 8, "detail": {"compute_usd": 0.005075, "cost_usd": 0.091508, "model_calls": 11, "setup_s": 0.02, "signed_in_again": false, "turns": 11, "usage": [{"cache_read": 106751, "cache_write": 20240, "calls": 11, "input": 24, "model": "claude-sonnet-5-5", "output": 1951, "usd": 0.091508}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00053", "exception": "missing_optional", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 92.34, "injected": [], "item_id": "ref-00053", "load_1m": 4.7, "load_1m_end": 5.1, "model_calls": 11, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "data_stop", "product_status": "RESULT: NOT SAVED: I didn't create a chart. find_patients found no existing chart for Bo Ashby, last name Ashby, or DOB 1978-07-04. I filled in title, name, DOB and sex. After that, a \"Save new patient\" popup covered the form and wouldn't close. The Contact section wasn't reachable, so I couldn't enter the address, ZIP, email or country. I didn't save, because the chart would have been missing those values. The popup showed no text, so I don't know whether it was a duplicate warning. No chart was created.", "seq": 53, "shares_with_existing": {"DOB": 0, "fname": 0, "lname": 0}, "t": 1792885682.715, "type": "item_result", "wall_s": 91.36}
+{"action": "do_by_hand", "arm": "agent_tools", "by_hand": {"chart_id": "59"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00054", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: I didn't create a chart. No chart for Ola Galwick, DOB 1984-10-03, exists. The registration form is stuck behind a \"Save new patient\" popup that Cancel doesn't close. The Contact section, which holds the address, phone and email, can't be opened or filled in. Saving now would create a chart without the address, phone and email. I entered only title, name, DOB and sex.", "rule": "enter_by_hand", "seq": 54, "surface": "agent finish", "t": 1792885793.3, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.093012, "day": 8, "detail": {"compute_usd": 0.0061, "cost_usd": 0.093012, "model_calls": 11, "setup_s": 0.01, "signed_in_again": false, "turns": 11, "usage": [{"cache_read": 109457, "cache_write": 20833, "calls": 11, "input": 24, "model": "claude-sonnet-5-5", "output": 1899, "usd": 0.093012}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00054", "exception": "common_surname", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 110.76, "injected": [], "item_id": "ref-00054", "load_1m": 5.1, "load_1m_end": 70.5, "model_calls": 11, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "RESULT: NOT SAVED: I didn't create a chart. No chart for Ola Galwick, DOB 1984-10-03, exists. The registration form is stuck behind a \"Save new patient\" popup that Cancel doesn't close. The Contact section, which holds the address, phone and email, can't be opened or filled in. Saving now would create a chart without the address, phone and email. I entered only title, name, DOB and sex.", "seq": 54, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 2}, "t": 1792885793.571, "type": "item_result", "wall_s": 109.81}
+{"action": "skip", "arm": "agent_tools", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {}, "item_id": "ref-00055", "kind": "stop", "operator": "scripted", "reason": "RESULT: NOT SAVED: The referral for Farida Jessstead has no date of birth. No chart was created. The referral goes back to the sender.", "rule": "skip_no_chart_wanted", "seq": 55, "surface": "agent finish", "t": 1792885796.095, "type": "operator"}
+{"arm": "agent_tools", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.00511, "day": 9, "detail": {"compute_usd": 0.000135, "cost_usd": 0.00511, "model_calls": 1, "setup_s": 0.01, "signed_in_again": false, "turns": 1, "usage": [{"cache_read": 0, "cache_write": 1513, "calls": 1, "input": 4, "model": "claude-sonnet-5-5", "output": 132, "usd": 0.00511}]}, "drift_active": ["relabel_save"], "evidence": "agent_tools/ref-00055", "exception": "missing_required", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 2.72, "injected": [], "item_id": "ref-00055", "load_1m": 70.5, "load_1m_end": 65.3, "model_calls": 1, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "RESULT: NOT SAVED: The referral for Farida Jessstead has no date of birth. No chart was created. The referral goes back to the sender.", "seq": 55, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792885796.378, "type": "item_result", "wall_s": 2.42}
+{"arm": "agent_tools", "t": 1792885796.669, "type": "arm_end"}
+{"arm": "agent_tools", "spend_after_usd": 4.859553, "t": 1792885796.67, "type": "run_end", "wall_s": 1641.4}
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/plan.json b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/plan.json
new file mode 100644
index 000000000..e731f0e53
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/plan.json
@@ -0,0 +1,46 @@
+{
+ "seed": 7,
+ "items": 55,
+ "days": 10,
+ "existing": 12,
+ "app": "openemr",
+ "drift": [
+  "relabel_save@26"
+ ],
+ "arms": [
+  [
+   "agent_tools",
+   "lifecycle.arms.agent_tools:factory",
+   {
+    "model": "claude-sonnet-5-5",
+    "effort": "medium",
+    "item_budget_usd": 0.5
+   }
+  ],
+  [
+   "agent_script",
+   "lifecycle.arms.agent_script:factory",
+   {
+    "model": "claude-sonnet-5-5",
+    "effort": "high",
+    "author_budget_usd": 3.0,
+    "fix_budget_usd": 1.5
+   }
+  ],
+  [
+   "human_script",
+   "lifecycle.arms.human_script:factory",
+   {}
+  ],
+  [
+   "cua_alone",
+   "lifecycle.arms.cua:factory",
+   {
+    "model": "claude-sonnet-5-5",
+    "effort": "medium",
+    "item_budget_usd": 0.8,
+    "stop_after": 12
+   }
+  ]
+ ]
+}
diff --git a/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/workload.jsonl b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/workload.jsonl
new file mode 100644
index 000000000..88d7f9d32
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/economics-2026-10-24/workload.jsonl
@@ -0,0 +1,69 @@
+{"days": 10, "exception_mix": {"ambiguous_new_person": 0.02, "ambiguous_same_person": 0.02, "common_surname": 0.06, "concurrent_other": 0.02, "concurrent_same": 0.015, "dup_existing": 0.03, "dup_resend": 0.03, "failed_save": 0.015, "malformed_case": 0.02, "malformed_dob": 0.02, "missing_optional": 0.02, "missing_required": 0.02, "session_expiry": 0.02, "shared_dob": 0.08, "slow_save": 0.02}, "items": 55, "seed": 7, "type": "workload", "version": "lifecycle-workload/2026-10-24.1"}
+{"DOB": "1941-02-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ana.fairwick.9000@example.invalid", "fname": "Ana", "lname": "Fairwick", "phone_home": "555-0174", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "276 QUARRY HILL DRIVE", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1939-02-14", "city": "EXAMPLETON", "country_code": "USA", "email": "theo.radley.9001@example.invalid", "fname": "Theo", "lname": "Radley", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "216 QUARRY HILL DRIVE", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.oakwood.9002@example.invalid", "fname": "Rosalind", "lname": "Oakwood", "phone_home": "555-0106", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "323 WILLOW BEND ROAD", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1972-07-05", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.birchfield.9003@example.invalid", "fname": "Bram", "lname": "Birchfield", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "278 QUARRY HILL DRIVE", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1959-06-04", "city": "EXAMPLETON", "country_code": "USA", "email": "gideon.galwick.9004@example.invalid", "fname": "Gideon", "lname": "Galwick", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "282 QUARRY HILL DRIVE", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1975-08-19", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenridge.9005@example.invalid", "fname": "Odile", "lname": "Quenridge", "phone_home": "555-0138", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "474 WAY", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1945-10-10", "city": "EXAMPLETON", "country_code": "USA", "email": "yuki.galwick.9006@example.invalid", "fname": "Yuki", "lname": "Galwick", "phone_home": "555-0193", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "270 WAY", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1950-09-14", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jessmere.9007@example.invalid", "fname": "Oren", "lname": "Jessmere", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "86 AVENUE MILL ROAD", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1975-06-23", "city": "EXAMPLETON", "country_code": "USA", "email": "henrik.birchmore.9008@example.invalid", "fname": "Henrik", "lname": "Birchmore", "phone_home": "555-0108", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "181 WAY", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.jesston.9009@example.invalid", "fname": "Arlo", "lname": "Jesston", "phone_home": "555-0136", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "361 BEACON TERRACE STATION", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.jessmere.9011@example.invalid", "fname": "Odile", "lname": "Jessmere", "phone_home": "555-0121", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "471 WAY", "title": "Ms.", "type": "existing_chart"}
+{"day": 4, "first_seq": 26, "kind": "relabel_save", "type": "drift_scheduled"}
+{"app": "openemr", "day": 0, "item_id": "ref-00001", "params": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 1, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Rosalind\nLast name: Jesswood\nDate of birth: 1990-09-09\nSex: Female\nStreet: 363 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0187\nEmail: rosalind.jesswood.1@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00001", "person": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 1}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00002", "params": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "seq": 2, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Bram\nLast name: Fairwick\nDate of birth: 1957-03-08\nSex: Female\nStreet: 339 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0162\nEmail: bram.fairwick.2@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "item_id": "ref-00002", "person": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 2}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00003", "params": {"DOB": "1935-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "liesel.iversridge.3@example.invalid", "fname": "Liesel", "lname": "Iversridge", "phone_home": "555-0116", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "275 AVENUE MILL ROAD", "title": "Mr."}, "seq": 3, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Liesel\nLast name: Iversridge\nDate of birth: 1935-03-14\nSex: Male\nStreet: 275 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0116\nEmail: liesel.iversridge.3@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1935-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "liesel.iversridge.3@example.invalid", "fname": "Liesel", "lname": "Iversridge", "phone_home": "555-0116", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "275 AVENUE MILL ROAD", "title": "Mr."}, "item_id": "ref-00003", "person": {"DOB": "1935-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "liesel.iversridge.3@example.invalid", "fname": "Liesel", "lname": "Iversridge", "phone_home": "555-0116", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "275 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 3}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00004", "params": {"DOB": "1985-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.birchmere.4@example.invalid", "fname": "Fergus", "lname": "Birchmere", "phone_home": "555-0181", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "203 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 4, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Fergus\nLast name: Birchmere\nDate of birth: 1985-07-13\nSex: Male\nStreet: 203 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0181\nEmail: fergus.birchmere.4@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1985-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.birchmere.4@example.invalid", "fname": "Fergus", "lname": "Birchmere", "phone_home": "555-0181", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "203 QUARRY HILL DRIVE", "title": "Mr."}, "item_id": "ref-00004", "person": {"DOB": "1985-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.birchmere.4@example.invalid", "fname": "Fergus", "lname": "Birchmere", "phone_home": "555-0181", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "203 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 4}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00005", "params": {"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldley.5@example.invalid", "fname": "Rafael", "lname": "Caldley", "phone_home": "555-0100", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "176 WILLOW BEND ROAD", "title": "Ms."}, "seq": 5, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Rafael\nLast name: Caldley\nDate of birth: 1943-01-24\nSex: Female\nStreet: 176 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0100\nEmail: rafael.caldley.5@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "shared_dob", "inject": [], "intended": {"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldley.5@example.invalid", "fname": "Rafael", "lname": "Caldley", "phone_home": "555-0100", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "176 WILLOW BEND ROAD", "title": "Ms."}, "item_id": "ref-00005", "person": {"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldley.5@example.invalid", "fname": "Rafael", "lname": "Caldley", "phone_home": "555-0100", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "176 WILLOW BEND ROAD", "title": "Ms."}, "rationale": "born on the same day as an existing chart; a different person", "seq": 5}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00006", "params": {"DOB": "04/20/1944", "city": "EXAMPLETON", "country_code": "USA", "email": "priya.marwell.6@example.invalid", "fname": "Priya", "lname": "Marwell", "phone_home": "555-0144", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "194 LANTERN COURT FERRY", "title": "Mrs."}, "seq": 6, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Priya\nLast name: Marwell\nDate of birth: 04/20/1944\nSex: Female\nStreet: 194 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0144\nEmail: priya.marwell.6@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "malformed_dob", "inject": [], "intended": {"DOB": "1944-04-20", "city": "EXAMPLETON", "country_code": "USA", "email": "priya.marwell.6@example.invalid", "fname": "Priya", "lname": "Marwell", "phone_home": "555-0144", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "194 LANTERN COURT FERRY", "title": "Mrs."}, "item_id": "ref-00006", "person": {"DOB": "1944-04-20", "city": "EXAMPLETON", "country_code": "USA", "email": "priya.marwell.6@example.invalid", "fname": "Priya", "lname": "Marwell", "phone_home": "555-0144", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "194 LANTERN COURT FERRY", "title": "Mrs."}, "rationale": "date of birth written MM/DD/YYYY; the true date is ISO", "seq": 6}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00007", "params": {"DOB": "1997-08-16", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.ellwick.7@example.invalid", "fname": "Mateo", "lname": "Ellwick", "phone_home": "555-0118", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "249 BEACON TERRACE STATION", "title": "Ms."}, "seq": 7, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Mateo\nLast name: Ellwick\nDate of birth: 1997-08-16\nSex: Female\nStreet: 249 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0118\nEmail: mateo.ellwick.7@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1997-08-16", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.ellwick.7@example.invalid", "fname": "Mateo", "lname": "Ellwick", "phone_home": "555-0118", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "249 BEACON TERRACE STATION", "title": "Ms."}, "item_id": "ref-00007", "person": {"DOB": "1997-08-16", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.ellwick.7@example.invalid", "fname": "Mateo", "lname": "Ellwick", "phone_home": "555-0118", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "249 BEACON TERRACE STATION", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 7}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00008", "params": {"city": "EXAMPLETON", "country_code": "USA", "email": "bo.jessby.8@example.invalid", "fname": "Bo", "lname": "Jessby", "phone_home": "555-0188", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "107 AVENUE MILL ROAD", "title": "Mr."}, "seq": 8, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Bo\nLast name: Jessby\nDate of birth: \nSex: Male\nStreet: 107 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0188\nEmail: bo.jessby.8@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "missing_required", "inject": [], "intended": null, "item_id": "ref-00008", "person": {"DOB": "1955-09-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.jessby.8@example.invalid", "fname": "Bo", "lname": "Jessby", "phone_home": "555-0188", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "107 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "no date of birth; return the referral to the sender", "seq": 8}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00009", "params": {"DOB": "1946-12-28", "city": "EXAMPLETON", "country_code": "USA", "email": "marcus.stanby.9@example.invalid", "fname": "Marcus", "lname": "Stanby", "phone_home": "555-0145", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "135 AVENUE MILL ROAD", "title": "Mr."}, "seq": 9, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Marcus\nLast name: Stanby\nDate of birth: 1946-12-28\nSex: Male\nStreet: 135 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0145\nEmail: marcus.stanby.9@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1946-12-28", "city": "EXAMPLETON", "country_code": "USA", "email": "marcus.stanby.9@example.invalid", "fname": "Marcus", "lname": "Stanby", "phone_home": "555-0145", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "135 AVENUE MILL ROAD", "title": "Mr."}, "item_id": "ref-00009", "person": {"DOB": "1946-12-28", "city": "EXAMPLETON", "country_code": "USA", "email": "marcus.stanby.9@example.invalid", "fname": "Marcus", "lname": "Stanby", "phone_home": "555-0145", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "135 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 9}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00010", "params": {"DOB": "1963-10-26", "city": "EXAMPLETON", "country_code": "USA", "email": "kwame.stanwood.10@example.invalid", "fname": "Kwame", "lname": "Stanwood", "phone_home": "555-0151", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "405 STREET CEDAR ROW", "title": "Mr."}, "seq": 10, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Kwame\nLast name: Stanwood\nDate of birth: 1963-10-26\nSex: Male\nStreet: 405 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0151\nEmail: kwame.stanwood.10@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1963-10-26", "city": "EXAMPLETON", "country_code": "USA", "email": "kwame.stanwood.10@example.invalid", "fname": "Kwame", "lname": "Stanwood", "phone_home": "555-0151", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "405 STREET CEDAR ROW", "title": "Mr."}, "item_id": "ref-00010", "person": {"DOB": "1963-10-26", "city": "EXAMPLETON", "country_code": "USA", "email": "kwame.stanwood.10@example.invalid", "fname": "Kwame", "lname": "Stanwood", "phone_home": "555-0151", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "405 STREET CEDAR ROW", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 10}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00011", "params": {"DOB": "1980-12-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.galmere.11@example.invalid", "fname": "Bram", "lname": "Galmere", "phone_home": "555-0133", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "16 BEACON TERRACE STATION", "title": "Mr."}, "seq": 11, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Bram\nLast name: Galmere\nDate of birth: 1980-12-01\nSex: Male\nStreet: 16 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0133\nEmail: bram.galmere.11@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1980-12-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.galmere.11@example.invalid", "fname": "Bram", "lname": "Galmere", "phone_home": "555-0133", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "16 BEACON TERRACE STATION", "title": "Mr."}, "item_id": "ref-00011", "person": {"DOB": "1980-12-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.galmere.11@example.invalid", "fname": "Bram", "lname": "Galmere", "phone_home": "555-0133", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "16 BEACON TERRACE STATION", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 11}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00012", "params": {"DOB": "1979-06-03", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.langstead.12@example.invalid", "fname": "Anouk", "lname": "Langstead", "phone_home": "555-0160", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "114 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 12, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Anouk\nLast name: Langstead\nDate of birth: 1979-06-03\nSex: Male\nStreet: 114 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0160\nEmail: anouk.langstead.12@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "concurrent_same", "inject": [{"event": "other_clerk_creates", "person": {"DOB": "1979-06-03", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.langstead.12@example.invalid", "fname": "Anouk", "lname": "Langstead", "phone_home": "555-0160", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "114 QUARRY HILL DRIVE", "title": "Mr."}, "when": "before_item"}], "intended": null, "item_id": "ref-00012", "person": {"DOB": "1979-06-03", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.langstead.12@example.invalid", "fname": "Anouk", "lname": "Langstead", "phone_home": "555-0160", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "114 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "another clerk registered this patient moments earlier", "seq": 12}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00013", "params": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 13, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Odile\nLast name: Quenwood\nDate of birth: 1996-11-12\nSex: Female\nStreet: 411 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0149\nEmail: odile.quenwood.13@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "concurrent_other", "inject": [{"event": "other_clerk_edits_unrelated", "when": "during_item"}], "intended": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "item_id": "ref-00013", "person": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "another clerk edits an unrelated chart meanwhile", "seq": 13}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00014", "params": {"DOB": "1990-11-11", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.quenley.14@example.invalid", "fname": "Rafael", "lname": "Quenley", "phone_home": "555-0151", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "46 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 14, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Rafael\nLast name: Quenley\nDate of birth: 1990-11-11\nSex: Female\nStreet: 46 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0151\nEmail: rafael.quenley.14@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1990-11-11", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.quenley.14@example.invalid", "fname": "Rafael", "lname": "Quenley", "phone_home": "555-0151", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "46 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00014", "person": {"DOB": "1990-11-11", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.quenley.14@example.invalid", "fname": "Rafael", "lname": "Quenley", "phone_home": "555-0151", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "46 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 14}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00015", "params": {"DOB": "1951-01-05", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.fairwell.15@example.invalid", "fname": "Arlo", "lname": "Fairwell", "phone_home": "555-0178", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "304 WAY", "title": "Ms."}, "seq": 15, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Arlo\nLast name: Fairwell\nDate of birth: 1951-01-05\nSex: Female\nStreet: 304 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0178\nEmail: arlo.fairwell.15@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1951-01-05", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.fairwell.15@example.invalid", "fname": "Arlo", "lname": "Fairwell", "phone_home": "555-0178", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "304 WAY", "title": "Ms."}, "item_id": "ref-00015", "person": {"DOB": "1951-01-05", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.fairwell.15@example.invalid", "fname": "Arlo", "lname": "Fairwell", "phone_home": "555-0178", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "304 WAY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 15}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00016", "params": {"DOB": "1951-01-01", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.langridge.16@example.invalid", "fname": "Mateo", "lname": "Langridge", "phone_home": "555-0155", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 16, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Mateo\nLast name: Langridge\nDate of birth: 1951-01-01\nSex: Female\nStreet: 411 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0155\nEmail: mateo.langridge.16@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1951-01-01", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.langridge.16@example.invalid", "fname": "Mateo", "lname": "Langridge", "phone_home": "555-0155", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "item_id": "ref-00016", "person": {"DOB": "1951-01-01", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.langridge.16@example.invalid", "fname": "Mateo", "lname": "Langridge", "phone_home": "555-0155", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 16}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00017", "params": {"DOB": "1967-04-10", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.hartton.17@example.invalid", "fname": "Rafael", "lname": "Hartton", "phone_home": "555-0133", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "258 STREET CEDAR ROW", "title": "Mrs."}, "seq": 17, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Rafael\nLast name: Hartton\nDate of birth: 1967-04-10\nSex: Female\nStreet: 258 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0133\nEmail: rafael.hartton.17@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1967-04-10", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.hartton.17@example.invalid", "fname": "Rafael", "lname": "Hartton", "phone_home": "555-0133", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "258 STREET CEDAR ROW", "title": "Mrs."}, "item_id": "ref-00017", "person": {"DOB": "1967-04-10", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.hartton.17@example.invalid", "fname": "Rafael", "lname": "Hartton", "phone_home": "555-0133", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "258 STREET CEDAR ROW", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 17}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00018", "params": {"DOB": "1993-11-19", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.caldford.18@example.invalid", "fname": "Wen", "lname": "Caldford", "phone_home": "555-0168", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "419 ORCHARD LANE HARBOR", "title": "Mr."}, "seq": 18, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Wen\nLast name: Caldford\nDate of birth: 1993-11-19\nSex: Male\nStreet: 419 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0168\nEmail: wen.caldford.18@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1993-11-19", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.caldford.18@example.invalid", "fname": "Wen", "lname": "Caldford", "phone_home": "555-0168", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "419 ORCHARD LANE HARBOR", "title": "Mr."}, "item_id": "ref-00018", "person": {"DOB": "1993-11-19", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.caldford.18@example.invalid", "fname": "Wen", "lname": "Caldford", "phone_home": "555-0168", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "419 ORCHARD LANE HARBOR", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 18}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00019", "params": {"DOB": "10/01/1958", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "seq": 19, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Fergus\nLast name: Ashbrook\nDate of birth: 10/01/1958\nSex: Male\nStreet: 399 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0118\nEmail: fergus.ashbrook.19@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "malformed_dob", "inject": [], "intended": {"DOB": "1958-10-01", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "item_id": "ref-00019", "person": {"DOB": "1958-10-01", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "rationale": "date of birth written MM/DD/YYYY; the true date is ISO", "seq": 19}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00020", "params": {"DOB": "1976-11-17", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.ellford.20@example.invalid", "fname": "Jasper", "lname": "Ellford", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "273 WAY", "title": "Ms."}, "seq": 20, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Jasper\nLast name: Ellford\nDate of birth: 1976-11-17\nSex: Female\nStreet: 273 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0171\nEmail: jasper.ellford.20@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "clean", "inject": [], "intended": {"DOB": "1976-11-17", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.ellford.20@example.invalid", "fname": "Jasper", "lname": "Ellford", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "273 WAY", "title": "Ms."}, "item_id": "ref-00020", "person": {"DOB": "1976-11-17", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.ellford.20@example.invalid", "fname": "Jasper", "lname": "Ellford", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "273 WAY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 20}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00021", "params": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 21, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Odile\nLast name: Quenwood\nDate of birth: 1996-11-12\nSex: Female\nStreet: 411 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0149\nEmail: odile.quenwood.13@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "dup_resend", "inject": [], "intended": null, "item_id": "ref-00021", "person": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "a resend of ref-00013", "seq": 21}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00022", "params": {"DOB": "1970-08-17", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.radwood.22@example.invalid", "fname": "Fergus", "lname": "Radwood", "phone_home": "555-0189", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "275 WAY", "title": "Ms."}, "seq": 22, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Fergus\nLast name: Radwood\nDate of birth: 1970-08-17\nSex: Female\nStreet: 275 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0189\nEmail: fergus.radwood.22@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "clean", "inject": [], "intended": {"DOB": "1970-08-17", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.radwood.22@example.invalid", "fname": "Fergus", "lname": "Radwood", "phone_home": "555-0189", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "275 WAY", "title": "Ms."}, "item_id": "ref-00022", "person": {"DOB": "1970-08-17", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.radwood.22@example.invalid", "fname": "Fergus", "lname": "Radwood", "phone_home": "555-0189", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "275 WAY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 22}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00023", "params": {"DOB": "1992-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.thornford.23@example.invalid", "fname": "Soren", "lname": "Thornford", "phone_home": "555-0140", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "64 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 23, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Soren\nLast name: Thornford\nDate of birth: 1992-03-14\nSex: Female\nStreet: 64 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0140\nEmail: soren.thornford.23@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "clean", "inject": [], "intended": {"DOB": "1992-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.thornford.23@example.invalid", "fname": "Soren", "lname": "Thornford", "phone_home": "555-0140", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "64 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00023", "person": {"DOB": "1992-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.thornford.23@example.invalid", "fname": "Soren", "lname": "Thornford", "phone_home": "555-0140", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "64 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 23}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00024", "params": {"DOB": "1937-08-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 24, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ida\nLast name: Norwick\nDate of birth: 1937-08-13\nSex: Male\nStreet: 88 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0107\nEmail: ida.norwick.9010@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "ambiguous_same_person", "inject": [], "intended": null, "item_id": "ref-00024", "person": {"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "same person as an existing chart; the date of birth has a typo", "seq": 24}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00025", "params": {"DOB": "1994-04-24", "city": "EXAMPLETON", "country_code": "USA", "email": "esme.iversbrook.25@example.invalid", "fname": "Esme", "lname": "Iversbrook", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "489 QUARRY HILL DRIVE", "title": "Mrs."}, "seq": 25, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Esme\nLast name: Iversbrook\nDate of birth: 1994-04-24\nSex: Female\nStreet: 489 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0162\nEmail: esme.iversbrook.25@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "clean", "inject": [], "intended": {"DOB": "1994-04-24", "city": "EXAMPLETON", "country_code": "USA", "email": "esme.iversbrook.25@example.invalid", "fname": "Esme", "lname": "Iversbrook", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "489 QUARRY HILL DRIVE", "title": "Mrs."}, "item_id": "ref-00025", "person": {"DOB": "1994-04-24", "city": "EXAMPLETON", "country_code": "USA", "email": "esme.iversbrook.25@example.invalid", "fname": "Esme", "lname": "Iversbrook", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "489 QUARRY HILL DRIVE", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 25}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00026", "params": {"DOB": "1990-09-13", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.hartbrook.26@example.invalid", "fname": " FARIDA ", "lname": "HARTBROOK ", "phone_home": "555-0145", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "175 ORCHARD LANE HARBOR", "title": "Ms."}, "seq": 26, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name:  FARIDA \nLast name: HARTBROOK \nDate of birth: 1990-09-13\nSex: Female\nStreet: 175 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0145\nEmail: farida.hartbrook.26@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "malformed_case", "inject": [], "intended": {"DOB": "1990-09-13", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.hartbrook.26@example.invalid", "fname": "Farida", "lname": "Hartbrook", "phone_home": "555-0145", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "175 ORCHARD LANE HARBOR", "title": "Ms."}, "item_id": "ref-00026", "person": {"DOB": "1990-09-13", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.hartbrook.26@example.invalid", "fname": "Farida", "lname": "Hartbrook", "phone_home": "555-0145", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "175 ORCHARD LANE HARBOR", "title": "Ms."}, "rationale": "names in capitals with stray spaces", "seq": 26}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00027", "params": {"DOB": "1978-09-15", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.birchmore.27@example.invalid", "fname": "Jasper", "lname": "Birchmore", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "227 WILLOW BEND ROAD", "title": "Mrs."}, "seq": 27, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Jasper\nLast name: Birchmore\nDate of birth: 1978-09-15\nSex: Female\nStreet: 227 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0142\nEmail: jasper.birchmore.27@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "common_surname", "inject": [], "intended": {"DOB": "1978-09-15", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.birchmore.27@example.invalid", "fname": "Jasper", "lname": "Birchmore", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "227 WILLOW BEND ROAD", "title": "Mrs."}, "item_id": "ref-00027", "person": {"DOB": "1978-09-15", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.birchmore.27@example.invalid", "fname": "Jasper", "lname": "Birchmore", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "227 WILLOW BEND ROAD", "title": "Mrs."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 27}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00028", "params": {"DOB": "1964-02-03", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.caldwick.28@example.invalid", "fname": "Fergus", "lname": "Caldwick", "phone_home": "555-0199", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "137 BEACON TERRACE STATION", "title": "Ms."}, "seq": 28, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Fergus\nLast name: Caldwick\nDate of birth: 1964-02-03\nSex: Female\nStreet: 137 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0199\nEmail: fergus.caldwick.28@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "clean", "inject": [], "intended": {"DOB": "1964-02-03", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.caldwick.28@example.invalid", "fname": "Fergus", "lname": "Caldwick", "phone_home": "555-0199", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "137 BEACON TERRACE STATION", "title": "Ms."}, "item_id": "ref-00028", "person": {"DOB": "1964-02-03", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.caldwick.28@example.invalid", "fname": "Fergus", "lname": "Caldwick", "phone_home": "555-0199", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "137 BEACON TERRACE STATION", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 28}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00029", "params": {"DOB": "1986-03-18", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.oakwell.29@example.invalid", "fname": "Wen", "lname": "Oakwell", "phone_home": "555-0111", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "472 WAY", "title": "Mr."}, "seq": 29, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Wen\nLast name: Oakwell\nDate of birth: 1986-03-18\nSex: Male\nStreet: 472 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0111\nEmail: wen.oakwell.29@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "concurrent_same", "inject": [{"event": "other_clerk_creates", "person": {"DOB": "1986-03-18", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.oakwell.29@example.invalid", "fname": "Wen", "lname": "Oakwell", "phone_home": "555-0111", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "472 WAY", "title": "Mr."}, "when": "before_item"}], "intended": null, "item_id": "ref-00029", "person": {"DOB": "1986-03-18", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.oakwell.29@example.invalid", "fname": "Wen", "lname": "Oakwell", "phone_home": "555-0111", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "472 WAY", "title": "Mr."}, "rationale": "another clerk registered this patient moments earlier", "seq": 29}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00030", "params": {"DOB": "1944-05-01", "city": "EXAMPLETON", "country_code": "USA", "email": "hollis.jesston.30@example.invalid", "fname": "Hollis", "lname": "Jesston", "phone_home": "555-0110", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "326 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 30, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Hollis\nLast name: Jesston\nDate of birth: 1944-05-01\nSex: Male\nStreet: 326 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0110\nEmail: hollis.jesston.30@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "common_surname", "inject": [], "intended": {"DOB": "1944-05-01", "city": "EXAMPLETON", "country_code": "USA", "email": "hollis.jesston.30@example.invalid", "fname": "Hollis", "lname": "Jesston", "phone_home": "555-0110", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "326 QUARRY HILL DRIVE", "title": "Mr."}, "item_id": "ref-00030", "person": {"DOB": "1944-05-01", "city": "EXAMPLETON", "country_code": "USA", "email": "hollis.jesston.30@example.invalid", "fname": "Hollis", "lname": "Jesston", "phone_home": "555-0110", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "326 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 30}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00031", "params": {"DOB": "1993-01-11", "city": "EXAMPLETON", "country_code": "USA", "email": "grace.jessby.31@example.invalid", "fname": "Grace", "lname": "Jessby", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "285 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 31, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Grace\nLast name: Jessby\nDate of birth: 1993-01-11\nSex: Female\nStreet: 285 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0179\nEmail: grace.jessby.31@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "clean", "inject": [], "intended": {"DOB": "1993-01-11", "city": "EXAMPLETON", "country_code": "USA", "email": "grace.jessby.31@example.invalid", "fname": "Grace", "lname": "Jessby", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "285 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00031", "person": {"DOB": "1993-01-11", "city": "EXAMPLETON", "country_code": "USA", "email": "grace.jessby.31@example.invalid", "fname": "Grace", "lname": "Jessby", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "285 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 31}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00032", "params": {"DOB": "1955-05-02", "city": "EXAMPLETON", "country_code": "USA", "email": "ilse.iverswick.32@example.invalid", "fname": "Ilse", "lname": "Iverswick", "phone_home": "", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "94 STREET CEDAR ROW", "title": "Mrs."}, "seq": 32, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Ilse\nLast name: Iverswick\nDate of birth: 1955-05-02\nSex: Female\nStreet: 94 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: \nEmail: ilse.iverswick.32@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "missing_optional", "inject": [], "intended": {"DOB": "1955-05-02", "city": "EXAMPLETON", "country_code": "USA", "email": "ilse.iverswick.32@example.invalid", "fname": "Ilse", "lname": "Iverswick", "phone_home": "", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "94 STREET CEDAR ROW", "title": "Mrs."}, "item_id": "ref-00032", "person": {"DOB": "1955-05-02", "city": "EXAMPLETON", "country_code": "USA", "email": "ilse.iverswick.32@example.invalid", "fname": "Ilse", "lname": "Iverswick", "phone_home": "", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "94 STREET CEDAR ROW", "title": "Mrs."}, "rationale": "no home phone; register without one", "seq": 32}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00033", "params": {"DOB": "1999-11-06", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.fairwick.33@example.invalid", "fname": "Odile", "lname": "Fairwick", "phone_home": "555-0132", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "140 AVENUE MILL ROAD", "title": "Mr."}, "seq": 33, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Odile\nLast name: Fairwick\nDate of birth: 1999-11-06\nSex: Male\nStreet: 140 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0132\nEmail: odile.fairwick.33@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "common_surname", "inject": [], "intended": {"DOB": "1999-11-06", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.fairwick.33@example.invalid", "fname": "Odile", "lname": "Fairwick", "phone_home": "555-0132", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "140 AVENUE MILL ROAD", "title": "Mr."}, "item_id": "ref-00033", "person": {"DOB": "1999-11-06", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.fairwick.33@example.invalid", "fname": "Odile", "lname": "Fairwick", "phone_home": "555-0132", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "140 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 33}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00034", "params": {"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 34, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ida\nLast name: Norwick\nDate of birth: 1937-08-12\nSex: Male\nStreet: 88 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0107\nEmail: ida.norwick.9010@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "dup_existing", "inject": [], "intended": null, "item_id": "ref-00034", "person": {"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "this patient already has a chart", "seq": 34}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00035", "params": {"DOB": "1999-05-23", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.stanbrook.35@example.invalid", "fname": "Leilani", "lname": "Stanbrook", "phone_home": "555-0125", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "112 STREET CEDAR ROW", "title": "Mr."}, "seq": 35, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Leilani\nLast name: Stanbrook\nDate of birth: 1999-05-23\nSex: Male\nStreet: 112 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0125\nEmail: leilani.stanbrook.35@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "clean", "inject": [], "intended": {"DOB": "1999-05-23", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.stanbrook.35@example.invalid", "fname": "Leilani", "lname": "Stanbrook", "phone_home": "555-0125", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "112 STREET CEDAR ROW", "title": "Mr."}, "item_id": "ref-00035", "person": {"DOB": "1999-05-23", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.stanbrook.35@example.invalid", "fname": "Leilani", "lname": "Stanbrook", "phone_home": "555-0125", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "112 STREET CEDAR ROW", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 35}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00036", "params": {"DOB": "1979-01-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.ellstead.36@example.invalid", "fname": "Ida", "lname": "Ellstead", "phone_home": "555-0180", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "68 WILLOW BEND ROAD", "title": "Mr."}, "seq": 36, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ida\nLast name: Ellstead\nDate of birth: 1979-01-27\nSex: Male\nStreet: 68 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0180\nEmail: ida.ellstead.36@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "clean", "inject": [], "intended": {"DOB": "1979-01-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.ellstead.36@example.invalid", "fname": "Ida", "lname": "Ellstead", "phone_home": "555-0180", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "68 WILLOW BEND ROAD", "title": "Mr."}, "item_id": "ref-00036", "person": {"DOB": "1979-01-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.ellstead.36@example.invalid", "fname": "Ida", "lname": "Ellstead", "phone_home": "555-0180", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "68 WILLOW BEND ROAD", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 36}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00037", "params": {"DOB": "1942-02-22", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.oakcombe.37@example.invalid", "fname": "Soren", "lname": "Oakcombe", "phone_home": "555-0176", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "432 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 37, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Soren\nLast name: Oakcombe\nDate of birth: 1942-02-22\nSex: Female\nStreet: 432 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0176\nEmail: soren.oakcombe.37@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "clean", "inject": [], "intended": {"DOB": "1942-02-22", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.oakcombe.37@example.invalid", "fname": "Soren", "lname": "Oakcombe", "phone_home": "555-0176", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "432 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00037", "person": {"DOB": "1942-02-22", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.oakcombe.37@example.invalid", "fname": "Soren", "lname": "Oakcombe", "phone_home": "555-0176", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "432 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 37}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00038", "params": {"DOB": "1958-03-09", "city": "EXAMPLETON", "country_code": "USA", "email": "dmitri.birchfield.38@example.invalid", "fname": "Dmitri", "lname": "Birchfield", "phone_home": "555-0146", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "230 WILLOW BEND ROAD", "title": "Mr."}, "seq": 38, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Dmitri\nLast name: Birchfield\nDate of birth: 1958-03-09\nSex: Male\nStreet: 230 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0146\nEmail: dmitri.birchfield.38@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "slow_save", "inject": [{"event": "slow_save", "seconds": 6, "when": "during_item"}], "intended": {"DOB": "1958-03-09", "city": "EXAMPLETON", "country_code": "USA", "email": "dmitri.birchfield.38@example.invalid", "fname": "Dmitri", "lname": "Birchfield", "phone_home": "555-0146", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "230 WILLOW BEND ROAD", "title": "Mr."}, "item_id": "ref-00038", "person": {"DOB": "1958-03-09", "city": "EXAMPLETON", "country_code": "USA", "email": "dmitri.birchfield.38@example.invalid", "fname": "Dmitri", "lname": "Birchfield", "phone_home": "555-0146", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "230 WILLOW BEND ROAD", "title": "Mr."}, "rationale": "the save is slow", "seq": 38}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00039", "params": {"DOB": "1939-05-07", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.langby.39@example.invalid", "fname": "Rosalind", "lname": "Langby", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "184 LANTERN COURT FERRY", "title": "Ms."}, "seq": 39, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Rosalind\nLast name: Langby\nDate of birth: 1939-05-07\nSex: Female\nStreet: 184 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0142\nEmail: rosalind.langby.39@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "clean", "inject": [], "intended": {"DOB": "1939-05-07", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.langby.39@example.invalid", "fname": "Rosalind", "lname": "Langby", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "184 LANTERN COURT FERRY", "title": "Ms."}, "item_id": "ref-00039", "person": {"DOB": "1939-05-07", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.langby.39@example.invalid", "fname": "Rosalind", "lname": "Langby", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "184 LANTERN COURT FERRY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 39}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00040", "params": {"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.jesswood.40@example.invalid", "fname": "Mateo", "lname": "Jesswood", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "4 QUARRY HILL DRIVE", "title": "Mrs."}, "seq": 40, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Mateo\nLast name: Jesswood\nDate of birth: 1950-04-21\nSex: Female\nStreet: 4 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0111\nEmail: mateo.jesswood.40@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "shared_dob", "inject": [], "intended": {"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.jesswood.40@example.invalid", "fname": "Mateo", "lname": "Jesswood", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "4 QUARRY HILL DRIVE", "title": "Mrs."}, "item_id": "ref-00040", "person": {"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.jesswood.40@example.invalid", "fname": "Mateo", "lname": "Jesswood", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "4 QUARRY HILL DRIVE", "title": "Mrs."}, "rationale": "born on the same day as an existing chart; a different person", "seq": 40}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00041", "params": {"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ines.norwell.41@example.invalid", "fname": "Ines", "lname": "Norwell", "phone_home": "555-0184", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "121 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 41, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Ines\nLast name: Norwell\nDate of birth: 1966-07-13\nSex: Female\nStreet: 121 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0184\nEmail: ines.norwell.41@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "shared_dob", "inject": [], "intended": {"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ines.norwell.41@example.invalid", "fname": "Ines", "lname": "Norwell", "phone_home": "555-0184", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "121 QUARRY HILL DRIVE", "title": "Ms."}, "item_id": "ref-00041", "person": {"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ines.norwell.41@example.invalid", "fname": "Ines", "lname": "Norwell", "phone_home": "555-0184", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "121 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "born on the same day as an existing chart; a different person", "seq": 41}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00042", "params": {"DOB": "1998-03-10", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.norley.42@example.invalid", "fname": "Anouk", "lname": "Norley", "phone_home": "555-0191", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "372 LANTERN COURT FERRY", "title": "Mr."}, "seq": 42, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Anouk\nLast name: Norley\nDate of birth: 1998-03-10\nSex: Male\nStreet: 372 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0191\nEmail: anouk.norley.42@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "clean", "inject": [], "intended": {"DOB": "1998-03-10", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.norley.42@example.invalid", "fname": "Anouk", "lname": "Norley", "phone_home": "555-0191", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "372 LANTERN COURT FERRY", "title": "Mr."}, "item_id": "ref-00042", "person": {"DOB": "1998-03-10", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.norley.42@example.invalid", "fname": "Anouk", "lname": "Norley", "phone_home": "555-0191", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "372 LANTERN COURT FERRY", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 42}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00043", "params": {"DOB": "2002-09-19", "city": "EXAMPLETON", "country_code": "USA", "email": "dalia.oakbrook.43@example.invalid", "fname": "Dalia", "lname": "Oakbrook", "phone_home": "555-0110", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "429 WILLOW BEND ROAD", "title": "Ms."}, "seq": 43, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Dalia\nLast name: Oakbrook\nDate of birth: 2002-09-19\nSex: Female\nStreet: 429 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0110\nEmail: dalia.oakbrook.43@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "clean", "inject": [], "intended": {"DOB": "2002-09-19", "city": "EXAMPLETON", "country_code": "USA", "email": "dalia.oakbrook.43@example.invalid", "fname": "Dalia", "lname": "Oakbrook", "phone_home": "555-0110", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "429 WILLOW BEND ROAD", "title": "Ms."}, "item_id": "ref-00043", "person": {"DOB": "2002-09-19", "city": "EXAMPLETON", "country_code": "USA", "email": "dalia.oakbrook.43@example.invalid", "fname": "Dalia", "lname": "Oakbrook", "phone_home": "555-0110", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "429 WILLOW BEND ROAD", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 43}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00044", "params": {"DOB": "10/01/1958", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "seq": 44, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Fergus\nLast name: Ashbrook\nDate of birth: 10/01/1958\nSex: Male\nStreet: 399 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0118\nEmail: fergus.ashbrook.19@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "dup_resend", "inject": [], "intended": null, "item_id": "ref-00044", "person": {"DOB": "1958-10-01", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "rationale": "a resend of ref-00019", "seq": 44}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00045", "params": {"DOB": "1959-06-04", "city": "EXAMPLETON", "country_code": "USA", "email": "gideon.galwick.9004@example.invalid", "fname": "Gideon", "lname": "Galwick", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "282 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 45, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Gideon\nLast name: Galwick\nDate of birth: 1959-06-04\nSex: Female\nStreet: 282 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0179\nEmail: gideon.galwick.9004@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "dup_existing", "inject": [], "intended": null, "item_id": "ref-00045", "person": {"DOB": "1959-06-04", "city": "EXAMPLETON", "country_code": "USA", "email": "gideon.galwick.9004@example.invalid", "fname": "Gideon", "lname": "Galwick", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "282 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "this patient already has a chart", "seq": 45}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00046", "params": {"DOB": "1998-07-03", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.hartgate.46@example.invalid", "fname": "Odile", "lname": "Hartgate", "phone_home": "555-0178", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "247 BEACON TERRACE STATION", "title": "Mr."}, "seq": 46, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Odile\nLast name: Hartgate\nDate of birth: 1998-07-03\nSex: Male\nStreet: 247 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0178\nEmail: odile.hartgate.46@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "session_expiry", "inject": [{"event": "force_logout", "when": "before_item"}], "intended": {"DOB": "1998-07-03", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.hartgate.46@example.invalid", "fname": "Odile", "lname": "Hartgate", "phone_home": "555-0178", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "247 BEACON TERRACE STATION", "title": "Mr."}, "item_id": "ref-00046", "person": {"DOB": "1998-07-03", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.hartgate.46@example.invalid", "fname": "Odile", "lname": "Hartgate", "phone_home": "555-0178", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "247 BEACON TERRACE STATION", "title": "Mr."}, "rationale": "sessions ended just before the item", "seq": 46}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00047", "params": {"DOB": "1977-05-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldbrook.47@example.invalid", "fname": "Rafael", "lname": "Caldbrook", "phone_home": "555-0101", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "382 BEACON TERRACE STATION", "title": "Ms."}, "seq": 47, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Rafael\nLast name: Caldbrook\nDate of birth: 1977-05-21\nSex: Female\nStreet: 382 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0101\nEmail: rafael.caldbrook.47@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "clean", "inject": [], "intended": {"DOB": "1977-05-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldbrook.47@example.invalid", "fname": "Rafael", "lname": "Caldbrook", "phone_home": "555-0101", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "382 BEACON TERRACE STATION", "title": "Ms."}, "item_id": "ref-00047", "person": {"DOB": "1977-05-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldbrook.47@example.invalid", "fname": "Rafael", "lname": "Caldbrook", "phone_home": "555-0101", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "382 BEACON TERRACE STATION", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 47}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00048", "params": {"DOB": "1962-11-16", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.jesswick.48@example.invalid", "fname": "Leilani", "lname": "Jesswick", "phone_home": "555-0159", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "150 BEACON TERRACE STATION", "title": "Mrs."}, "seq": 48, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Leilani\nLast name: Jesswick\nDate of birth: 1962-11-16\nSex: Female\nStreet: 150 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0159\nEmail: leilani.jesswick.48@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "clean", "inject": [], "intended": {"DOB": "1962-11-16", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.jesswick.48@example.invalid", "fname": "Leilani", "lname": "Jesswick", "phone_home": "555-0159", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "150 BEACON TERRACE STATION", "title": "Mrs."}, "item_id": "ref-00048", "person": {"DOB": "1962-11-16", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.jesswick.48@example.invalid", "fname": "Leilani", "lname": "Jesswick", "phone_home": "555-0159", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "150 BEACON TERRACE STATION", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 48}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00049", "params": {"DOB": "1974-02-16", "city": "EXAMPLETON", "country_code": "USA", "email": "tomas.stanstead.49@example.invalid", "fname": "Tomas", "lname": "Stanstead", "phone_home": "555-0109", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "10 BEACON TERRACE STATION", "title": "Mrs."}, "seq": 49, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Tomas\nLast name: Stanstead\nDate of birth: 1974-02-16\nSex: Female\nStreet: 10 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0109\nEmail: tomas.stanstead.49@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "clean", "inject": [], "intended": {"DOB": "1974-02-16", "city": "EXAMPLETON", "country_code": "USA", "email": "tomas.stanstead.49@example.invalid", "fname": "Tomas", "lname": "Stanstead", "phone_home": "555-0109", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "10 BEACON TERRACE STATION", "title": "Mrs."}, "item_id": "ref-00049", "person": {"DOB": "1974-02-16", "city": "EXAMPLETON", "country_code": "USA", "email": "tomas.stanstead.49@example.invalid", "fname": "Tomas", "lname": "Stanstead", "phone_home": "555-0109", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "10 BEACON TERRACE STATION", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 49}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00050", "params": {"DOB": "1961-04-03", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jesswick.50@example.invalid", "fname": "Oren", "lname": "Jesswick", "phone_home": "555-0195", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "299 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 50, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Oren\nLast name: Jesswick\nDate of birth: 1961-04-03\nSex: Male\nStreet: 299 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0195\nEmail: oren.jesswick.50@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "clean", "inject": [], "intended": {"DOB": "1961-04-03", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jesswick.50@example.invalid", "fname": "Oren", "lname": "Jesswick", "phone_home": "555-0195", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "299 QUARRY HILL DRIVE", "title": "Mr."}, "item_id": "ref-00050", "person": {"DOB": "1961-04-03", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jesswick.50@example.invalid", "fname": "Oren", "lname": "Jesswick", "phone_home": "555-0195", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "299 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 50}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00051", "params": {"DOB": "1949-12-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.ellwood.51@example.invalid", "fname": "Ola", "lname": "Ellwood", "phone_home": "555-0150", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "120 WAY", "title": "Mr."}, "seq": 51, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ola\nLast name: Ellwood\nDate of birth: 1949-12-12\nSex: Male\nStreet: 120 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0150\nEmail: ola.ellwood.51@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "clean", "inject": [], "intended": {"DOB": "1949-12-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.ellwood.51@example.invalid", "fname": "Ola", "lname": "Ellwood", "phone_home": "555-0150", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "120 WAY", "title": "Mr."}, "item_id": "ref-00051", "person": {"DOB": "1949-12-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.ellwood.51@example.invalid", "fname": "Ola", "lname": "Ellwood", "phone_home": "555-0150", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "120 WAY", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 51}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00052", "params": {"DOB": "1975-08-19", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenridge.9005@example.invalid", "fname": "Odile", "lname": "Quenridge", "phone_home": "555-0138", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "474 WAY", "title": "Mr."}, "seq": 52, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Odile\nLast name: Quenridge\nDate of birth: 1975-08-19\nSex: Male\nStreet: 474 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0138\nEmail: odile.quenridge.9005@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "dup_existing", "inject": [], "intended": null, "item_id": "ref-00052", "person": {"DOB": "1975-08-19", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenridge.9005@example.invalid", "fname": "Odile", "lname": "Quenridge", "phone_home": "555-0138", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "474 WAY", "title": "Mr."}, "rationale": "this patient already has a chart", "seq": 52}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00053", "params": {"DOB": "1978-07-04", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.ashby.53@example.invalid", "fname": "Bo", "lname": "Ashby", "phone_home": "", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "483 STREET CEDAR ROW", "title": "Mr."}, "seq": 53, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Bo\nLast name: Ashby\nDate of birth: 1978-07-04\nSex: Male\nStreet: 483 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: \nEmail: bo.ashby.53@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "missing_optional", "inject": [], "intended": {"DOB": "1978-07-04", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.ashby.53@example.invalid", "fname": "Bo", "lname": "Ashby", "phone_home": "", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "483 STREET CEDAR ROW", "title": "Mr."}, "item_id": "ref-00053", "person": {"DOB": "1978-07-04", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.ashby.53@example.invalid", "fname": "Bo", "lname": "Ashby", "phone_home": "", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "483 STREET CEDAR ROW", "title": "Mr."}, "rationale": "no home phone; register without one", "seq": 53}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00054", "params": {"DOB": "1984-10-03", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.galwick.54@example.invalid", "fname": "Ola", "lname": "Galwick", "phone_home": "555-0106", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "186 ORCHARD LANE HARBOR", "title": "Mr."}, "seq": 54, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ola\nLast name: Galwick\nDate of birth: 1984-10-03\nSex: Male\nStreet: 186 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0106\nEmail: ola.galwick.54@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "common_surname", "inject": [], "intended": {"DOB": "1984-10-03", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.galwick.54@example.invalid", "fname": "Ola", "lname": "Galwick", "phone_home": "555-0106", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "186 ORCHARD LANE HARBOR", "title": "Mr."}, "item_id": "ref-00054", "person": {"DOB": "1984-10-03", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.galwick.54@example.invalid", "fname": "Ola", "lname": "Galwick", "phone_home": "555-0106", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "186 ORCHARD LANE HARBOR", "title": "Mr."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 54}, "type": "item"}
+{"app": "openemr", "day": 9, "item_id": "ref-00055", "params": {"city": "EXAMPLETON", "country_code": "USA", "email": "farida.jessstead.55@example.invalid", "fname": "Farida", "lname": "Jessstead", "phone_home": "555-0198", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "263 AVENUE MILL ROAD", "title": "Ms."}, "seq": 55, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Farida\nLast name: Jessstead\nDate of birth: \nSex: Female\nStreet: 263 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0198\nEmail: farida.jessstead.55@example.invalid\nCountry: USA\n", "truth": {"day": 9, "exception": "missing_required", "inject": [], "intended": null, "item_id": "ref-00055", "person": {"DOB": "1966-05-14", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.jessstead.55@example.invalid", "fname": "Farida", "lname": "Jessstead", "phone_home": "555-0198", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "263 AVENUE MILL ROAD", "title": "Ms."}, "rationale": "no date of birth; return the referral to the sender", "seq": 55}, "type": "item"}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/REPORT.md b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/REPORT.md
new file mode 100644
index 000000000..0cb915e3f
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/REPORT.md
@@ -0,0 +1,67 @@
+# Lifecycle soak report
+
+Protocol `lifecycle/2026-10-20.1`, workload `lifecycle-workload/2026-10-24.1`, seed 7, 55 referrals over 10 simulated days. Engine commit `26947f9683d6`. App: openemr 8.0.0.3, synthetic data only. Cost model `lifecycle-cost/2026-10-20.1`.
+
+## Arm `openadapt-production-relabel`
+
+- **Verified items per operator-minute: 0.327** (41 verified of 55 items over 125.5 operator minutes; 0.314 with the 5.0 setup minutes). By hand: 0.333 an operator-minute.
+- False stops per 100 items: 16.36; all stops per 100 items: 45.45; operator minutes per stop: 3.72.
+- After the app change `relabel_save` (item 26): 7 of 30 items false-stopped, 42.5 operator minutes of maintenance (stops, repair reviews); first verified item after it: 28, 1370.3 s after the change.
+- Duplicate-check stops: 18; field shared with an existing chart: {"lname": 9, "DOB": 2, "none at start": 1, "lname+DOB": 5, "first name only": 1}; judged {"false_stop": 9, "right_stop": 8, "fault_stop": 1}; exception kinds {"clean": 2, "shared_dob": 3, "concurrent_same": 2, "dup_resend": 2, "ambiguous_same_person": 1, "common_surname": 4, "dup_existing": 3, "slow_save": 1}.
+- Stops judged `data_stop`, by cause: other: REJECTED_POLICY HALTED / REJECTED_POLICY 2.
+- Stops judged `false_stop`, by cause: duplicate check listed a chart 9.
+- Stops judged `fault_stop`, by cause: duplicate check listed a chart 1.
+- Stops judged `flagged_wrong`, by cause: other: RECONCILIATION_REQUIRED System-of-record effect verification HALTED step 'step_040' (click 'Confirm Crea 2.
+- Stops judged `right_stop`, by cause: duplicate check listed a chart 8, other: REJECTED_POLICY HALTED / REJECTED_POLICY 2.
+- Stops judged `stopped_saved`, by cause: identity check failed (relabeled control) 1.
+- Cost-model bands, verified per operator-minute: x0.5 0.653, x1 0.327, x2 0.163.
+
+| | x0.5 | x1 | x2 |
+|---|---:|---:|---:|
+| Verified completed items per operator-hour | 37.7 | 18.85 | 9.43 |
+| ... if every silent wrong is later found and fixed | 37.7 | 18.85 | 9.43 |
+| All-manual items per operator-hour | 40 | 20 | 10 |
+| Operator work removed vs all-manual | 20.9% | 20.9% | 20.9% |
+| Setup minutes | 2.5 | 5 | 10 |
+| Per-item operator minutes (mean) | 1.073 | 2.145 | 4.291 |
+| Maintenance minutes (all UI changes) | 3.75 | 7.5 | 15 |
+| Operator hours in total | 1.087 | 2.175 | 4.35 |
+
+- Items: 55; verified completed without hand entry: 41; right in the end: 53; done by hand: 14.
+- False stops: 9 of 37 clean items, 24.3% (95% CI 13.4-40.1%); 7 of them with a UI change in force.
+- Silent wrong: 0 of 30 items claimed done, 0.0% (95% CI 0.0-11.3%) (judged by direct SQL, never the product's verdict).
+- Operator requests: {"stop": 23, "reconcile": 2, "approval": 30, "repair_review": 1}; actions: {"do_by_hand": 14, "approve": 30, "skip": 10, "accept_repair": 1, "confirm_saved": 1}.
+- Outcomes: {"correct": 30, "false_stop": 9, "flagged_wrong": 2, "right_stop": 10, "stopped_saved": 1, "data_stop": 2, "fault_stop": 1}.
+- Wall: 9124.5 s of item time, median 118.78 s an item; host 1-minute load median 8.0, max 102.5.
+- Model calls 0, list-price cost $0.0.
+
+Outcome by exception:
+
+| Exception | Outcomes |
+|---|---|
+| ambiguous_same_person | right_stop 1 |
+| clean | correct 28, false_stop 2 |
+| common_surname | false_stop 4 |
+| concurrent_other | correct 1 |
+| concurrent_same | right_stop 2 |
+| dup_existing | right_stop 3 |
+| dup_resend | right_stop 2 |
+| malformed_case | stopped_saved 1 |
+| malformed_dob | flagged_wrong 2 |
+| missing_optional | data_stop 2 |
+| missing_required | right_stop 2 |
+| session_expiry | correct 1 |
+| shared_dob | false_stop 3 |
+| slow_save | fault_stop 1 |
+
+After each UI change (items until the next change):
+
+| Change | From item | Items | Outcomes |
+|---|---:|---:|---|
+| relabel_save | 26 | 30 | correct 13, data_stop 2, false_stop 7, fault_stop 1, right_stop 6, stopped_saved 1 |
+
+## Assumptions
+
+Operator seconds per touch (`lifecycle-cost/2026-10-20.1`): admit 300, approval 20, compile_review 600, interrupt 30, manual_entry 180, question 60, reconcile 120, repair_review 120, stop 90, teach_prep 300. Every request also pays the interrupt charge. Bands scale every number.
+
+No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/arm-ledger.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/arm-ledger.jsonl
new file mode 100644
index 000000000..d60f2ca2d
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/arm-ledger.jsonl
@@ -0,0 +1,34 @@
+{"at": 1792873972.706, "bundle": "ecfb998b8ff70377159e0bbe6d2b8735369d971ff23483944e217eb8e3baaa7e", "dialogs": {}, "kind": "switch.open", "rung_floor": {"step_000": "structural", "step_003": "structural", "step_006": "structural", "step_009": "structural", "step_012": "structural", "step_016": "structural", "step_018": "structural", "step_021": "structural", "step_024": "structural", "step_027": "structural", "step_030": "structural", "step_033": "structural", "step_036": "structural", "step_039": "structural", "step_040": "structural"}, "switch_id": "switch-lifecycle-proof-ecfb998b8ff7-1792873972"}
+{"action": "approve", "at": 1792875044.836, "item": "ref-00007", "kind": "person", "request_id": "b303ba976f6d4dd09b1ba7db4765a299"}
+{"action": "approve", "at": 1792875171.958, "item": "ref-00009", "kind": "person", "request_id": "3806bd3b31d14d65936fd95007947d2f"}
+{"action": "approve", "at": 1792875290.359, "item": "ref-00010", "kind": "person", "request_id": "8dc45cc7c14f4a9e8eda6cf1d0de5171"}
+{"action": "approve", "at": 1792875408.729, "item": "ref-00011", "kind": "person", "request_id": "9f6316dd8e084d9eb0d4bfbc5385de6a"}
+{"action": "approve", "at": 1792875764.022, "item": "ref-00013", "kind": "person", "request_id": "57a7228476a949eea6efd82c80096deb"}
+{"action": "approve", "at": 1792875882.633, "item": "ref-00014", "kind": "person", "request_id": "1c24022b5ad34040a303d97cba47daf0"}
+{"action": "approve", "at": 1792876000.992, "item": "ref-00015", "kind": "person", "request_id": "5b003b4811a94727b925742b9d3d7d3d"}
+{"action": "approve", "at": 1792876119.981, "item": "ref-00016", "kind": "person", "request_id": "0d509b289bdb4faaa02a36d233b26ff1"}
+{"action": "approve", "at": 1792876238.221, "item": "ref-00017", "kind": "person", "request_id": "d773cf0e3d2f4da5bc4afe2ac9765223"}
+{"action": "approve", "at": 1792876356.72, "item": "ref-00018", "kind": "person", "request_id": "53764778ceb547be99058feccc128d18"}
+{"action": "approve", "at": 1792876474.751, "item": "ref-00019", "kind": "person", "request_id": "079df42d46c64cea9e66d7a08f731162"}
+{"action": "approve", "at": 1792876601.096, "item": "ref-00020", "kind": "person", "request_id": "93bd38f1e1a44726a4eed0d677f0880e"}
+{"action": "approve", "at": 1792876954.734, "item": "ref-00022", "kind": "person", "request_id": "bc95c58a0178483e8602d501dff5a037"}
+{"action": "approve", "at": 1792877073.152, "item": "ref-00023", "kind": "person", "request_id": "46b574fc76814ef6a1948a242e44d572"}
+{"action": "approve", "at": 1792877427.578, "item": "ref-00025", "kind": "person", "request_id": "dfba91fbcde54b8db802b0ef7e02adcc"}
+{"action": "approve", "at": 1792877546.587, "item": "ref-00026", "kind": "person", "request_id": "44aba42af969451f91503f2008789b83"}
+{"at": 1792877568.579, "candidate": "/Users/abrichr/oa/scratch/production-lifecycle/runs/soak-after-2/arms/openadapt-production-relabel/items/ref-00026-relabel/candidate", "kind": "drift.requalify.start"}
+{"at": 1792878326.425, "kind": "drift.requalify.end"}
+{"at": 1792878330.91, "bundle": "c0a61b16b9d895eb7f7abf2791634485db5afd59993b7e31f788739d9611697d", "dialogs": {}, "kind": "switch.open", "rung_floor": {"step_000": "structural", "step_003": "structural", "step_006": "structural", "step_009": "structural", "step_012": "structural", "step_016": "structural", "step_018": "structural", "step_021": "structural", "step_024": "structural", "step_027": "structural", "step_030": "structural", "step_033": "structural", "step_036": "structural", "step_039": "structural", "step_040": "structural"}, "switch_id": "switch-lifecycle-proof-c0a61b16b9d8-1792878330"}
+{"action": "approve", "at": 1792878434.742, "item": "ref-00026", "kind": "person", "request_id": "dd14459300104427a2ecf48db3c110e1"}
+{"action": "approve", "at": 1792878798.136, "item": "ref-00028", "kind": "person", "request_id": "ac2d3388e120411ca12799c00a1093b4"}
+{"action": "approve", "at": 1792879394.05, "item": "ref-00031", "kind": "person", "request_id": "40c749b0dc714c6c8cdd087f8e73b523"}
+{"action": "approve", "at": 1792879996.368, "item": "ref-00035", "kind": "person", "request_id": "12cb8c17a3b44bc2bd271576dc0a718c"}
+{"action": "approve", "at": 1792880115.489, "item": "ref-00036", "kind": "person", "request_id": "0fc398b5c1054b4db9041467807b5f45"}
+{"action": "approve", "at": 1792880234.49, "item": "ref-00037", "kind": "person", "request_id": "1218b7ca60a14bcf96cd2d8f32e736cf"}
+{"action": "approve", "at": 1792880597.568, "item": "ref-00039", "kind": "person", "request_id": "924587f52f5b4236a3472c7b1a26383a"}
+{"action": "approve", "at": 1792881191.943, "item": "ref-00042", "kind": "person", "request_id": "0084d420a97a4ce98bb749b58cf6e451"}
+{"action": "approve", "at": 1792881310.801, "item": "ref-00043", "kind": "person", "request_id": "02d155a2f42f4eb8842b0a8c28669377"}
+{"action": "approve", "at": 1792881906.061, "item": "ref-00046", "kind": "person", "request_id": "6a5258b2c628486dab08affe5e91e51a"}
+{"action": "approve", "at": 1792882024.999, "item": "ref-00047", "kind": "person", "request_id": "d43b78962b3e43b3b2754f94fd1aad35"}
+{"action": "approve", "at": 1792882143.963, "item": "ref-00048", "kind": "person", "request_id": "c1567aea6b964d9ba9854d50249f48de"}
+{"action": "approve", "at": 1792882263.811, "item": "ref-00049", "kind": "person", "request_id": "1d7a90c4d2f74553ac54dade15a08d19"}
+{"action": "approve", "at": 1792882619.769, "item": "ref-00051", "kind": "person", "request_id": "227211554021479e8441f1b827199e27"}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/ledger.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/ledger.jsonl
new file mode 100644
index 000000000..ca3957d51
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/ledger.jsonl
@@ -0,0 +1,120 @@
+{"app": {"api_url": "https://127.0.0.1:9400", "app": "openemr", "baseline_sha256": "015bef02fb30530e2ed64c17e8035623a39801a9008f2df307eaf53e420e98ba", "images": {"mariadb": "mariadb:11.8@sha256:efb4959ef2c835cd735dbc388eb9ad6aab0c78dd64febcd51bc17481111890c4", "openemr": "openemr/openemr:8.0.0.3@sha256:0aa4d3d52b22fa69986c087e7c99e9854d8dfd70440634eb7c8af0e08f19f3ab"}, "project": "openadapt-openemr-compose", "ui_url": "http://127.0.0.1:9401", "version": "8.0.0.3"}, "argv": null, "arm": "", "cost_model": {"admit_s": 300.0, "approval_s": 20.0, "calibration": "No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).", "compile_review_s": 600.0, "interrupt_s": 30.0, "manual_entry_s": 180.0, "question_s": 60.0, "reconcile_s": 120.0, "repair_review_s": 120.0, "stop_s": 90.0, "teach_prep_s": 300.0, "version": "lifecycle-cost/2026-10-20.1"}, "cpus": 12, "days": 10, "engine_commit": "26947f9683d6b08809f9bea03c004c326092ef89", "host": "MacBook-Pro-5", "items": 55, "platform": "macOS-15.7.3-arm64-arm-64bit", "protocol": "lifecycle/2026-10-20.1", "seed": 7, "stop_after": null, "t": 1792873961.882, "type": "run_start", "workload": "lifecycle-workload/2026-10-24.1"}
+{"arm": "openadapt-production-relabel", "arm_spec": "benchmark.lifecycle.production_arm:make", "describe": {"api_tier": "where admissible (refused on the OpenEMR referral by its own proposal; the GUI save runs)", "approval": "problems_only (local stand-in for Cloud's switch status)", "authorization": "governed run gate on the certified, encrypted bundle", "checkpoint_store": "encrypted", "configuration": "benchmark/lifecycle_proof (proof-15)", "duplicate_check": "no_duplicate_candidate on step_039 (rows tr.oneresult; a row with the item's last name or date of birth stops the item)", "durable": true, "model_calls": "none on any path", "pin": "admitted digest; repaired versions only through signed lineage", "policy": "clinical-write", "profile": "regulated", "qualification_trials": 1, "readback": "pipelined, window 1; the harness waits for each check", "recovery": "relabel", "repair": "self-repair on a halt before any effect (rule-based agent, no model)"}, "existing_ids": ["1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12"], "interface": "lifecycle-arm/1", "options": {"admission_from": "/Users/abrichr/oa/scratch/production-lifecycle/runs/smoke-3b/arms/openadapt-production-relabel", "duplicate_check": true, "recovery": "relabel"}, "t": 1792873971.962, "type": "arm_start"}
+{"arm": "openadapt-production-relabel", "attended_s": 0.0, "cost_usd": 0.0, "model_calls": 0, "note": "teach and compile happened before this run (the certified referral bundle); onboarding effort is measured in benchmark/onboarding_effort", "phase": "admit", "pinned_digest": "ecfb998b8ff70377159e0bbe6d2b8735369d971ff23483944e217eb8e3baaa7e", "reused_from": {"digest": "ecfb998b8ff70377159e0bbe6d2b8735369d971ff23483944e217eb8e3baaa7e", "seconds": 796.3, "workdir": "/Users/abrichr/oa/scratch/production-lifecycle/runs/smoke-3b/arms/openadapt-production-relabel"}, "stage": "setup", "t": 1792873972.709, "type": "phase", "wall_s": 796.3}
+{"arm": "openadapt-production-relabel", "attended_s": 0.0, "cost_usd": 0.0, "model_calls": 0, "note": "problems_only switch opened locally, as Cloud would", "phase": "switch", "stage": "setup", "t": 1792873972.709, "type": "phase", "wall_s": 0.3}
+{"arm": "openadapt-production-relabel", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.0, "day": 0, "detail": {"final": {"approval": {"decision": "no_person", "decision_reason": null, "mode": "problems_only", "needs_person": false}, "bundle_content_digest": "ecfb998b8ff70377159e0bbe6d2b8735369d971ff23483944e217eb8e3baaa7e", "execution_outcome": "VERIFIED", "execution_profile": "regulated", "halt": null, "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": true, "save_step": "step_040", "success": true, "transaction_outcome": "VERIFIED"}, "first_run": {"approval": {"decision": "no_person", "decision_reason": null, "mode": "problems_only", "needs_person": false}, "bundle_content_digest": "ecfb998b8ff70377159e0bbe6d2b8735369d971ff23483944e217eb8e3baaa7e", "execution_outcome": "VERIFIED", "execution_profile": "regulated", "halt": null, "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": true, "save_step": "step_040", "success": true, "transaction_outcome": "VERIFIED"}, "run_dir": "items/ref-00001"}, "drift_active": [], "evidence": "items/ref-00001", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 122.74, "injected": [], "item_id": "ref-00001", "load_1m": 7.0, "load_1m_end": 7.2, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["13"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "VERIFIED / VERIFIED", "seq": 1, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792874095.554, "type": "item_result", "wall_s": 122.27}
+{"action": "do_by_hand", "arm": "openadapt-production-relabel", "by_hand": {"chart_id": "14"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "resumable": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "item_id": "ref-00002", "kind": "stop", "operator": "scripted", "reason": "HALTED_BEFORE_EFFECT: Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: no_duplicate_candidate (no listed row has this run's lname, DOB) \u2014 run aborted", "rule": "enter_by_hand", "seq": 2, "surface": "openadapt-flow explain / approve / resume", "t": 1792874337.568, "type": "operator"}
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+{"arm": "openadapt-production-relabel", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.0, "day": 8, "detail": {"final": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "c0a61b16b9d895eb7f7abf2791634485db5afd59993b7e31f788739d9611697d", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": "Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: no_duplicate_candidate (no listed row has this run's lname, DOB) \u2014 run aborted", "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "step_039", "success": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "first_run": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "c0a61b16b9d895eb7f7abf2791634485db5afd59993b7e31f788739d9611697d", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": "Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: no_duplicate_candidate (no listed row has this run's lname, DOB) \u2014 run aborted", "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "step_039", "success": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "relabel": {"proposed": false, "why": "input may have reached step_039; only a step that never acted is repaired"}, "route": {"route": "repair", "why": ""}, "run_dir": "items/ref-00054", "self_repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "stops": [{"decision": "do_by_hand", "rule": "enter_by_hand"}]}, "drift_active": ["relabel_save"], "evidence": "items/ref-00054", "exception": "common_surname", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 237.62, "injected": [], "item_id": "ref-00054", "load_1m": 13.7, "load_1m_end": 10.6, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "seq": 54, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 2}, "t": 1792883117.122, "type": "item_result", "wall_s": 237.33}
+{"action": "skip", "arm": "openadapt-production-relabel", "charged_s": 120.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {"approval": {"decision": "approval_required", "decision_reason": "inputs_supplied", "mode": "problems_only", "needs_person": true}, "resumable": false, "transaction_outcome": "REJECTED_POLICY"}, "item_id": "ref-00055", "kind": "stop", "operator": "scripted", "reason": "REJECTED_POLICY: ", "rule": "skip_no_chart_wanted", "seq": 55, "surface": "openadapt-flow explain / approve / resume", "t": 1792883124.485, "type": "operator"}
+{"arm": "openadapt-production-relabel", "chart_wanted": false, "claimed": "stopped", "cleared": [], "cost_usd": 0.0, "day": 9, "detail": {"final": {"approval": {"decision": "approval_required", "decision_reason": "inputs_supplied", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "c0a61b16b9d895eb7f7abf2791634485db5afd59993b7e31f788739d9611697d", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": null, "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "<params>", "success": false, "transaction_outcome": "REJECTED_POLICY"}, "first_run": {"approval": {"decision": "approval_required", "decision_reason": "inputs_supplied", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "c0a61b16b9d895eb7f7abf2791634485db5afd59993b7e31f788739d9611697d", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": null, "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "<params>", "success": false, "transaction_outcome": "REJECTED_POLICY"}, "relabel": {"proposed": false, "why": "the run did not halt at a step"}, "route": {"route": "person", "why": "the run ended REJECTED_POLICY"}, "run_dir": "items/ref-00055", "stops": [{"decision": "skip", "rule": "skip_no_chart_wanted"}]}, "drift_active": ["relabel_save"], "evidence": "items/ref-00055", "exception": "missing_required", "final": {"new_charts": 0, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 7.63, "injected": [], "item_id": "ref-00055", "load_1m": 10.6, "load_1m_end": 10.3, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "correct", "why": "no new chart"}, "outcome": "right_stop", "product_status": "HALTED / REJECTED_POLICY", "seq": 55, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792883124.846, "type": "item_result", "wall_s": 7.27}
+{"arm": "openadapt-production-relabel", "t": 1792883125.117, "type": "arm_end"}
+{"arm": "openadapt-production-relabel", "t": 1792883125.119, "type": "run_end"}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/results.json b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/results.json
new file mode 100644
index 000000000..40a1eccac
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/results.json
@@ -0,0 +1,336 @@
+{
+  "arms": {
+    "openadapt-production-relabel": {
+      "bands": {
+        "x0.5": {
+          "maintenance_min": 3.75,
+          "manual_only_hours": 1.375,
+          "manual_only_items_per_hour": 40.0,
+          "operator_hours": 1.087,
+          "operator_hours_with_cleanup": 1.087,
+          "per_item_operator_min": 1.073,
+          "per_item_operator_min_total": 59.0,
+          "setup_min": 2.5,
+          "verified_completed_per_operator_hour": 37.7,
+          "verified_completed_per_operator_hour_with_cleanup": 37.7,
+          "work_removed_fraction": 0.209
+        },
+        "x1": {
+          "maintenance_min": 7.5,
+          "manual_only_hours": 2.75,
+          "manual_only_items_per_hour": 20.0,
+          "operator_hours": 2.175,
+          "operator_hours_with_cleanup": 2.175,
+          "per_item_operator_min": 2.145,
+          "per_item_operator_min_total": 118.0,
+          "setup_min": 5.0,
+          "verified_completed_per_operator_hour": 18.85,
+          "verified_completed_per_operator_hour_with_cleanup": 18.85,
+          "work_removed_fraction": 0.209
+        },
+        "x2": {
+          "maintenance_min": 15.0,
+          "manual_only_hours": 5.5,
+          "manual_only_items_per_hour": 10.0,
+          "operator_hours": 4.35,
+          "operator_hours_with_cleanup": 4.35,
+          "per_item_operator_min": 4.291,
+          "per_item_operator_min_total": 236.0,
+          "setup_min": 10.0,
+          "verified_completed_per_operator_hour": 9.43,
+          "verified_completed_per_operator_hour_with_cleanup": 9.43,
+          "work_removed_fraction": 0.209
+        }
+      },
+      "by_exception": {
+        "ambiguous_same_person": {
+          "right_stop": 1
+        },
+        "clean": {
+          "correct": 28,
+          "false_stop": 2
+        },
+        "common_surname": {
+          "false_stop": 4
+        },
+        "concurrent_other": {
+          "correct": 1
+        },
+        "concurrent_same": {
+          "right_stop": 2
+        },
+        "dup_existing": {
+          "right_stop": 3
+        },
+        "dup_resend": {
+          "right_stop": 2
+        },
+        "malformed_case": {
+          "stopped_saved": 1
+        },
+        "malformed_dob": {
+          "flagged_wrong": 2
+        },
+        "missing_optional": {
+          "data_stop": 2
+        },
+        "missing_required": {
+          "right_stop": 2
+        },
+        "session_expiry": {
+          "correct": 1
+        },
+        "shared_dob": {
+          "false_stop": 3
+        },
+        "slow_save": {
+          "fault_stop": 1
+        }
+      },
+      "complete": true,
+      "cost_model": "lifecycle-cost/2026-10-20.1",
+      "describe": {
+        "api_tier": "where admissible (refused on the OpenEMR referral by its own proposal; the GUI save runs)",
+        "approval": "problems_only (local stand-in for Cloud's switch status)",
+        "authorization": "governed run gate on the certified, encrypted bundle",
+        "checkpoint_store": "encrypted",
+        "configuration": "benchmark/lifecycle_proof (proof-15)",
+        "duplicate_check": "no_duplicate_candidate on step_039 (rows tr.oneresult; a row with the item's last name or date of birth stops the item)",
+        "durable": true,
+        "model_calls": "none on any path",
+        "pin": "admitted digest; repaired versions only through signed lineage",
+        "policy": "clinical-write",
+        "profile": "regulated",
+        "qualification_trials": 1,
+        "readback": "pipelined, window 1; the harness waits for each check",
+        "recovery": "relabel",
+        "repair": "self-repair on a halt before any effect (rule-based agent, no model)"
+      },
+      "done_by_hand": 14,
+      "false_stop_rate": {
+        "ci95": [
+          0.1336,
+          0.4012
+        ],
+        "definition": "stops with nothing written on items whose data was right and that carried no item-level fault, over all such items",
+        "k": 9,
+        "n": 37,
+        "rate": 0.2432,
+        "with_ui_change_in_force": 7
+      },
+      "final_correct": 53,
+      "headline": {
+        "bands": {
+          "x0.5": {
+            "after_app_change": [
+              {
+                "first_seq": 26,
+                "first_verified_seq": 28,
+                "items_false_stopped": 7,
+                "items_in_window": 30,
+                "kind": "relabel_save",
+                "maintenance_operator_min": 21.25,
+                "seconds_to_running_again": 1370.3
+              }
+            ],
+            "operator_min_per_stop": 1.86,
+            "operator_min_run": 62.75,
+            "operator_min_setup": 2.5,
+            "verified_per_operator_minute": 0.653,
+            "verified_per_operator_minute_with_setup": 0.628
+          },
+          "x1": {
+            "after_app_change": [
+              {
+                "first_seq": 26,
+                "first_verified_seq": 28,
+                "items_false_stopped": 7,
+                "items_in_window": 30,
+                "kind": "relabel_save",
+                "maintenance_operator_min": 42.5,
+                "seconds_to_running_again": 1370.3
+              }
+            ],
+            "operator_min_per_stop": 3.72,
+            "operator_min_run": 125.5,
+            "operator_min_setup": 5.0,
+            "verified_per_operator_minute": 0.327,
+            "verified_per_operator_minute_with_setup": 0.314
+          },
+          "x2": {
+            "after_app_change": [
+              {
+                "first_seq": 26,
+                "first_verified_seq": 28,
+                "items_false_stopped": 7,
+                "items_in_window": 30,
+                "kind": "relabel_save",
+                "maintenance_operator_min": 85.0,
+                "seconds_to_running_again": 1370.3
+              }
+            ],
+            "operator_min_per_stop": 7.44,
+            "operator_min_run": 251.0,
+            "operator_min_setup": 10.0,
+            "verified_per_operator_minute": 0.163,
+            "verified_per_operator_minute_with_setup": 0.157
+          }
+        },
+        "definition": "verified completed items (oracle-correct, not done by hand) per operator-minute; operator minutes are every charged approval, stop, reconciliation, resume, repair review and item done by hand, plus maintenance; *_with_setup also charges admission",
+        "duplicate_rule_stops": {
+          "by_exception": {
+            "ambiguous_same_person": 1,
+            "clean": 2,
+            "common_surname": 4,
+            "concurrent_same": 2,
+            "dup_existing": 3,
+            "dup_resend": 2,
+            "shared_dob": 3,
+            "slow_save": 1
+          },
+          "by_outcome": {
+            "false_stop": 9,
+            "fault_stop": 1,
+            "right_stop": 8
+          },
+          "by_shared_field": {
+            "DOB": 2,
+            "first name only": 1,
+            "lname": 9,
+            "lname+DOB": 5,
+            "none at start": 1
+          },
+          "items": 18,
+          "note": "fields the item shared with a chart that existed when it started; charts created during the run by earlier items count too"
+        },
+        "false_stops_per_100_items": 16.36,
+        "items": 55,
+        "manual_entry_min": 3.0,
+        "stops_by_cause": {
+          "data_stop": {
+            "other: REJECTED_POLICY HALTED / REJECTED_POLICY": 2
+          },
+          "false_stop": {
+            "duplicate check listed a chart": 9
+          },
+          "fault_stop": {
+            "duplicate check listed a chart": 1
+          },
+          "flagged_wrong": {
+            "other: RECONCILIATION_REQUIRED System-of-record effect verification HALTED step 'step_040' (click 'Confirm Crea": 2
+          },
+          "right_stop": {
+            "duplicate check listed a chart": 8,
+            "other: REJECTED_POLICY HALTED / REJECTED_POLICY": 2
+          },
+          "stopped_saved": {
+            "identity check failed (relabeled control)": 1
+          }
+        },
+        "stops_per_100_items": 45.45,
+        "verified_completed": 41
+      },
+      "items": 55,
+      "model": {
+        "calls": 0,
+        "cost_usd": 0.0
+      },
+      "operator_actions": {
+        "accept_repair": 1,
+        "approve": 30,
+        "confirm_saved": 1,
+        "do_by_hand": 14,
+        "skip": 10
+      },
+      "operator_requests": {
+        "approval": 30,
+        "reconcile": 2,
+        "repair_review": 1,
+        "stop": 23
+      },
+      "outcomes": {
+        "correct": 30,
+        "data_stop": 2,
+        "false_stop": 9,
+        "fault_stop": 1,
+        "flagged_wrong": 2,
+        "right_stop": 10,
+        "stopped_saved": 1
+      },
+      "per_drift": {
+        "relabel_save": {
+          "first_seq": 26,
+          "items": 30,
+          "outcomes": {
+            "correct": 13,
+            "data_stop": 2,
+            "false_stop": 7,
+            "fault_stop": 1,
+            "right_stop": 6,
+            "stopped_saved": 1
+          },
+          "repair_reviews": 1
+        }
+      },
+      "silent_wrong_rate": {
+        "ci95": [
+          0.0,
+          0.1135
+        ],
+        "definition": "items the arm claimed done that the independent oracle judged wrong, over all items the arm claimed done",
+        "k": 0,
+        "n": 30,
+        "of_all_items": 0.0,
+        "rate": 0.0
+      },
+      "stops": 25,
+      "verified_completed": 41,
+      "wall": {
+        "load_1m_max": 102.5,
+        "load_1m_median": 8.0,
+        "median_item_s": 118.78,
+        "total_s": 9124.5
+      }
+    }
+  },
+  "run": {
+    "app": {
+      "api_url": "https://127.0.0.1:9400",
+      "app": "openemr",
+      "baseline_sha256": "015bef02fb30530e2ed64c17e8035623a39801a9008f2df307eaf53e420e98ba",
+      "images": {
+        "mariadb": "mariadb:11.8@sha256:efb4959ef2c835cd735dbc388eb9ad6aab0c78dd64febcd51bc17481111890c4",
+        "openemr": "openemr/openemr:8.0.0.3@sha256:0aa4d3d52b22fa69986c087e7c99e9854d8dfd70440634eb7c8af0e08f19f3ab"
+      },
+      "project": "openadapt-openemr-compose",
+      "ui_url": "http://127.0.0.1:9401",
+      "version": "8.0.0.3"
+    },
+    "argv": null,
+    "cost_model": {
+      "admit_s": 300.0,
+      "approval_s": 20.0,
+      "calibration": "No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).",
+      "compile_review_s": 600.0,
+      "interrupt_s": 30.0,
+      "manual_entry_s": 180.0,
+      "question_s": 60.0,
+      "reconcile_s": 120.0,
+      "repair_review_s": 120.0,
+      "stop_s": 90.0,
+      "teach_prep_s": 300.0,
+      "version": "lifecycle-cost/2026-10-20.1"
+    },
+    "cpus": 12,
+    "days": 10,
+    "engine_commit": "26947f9683d6b08809f9bea03c004c326092ef89",
+    "host": "MacBook-Pro-5",
+    "items": 55,
+    "platform": "macOS-15.7.3-arm64-arm-64bit",
+    "protocol": "lifecycle/2026-10-20.1",
+    "seed": 7,
+    "stop_after": null,
+    "type": "run_start",
+    "workload": "lifecycle-workload/2026-10-24.1"
+  }
+}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/stops.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/stops.jsonl
new file mode 100644
index 000000000..338e19127
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/stops.jsonl
@@ -0,0 +1,25 @@
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production-relabel", "drift_active": [], "evidence": "items/ref-00002", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00002", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 2, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production-relabel", "drift_active": [], "evidence": "items/ref-00005", "exception": "shared_dob", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00005", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 5, "transaction_outcome": null}
+{"anything_wrong": true, "app": "openemr", "arm": "openadapt-production-relabel", "drift_active": [], "evidence": "items/ref-00006", "exception": "malformed_dob", "execution_outcome": null, "final": "wrong", "halt_reason": null, "halt_step": null, "item_id": "ref-00006", "oracle": "wrong", "outcome": "flagged_wrong", "product_status": "HALTED / RECONCILIATION_REQUIRED", "repair": {}, "seq": 6, "transaction_outcome": null}
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diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/switch/log-1792873972.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/switch/log-1792873972.jsonl
new file mode 100644
index 000000000..6194d25e0
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/switch/log-1792873972.jsonl
@@ -0,0 +1,37 @@
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diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/switch/log-1792878330.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/switch/log-1792878330.jsonl
new file mode 100644
index 000000000..bb6e3a7b1
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/switch/log-1792878330.jsonl
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diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/switch/switch.json b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/switch/switch.json
new file mode 100644
index 000000000..76aa79a99
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/switch/switch.json
@@ -0,0 +1,42 @@
+{
+  "log": "/Users/abrichr/oa/scratch/production-lifecycle/runs/soak-after-2/arms/openadapt-production-relabel/switch/log-1792878330.jsonl",
+  "record": {
+    "allowed_interstitials": {},
+    "bundle_content_digest": "c0a61b16b9d895eb7f7abf2791634485db5afd59993b7e31f788739d9611697d",
+    "channel": "desktop_run_it_list_with_header",
+    "dedicated_user_ref": "hmac-sha256:416c28d5858aff6dc46c5f2e1f00ead21c20ceaa4a64e3d4a1b8330b23f89f7e",
+    "environment_digest": "sha256:2dc00aa5bd8d4cb971fc11d724d7bae63aaa300f8cfe636298f68d5500913df5",
+    "org_id": "org-lifecycle-proof",
+    "profile": "regulated",
+    "rung_floor": {
+      "step_000": "structural",
+      "step_003": "structural",
+      "step_006": "structural",
+      "step_009": "structural",
+      "step_012": "structural",
+      "step_016": "structural",
+      "step_018": "structural",
+      "step_021": "structural",
+      "step_024": "structural",
+      "step_027": "structural",
+      "step_030": "structural",
+      "step_033": "structural",
+      "step_036": "structural",
+      "step_039": "structural",
+      "step_040": "structural"
+    },
+    "runner_id": "lifecycle-proof-runner-1",
+    "schema_version": "openadapt.approval-mode-switch/v1",
+    "switch_id": "switch-lifecycle-proof-c0a61b16b9d8-1792878330",
+    "thresholds": {
+      "problems_in_a_row": 3,
+      "problems_in_window": 5,
+      "problems_window": 20,
+      "status_max_age_s": 900
+    },
+    "verifier_identities": [
+      "sha256:7b0a4449cf2d6e07c6d1b7ce218f052e7bc3dafb5008903b4cb79aa697062fd2"
+    ],
+    "workflow_id": "workflow-openemr-referral"
+  }
+}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/workload.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/workload.jsonl
new file mode 100644
index 000000000..88d7f9d32
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/after/workload.jsonl
@@ -0,0 +1,69 @@
+{"days": 10, "exception_mix": {"ambiguous_new_person": 0.02, "ambiguous_same_person": 0.02, "common_surname": 0.06, "concurrent_other": 0.02, "concurrent_same": 0.015, "dup_existing": 0.03, "dup_resend": 0.03, "failed_save": 0.015, "malformed_case": 0.02, "malformed_dob": 0.02, "missing_optional": 0.02, "missing_required": 0.02, "session_expiry": 0.02, "shared_dob": 0.08, "slow_save": 0.02}, "items": 55, "seed": 7, "type": "workload", "version": "lifecycle-workload/2026-10-24.1"}
+{"DOB": "1941-02-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ana.fairwick.9000@example.invalid", "fname": "Ana", "lname": "Fairwick", "phone_home": "555-0174", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "276 QUARRY HILL DRIVE", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1939-02-14", "city": "EXAMPLETON", "country_code": "USA", "email": "theo.radley.9001@example.invalid", "fname": "Theo", "lname": "Radley", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "216 QUARRY HILL DRIVE", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.oakwood.9002@example.invalid", "fname": "Rosalind", "lname": "Oakwood", "phone_home": "555-0106", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "323 WILLOW BEND ROAD", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1972-07-05", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.birchfield.9003@example.invalid", "fname": "Bram", "lname": "Birchfield", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "278 QUARRY HILL DRIVE", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1959-06-04", "city": "EXAMPLETON", "country_code": "USA", "email": "gideon.galwick.9004@example.invalid", "fname": "Gideon", "lname": "Galwick", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "282 QUARRY HILL DRIVE", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1975-08-19", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenridge.9005@example.invalid", "fname": "Odile", "lname": "Quenridge", "phone_home": "555-0138", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "474 WAY", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1945-10-10", "city": "EXAMPLETON", "country_code": "USA", "email": "yuki.galwick.9006@example.invalid", "fname": "Yuki", "lname": "Galwick", "phone_home": "555-0193", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "270 WAY", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1950-09-14", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jessmere.9007@example.invalid", "fname": "Oren", "lname": "Jessmere", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "86 AVENUE MILL ROAD", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1975-06-23", "city": "EXAMPLETON", "country_code": "USA", "email": "henrik.birchmore.9008@example.invalid", "fname": "Henrik", "lname": "Birchmore", "phone_home": "555-0108", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "181 WAY", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.jesston.9009@example.invalid", "fname": "Arlo", "lname": "Jesston", "phone_home": "555-0136", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "361 BEACON TERRACE STATION", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.jessmere.9011@example.invalid", "fname": "Odile", "lname": "Jessmere", "phone_home": "555-0121", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "471 WAY", "title": "Ms.", "type": "existing_chart"}
+{"day": 4, "first_seq": 26, "kind": "relabel_save", "type": "drift_scheduled"}
+{"app": "openemr", "day": 0, "item_id": "ref-00001", "params": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 1, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Rosalind\nLast name: Jesswood\nDate of birth: 1990-09-09\nSex: Female\nStreet: 363 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0187\nEmail: rosalind.jesswood.1@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00001", "person": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 1}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00002", "params": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "seq": 2, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Bram\nLast name: Fairwick\nDate of birth: 1957-03-08\nSex: Female\nStreet: 339 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0162\nEmail: bram.fairwick.2@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "item_id": "ref-00002", "person": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 2}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00003", "params": {"DOB": "1935-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "liesel.iversridge.3@example.invalid", "fname": "Liesel", "lname": "Iversridge", "phone_home": "555-0116", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "275 AVENUE MILL ROAD", "title": "Mr."}, "seq": 3, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Liesel\nLast name: Iversridge\nDate of birth: 1935-03-14\nSex: Male\nStreet: 275 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0116\nEmail: liesel.iversridge.3@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1935-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "liesel.iversridge.3@example.invalid", "fname": "Liesel", "lname": "Iversridge", "phone_home": "555-0116", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "275 AVENUE MILL ROAD", "title": "Mr."}, "item_id": "ref-00003", "person": {"DOB": "1935-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "liesel.iversridge.3@example.invalid", "fname": "Liesel", "lname": "Iversridge", "phone_home": "555-0116", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "275 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 3}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00004", "params": {"DOB": "1985-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.birchmere.4@example.invalid", "fname": "Fergus", "lname": "Birchmere", "phone_home": "555-0181", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "203 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 4, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Fergus\nLast name: Birchmere\nDate of birth: 1985-07-13\nSex: Male\nStreet: 203 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0181\nEmail: fergus.birchmere.4@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1985-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.birchmere.4@example.invalid", "fname": "Fergus", "lname": "Birchmere", "phone_home": "555-0181", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "203 QUARRY HILL DRIVE", "title": "Mr."}, "item_id": "ref-00004", "person": {"DOB": "1985-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.birchmere.4@example.invalid", "fname": "Fergus", "lname": "Birchmere", "phone_home": "555-0181", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "203 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 4}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00005", "params": {"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldley.5@example.invalid", "fname": "Rafael", "lname": "Caldley", "phone_home": "555-0100", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "176 WILLOW BEND ROAD", "title": "Ms."}, "seq": 5, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Rafael\nLast name: Caldley\nDate of birth: 1943-01-24\nSex: Female\nStreet: 176 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0100\nEmail: rafael.caldley.5@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "shared_dob", "inject": [], "intended": {"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldley.5@example.invalid", "fname": "Rafael", "lname": "Caldley", "phone_home": "555-0100", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "176 WILLOW BEND ROAD", "title": "Ms."}, "item_id": "ref-00005", "person": {"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldley.5@example.invalid", "fname": "Rafael", "lname": "Caldley", "phone_home": "555-0100", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "176 WILLOW BEND ROAD", "title": "Ms."}, "rationale": "born on the same day as an existing chart; a different person", "seq": 5}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00006", "params": {"DOB": "04/20/1944", "city": "EXAMPLETON", "country_code": "USA", "email": "priya.marwell.6@example.invalid", "fname": "Priya", "lname": "Marwell", "phone_home": "555-0144", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "194 LANTERN COURT FERRY", "title": "Mrs."}, "seq": 6, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Priya\nLast name: Marwell\nDate of birth: 04/20/1944\nSex: Female\nStreet: 194 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0144\nEmail: priya.marwell.6@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "malformed_dob", "inject": [], "intended": {"DOB": "1944-04-20", "city": "EXAMPLETON", "country_code": "USA", "email": "priya.marwell.6@example.invalid", "fname": "Priya", "lname": "Marwell", "phone_home": "555-0144", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "194 LANTERN COURT FERRY", "title": "Mrs."}, "item_id": "ref-00006", "person": {"DOB": "1944-04-20", "city": "EXAMPLETON", "country_code": "USA", "email": "priya.marwell.6@example.invalid", "fname": "Priya", "lname": "Marwell", "phone_home": "555-0144", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "194 LANTERN COURT FERRY", "title": "Mrs."}, "rationale": "date of birth written MM/DD/YYYY; the true date is ISO", "seq": 6}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00007", "params": {"DOB": "1997-08-16", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.ellwick.7@example.invalid", "fname": "Mateo", "lname": "Ellwick", "phone_home": "555-0118", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "249 BEACON TERRACE STATION", "title": "Ms."}, "seq": 7, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Mateo\nLast name: Ellwick\nDate of birth: 1997-08-16\nSex: Female\nStreet: 249 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0118\nEmail: mateo.ellwick.7@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1997-08-16", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.ellwick.7@example.invalid", "fname": "Mateo", "lname": "Ellwick", "phone_home": "555-0118", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "249 BEACON TERRACE STATION", "title": "Ms."}, "item_id": "ref-00007", "person": {"DOB": "1997-08-16", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.ellwick.7@example.invalid", "fname": "Mateo", "lname": "Ellwick", "phone_home": "555-0118", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "249 BEACON TERRACE STATION", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 7}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00008", "params": {"city": "EXAMPLETON", "country_code": "USA", "email": "bo.jessby.8@example.invalid", "fname": "Bo", "lname": "Jessby", "phone_home": "555-0188", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "107 AVENUE MILL ROAD", "title": "Mr."}, "seq": 8, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Bo\nLast name: Jessby\nDate of birth: \nSex: Male\nStreet: 107 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0188\nEmail: bo.jessby.8@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "missing_required", "inject": [], "intended": null, "item_id": "ref-00008", "person": {"DOB": "1955-09-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.jessby.8@example.invalid", "fname": "Bo", "lname": "Jessby", "phone_home": "555-0188", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "107 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "no date of birth; return the referral to the sender", "seq": 8}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00009", "params": {"DOB": "1946-12-28", "city": "EXAMPLETON", "country_code": "USA", "email": "marcus.stanby.9@example.invalid", "fname": "Marcus", "lname": "Stanby", "phone_home": "555-0145", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "135 AVENUE MILL ROAD", "title": "Mr."}, "seq": 9, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Marcus\nLast name: Stanby\nDate of birth: 1946-12-28\nSex: Male\nStreet: 135 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0145\nEmail: marcus.stanby.9@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1946-12-28", "city": "EXAMPLETON", "country_code": "USA", "email": "marcus.stanby.9@example.invalid", "fname": "Marcus", "lname": "Stanby", "phone_home": "555-0145", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "135 AVENUE MILL ROAD", "title": "Mr."}, "item_id": "ref-00009", "person": {"DOB": "1946-12-28", "city": "EXAMPLETON", "country_code": "USA", "email": "marcus.stanby.9@example.invalid", "fname": "Marcus", "lname": "Stanby", "phone_home": "555-0145", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "135 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 9}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00010", "params": {"DOB": "1963-10-26", "city": "EXAMPLETON", "country_code": "USA", "email": "kwame.stanwood.10@example.invalid", "fname": "Kwame", "lname": "Stanwood", "phone_home": "555-0151", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "405 STREET CEDAR ROW", "title": "Mr."}, "seq": 10, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Kwame\nLast name: Stanwood\nDate of birth: 1963-10-26\nSex: Male\nStreet: 405 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0151\nEmail: kwame.stanwood.10@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1963-10-26", "city": "EXAMPLETON", "country_code": "USA", "email": "kwame.stanwood.10@example.invalid", "fname": "Kwame", "lname": "Stanwood", "phone_home": "555-0151", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "405 STREET CEDAR ROW", "title": "Mr."}, "item_id": "ref-00010", "person": {"DOB": "1963-10-26", "city": "EXAMPLETON", "country_code": "USA", "email": "kwame.stanwood.10@example.invalid", "fname": "Kwame", "lname": "Stanwood", "phone_home": "555-0151", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "405 STREET CEDAR ROW", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 10}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00011", "params": {"DOB": "1980-12-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.galmere.11@example.invalid", "fname": "Bram", "lname": "Galmere", "phone_home": "555-0133", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "16 BEACON TERRACE STATION", "title": "Mr."}, "seq": 11, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Bram\nLast name: Galmere\nDate of birth: 1980-12-01\nSex: Male\nStreet: 16 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0133\nEmail: bram.galmere.11@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1980-12-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.galmere.11@example.invalid", "fname": "Bram", "lname": "Galmere", "phone_home": "555-0133", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "16 BEACON TERRACE STATION", "title": "Mr."}, "item_id": "ref-00011", "person": {"DOB": "1980-12-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.galmere.11@example.invalid", "fname": "Bram", "lname": "Galmere", "phone_home": "555-0133", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "16 BEACON TERRACE STATION", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 11}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00012", "params": {"DOB": "1979-06-03", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.langstead.12@example.invalid", "fname": "Anouk", "lname": "Langstead", "phone_home": "555-0160", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "114 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 12, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Anouk\nLast name: Langstead\nDate of birth: 1979-06-03\nSex: Male\nStreet: 114 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0160\nEmail: anouk.langstead.12@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "concurrent_same", "inject": [{"event": "other_clerk_creates", "person": {"DOB": "1979-06-03", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.langstead.12@example.invalid", "fname": "Anouk", "lname": "Langstead", "phone_home": "555-0160", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "114 QUARRY HILL DRIVE", "title": "Mr."}, "when": "before_item"}], "intended": null, "item_id": "ref-00012", "person": {"DOB": "1979-06-03", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.langstead.12@example.invalid", "fname": "Anouk", "lname": "Langstead", "phone_home": "555-0160", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "114 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "another clerk registered this patient moments earlier", "seq": 12}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00013", "params": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 13, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Odile\nLast name: Quenwood\nDate of birth: 1996-11-12\nSex: Female\nStreet: 411 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0149\nEmail: odile.quenwood.13@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "concurrent_other", "inject": [{"event": "other_clerk_edits_unrelated", "when": "during_item"}], "intended": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "item_id": "ref-00013", "person": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "another clerk edits an unrelated chart meanwhile", "seq": 13}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00014", "params": {"DOB": "1990-11-11", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.quenley.14@example.invalid", "fname": "Rafael", "lname": "Quenley", "phone_home": "555-0151", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "46 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 14, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Rafael\nLast name: Quenley\nDate of birth: 1990-11-11\nSex: Female\nStreet: 46 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0151\nEmail: rafael.quenley.14@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1990-11-11", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.quenley.14@example.invalid", "fname": "Rafael", "lname": "Quenley", "phone_home": "555-0151", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "46 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00014", "person": {"DOB": "1990-11-11", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.quenley.14@example.invalid", "fname": "Rafael", "lname": "Quenley", "phone_home": "555-0151", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "46 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 14}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00015", "params": {"DOB": "1951-01-05", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.fairwell.15@example.invalid", "fname": "Arlo", "lname": "Fairwell", "phone_home": "555-0178", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "304 WAY", "title": "Ms."}, "seq": 15, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Arlo\nLast name: Fairwell\nDate of birth: 1951-01-05\nSex: Female\nStreet: 304 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0178\nEmail: arlo.fairwell.15@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1951-01-05", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.fairwell.15@example.invalid", "fname": "Arlo", "lname": "Fairwell", "phone_home": "555-0178", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "304 WAY", "title": "Ms."}, "item_id": "ref-00015", "person": {"DOB": "1951-01-05", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.fairwell.15@example.invalid", "fname": "Arlo", "lname": "Fairwell", "phone_home": "555-0178", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "304 WAY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 15}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00016", "params": {"DOB": "1951-01-01", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.langridge.16@example.invalid", "fname": "Mateo", "lname": "Langridge", "phone_home": "555-0155", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 16, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Mateo\nLast name: Langridge\nDate of birth: 1951-01-01\nSex: Female\nStreet: 411 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0155\nEmail: mateo.langridge.16@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1951-01-01", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.langridge.16@example.invalid", "fname": "Mateo", "lname": "Langridge", "phone_home": "555-0155", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "item_id": "ref-00016", "person": {"DOB": "1951-01-01", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.langridge.16@example.invalid", "fname": "Mateo", "lname": "Langridge", "phone_home": "555-0155", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 16}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00017", "params": {"DOB": "1967-04-10", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.hartton.17@example.invalid", "fname": "Rafael", "lname": "Hartton", "phone_home": "555-0133", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "258 STREET CEDAR ROW", "title": "Mrs."}, "seq": 17, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Rafael\nLast name: Hartton\nDate of birth: 1967-04-10\nSex: Female\nStreet: 258 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0133\nEmail: rafael.hartton.17@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1967-04-10", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.hartton.17@example.invalid", "fname": "Rafael", "lname": "Hartton", "phone_home": "555-0133", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "258 STREET CEDAR ROW", "title": "Mrs."}, "item_id": "ref-00017", "person": {"DOB": "1967-04-10", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.hartton.17@example.invalid", "fname": "Rafael", "lname": "Hartton", "phone_home": "555-0133", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "258 STREET CEDAR ROW", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 17}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00018", "params": {"DOB": "1993-11-19", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.caldford.18@example.invalid", "fname": "Wen", "lname": "Caldford", "phone_home": "555-0168", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "419 ORCHARD LANE HARBOR", "title": "Mr."}, "seq": 18, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Wen\nLast name: Caldford\nDate of birth: 1993-11-19\nSex: Male\nStreet: 419 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0168\nEmail: wen.caldford.18@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1993-11-19", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.caldford.18@example.invalid", "fname": "Wen", "lname": "Caldford", "phone_home": "555-0168", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "419 ORCHARD LANE HARBOR", "title": "Mr."}, "item_id": "ref-00018", "person": {"DOB": "1993-11-19", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.caldford.18@example.invalid", "fname": "Wen", "lname": "Caldford", "phone_home": "555-0168", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "419 ORCHARD LANE HARBOR", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 18}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00019", "params": {"DOB": "10/01/1958", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "seq": 19, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Fergus\nLast name: Ashbrook\nDate of birth: 10/01/1958\nSex: Male\nStreet: 399 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0118\nEmail: fergus.ashbrook.19@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "malformed_dob", "inject": [], "intended": {"DOB": "1958-10-01", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "item_id": "ref-00019", "person": {"DOB": "1958-10-01", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "rationale": "date of birth written MM/DD/YYYY; the true date is ISO", "seq": 19}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00020", "params": {"DOB": "1976-11-17", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.ellford.20@example.invalid", "fname": "Jasper", "lname": "Ellford", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "273 WAY", "title": "Ms."}, "seq": 20, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Jasper\nLast name: Ellford\nDate of birth: 1976-11-17\nSex: Female\nStreet: 273 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0171\nEmail: jasper.ellford.20@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "clean", "inject": [], "intended": {"DOB": "1976-11-17", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.ellford.20@example.invalid", "fname": "Jasper", "lname": "Ellford", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "273 WAY", "title": "Ms."}, "item_id": "ref-00020", "person": {"DOB": "1976-11-17", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.ellford.20@example.invalid", "fname": "Jasper", "lname": "Ellford", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "273 WAY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 20}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00021", "params": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 21, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Odile\nLast name: Quenwood\nDate of birth: 1996-11-12\nSex: Female\nStreet: 411 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0149\nEmail: odile.quenwood.13@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "dup_resend", "inject": [], "intended": null, "item_id": "ref-00021", "person": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "a resend of ref-00013", "seq": 21}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00022", "params": {"DOB": "1970-08-17", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.radwood.22@example.invalid", "fname": "Fergus", "lname": "Radwood", "phone_home": "555-0189", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "275 WAY", "title": "Ms."}, "seq": 22, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Fergus\nLast name: Radwood\nDate of birth: 1970-08-17\nSex: Female\nStreet: 275 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0189\nEmail: fergus.radwood.22@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "clean", "inject": [], "intended": {"DOB": "1970-08-17", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.radwood.22@example.invalid", "fname": "Fergus", "lname": "Radwood", "phone_home": "555-0189", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "275 WAY", "title": "Ms."}, "item_id": "ref-00022", "person": {"DOB": "1970-08-17", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.radwood.22@example.invalid", "fname": "Fergus", "lname": "Radwood", "phone_home": "555-0189", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "275 WAY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 22}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00023", "params": {"DOB": "1992-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.thornford.23@example.invalid", "fname": "Soren", "lname": "Thornford", "phone_home": "555-0140", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "64 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 23, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Soren\nLast name: Thornford\nDate of birth: 1992-03-14\nSex: Female\nStreet: 64 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0140\nEmail: soren.thornford.23@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "clean", "inject": [], "intended": {"DOB": "1992-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.thornford.23@example.invalid", "fname": "Soren", "lname": "Thornford", "phone_home": "555-0140", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "64 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00023", "person": {"DOB": "1992-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.thornford.23@example.invalid", "fname": "Soren", "lname": "Thornford", "phone_home": "555-0140", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "64 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 23}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00024", "params": {"DOB": "1937-08-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 24, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ida\nLast name: Norwick\nDate of birth: 1937-08-13\nSex: Male\nStreet: 88 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0107\nEmail: ida.norwick.9010@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "ambiguous_same_person", "inject": [], "intended": null, "item_id": "ref-00024", "person": {"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "same person as an existing chart; the date of birth has a typo", "seq": 24}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00025", "params": {"DOB": "1994-04-24", "city": "EXAMPLETON", "country_code": "USA", "email": "esme.iversbrook.25@example.invalid", "fname": "Esme", "lname": "Iversbrook", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "489 QUARRY HILL DRIVE", "title": "Mrs."}, "seq": 25, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Esme\nLast name: Iversbrook\nDate of birth: 1994-04-24\nSex: Female\nStreet: 489 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0162\nEmail: esme.iversbrook.25@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "clean", "inject": [], "intended": {"DOB": "1994-04-24", "city": "EXAMPLETON", "country_code": "USA", "email": "esme.iversbrook.25@example.invalid", "fname": "Esme", "lname": "Iversbrook", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "489 QUARRY HILL DRIVE", "title": "Mrs."}, "item_id": "ref-00025", "person": {"DOB": "1994-04-24", "city": "EXAMPLETON", "country_code": "USA", "email": "esme.iversbrook.25@example.invalid", "fname": "Esme", "lname": "Iversbrook", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "489 QUARRY HILL DRIVE", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 25}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00026", "params": {"DOB": "1990-09-13", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.hartbrook.26@example.invalid", "fname": " FARIDA ", "lname": "HARTBROOK ", "phone_home": "555-0145", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "175 ORCHARD LANE HARBOR", "title": "Ms."}, "seq": 26, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name:  FARIDA \nLast name: HARTBROOK \nDate of birth: 1990-09-13\nSex: Female\nStreet: 175 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0145\nEmail: farida.hartbrook.26@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "malformed_case", "inject": [], "intended": {"DOB": "1990-09-13", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.hartbrook.26@example.invalid", "fname": "Farida", "lname": "Hartbrook", "phone_home": "555-0145", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "175 ORCHARD LANE HARBOR", "title": "Ms."}, "item_id": "ref-00026", "person": {"DOB": "1990-09-13", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.hartbrook.26@example.invalid", "fname": "Farida", "lname": "Hartbrook", "phone_home": "555-0145", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "175 ORCHARD LANE HARBOR", "title": "Ms."}, "rationale": "names in capitals with stray spaces", "seq": 26}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00027", "params": {"DOB": "1978-09-15", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.birchmore.27@example.invalid", "fname": "Jasper", "lname": "Birchmore", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "227 WILLOW BEND ROAD", "title": "Mrs."}, "seq": 27, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Jasper\nLast name: Birchmore\nDate of birth: 1978-09-15\nSex: Female\nStreet: 227 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0142\nEmail: jasper.birchmore.27@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "common_surname", "inject": [], "intended": {"DOB": "1978-09-15", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.birchmore.27@example.invalid", "fname": "Jasper", "lname": "Birchmore", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "227 WILLOW BEND ROAD", "title": "Mrs."}, "item_id": "ref-00027", "person": {"DOB": "1978-09-15", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.birchmore.27@example.invalid", "fname": "Jasper", "lname": "Birchmore", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "227 WILLOW BEND ROAD", "title": "Mrs."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 27}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00028", "params": {"DOB": "1964-02-03", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.caldwick.28@example.invalid", "fname": "Fergus", "lname": "Caldwick", "phone_home": "555-0199", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "137 BEACON TERRACE STATION", "title": "Ms."}, "seq": 28, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Fergus\nLast name: Caldwick\nDate of birth: 1964-02-03\nSex: Female\nStreet: 137 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0199\nEmail: fergus.caldwick.28@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "clean", "inject": [], "intended": {"DOB": "1964-02-03", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.caldwick.28@example.invalid", "fname": "Fergus", "lname": "Caldwick", "phone_home": "555-0199", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "137 BEACON TERRACE STATION", "title": "Ms."}, "item_id": "ref-00028", "person": {"DOB": "1964-02-03", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.caldwick.28@example.invalid", "fname": "Fergus", "lname": "Caldwick", "phone_home": "555-0199", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "137 BEACON TERRACE STATION", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 28}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00029", "params": {"DOB": "1986-03-18", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.oakwell.29@example.invalid", "fname": "Wen", "lname": "Oakwell", "phone_home": "555-0111", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "472 WAY", "title": "Mr."}, "seq": 29, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Wen\nLast name: Oakwell\nDate of birth: 1986-03-18\nSex: Male\nStreet: 472 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0111\nEmail: wen.oakwell.29@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "concurrent_same", "inject": [{"event": "other_clerk_creates", "person": {"DOB": "1986-03-18", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.oakwell.29@example.invalid", "fname": "Wen", "lname": "Oakwell", "phone_home": "555-0111", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "472 WAY", "title": "Mr."}, "when": "before_item"}], "intended": null, "item_id": "ref-00029", "person": {"DOB": "1986-03-18", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.oakwell.29@example.invalid", "fname": "Wen", "lname": "Oakwell", "phone_home": "555-0111", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "472 WAY", "title": "Mr."}, "rationale": "another clerk registered this patient moments earlier", "seq": 29}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00030", "params": {"DOB": "1944-05-01", "city": "EXAMPLETON", "country_code": "USA", "email": "hollis.jesston.30@example.invalid", "fname": "Hollis", "lname": "Jesston", "phone_home": "555-0110", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "326 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 30, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Hollis\nLast name: Jesston\nDate of birth: 1944-05-01\nSex: Male\nStreet: 326 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0110\nEmail: hollis.jesston.30@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "common_surname", "inject": [], "intended": {"DOB": "1944-05-01", "city": "EXAMPLETON", "country_code": "USA", "email": "hollis.jesston.30@example.invalid", "fname": "Hollis", "lname": "Jesston", "phone_home": "555-0110", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "326 QUARRY HILL DRIVE", "title": "Mr."}, "item_id": "ref-00030", "person": {"DOB": "1944-05-01", "city": "EXAMPLETON", "country_code": "USA", "email": "hollis.jesston.30@example.invalid", "fname": "Hollis", "lname": "Jesston", "phone_home": "555-0110", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "326 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 30}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00031", "params": {"DOB": "1993-01-11", "city": "EXAMPLETON", "country_code": "USA", "email": "grace.jessby.31@example.invalid", "fname": "Grace", "lname": "Jessby", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "285 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 31, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Grace\nLast name: Jessby\nDate of birth: 1993-01-11\nSex: Female\nStreet: 285 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0179\nEmail: grace.jessby.31@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "clean", "inject": [], "intended": {"DOB": "1993-01-11", "city": "EXAMPLETON", "country_code": "USA", "email": "grace.jessby.31@example.invalid", "fname": "Grace", "lname": "Jessby", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "285 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00031", "person": {"DOB": "1993-01-11", "city": "EXAMPLETON", "country_code": "USA", "email": "grace.jessby.31@example.invalid", "fname": "Grace", "lname": "Jessby", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "285 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 31}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00032", "params": {"DOB": "1955-05-02", "city": "EXAMPLETON", "country_code": "USA", "email": "ilse.iverswick.32@example.invalid", "fname": "Ilse", "lname": "Iverswick", "phone_home": "", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "94 STREET CEDAR ROW", "title": "Mrs."}, "seq": 32, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Ilse\nLast name: Iverswick\nDate of birth: 1955-05-02\nSex: Female\nStreet: 94 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: \nEmail: ilse.iverswick.32@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "missing_optional", "inject": [], "intended": {"DOB": "1955-05-02", "city": "EXAMPLETON", "country_code": "USA", "email": "ilse.iverswick.32@example.invalid", "fname": "Ilse", "lname": "Iverswick", "phone_home": "", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "94 STREET CEDAR ROW", "title": "Mrs."}, "item_id": "ref-00032", "person": {"DOB": "1955-05-02", "city": "EXAMPLETON", "country_code": "USA", "email": "ilse.iverswick.32@example.invalid", "fname": "Ilse", "lname": "Iverswick", "phone_home": "", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "94 STREET CEDAR ROW", "title": "Mrs."}, "rationale": "no home phone; register without one", "seq": 32}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00033", "params": {"DOB": "1999-11-06", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.fairwick.33@example.invalid", "fname": "Odile", "lname": "Fairwick", "phone_home": "555-0132", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "140 AVENUE MILL ROAD", "title": "Mr."}, "seq": 33, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Odile\nLast name: Fairwick\nDate of birth: 1999-11-06\nSex: Male\nStreet: 140 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0132\nEmail: odile.fairwick.33@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "common_surname", "inject": [], "intended": {"DOB": "1999-11-06", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.fairwick.33@example.invalid", "fname": "Odile", "lname": "Fairwick", "phone_home": "555-0132", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "140 AVENUE MILL ROAD", "title": "Mr."}, "item_id": "ref-00033", "person": {"DOB": "1999-11-06", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.fairwick.33@example.invalid", "fname": "Odile", "lname": "Fairwick", "phone_home": "555-0132", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "140 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 33}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00034", "params": {"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 34, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ida\nLast name: Norwick\nDate of birth: 1937-08-12\nSex: Male\nStreet: 88 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0107\nEmail: ida.norwick.9010@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "dup_existing", "inject": [], "intended": null, "item_id": "ref-00034", "person": {"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "this patient already has a chart", "seq": 34}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00035", "params": {"DOB": "1999-05-23", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.stanbrook.35@example.invalid", "fname": "Leilani", "lname": "Stanbrook", "phone_home": "555-0125", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "112 STREET CEDAR ROW", "title": "Mr."}, "seq": 35, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Leilani\nLast name: Stanbrook\nDate of birth: 1999-05-23\nSex: Male\nStreet: 112 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0125\nEmail: leilani.stanbrook.35@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "clean", "inject": [], "intended": {"DOB": "1999-05-23", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.stanbrook.35@example.invalid", "fname": "Leilani", "lname": "Stanbrook", "phone_home": "555-0125", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "112 STREET CEDAR ROW", "title": "Mr."}, "item_id": "ref-00035", "person": {"DOB": "1999-05-23", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.stanbrook.35@example.invalid", "fname": "Leilani", "lname": "Stanbrook", "phone_home": "555-0125", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "112 STREET CEDAR ROW", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 35}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00036", "params": {"DOB": "1979-01-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.ellstead.36@example.invalid", "fname": "Ida", "lname": "Ellstead", "phone_home": "555-0180", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "68 WILLOW BEND ROAD", "title": "Mr."}, "seq": 36, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ida\nLast name: Ellstead\nDate of birth: 1979-01-27\nSex: Male\nStreet: 68 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0180\nEmail: ida.ellstead.36@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "clean", "inject": [], "intended": {"DOB": "1979-01-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.ellstead.36@example.invalid", "fname": "Ida", "lname": "Ellstead", "phone_home": "555-0180", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "68 WILLOW BEND ROAD", "title": "Mr."}, "item_id": "ref-00036", "person": {"DOB": "1979-01-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.ellstead.36@example.invalid", "fname": "Ida", "lname": "Ellstead", "phone_home": "555-0180", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "68 WILLOW BEND ROAD", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 36}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00037", "params": {"DOB": "1942-02-22", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.oakcombe.37@example.invalid", "fname": "Soren", "lname": "Oakcombe", "phone_home": "555-0176", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "432 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 37, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Soren\nLast name: Oakcombe\nDate of birth: 1942-02-22\nSex: Female\nStreet: 432 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0176\nEmail: soren.oakcombe.37@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "clean", "inject": [], "intended": {"DOB": "1942-02-22", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.oakcombe.37@example.invalid", "fname": "Soren", "lname": "Oakcombe", "phone_home": "555-0176", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "432 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00037", "person": {"DOB": "1942-02-22", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.oakcombe.37@example.invalid", "fname": "Soren", "lname": "Oakcombe", "phone_home": "555-0176", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "432 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 37}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00038", "params": {"DOB": "1958-03-09", "city": "EXAMPLETON", "country_code": "USA", "email": "dmitri.birchfield.38@example.invalid", "fname": "Dmitri", "lname": "Birchfield", "phone_home": "555-0146", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "230 WILLOW BEND ROAD", "title": "Mr."}, "seq": 38, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Dmitri\nLast name: Birchfield\nDate of birth: 1958-03-09\nSex: Male\nStreet: 230 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0146\nEmail: dmitri.birchfield.38@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "slow_save", "inject": [{"event": "slow_save", "seconds": 6, "when": "during_item"}], "intended": {"DOB": "1958-03-09", "city": "EXAMPLETON", "country_code": "USA", "email": "dmitri.birchfield.38@example.invalid", "fname": "Dmitri", "lname": "Birchfield", "phone_home": "555-0146", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "230 WILLOW BEND ROAD", "title": "Mr."}, "item_id": "ref-00038", "person": {"DOB": "1958-03-09", "city": "EXAMPLETON", "country_code": "USA", "email": "dmitri.birchfield.38@example.invalid", "fname": "Dmitri", "lname": "Birchfield", "phone_home": "555-0146", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "230 WILLOW BEND ROAD", "title": "Mr."}, "rationale": "the save is slow", "seq": 38}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00039", "params": {"DOB": "1939-05-07", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.langby.39@example.invalid", "fname": "Rosalind", "lname": "Langby", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "184 LANTERN COURT FERRY", "title": "Ms."}, "seq": 39, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Rosalind\nLast name: Langby\nDate of birth: 1939-05-07\nSex: Female\nStreet: 184 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0142\nEmail: rosalind.langby.39@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "clean", "inject": [], "intended": {"DOB": "1939-05-07", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.langby.39@example.invalid", "fname": "Rosalind", "lname": "Langby", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "184 LANTERN COURT FERRY", "title": "Ms."}, "item_id": "ref-00039", "person": {"DOB": "1939-05-07", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.langby.39@example.invalid", "fname": "Rosalind", "lname": "Langby", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "184 LANTERN COURT FERRY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 39}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00040", "params": {"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.jesswood.40@example.invalid", "fname": "Mateo", "lname": "Jesswood", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "4 QUARRY HILL DRIVE", "title": "Mrs."}, "seq": 40, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Mateo\nLast name: Jesswood\nDate of birth: 1950-04-21\nSex: Female\nStreet: 4 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0111\nEmail: mateo.jesswood.40@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "shared_dob", "inject": [], "intended": {"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.jesswood.40@example.invalid", "fname": "Mateo", "lname": "Jesswood", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "4 QUARRY HILL DRIVE", "title": "Mrs."}, "item_id": "ref-00040", "person": {"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.jesswood.40@example.invalid", "fname": "Mateo", "lname": "Jesswood", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "4 QUARRY HILL DRIVE", "title": "Mrs."}, "rationale": "born on the same day as an existing chart; a different person", "seq": 40}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00041", "params": {"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ines.norwell.41@example.invalid", "fname": "Ines", "lname": "Norwell", "phone_home": "555-0184", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "121 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 41, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Ines\nLast name: Norwell\nDate of birth: 1966-07-13\nSex: Female\nStreet: 121 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0184\nEmail: ines.norwell.41@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "shared_dob", "inject": [], "intended": {"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ines.norwell.41@example.invalid", "fname": "Ines", "lname": "Norwell", "phone_home": "555-0184", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "121 QUARRY HILL DRIVE", "title": "Ms."}, "item_id": "ref-00041", "person": {"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ines.norwell.41@example.invalid", "fname": "Ines", "lname": "Norwell", "phone_home": "555-0184", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "121 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "born on the same day as an existing chart; a different person", "seq": 41}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00042", "params": {"DOB": "1998-03-10", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.norley.42@example.invalid", "fname": "Anouk", "lname": "Norley", "phone_home": "555-0191", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "372 LANTERN COURT FERRY", "title": "Mr."}, "seq": 42, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Anouk\nLast name: Norley\nDate of birth: 1998-03-10\nSex: Male\nStreet: 372 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0191\nEmail: anouk.norley.42@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "clean", "inject": [], "intended": {"DOB": "1998-03-10", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.norley.42@example.invalid", "fname": "Anouk", "lname": "Norley", "phone_home": "555-0191", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "372 LANTERN COURT FERRY", "title": "Mr."}, "item_id": "ref-00042", "person": {"DOB": "1998-03-10", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.norley.42@example.invalid", "fname": "Anouk", "lname": "Norley", "phone_home": "555-0191", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "372 LANTERN COURT FERRY", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 42}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00043", "params": {"DOB": "2002-09-19", "city": "EXAMPLETON", "country_code": "USA", "email": "dalia.oakbrook.43@example.invalid", "fname": "Dalia", "lname": "Oakbrook", "phone_home": "555-0110", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "429 WILLOW BEND ROAD", "title": "Ms."}, "seq": 43, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Dalia\nLast name: Oakbrook\nDate of birth: 2002-09-19\nSex: Female\nStreet: 429 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0110\nEmail: dalia.oakbrook.43@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "clean", "inject": [], "intended": {"DOB": "2002-09-19", "city": "EXAMPLETON", "country_code": "USA", "email": "dalia.oakbrook.43@example.invalid", "fname": "Dalia", "lname": "Oakbrook", "phone_home": "555-0110", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "429 WILLOW BEND ROAD", "title": "Ms."}, "item_id": "ref-00043", "person": {"DOB": "2002-09-19", "city": "EXAMPLETON", "country_code": "USA", "email": "dalia.oakbrook.43@example.invalid", "fname": "Dalia", "lname": "Oakbrook", "phone_home": "555-0110", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "429 WILLOW BEND ROAD", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 43}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00044", "params": {"DOB": "10/01/1958", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "seq": 44, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Fergus\nLast name: Ashbrook\nDate of birth: 10/01/1958\nSex: Male\nStreet: 399 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0118\nEmail: fergus.ashbrook.19@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "dup_resend", "inject": [], "intended": null, "item_id": "ref-00044", "person": {"DOB": "1958-10-01", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "rationale": "a resend of ref-00019", "seq": 44}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00045", "params": {"DOB": "1959-06-04", "city": "EXAMPLETON", "country_code": "USA", "email": "gideon.galwick.9004@example.invalid", "fname": "Gideon", "lname": "Galwick", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "282 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 45, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Gideon\nLast name: Galwick\nDate of birth: 1959-06-04\nSex: Female\nStreet: 282 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0179\nEmail: gideon.galwick.9004@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "dup_existing", "inject": [], "intended": null, "item_id": "ref-00045", "person": {"DOB": "1959-06-04", "city": "EXAMPLETON", "country_code": "USA", "email": "gideon.galwick.9004@example.invalid", "fname": "Gideon", "lname": "Galwick", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "282 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "this patient already has a chart", "seq": 45}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00046", "params": {"DOB": "1998-07-03", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.hartgate.46@example.invalid", "fname": "Odile", "lname": "Hartgate", "phone_home": "555-0178", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "247 BEACON TERRACE STATION", "title": "Mr."}, "seq": 46, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Odile\nLast name: Hartgate\nDate of birth: 1998-07-03\nSex: Male\nStreet: 247 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0178\nEmail: odile.hartgate.46@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "session_expiry", "inject": [{"event": "force_logout", "when": "before_item"}], "intended": {"DOB": "1998-07-03", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.hartgate.46@example.invalid", "fname": "Odile", "lname": "Hartgate", "phone_home": "555-0178", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "247 BEACON TERRACE STATION", "title": "Mr."}, "item_id": "ref-00046", "person": {"DOB": "1998-07-03", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.hartgate.46@example.invalid", "fname": "Odile", "lname": "Hartgate", "phone_home": "555-0178", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "247 BEACON TERRACE STATION", "title": "Mr."}, "rationale": "sessions ended just before the item", "seq": 46}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00047", "params": {"DOB": "1977-05-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldbrook.47@example.invalid", "fname": "Rafael", "lname": "Caldbrook", "phone_home": "555-0101", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "382 BEACON TERRACE STATION", "title": "Ms."}, "seq": 47, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Rafael\nLast name: Caldbrook\nDate of birth: 1977-05-21\nSex: Female\nStreet: 382 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0101\nEmail: rafael.caldbrook.47@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "clean", "inject": [], "intended": {"DOB": "1977-05-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldbrook.47@example.invalid", "fname": "Rafael", "lname": "Caldbrook", "phone_home": "555-0101", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "382 BEACON TERRACE STATION", "title": "Ms."}, "item_id": "ref-00047", "person": {"DOB": "1977-05-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldbrook.47@example.invalid", "fname": "Rafael", "lname": "Caldbrook", "phone_home": "555-0101", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "382 BEACON TERRACE STATION", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 47}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00048", "params": {"DOB": "1962-11-16", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.jesswick.48@example.invalid", "fname": "Leilani", "lname": "Jesswick", "phone_home": "555-0159", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "150 BEACON TERRACE STATION", "title": "Mrs."}, "seq": 48, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Leilani\nLast name: Jesswick\nDate of birth: 1962-11-16\nSex: Female\nStreet: 150 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0159\nEmail: leilani.jesswick.48@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "clean", "inject": [], "intended": {"DOB": "1962-11-16", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.jesswick.48@example.invalid", "fname": "Leilani", "lname": "Jesswick", "phone_home": "555-0159", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "150 BEACON TERRACE STATION", "title": "Mrs."}, "item_id": "ref-00048", "person": {"DOB": "1962-11-16", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.jesswick.48@example.invalid", "fname": "Leilani", "lname": "Jesswick", "phone_home": "555-0159", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "150 BEACON TERRACE STATION", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 48}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00049", "params": {"DOB": "1974-02-16", "city": "EXAMPLETON", "country_code": "USA", "email": "tomas.stanstead.49@example.invalid", "fname": "Tomas", "lname": "Stanstead", "phone_home": "555-0109", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "10 BEACON TERRACE STATION", "title": "Mrs."}, "seq": 49, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Tomas\nLast name: Stanstead\nDate of birth: 1974-02-16\nSex: Female\nStreet: 10 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0109\nEmail: tomas.stanstead.49@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "clean", "inject": [], "intended": {"DOB": "1974-02-16", "city": "EXAMPLETON", "country_code": "USA", "email": "tomas.stanstead.49@example.invalid", "fname": "Tomas", "lname": "Stanstead", "phone_home": "555-0109", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "10 BEACON TERRACE STATION", "title": "Mrs."}, "item_id": "ref-00049", "person": {"DOB": "1974-02-16", "city": "EXAMPLETON", "country_code": "USA", "email": "tomas.stanstead.49@example.invalid", "fname": "Tomas", "lname": "Stanstead", "phone_home": "555-0109", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "10 BEACON TERRACE STATION", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 49}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00050", "params": {"DOB": "1961-04-03", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jesswick.50@example.invalid", "fname": "Oren", "lname": "Jesswick", "phone_home": "555-0195", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "299 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 50, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Oren\nLast name: Jesswick\nDate of birth: 1961-04-03\nSex: Male\nStreet: 299 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0195\nEmail: oren.jesswick.50@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "clean", "inject": [], "intended": {"DOB": "1961-04-03", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jesswick.50@example.invalid", "fname": "Oren", "lname": "Jesswick", "phone_home": "555-0195", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "299 QUARRY HILL DRIVE", "title": "Mr."}, "item_id": "ref-00050", "person": {"DOB": "1961-04-03", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jesswick.50@example.invalid", "fname": "Oren", "lname": "Jesswick", "phone_home": "555-0195", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "299 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 50}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00051", "params": {"DOB": "1949-12-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.ellwood.51@example.invalid", "fname": "Ola", "lname": "Ellwood", "phone_home": "555-0150", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "120 WAY", "title": "Mr."}, "seq": 51, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ola\nLast name: Ellwood\nDate of birth: 1949-12-12\nSex: Male\nStreet: 120 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0150\nEmail: ola.ellwood.51@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "clean", "inject": [], "intended": {"DOB": "1949-12-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.ellwood.51@example.invalid", "fname": "Ola", "lname": "Ellwood", "phone_home": "555-0150", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "120 WAY", "title": "Mr."}, "item_id": "ref-00051", "person": {"DOB": "1949-12-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.ellwood.51@example.invalid", "fname": "Ola", "lname": "Ellwood", "phone_home": "555-0150", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "120 WAY", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 51}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00052", "params": {"DOB": "1975-08-19", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenridge.9005@example.invalid", "fname": "Odile", "lname": "Quenridge", "phone_home": "555-0138", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "474 WAY", "title": "Mr."}, "seq": 52, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Odile\nLast name: Quenridge\nDate of birth: 1975-08-19\nSex: Male\nStreet: 474 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0138\nEmail: odile.quenridge.9005@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "dup_existing", "inject": [], "intended": null, "item_id": "ref-00052", "person": {"DOB": "1975-08-19", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenridge.9005@example.invalid", "fname": "Odile", "lname": "Quenridge", "phone_home": "555-0138", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "474 WAY", "title": "Mr."}, "rationale": "this patient already has a chart", "seq": 52}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00053", "params": {"DOB": "1978-07-04", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.ashby.53@example.invalid", "fname": "Bo", "lname": "Ashby", "phone_home": "", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "483 STREET CEDAR ROW", "title": "Mr."}, "seq": 53, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Bo\nLast name: Ashby\nDate of birth: 1978-07-04\nSex: Male\nStreet: 483 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: \nEmail: bo.ashby.53@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "missing_optional", "inject": [], "intended": {"DOB": "1978-07-04", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.ashby.53@example.invalid", "fname": "Bo", "lname": "Ashby", "phone_home": "", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "483 STREET CEDAR ROW", "title": "Mr."}, "item_id": "ref-00053", "person": {"DOB": "1978-07-04", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.ashby.53@example.invalid", "fname": "Bo", "lname": "Ashby", "phone_home": "", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "483 STREET CEDAR ROW", "title": "Mr."}, "rationale": "no home phone; register without one", "seq": 53}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00054", "params": {"DOB": "1984-10-03", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.galwick.54@example.invalid", "fname": "Ola", "lname": "Galwick", "phone_home": "555-0106", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "186 ORCHARD LANE HARBOR", "title": "Mr."}, "seq": 54, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ola\nLast name: Galwick\nDate of birth: 1984-10-03\nSex: Male\nStreet: 186 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0106\nEmail: ola.galwick.54@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "common_surname", "inject": [], "intended": {"DOB": "1984-10-03", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.galwick.54@example.invalid", "fname": "Ola", "lname": "Galwick", "phone_home": "555-0106", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "186 ORCHARD LANE HARBOR", "title": "Mr."}, "item_id": "ref-00054", "person": {"DOB": "1984-10-03", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.galwick.54@example.invalid", "fname": "Ola", "lname": "Galwick", "phone_home": "555-0106", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "186 ORCHARD LANE HARBOR", "title": "Mr."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 54}, "type": "item"}
+{"app": "openemr", "day": 9, "item_id": "ref-00055", "params": {"city": "EXAMPLETON", "country_code": "USA", "email": "farida.jessstead.55@example.invalid", "fname": "Farida", "lname": "Jessstead", "phone_home": "555-0198", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "263 AVENUE MILL ROAD", "title": "Ms."}, "seq": 55, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Farida\nLast name: Jessstead\nDate of birth: \nSex: Female\nStreet: 263 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0198\nEmail: farida.jessstead.55@example.invalid\nCountry: USA\n", "truth": {"day": 9, "exception": "missing_required", "inject": [], "intended": null, "item_id": "ref-00055", "person": {"DOB": "1966-05-14", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.jessstead.55@example.invalid", "fname": "Farida", "lname": "Jessstead", "phone_home": "555-0198", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "263 AVENUE MILL ROAD", "title": "Ms."}, "rationale": "no date of birth; return the referral to the sender", "seq": 55}, "type": "item"}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/REPORT.md b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/REPORT.md
new file mode 100644
index 000000000..8692d2a72
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/REPORT.md
@@ -0,0 +1,61 @@
+# Lifecycle soak report
+
+Protocol `lifecycle/2026-10-20.1`, workload `lifecycle-workload/2026-10-24.1`, seed 7, 55 referrals over 10 simulated days. Engine commit `26947f9683d6`. App: openemr 8.0.0.3, synthetic data only. Cost model `lifecycle-cost/2026-10-20.1`.
+
+## Arm `openadapt-production` (incomplete)
+
+- **Verified items per operator-minute: 0.033** (4 verified of 27 items over 123.0 operator minutes; 0.031 with the 5.0 setup minutes). By hand: 0.333 an operator-minute.
+- False stops per 100 items: 70.37; all stops per 100 items: 100.0; operator minutes per stop: 4.56.
+- After the app change `relabel_save` (item 26): 1 of 2 items false-stopped, 5.0 operator minutes of maintenance (stops, repair reviews); first verified item after it: None, None s after the change.
+- Duplicate-check stops: 15; field shared with an existing chart: {"first name only": 9, "lname": 3, "DOB": 1, "none at start": 1, "lname+DOB": 1}; judged {"false_stop": 10, "right_stop": 3, "fault_stop": 1, "data_stop": 1}; exception kinds {"clean": 8, "shared_dob": 1, "concurrent_same": 1, "concurrent_other": 1, "malformed_dob": 1, "dup_resend": 1, "ambiguous_same_person": 1, "common_surname": 1}.
+- Stops judged `data_stop`, by cause: duplicate check listed a chart 1, identity check failed (relabeled control) 1, problems_only switch off; stopped unasked 1.
+- Stops judged `false_stop`, by cause: duplicate check listed a chart 10, problems_only switch off; stopped unasked 9.
+- Stops judged `fault_stop`, by cause: duplicate check listed a chart 1.
+- Stops judged `right_stop`, by cause: duplicate check listed a chart 3, other: REJECTED_POLICY HALTED / REJECTED_POLICY 1.
+- Cost-model bands, verified per operator-minute: x0.5 0.065, x1 0.033, x2 0.016.
+
+| | x0.5 | x1 | x2 |
+|---|---:|---:|---:|
+| Verified completed items per operator-hour | 3.75 | 1.88 | 0.94 |
+| ... if every silent wrong is later found and fixed | 3.75 | 1.88 | 0.94 |
+| All-manual items per operator-hour | 40 | 20 | 10 |
+| Operator work removed vs all-manual | -58.0% | -58.0% | -58.0% |
+| Setup minutes | 2.5 | 5 | 10 |
+| Per-item operator minutes (mean) | 2.278 | 4.556 | 9.111 |
+| Maintenance minutes (all UI changes) | 0 | 0 | 0 |
+| Operator hours in total | 1.067 | 2.133 | 4.267 |
+
+- Items: 27; verified completed without hand entry: 4; right in the end: 27; done by hand: 23.
+- False stops: 19 of 19 clean items, 100.0% (95% CI 83.2-100.0%); 1 of them with a UI change in force.
+- Silent wrong: 0 of 0 items claimed done, n/a (judged by direct SQL, never the product's verdict).
+- Operator requests: {"stop": 27}; actions: {"do_by_hand": 23, "skip": 4}.
+- Outcomes: {"false_stop": 19, "data_stop": 3, "right_stop": 4, "fault_stop": 1}.
+- Wall: 5743.1 s of item time, median 226.94 s an item; host 1-minute load median 7.0, max 76.1.
+- Model calls 0, list-price cost $0.0.
+
+Outcome by exception:
+
+| Exception | Outcomes |
+|---|---|
+| ambiguous_same_person | right_stop 1 |
+| clean | false_stop 17 |
+| common_surname | false_stop 1 |
+| concurrent_other | fault_stop 1 |
+| concurrent_same | right_stop 1 |
+| dup_resend | right_stop 1 |
+| malformed_case | data_stop 1 |
+| malformed_dob | data_stop 2 |
+| missing_required | right_stop 1 |
+| shared_dob | false_stop 1 |
+
+After each UI change (items until the next change):
+
+| Change | From item | Items | Outcomes |
+|---|---:|---:|---|
+| relabel_save | 26 | 2 | data_stop 1, false_stop 1 |
+
+## Assumptions
+
+Operator seconds per touch (`lifecycle-cost/2026-10-20.1`): admit 300, approval 20, compile_review 600, interrupt 30, manual_entry 180, question 60, reconcile 120, repair_review 120, stop 90, teach_prep 300. Every request also pays the interrupt charge. Bands scale every number.
+
+No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/arm-ledger.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/arm-ledger.jsonl
new file mode 100644
index 000000000..faf4adb37
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/arm-ledger.jsonl
@@ -0,0 +1,21 @@
+{"at": 1792867231.308, "certification_invalidated": true, "encrypted": true, "encrypted_digest": "ec87be520a03662a423d15e8a778058c46588bcd1225bcaf4471f34032776874", "kind": "admit.encrypt", "source_digest": "ec096afa2b614326b00ec3155f256041c19d86f3998761ce9d772cfd911460b6"}
+{"at": 1792867373.603, "kind": "admit.qualify.log", "line": "{\"case_id\": \"representative\", \"trial\": 1, \"expected\": \"VERIFIED\", \"execution_outcome\": \"VERIFIED\", \"transaction_outcome\": \"VERIFIED\", \"execution_profile\": \"standard\", \"production_eligible\": false, \"success\": true, \"model_calls\": 0, \"total_ms\": 112541.8413747102, \"failed_step_id\": null, \"failed_error"}
+{"at": 1792867495.563, "kind": "admit.qualify.log", "line": "{\"case_id\": \"fault-ambiguity\", \"trial\": 1, \"expected\": \"HALTED\", \"execution_outcome\": \"HALTED\", \"transaction_outcome\": \"HALTED_BEFORE_EFFECT\", \"execution_profile\": \"standard\", \"production_eligible\": false, \"success\": false, \"model_calls\": 0, \"total_ms\": 112577.0550002344, \"failed_step_id\": \"step_040"}
+{"at": 1792867614.713, "kind": "admit.qualify.log", "line": "{\"case_id\": \"fault-wrong-identity\", \"trial\": 1, \"expected\": \"HALTED\", \"execution_outcome\": \"HALTED\", \"transaction_outcome\": \"REJECTED_POLICY\", \"execution_profile\": \"standard\", \"production_eligible\": false, \"success\": false, \"model_calls\": 0, \"total_ms\": 110032.17295790091, \"failed_step_id\": \"step_04"}
+{"at": 1792867732.672, "kind": "admit.qualify.log", "line": "{\"case_id\": \"fault-stale-identity\", \"trial\": 1, \"expected\": \"HALTED\", \"execution_outcome\": \"HALTED\", \"transaction_outcome\": \"HALTED_BEFORE_EFFECT\", \"execution_profile\": \"standard\", \"production_eligible\": false, \"success\": false, \"model_calls\": 0, \"total_ms\": 109435.30616676435, \"failed_step_id\": \"st"}
+{"at": 1792867850.204, "kind": "admit.qualify.log", "line": "{\"case_id\": \"fault-weak-effect\", \"trial\": 1, \"expected\": \"HALTED\", \"execution_outcome\": \"HALTED\", \"transaction_outcome\": \"HALTED_BEFORE_EFFECT\", \"execution_profile\": \"standard\", \"production_eligible\": false, \"success\": false, \"model_calls\": 0, \"total_ms\": 108721.05291672051, \"failed_step_id\": \"step_"}
+{"at": 1792867967.187, "kind": "admit.qualify.log", "line": "{\"case_id\": \"fault-missing-effect\", \"trial\": 1, \"expected\": \"HALTED\", \"execution_outcome\": \"HALTED\", \"transaction_outcome\": \"HALTED_BEFORE_EFFECT\", \"execution_profile\": \"standard\", \"production_eligible\": false, \"success\": false, \"model_calls\": 0, \"total_ms\": 108448.08670924976, \"failed_step_id\": \"st"}
+{"at": 1792867975.271, "kind": "admit.qualify.log", "line": "{\"pixels_only\": true, \"case_id\": \"representative\", \"trial\": 1, \"passed\": false, \"failure\": \"StateDiverged: refusing a durable checkpoint with invalid action evidence: production action lacks a closed runtime actuation path\"}"}
+{"at": 1792867985.373, "kind": "admit.qualify.log", "line": "{\"pixels_only\": true, \"case_id\": \"fault-ambiguity\", \"trial\": 1, \"passed\": false, \"failure\": \"StateDiverged: refusing a durable checkpoint with invalid action evidence: production action lacks a closed runtime actuation path\"}"}
+{"at": 1792867993.097, "kind": "admit.qualify.log", "line": "{\"pixels_only\": true, \"case_id\": \"fault-wrong-identity\", \"trial\": 1, \"passed\": false, \"failure\": \"StateDiverged: refusing a durable checkpoint with invalid action evidence: production action lacks a closed runtime actuation path\"}"}
+{"at": 1792868000.819, "kind": "admit.qualify.log", "line": "{\"pixels_only\": true, \"case_id\": \"fault-stale-identity\", \"trial\": 1, \"passed\": false, \"failure\": \"StateDiverged: refusing a durable checkpoint with invalid action evidence: production action lacks a closed runtime actuation path\"}"}
+{"at": 1792868008.462, "kind": "admit.qualify.log", "line": "{\"pixels_only\": true, \"case_id\": \"fault-weak-effect\", \"trial\": 1, \"passed\": false, \"failure\": \"StateDiverged: refusing a durable checkpoint with invalid action evidence: production action lacks a closed runtime actuation path\"}"}
+{"at": 1792868016.191, "kind": "admit.qualify.log", "line": "{\"pixels_only\": true, \"case_id\": \"fault-missing-effect\", \"trial\": 1, \"passed\": false, \"failure\": \"StateDiverged: refusing a durable checkpoint with invalid action evidence: production action lacks a closed runtime actuation path\"}"}
+{"at": 1792868016.191, "kind": "admit.qualify.log", "line": "pixels-only pass (informational): 0/6 (0%) trials behaved as required with structure lookups disabled; most common failure: StateDiverged: refusing a durable checkpoint with invalid action evidence: production action lacks a closed runtime actuation path"}
+{"at": 1792868016.546, "kind": "admit.qualify.log", "line": "qualified lookups: structure on a local surface"}
+{"at": 1792868016.754, "kind": "admit.qualify.log", "line": "PASS: qualification for 'openemr-create-synthetic-patient'\n  identity coverage 1/1; effect coverage 1/1; cases 6/6"}
+{"at": 1792868016.754, "kind": "admit.qualify.log", "line": "qualification-result/v1 c7b625552580b795: passed=True silent_incorrect_success=0 over_halt=0 executor_model_calls=0 verifier_model_calls=0"}
+{"at": 1792868023.443, "kind": "admit.qualify.log", "line": "no admission envelope: the qualification-admission/v1 envelope needs at least 3 trials per case; this campaign ran 1"}
+{"at": 1792868030.164, "certified": true, "digest": "163eeff429c5e242828557cdc2a9c9cac033b4cf2c5679de955b63aaf3740d94", "kind": "admit.qualify", "passed": true, "rows": [{"case_id": "representative", "expected": "VERIFIED", "transaction_outcome": "VERIFIED", "trial": 1}, {"case_id": "fault-ambiguity", "expected": "HALTED", "transaction_outcome": "HALTED_BEFORE_EFFECT", "trial": 1}, {"case_id": "fault-wrong-identity", "expected": "HALTED", "transaction_outcome": "REJECTED_POLICY", "trial": 1}, {"case_id": "fault-stale-identity", "expected": "HALTED", "transaction_outcome": "HALTED_BEFORE_EFFECT", "trial": 1}, {"case_id": "fault-weak-effect", "expected": "HALTED", "transaction_outcome": "HALTED_BEFORE_EFFECT", "trial": 1}, {"case_id": "fault-missing-effect", "expected": "HALTED", "transaction_outcome": "HALTED_BEFORE_EFFECT", "trial": 1}], "seconds": 803.2}
+{"at": 1792868030.165, "kind": "admit", "pinned_digest": "163eeff429c5e242828557cdc2a9c9cac033b4cf2c5679de955b63aaf3740d94", "seconds": 803.2}
+{"at": 1792868032.467, "bundle": "163eeff429c5e242828557cdc2a9c9cac033b4cf2c5679de955b63aaf3740d94", "dialogs": {}, "kind": "switch.open", "rung_floor": {"step_000": "structural", "step_003": "structural", "step_006": "structural", "step_009": "structural", "step_012": "structural", "step_016": "structural", "step_018": "structural", "step_021": "structural", "step_024": "structural", "step_027": "structural", "step_030": "structural", "step_033": "structural", "step_036": "structural", "step_039": "structural", "step_040": "structural"}, "switch_id": "switch-lifecycle-proof-163eeff429c5-1792868032"}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/ledger.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/ledger.jsonl
new file mode 100644
index 000000000..44231c97c
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/ledger.jsonl
@@ -0,0 +1,59 @@
+{"app": {"api_url": "https://127.0.0.1:9400", "app": "openemr", "baseline_sha256": "015bef02fb30530e2ed64c17e8035623a39801a9008f2df307eaf53e420e98ba", "images": {"mariadb": "mariadb:11.8@sha256:efb4959ef2c835cd735dbc388eb9ad6aab0c78dd64febcd51bc17481111890c4", "openemr": "openemr/openemr:8.0.0.3@sha256:0aa4d3d52b22fa69986c087e7c99e9854d8dfd70440634eb7c8af0e08f19f3ab"}, "project": "openadapt-openemr-compose", "ui_url": "http://127.0.0.1:9401", "version": "8.0.0.3"}, "argv": null, "arm": "", "cost_model": {"admit_s": 300.0, "approval_s": 20.0, "calibration": "No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).", "compile_review_s": 600.0, "interrupt_s": 30.0, "manual_entry_s": 180.0, "question_s": 60.0, "reconcile_s": 120.0, "repair_review_s": 120.0, "stop_s": 90.0, "teach_prep_s": 300.0, "version": "lifecycle-cost/2026-10-20.1"}, "cpus": 12, "days": 10, "engine_commit": "26947f9683d6b08809f9bea03c004c326092ef89", "host": "MacBook-Pro-5", "items": 55, "platform": "macOS-15.7.3-arm64-arm-64bit", "protocol": "lifecycle/2026-10-20.1", "seed": 7, "stop_after": null, "t": 1792867215.61, "type": "run_start", "workload": "lifecycle-workload/2026-10-24.1"}
+{"arm": "openadapt-production", "arm_spec": "benchmark.lifecycle.production_arm:make", "describe": {"api_tier": "where admissible (refused on the OpenEMR referral by its own proposal; the GUI save runs)", "approval": "problems_only (local stand-in for Cloud's switch status)", "authorization": "governed run gate on the certified, encrypted bundle", "checkpoint_store": "encrypted", "configuration": "benchmark/lifecycle_proof (proof-15)", "duplicate_check": "recorded: text_present 'No matches were found.'", "durable": true, "model_calls": "none on any path", "pin": "admitted digest; repaired versions only through signed lineage", "policy": "clinical-write", "profile": "regulated", "qualification_trials": 1, "readback": "pipelined, window 1; the harness waits for each check", "recovery": "none", "repair": "self-repair on a halt before any effect (rule-based agent, no model)"}, "existing_ids": ["1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12"], "interface": "lifecycle-arm/1", "options": {"recovery": "none"}, "t": 1792867225.941, "type": "arm_start"}
+{"arm": "openadapt-production", "attended_s": 0.0, "cost_usd": 0.0, "model_calls": 0, "note": "teach and compile happened before this run (the certified referral bundle); onboarding effort is measured in benchmark/onboarding_effort", "phase": "admit", "pinned_digest": "163eeff429c5e242828557cdc2a9c9cac033b4cf2c5679de955b63aaf3740d94", "reused_from": null, "stage": "setup", "t": 1792868032.47, "type": "phase", "wall_s": 805.7}
+{"arm": "openadapt-production", "attended_s": 0.0, "cost_usd": 0.0, "model_calls": 0, "note": "problems_only switch opened locally, as Cloud would", "phase": "switch", "stage": "setup", "t": 1792868032.47, "type": "phase", "wall_s": 0.3}
+{"action": "do_by_hand", "arm": "openadapt-production", "by_hand": {"chart_id": "13"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "resumable": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "item_id": "ref-00001", "kind": "stop", "operator": "scripted", "reason": "HALTED_BEFORE_EFFECT: Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'No matches were found.' \u2014 run aborted", "rule": "enter_by_hand", "seq": 1, "surface": "openadapt-flow explain / approve / resume", "t": 1792868271.444, "type": "operator"}
+{"arm": "openadapt-production", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.0, "day": 0, "detail": {"final": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "163eeff429c5e242828557cdc2a9c9cac033b4cf2c5679de955b63aaf3740d94", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": "Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'No matches were found.' \u2014 run aborted", "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "step_039", "success": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "first_run": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "163eeff429c5e242828557cdc2a9c9cac033b4cf2c5679de955b63aaf3740d94", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": "Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'No matches were found.' \u2014 run aborted", "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "step_039", "success": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "route": {"route": "repair", "why": ""}, "run_dir": "items/ref-00001", "self_repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "stops": [{"decision": "do_by_hand", "rule": "enter_by_hand"}]}, "drift_active": [], "evidence": "items/ref-00001", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 239.18, "injected": [], "item_id": "ref-00001", "load_1m": 7.4, "load_1m_end": 6.4, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "seq": 1, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 0}, "t": 1792868271.76, "type": "item_result", "wall_s": 238.84}
+{"action": "do_by_hand", "arm": "openadapt-production", "by_hand": {"chart_id": "14"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "resumable": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "item_id": "ref-00002", "kind": "stop", "operator": "scripted", "reason": "HALTED_BEFORE_EFFECT: Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'No matches were found.' \u2014 run aborted", "rule": "enter_by_hand", "seq": 2, "surface": "openadapt-flow explain / approve / resume", "t": 1792868506.711, "type": "operator"}
+{"arm": "openadapt-production", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.0, "day": 0, "detail": {"final": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "163eeff429c5e242828557cdc2a9c9cac033b4cf2c5679de955b63aaf3740d94", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": "Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'No matches were found.' \u2014 run aborted", "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "step_039", "success": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "first_run": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "163eeff429c5e242828557cdc2a9c9cac033b4cf2c5679de955b63aaf3740d94", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": "Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: text_present 'No matches were found.' \u2014 run aborted", "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "step_039", "success": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "route": {"route": "repair", "why": ""}, "run_dir": "items/ref-00002", "self_repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "stops": [{"decision": "do_by_hand", "rule": "enter_by_hand"}]}, "drift_active": [], "evidence": "items/ref-00002", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 235.14, "injected": [], "item_id": "ref-00002", "load_1m": 6.4, "load_1m_end": 5.7, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "seq": 2, "shares_with_existing": {"DOB": 0, "fname": 1, "lname": 1}, "t": 1792868507.011, "type": "item_result", "wall_s": 234.84}
+{"action": "do_by_hand", "arm": "openadapt-production", "by_hand": {"chart_id": "15"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {"approval": {"decision": "approval_required", "decision_reason": "switch_on", "mode": "problems_only", "needs_person": true}, "resumable": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "item_id": "ref-00003", "kind": "stop", "operator": "scripted", "reason": "HALTED_BEFORE_EFFECT: Approval mode: this item is waiting for a person to approve it before saving (switch_on: switched_off). Nothing was retried.", "rule": "enter_by_hand", "seq": 3, "surface": "openadapt-flow explain / approve / resume", "t": 1792868726.285, "type": "operator"}
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+{"applied": {"kind": "relabel_save", "labels": {"Confirm Create New Patient": "Save new patient"}}, "arm": "openadapt-production", "day": 4, "first_seq": 26, "kind": "relabel_save", "t": 1792873449.389, "type": "drift_applied"}
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diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/results.json b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/results.json
new file mode 100644
index 000000000..41f36b70d
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/results.json
@@ -0,0 +1,305 @@
+{
+  "arms": {
+    "openadapt-production": {
+      "bands": {
+        "x0.5": {
+          "maintenance_min": 0.0,
+          "manual_only_hours": 0.675,
+          "manual_only_items_per_hour": 40.0,
+          "operator_hours": 1.067,
+          "operator_hours_with_cleanup": 1.067,
+          "per_item_operator_min": 2.278,
+          "per_item_operator_min_total": 61.5,
+          "setup_min": 2.5,
+          "verified_completed_per_operator_hour": 3.75,
+          "verified_completed_per_operator_hour_with_cleanup": 3.75,
+          "work_removed_fraction": -0.58
+        },
+        "x1": {
+          "maintenance_min": 0.0,
+          "manual_only_hours": 1.35,
+          "manual_only_items_per_hour": 20.0,
+          "operator_hours": 2.133,
+          "operator_hours_with_cleanup": 2.133,
+          "per_item_operator_min": 4.556,
+          "per_item_operator_min_total": 123.0,
+          "setup_min": 5.0,
+          "verified_completed_per_operator_hour": 1.88,
+          "verified_completed_per_operator_hour_with_cleanup": 1.88,
+          "work_removed_fraction": -0.58
+        },
+        "x2": {
+          "maintenance_min": 0.0,
+          "manual_only_hours": 2.7,
+          "manual_only_items_per_hour": 10.0,
+          "operator_hours": 4.267,
+          "operator_hours_with_cleanup": 4.267,
+          "per_item_operator_min": 9.111,
+          "per_item_operator_min_total": 246.0,
+          "setup_min": 10.0,
+          "verified_completed_per_operator_hour": 0.94,
+          "verified_completed_per_operator_hour_with_cleanup": 0.94,
+          "work_removed_fraction": -0.58
+        }
+      },
+      "by_exception": {
+        "ambiguous_same_person": {
+          "right_stop": 1
+        },
+        "clean": {
+          "false_stop": 17
+        },
+        "common_surname": {
+          "false_stop": 1
+        },
+        "concurrent_other": {
+          "fault_stop": 1
+        },
+        "concurrent_same": {
+          "right_stop": 1
+        },
+        "dup_resend": {
+          "right_stop": 1
+        },
+        "malformed_case": {
+          "data_stop": 1
+        },
+        "malformed_dob": {
+          "data_stop": 2
+        },
+        "missing_required": {
+          "right_stop": 1
+        },
+        "shared_dob": {
+          "false_stop": 1
+        }
+      },
+      "complete": false,
+      "cost_model": "lifecycle-cost/2026-10-20.1",
+      "describe": {
+        "api_tier": "where admissible (refused on the OpenEMR referral by its own proposal; the GUI save runs)",
+        "approval": "problems_only (local stand-in for Cloud's switch status)",
+        "authorization": "governed run gate on the certified, encrypted bundle",
+        "checkpoint_store": "encrypted",
+        "configuration": "benchmark/lifecycle_proof (proof-15)",
+        "duplicate_check": "recorded: text_present 'No matches were found.'",
+        "durable": true,
+        "model_calls": "none on any path",
+        "pin": "admitted digest; repaired versions only through signed lineage",
+        "policy": "clinical-write",
+        "profile": "regulated",
+        "qualification_trials": 1,
+        "readback": "pipelined, window 1; the harness waits for each check",
+        "recovery": "none",
+        "repair": "self-repair on a halt before any effect (rule-based agent, no model)"
+      },
+      "done_by_hand": 23,
+      "false_stop_rate": {
+        "ci95": [
+          0.8318,
+          1.0
+        ],
+        "definition": "stops with nothing written on items whose data was right and that carried no item-level fault, over all such items",
+        "k": 19,
+        "n": 19,
+        "rate": 1.0,
+        "with_ui_change_in_force": 1
+      },
+      "final_correct": 27,
+      "headline": {
+        "bands": {
+          "x0.5": {
+            "after_app_change": [
+              {
+                "first_seq": 26,
+                "first_verified_seq": null,
+                "items_false_stopped": 1,
+                "items_in_window": 2,
+                "kind": "relabel_save",
+                "maintenance_operator_min": 2.5,
+                "seconds_to_running_again": null
+              }
+            ],
+            "operator_min_per_stop": 2.28,
+            "operator_min_run": 61.5,
+            "operator_min_setup": 2.5,
+            "verified_per_operator_minute": 0.065,
+            "verified_per_operator_minute_with_setup": 0.062
+          },
+          "x1": {
+            "after_app_change": [
+              {
+                "first_seq": 26,
+                "first_verified_seq": null,
+                "items_false_stopped": 1,
+                "items_in_window": 2,
+                "kind": "relabel_save",
+                "maintenance_operator_min": 5.0,
+                "seconds_to_running_again": null
+              }
+            ],
+            "operator_min_per_stop": 4.56,
+            "operator_min_run": 123.0,
+            "operator_min_setup": 5.0,
+            "verified_per_operator_minute": 0.033,
+            "verified_per_operator_minute_with_setup": 0.031
+          },
+          "x2": {
+            "after_app_change": [
+              {
+                "first_seq": 26,
+                "first_verified_seq": null,
+                "items_false_stopped": 1,
+                "items_in_window": 2,
+                "kind": "relabel_save",
+                "maintenance_operator_min": 10.0,
+                "seconds_to_running_again": null
+              }
+            ],
+            "operator_min_per_stop": 9.11,
+            "operator_min_run": 246.0,
+            "operator_min_setup": 10.0,
+            "verified_per_operator_minute": 0.016,
+            "verified_per_operator_minute_with_setup": 0.016
+          }
+        },
+        "definition": "verified completed items (oracle-correct, not done by hand) per operator-minute; operator minutes are every charged approval, stop, reconciliation, resume, repair review and item done by hand, plus maintenance; *_with_setup also charges admission",
+        "duplicate_rule_stops": {
+          "by_exception": {
+            "ambiguous_same_person": 1,
+            "clean": 8,
+            "common_surname": 1,
+            "concurrent_other": 1,
+            "concurrent_same": 1,
+            "dup_resend": 1,
+            "malformed_dob": 1,
+            "shared_dob": 1
+          },
+          "by_outcome": {
+            "data_stop": 1,
+            "false_stop": 10,
+            "fault_stop": 1,
+            "right_stop": 3
+          },
+          "by_shared_field": {
+            "DOB": 1,
+            "first name only": 9,
+            "lname": 3,
+            "lname+DOB": 1,
+            "none at start": 1
+          },
+          "items": 15,
+          "note": "fields the item shared with a chart that existed when it started; charts created during the run by earlier items count too"
+        },
+        "false_stops_per_100_items": 70.37,
+        "items": 27,
+        "manual_entry_min": 3.0,
+        "stops_by_cause": {
+          "data_stop": {
+            "duplicate check listed a chart": 1,
+            "identity check failed (relabeled control)": 1,
+            "problems_only switch off; stopped unasked": 1
+          },
+          "false_stop": {
+            "duplicate check listed a chart": 10,
+            "problems_only switch off; stopped unasked": 9
+          },
+          "fault_stop": {
+            "duplicate check listed a chart": 1
+          },
+          "right_stop": {
+            "duplicate check listed a chart": 3,
+            "other: REJECTED_POLICY HALTED / REJECTED_POLICY": 1
+          }
+        },
+        "stops_per_100_items": 100.0,
+        "verified_completed": 4
+      },
+      "items": 27,
+      "model": {
+        "calls": 0,
+        "cost_usd": 0.0
+      },
+      "operator_actions": {
+        "do_by_hand": 23,
+        "skip": 4
+      },
+      "operator_requests": {
+        "stop": 27
+      },
+      "outcomes": {
+        "data_stop": 3,
+        "false_stop": 19,
+        "fault_stop": 1,
+        "right_stop": 4
+      },
+      "per_drift": {
+        "relabel_save": {
+          "first_seq": 26,
+          "items": 2,
+          "outcomes": {
+            "data_stop": 1,
+            "false_stop": 1
+          },
+          "repair_reviews": 0
+        }
+      },
+      "silent_wrong_rate": {
+        "ci95": null,
+        "definition": "items the arm claimed done that the independent oracle judged wrong, over all items the arm claimed done",
+        "k": 0,
+        "n": 0,
+        "of_all_items": 0.0,
+        "rate": null
+      },
+      "stops": 27,
+      "verified_completed": 4,
+      "wall": {
+        "load_1m_max": 76.1,
+        "load_1m_median": 7.0,
+        "median_item_s": 226.94,
+        "total_s": 5743.1
+      }
+    }
+  },
+  "run": {
+    "app": {
+      "api_url": "https://127.0.0.1:9400",
+      "app": "openemr",
+      "baseline_sha256": "015bef02fb30530e2ed64c17e8035623a39801a9008f2df307eaf53e420e98ba",
+      "images": {
+        "mariadb": "mariadb:11.8@sha256:efb4959ef2c835cd735dbc388eb9ad6aab0c78dd64febcd51bc17481111890c4",
+        "openemr": "openemr/openemr:8.0.0.3@sha256:0aa4d3d52b22fa69986c087e7c99e9854d8dfd70440634eb7c8af0e08f19f3ab"
+      },
+      "project": "openadapt-openemr-compose",
+      "ui_url": "http://127.0.0.1:9401",
+      "version": "8.0.0.3"
+    },
+    "argv": null,
+    "cost_model": {
+      "admit_s": 300.0,
+      "approval_s": 20.0,
+      "calibration": "No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).",
+      "compile_review_s": 600.0,
+      "interrupt_s": 30.0,
+      "manual_entry_s": 180.0,
+      "question_s": 60.0,
+      "reconcile_s": 120.0,
+      "repair_review_s": 120.0,
+      "stop_s": 90.0,
+      "teach_prep_s": 300.0,
+      "version": "lifecycle-cost/2026-10-20.1"
+    },
+    "cpus": 12,
+    "days": 10,
+    "engine_commit": "26947f9683d6b08809f9bea03c004c326092ef89",
+    "host": "MacBook-Pro-5",
+    "items": 55,
+    "platform": "macOS-15.7.3-arm64-arm-64bit",
+    "protocol": "lifecycle/2026-10-20.1",
+    "seed": 7,
+    "stop_after": null,
+    "type": "run_start",
+    "workload": "lifecycle-workload/2026-10-24.1"
+  }
+}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/stops.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/stops.jsonl
new file mode 100644
index 000000000..3cbf72b8d
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/stops.jsonl
@@ -0,0 +1,27 @@
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00001", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00001", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 1, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00002", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00002", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 2, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00003", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00003", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 3, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00004", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00004", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 4, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00005", "exception": "shared_dob", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00005", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 5, "transaction_outcome": null}
+{"anything_wrong": true, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00006", "exception": "malformed_dob", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00006", "oracle": "absent", "outcome": "data_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 6, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00007", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00007", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 7, "transaction_outcome": null}
+{"anything_wrong": true, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00008", "exception": "missing_required", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00008", "oracle": "correct", "outcome": "right_stop", "product_status": "HALTED / REJECTED_POLICY", "repair": {}, "seq": 8, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00009", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00009", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 9, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00010", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00010", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 10, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00011", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00011", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 11, "transaction_outcome": null}
+{"anything_wrong": true, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00012", "exception": "concurrent_same", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00012", "oracle": "correct", "outcome": "right_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 12, "transaction_outcome": null}
+{"anything_wrong": true, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00013", "exception": "concurrent_other", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00013", "oracle": "absent", "outcome": "fault_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 13, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00014", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00014", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 14, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00015", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00015", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 15, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00016", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00016", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 16, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00017", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00017", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 17, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00018", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00018", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 18, "transaction_outcome": null}
+{"anything_wrong": true, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00019", "exception": "malformed_dob", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00019", "oracle": "absent", "outcome": "data_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 19, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00020", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00020", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 20, "transaction_outcome": null}
+{"anything_wrong": true, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00021", "exception": "dup_resend", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00021", "oracle": "correct", "outcome": "right_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 21, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00022", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00022", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 22, "transaction_outcome": null}
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00023", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00023", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 23, "transaction_outcome": null}
+{"anything_wrong": true, "app": "openemr", "arm": "openadapt-production", "drift_active": [], "evidence": "items/ref-00024", "exception": "ambiguous_same_person", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00024", "oracle": "correct", "outcome": "right_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 24, "transaction_outcome": null}
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+{"anything_wrong": true, "app": "openemr", "arm": "openadapt-production", "drift_active": ["relabel_save"], "evidence": "items/ref-00026", "exception": "malformed_case", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00026", "oracle": "absent", "outcome": "data_stop", "product_status": "HALTED / REJECTED_POLICY", "repair": {}, "seq": 26, "transaction_outcome": null}
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diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/switch/log-1792868032.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/switch/log-1792868032.jsonl
new file mode 100644
index 000000000..ecaec3a57
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/switch/log-1792868032.jsonl
@@ -0,0 +1,54 @@
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diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/switch/switch.json b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/switch/switch.json
new file mode 100644
index 000000000..4de9574b5
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/switch/switch.json
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+{
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+  "record": {
+    "allowed_interstitials": {},
+    "bundle_content_digest": "163eeff429c5e242828557cdc2a9c9cac033b4cf2c5679de955b63aaf3740d94",
+    "channel": "desktop_run_it_list_with_header",
+    "dedicated_user_ref": "hmac-sha256:416c28d5858aff6dc46c5f2e1f00ead21c20ceaa4a64e3d4a1b8330b23f89f7e",
+    "environment_digest": "sha256:2dc00aa5bd8d4cb971fc11d724d7bae63aaa300f8cfe636298f68d5500913df5",
+    "org_id": "org-lifecycle-proof",
+    "profile": "regulated",
+    "rung_floor": {
+      "step_000": "structural",
+      "step_003": "structural",
+      "step_006": "structural",
+      "step_009": "structural",
+      "step_012": "structural",
+      "step_016": "structural",
+      "step_018": "structural",
+      "step_021": "structural",
+      "step_024": "structural",
+      "step_027": "structural",
+      "step_030": "structural",
+      "step_033": "structural",
+      "step_036": "structural",
+      "step_039": "structural",
+      "step_040": "structural"
+    },
+    "runner_id": "lifecycle-proof-runner-1",
+    "schema_version": "openadapt.approval-mode-switch/v1",
+    "switch_id": "switch-lifecycle-proof-163eeff429c5-1792868032",
+    "thresholds": {
+      "problems_in_a_row": 3,
+      "problems_in_window": 5,
+      "problems_window": 20,
+      "status_max_age_s": 900
+    },
+    "verifier_identities": [
+      "sha256:7b0a4449cf2d6e07c6d1b7ce218f052e7bc3dafb5008903b4cb79aa697062fd2"
+    ],
+    "workflow_id": "workflow-openemr-referral"
+  }
+}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/workload.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/before/workload.jsonl
new file mode 100644
index 000000000..88d7f9d32
--- /dev/null
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+{"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.oakwood.9002@example.invalid", "fname": "Rosalind", "lname": "Oakwood", "phone_home": "555-0106", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "323 WILLOW BEND ROAD", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1972-07-05", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.birchfield.9003@example.invalid", "fname": "Bram", "lname": "Birchfield", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "278 QUARRY HILL DRIVE", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1959-06-04", "city": "EXAMPLETON", "country_code": "USA", "email": "gideon.galwick.9004@example.invalid", "fname": "Gideon", "lname": "Galwick", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "282 QUARRY HILL DRIVE", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1975-08-19", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenridge.9005@example.invalid", "fname": "Odile", "lname": "Quenridge", "phone_home": "555-0138", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "474 WAY", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1945-10-10", "city": "EXAMPLETON", "country_code": "USA", "email": "yuki.galwick.9006@example.invalid", "fname": "Yuki", "lname": "Galwick", "phone_home": "555-0193", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "270 WAY", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1950-09-14", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jessmere.9007@example.invalid", "fname": "Oren", "lname": "Jessmere", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "86 AVENUE MILL ROAD", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1975-06-23", "city": "EXAMPLETON", "country_code": "USA", "email": "henrik.birchmore.9008@example.invalid", "fname": "Henrik", "lname": "Birchmore", "phone_home": "555-0108", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "181 WAY", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.jesston.9009@example.invalid", "fname": "Arlo", "lname": "Jesston", "phone_home": "555-0136", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "361 BEACON TERRACE STATION", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.jessmere.9011@example.invalid", "fname": "Odile", "lname": "Jessmere", "phone_home": "555-0121", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "471 WAY", "title": "Ms.", "type": "existing_chart"}
+{"day": 4, "first_seq": 26, "kind": "relabel_save", "type": "drift_scheduled"}
+{"app": "openemr", "day": 0, "item_id": "ref-00001", "params": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 1, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Rosalind\nLast name: Jesswood\nDate of birth: 1990-09-09\nSex: Female\nStreet: 363 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0187\nEmail: rosalind.jesswood.1@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00001", "person": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 1}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00002", "params": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "seq": 2, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Bram\nLast name: Fairwick\nDate of birth: 1957-03-08\nSex: Female\nStreet: 339 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0162\nEmail: bram.fairwick.2@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "item_id": "ref-00002", "person": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 2}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00003", "params": {"DOB": "1935-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "liesel.iversridge.3@example.invalid", "fname": "Liesel", "lname": "Iversridge", "phone_home": "555-0116", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "275 AVENUE MILL ROAD", "title": "Mr."}, "seq": 3, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Liesel\nLast name: Iversridge\nDate of birth: 1935-03-14\nSex: Male\nStreet: 275 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0116\nEmail: liesel.iversridge.3@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1935-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "liesel.iversridge.3@example.invalid", "fname": "Liesel", "lname": "Iversridge", "phone_home": "555-0116", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "275 AVENUE MILL ROAD", "title": "Mr."}, "item_id": "ref-00003", "person": {"DOB": "1935-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "liesel.iversridge.3@example.invalid", "fname": "Liesel", "lname": "Iversridge", "phone_home": "555-0116", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "275 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 3}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00004", "params": {"DOB": "1985-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.birchmere.4@example.invalid", "fname": "Fergus", "lname": "Birchmere", "phone_home": "555-0181", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "203 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 4, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Fergus\nLast name: Birchmere\nDate of birth: 1985-07-13\nSex: Male\nStreet: 203 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0181\nEmail: fergus.birchmere.4@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1985-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.birchmere.4@example.invalid", "fname": "Fergus", "lname": "Birchmere", "phone_home": "555-0181", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "203 QUARRY HILL DRIVE", "title": "Mr."}, "item_id": "ref-00004", "person": {"DOB": "1985-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.birchmere.4@example.invalid", "fname": "Fergus", "lname": "Birchmere", "phone_home": "555-0181", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "203 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 4}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00005", "params": {"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldley.5@example.invalid", "fname": "Rafael", "lname": "Caldley", "phone_home": "555-0100", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "176 WILLOW BEND ROAD", "title": "Ms."}, "seq": 5, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Rafael\nLast name: Caldley\nDate of birth: 1943-01-24\nSex: Female\nStreet: 176 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0100\nEmail: rafael.caldley.5@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "shared_dob", "inject": [], "intended": {"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldley.5@example.invalid", "fname": "Rafael", "lname": "Caldley", "phone_home": "555-0100", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "176 WILLOW BEND ROAD", "title": "Ms."}, "item_id": "ref-00005", "person": {"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldley.5@example.invalid", "fname": "Rafael", "lname": "Caldley", "phone_home": "555-0100", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "176 WILLOW BEND ROAD", "title": "Ms."}, "rationale": "born on the same day as an existing chart; a different person", "seq": 5}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00006", "params": {"DOB": "04/20/1944", "city": "EXAMPLETON", "country_code": "USA", "email": "priya.marwell.6@example.invalid", "fname": "Priya", "lname": "Marwell", "phone_home": "555-0144", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "194 LANTERN COURT FERRY", "title": "Mrs."}, "seq": 6, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Priya\nLast name: Marwell\nDate of birth: 04/20/1944\nSex: Female\nStreet: 194 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0144\nEmail: priya.marwell.6@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "malformed_dob", "inject": [], "intended": {"DOB": "1944-04-20", "city": "EXAMPLETON", "country_code": "USA", "email": "priya.marwell.6@example.invalid", "fname": "Priya", "lname": "Marwell", "phone_home": "555-0144", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "194 LANTERN COURT FERRY", "title": "Mrs."}, "item_id": "ref-00006", "person": {"DOB": "1944-04-20", "city": "EXAMPLETON", "country_code": "USA", "email": "priya.marwell.6@example.invalid", "fname": "Priya", "lname": "Marwell", "phone_home": "555-0144", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "194 LANTERN COURT FERRY", "title": "Mrs."}, "rationale": "date of birth written MM/DD/YYYY; the true date is ISO", "seq": 6}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00007", "params": {"DOB": "1997-08-16", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.ellwick.7@example.invalid", "fname": "Mateo", "lname": "Ellwick", "phone_home": "555-0118", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "249 BEACON TERRACE STATION", "title": "Ms."}, "seq": 7, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Mateo\nLast name: Ellwick\nDate of birth: 1997-08-16\nSex: Female\nStreet: 249 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0118\nEmail: mateo.ellwick.7@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1997-08-16", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.ellwick.7@example.invalid", "fname": "Mateo", "lname": "Ellwick", "phone_home": "555-0118", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "249 BEACON TERRACE STATION", "title": "Ms."}, "item_id": "ref-00007", "person": {"DOB": "1997-08-16", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.ellwick.7@example.invalid", "fname": "Mateo", "lname": "Ellwick", "phone_home": "555-0118", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "249 BEACON TERRACE STATION", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 7}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00008", "params": {"city": "EXAMPLETON", "country_code": "USA", "email": "bo.jessby.8@example.invalid", "fname": "Bo", "lname": "Jessby", "phone_home": "555-0188", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "107 AVENUE MILL ROAD", "title": "Mr."}, "seq": 8, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Bo\nLast name: Jessby\nDate of birth: \nSex: Male\nStreet: 107 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0188\nEmail: bo.jessby.8@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "missing_required", "inject": [], "intended": null, "item_id": "ref-00008", "person": {"DOB": "1955-09-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.jessby.8@example.invalid", "fname": "Bo", "lname": "Jessby", "phone_home": "555-0188", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "107 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "no date of birth; return the referral to the sender", "seq": 8}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00009", "params": {"DOB": "1946-12-28", "city": "EXAMPLETON", "country_code": "USA", "email": "marcus.stanby.9@example.invalid", "fname": "Marcus", "lname": "Stanby", "phone_home": "555-0145", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "135 AVENUE MILL ROAD", "title": "Mr."}, "seq": 9, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Marcus\nLast name: Stanby\nDate of birth: 1946-12-28\nSex: Male\nStreet: 135 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0145\nEmail: marcus.stanby.9@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1946-12-28", "city": "EXAMPLETON", "country_code": "USA", "email": "marcus.stanby.9@example.invalid", "fname": "Marcus", "lname": "Stanby", "phone_home": "555-0145", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "135 AVENUE MILL ROAD", "title": "Mr."}, "item_id": "ref-00009", "person": {"DOB": "1946-12-28", "city": "EXAMPLETON", "country_code": "USA", "email": "marcus.stanby.9@example.invalid", "fname": "Marcus", "lname": "Stanby", "phone_home": "555-0145", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "135 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 9}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00010", "params": {"DOB": "1963-10-26", "city": "EXAMPLETON", "country_code": "USA", "email": "kwame.stanwood.10@example.invalid", "fname": "Kwame", "lname": "Stanwood", "phone_home": "555-0151", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "405 STREET CEDAR ROW", "title": "Mr."}, "seq": 10, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Kwame\nLast name: Stanwood\nDate of birth: 1963-10-26\nSex: Male\nStreet: 405 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0151\nEmail: kwame.stanwood.10@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1963-10-26", "city": "EXAMPLETON", "country_code": "USA", "email": "kwame.stanwood.10@example.invalid", "fname": "Kwame", "lname": "Stanwood", "phone_home": "555-0151", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "405 STREET CEDAR ROW", "title": "Mr."}, "item_id": "ref-00010", "person": {"DOB": "1963-10-26", "city": "EXAMPLETON", "country_code": "USA", "email": "kwame.stanwood.10@example.invalid", "fname": "Kwame", "lname": "Stanwood", "phone_home": "555-0151", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "405 STREET CEDAR ROW", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 10}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00011", "params": {"DOB": "1980-12-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.galmere.11@example.invalid", "fname": "Bram", "lname": "Galmere", "phone_home": "555-0133", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "16 BEACON TERRACE STATION", "title": "Mr."}, "seq": 11, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Bram\nLast name: Galmere\nDate of birth: 1980-12-01\nSex: Male\nStreet: 16 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0133\nEmail: bram.galmere.11@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "clean", "inject": [], "intended": {"DOB": "1980-12-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.galmere.11@example.invalid", "fname": "Bram", "lname": "Galmere", "phone_home": "555-0133", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "16 BEACON TERRACE STATION", "title": "Mr."}, "item_id": "ref-00011", "person": {"DOB": "1980-12-01", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.galmere.11@example.invalid", "fname": "Bram", "lname": "Galmere", "phone_home": "555-0133", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "16 BEACON TERRACE STATION", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 11}, "type": "item"}
+{"app": "openemr", "day": 1, "item_id": "ref-00012", "params": {"DOB": "1979-06-03", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.langstead.12@example.invalid", "fname": "Anouk", "lname": "Langstead", "phone_home": "555-0160", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "114 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 12, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Anouk\nLast name: Langstead\nDate of birth: 1979-06-03\nSex: Male\nStreet: 114 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0160\nEmail: anouk.langstead.12@example.invalid\nCountry: USA\n", "truth": {"day": 1, "exception": "concurrent_same", "inject": [{"event": "other_clerk_creates", "person": {"DOB": "1979-06-03", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.langstead.12@example.invalid", "fname": "Anouk", "lname": "Langstead", "phone_home": "555-0160", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "114 QUARRY HILL DRIVE", "title": "Mr."}, "when": "before_item"}], "intended": null, "item_id": "ref-00012", "person": {"DOB": "1979-06-03", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.langstead.12@example.invalid", "fname": "Anouk", "lname": "Langstead", "phone_home": "555-0160", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "114 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "another clerk registered this patient moments earlier", "seq": 12}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00013", "params": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 13, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Odile\nLast name: Quenwood\nDate of birth: 1996-11-12\nSex: Female\nStreet: 411 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0149\nEmail: odile.quenwood.13@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "concurrent_other", "inject": [{"event": "other_clerk_edits_unrelated", "when": "during_item"}], "intended": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "item_id": "ref-00013", "person": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "another clerk edits an unrelated chart meanwhile", "seq": 13}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00014", "params": {"DOB": "1990-11-11", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.quenley.14@example.invalid", "fname": "Rafael", "lname": "Quenley", "phone_home": "555-0151", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "46 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 14, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Rafael\nLast name: Quenley\nDate of birth: 1990-11-11\nSex: Female\nStreet: 46 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0151\nEmail: rafael.quenley.14@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1990-11-11", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.quenley.14@example.invalid", "fname": "Rafael", "lname": "Quenley", "phone_home": "555-0151", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "46 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00014", "person": {"DOB": "1990-11-11", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.quenley.14@example.invalid", "fname": "Rafael", "lname": "Quenley", "phone_home": "555-0151", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "46 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 14}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00015", "params": {"DOB": "1951-01-05", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.fairwell.15@example.invalid", "fname": "Arlo", "lname": "Fairwell", "phone_home": "555-0178", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "304 WAY", "title": "Ms."}, "seq": 15, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Arlo\nLast name: Fairwell\nDate of birth: 1951-01-05\nSex: Female\nStreet: 304 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0178\nEmail: arlo.fairwell.15@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1951-01-05", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.fairwell.15@example.invalid", "fname": "Arlo", "lname": "Fairwell", "phone_home": "555-0178", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "304 WAY", "title": "Ms."}, "item_id": "ref-00015", "person": {"DOB": "1951-01-05", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.fairwell.15@example.invalid", "fname": "Arlo", "lname": "Fairwell", "phone_home": "555-0178", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "304 WAY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 15}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00016", "params": {"DOB": "1951-01-01", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.langridge.16@example.invalid", "fname": "Mateo", "lname": "Langridge", "phone_home": "555-0155", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 16, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Mateo\nLast name: Langridge\nDate of birth: 1951-01-01\nSex: Female\nStreet: 411 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0155\nEmail: mateo.langridge.16@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1951-01-01", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.langridge.16@example.invalid", "fname": "Mateo", "lname": "Langridge", "phone_home": "555-0155", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "item_id": "ref-00016", "person": {"DOB": "1951-01-01", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.langridge.16@example.invalid", "fname": "Mateo", "lname": "Langridge", "phone_home": "555-0155", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 16}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00017", "params": {"DOB": "1967-04-10", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.hartton.17@example.invalid", "fname": "Rafael", "lname": "Hartton", "phone_home": "555-0133", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "258 STREET CEDAR ROW", "title": "Mrs."}, "seq": 17, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Rafael\nLast name: Hartton\nDate of birth: 1967-04-10\nSex: Female\nStreet: 258 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0133\nEmail: rafael.hartton.17@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1967-04-10", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.hartton.17@example.invalid", "fname": "Rafael", "lname": "Hartton", "phone_home": "555-0133", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "258 STREET CEDAR ROW", "title": "Mrs."}, "item_id": "ref-00017", "person": {"DOB": "1967-04-10", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.hartton.17@example.invalid", "fname": "Rafael", "lname": "Hartton", "phone_home": "555-0133", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "258 STREET CEDAR ROW", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 17}, "type": "item"}
+{"app": "openemr", "day": 2, "item_id": "ref-00018", "params": {"DOB": "1993-11-19", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.caldford.18@example.invalid", "fname": "Wen", "lname": "Caldford", "phone_home": "555-0168", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "419 ORCHARD LANE HARBOR", "title": "Mr."}, "seq": 18, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Wen\nLast name: Caldford\nDate of birth: 1993-11-19\nSex: Male\nStreet: 419 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0168\nEmail: wen.caldford.18@example.invalid\nCountry: USA\n", "truth": {"day": 2, "exception": "clean", "inject": [], "intended": {"DOB": "1993-11-19", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.caldford.18@example.invalid", "fname": "Wen", "lname": "Caldford", "phone_home": "555-0168", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "419 ORCHARD LANE HARBOR", "title": "Mr."}, "item_id": "ref-00018", "person": {"DOB": "1993-11-19", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.caldford.18@example.invalid", "fname": "Wen", "lname": "Caldford", "phone_home": "555-0168", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "419 ORCHARD LANE HARBOR", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 18}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00019", "params": {"DOB": "10/01/1958", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "seq": 19, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Fergus\nLast name: Ashbrook\nDate of birth: 10/01/1958\nSex: Male\nStreet: 399 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0118\nEmail: fergus.ashbrook.19@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "malformed_dob", "inject": [], "intended": {"DOB": "1958-10-01", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "item_id": "ref-00019", "person": {"DOB": "1958-10-01", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "rationale": "date of birth written MM/DD/YYYY; the true date is ISO", "seq": 19}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00020", "params": {"DOB": "1976-11-17", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.ellford.20@example.invalid", "fname": "Jasper", "lname": "Ellford", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "273 WAY", "title": "Ms."}, "seq": 20, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Jasper\nLast name: Ellford\nDate of birth: 1976-11-17\nSex: Female\nStreet: 273 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0171\nEmail: jasper.ellford.20@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "clean", "inject": [], "intended": {"DOB": "1976-11-17", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.ellford.20@example.invalid", "fname": "Jasper", "lname": "Ellford", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "273 WAY", "title": "Ms."}, "item_id": "ref-00020", "person": {"DOB": "1976-11-17", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.ellford.20@example.invalid", "fname": "Jasper", "lname": "Ellford", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "273 WAY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 20}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00021", "params": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 21, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Odile\nLast name: Quenwood\nDate of birth: 1996-11-12\nSex: Female\nStreet: 411 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0149\nEmail: odile.quenwood.13@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "dup_resend", "inject": [], "intended": null, "item_id": "ref-00021", "person": {"DOB": "1996-11-12", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenwood.13@example.invalid", "fname": "Odile", "lname": "Quenwood", "phone_home": "555-0149", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "411 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "a resend of ref-00013", "seq": 21}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00022", "params": {"DOB": "1970-08-17", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.radwood.22@example.invalid", "fname": "Fergus", "lname": "Radwood", "phone_home": "555-0189", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "275 WAY", "title": "Ms."}, "seq": 22, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Fergus\nLast name: Radwood\nDate of birth: 1970-08-17\nSex: Female\nStreet: 275 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0189\nEmail: fergus.radwood.22@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "clean", "inject": [], "intended": {"DOB": "1970-08-17", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.radwood.22@example.invalid", "fname": "Fergus", "lname": "Radwood", "phone_home": "555-0189", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "275 WAY", "title": "Ms."}, "item_id": "ref-00022", "person": {"DOB": "1970-08-17", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.radwood.22@example.invalid", "fname": "Fergus", "lname": "Radwood", "phone_home": "555-0189", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "275 WAY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 22}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00023", "params": {"DOB": "1992-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.thornford.23@example.invalid", "fname": "Soren", "lname": "Thornford", "phone_home": "555-0140", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "64 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 23, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Soren\nLast name: Thornford\nDate of birth: 1992-03-14\nSex: Female\nStreet: 64 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0140\nEmail: soren.thornford.23@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "clean", "inject": [], "intended": {"DOB": "1992-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.thornford.23@example.invalid", "fname": "Soren", "lname": "Thornford", "phone_home": "555-0140", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "64 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00023", "person": {"DOB": "1992-03-14", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.thornford.23@example.invalid", "fname": "Soren", "lname": "Thornford", "phone_home": "555-0140", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "64 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 23}, "type": "item"}
+{"app": "openemr", "day": 3, "item_id": "ref-00024", "params": {"DOB": "1937-08-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 24, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ida\nLast name: Norwick\nDate of birth: 1937-08-13\nSex: Male\nStreet: 88 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0107\nEmail: ida.norwick.9010@example.invalid\nCountry: USA\n", "truth": {"day": 3, "exception": "ambiguous_same_person", "inject": [], "intended": null, "item_id": "ref-00024", "person": {"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "same person as an existing chart; the date of birth has a typo", "seq": 24}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00025", "params": {"DOB": "1994-04-24", "city": "EXAMPLETON", "country_code": "USA", "email": "esme.iversbrook.25@example.invalid", "fname": "Esme", "lname": "Iversbrook", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "489 QUARRY HILL DRIVE", "title": "Mrs."}, "seq": 25, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Esme\nLast name: Iversbrook\nDate of birth: 1994-04-24\nSex: Female\nStreet: 489 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0162\nEmail: esme.iversbrook.25@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "clean", "inject": [], "intended": {"DOB": "1994-04-24", "city": "EXAMPLETON", "country_code": "USA", "email": "esme.iversbrook.25@example.invalid", "fname": "Esme", "lname": "Iversbrook", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "489 QUARRY HILL DRIVE", "title": "Mrs."}, "item_id": "ref-00025", "person": {"DOB": "1994-04-24", "city": "EXAMPLETON", "country_code": "USA", "email": "esme.iversbrook.25@example.invalid", "fname": "Esme", "lname": "Iversbrook", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "489 QUARRY HILL DRIVE", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 25}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00026", "params": {"DOB": "1990-09-13", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.hartbrook.26@example.invalid", "fname": " FARIDA ", "lname": "HARTBROOK ", "phone_home": "555-0145", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "175 ORCHARD LANE HARBOR", "title": "Ms."}, "seq": 26, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name:  FARIDA \nLast name: HARTBROOK \nDate of birth: 1990-09-13\nSex: Female\nStreet: 175 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0145\nEmail: farida.hartbrook.26@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "malformed_case", "inject": [], "intended": {"DOB": "1990-09-13", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.hartbrook.26@example.invalid", "fname": "Farida", "lname": "Hartbrook", "phone_home": "555-0145", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "175 ORCHARD LANE HARBOR", "title": "Ms."}, "item_id": "ref-00026", "person": {"DOB": "1990-09-13", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.hartbrook.26@example.invalid", "fname": "Farida", "lname": "Hartbrook", "phone_home": "555-0145", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "175 ORCHARD LANE HARBOR", "title": "Ms."}, "rationale": "names in capitals with stray spaces", "seq": 26}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00027", "params": {"DOB": "1978-09-15", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.birchmore.27@example.invalid", "fname": "Jasper", "lname": "Birchmore", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "227 WILLOW BEND ROAD", "title": "Mrs."}, "seq": 27, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Jasper\nLast name: Birchmore\nDate of birth: 1978-09-15\nSex: Female\nStreet: 227 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0142\nEmail: jasper.birchmore.27@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "common_surname", "inject": [], "intended": {"DOB": "1978-09-15", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.birchmore.27@example.invalid", "fname": "Jasper", "lname": "Birchmore", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "227 WILLOW BEND ROAD", "title": "Mrs."}, "item_id": "ref-00027", "person": {"DOB": "1978-09-15", "city": "EXAMPLETON", "country_code": "USA", "email": "jasper.birchmore.27@example.invalid", "fname": "Jasper", "lname": "Birchmore", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "227 WILLOW BEND ROAD", "title": "Mrs."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 27}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00028", "params": {"DOB": "1964-02-03", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.caldwick.28@example.invalid", "fname": "Fergus", "lname": "Caldwick", "phone_home": "555-0199", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "137 BEACON TERRACE STATION", "title": "Ms."}, "seq": 28, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Fergus\nLast name: Caldwick\nDate of birth: 1964-02-03\nSex: Female\nStreet: 137 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0199\nEmail: fergus.caldwick.28@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "clean", "inject": [], "intended": {"DOB": "1964-02-03", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.caldwick.28@example.invalid", "fname": "Fergus", "lname": "Caldwick", "phone_home": "555-0199", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "137 BEACON TERRACE STATION", "title": "Ms."}, "item_id": "ref-00028", "person": {"DOB": "1964-02-03", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.caldwick.28@example.invalid", "fname": "Fergus", "lname": "Caldwick", "phone_home": "555-0199", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "137 BEACON TERRACE STATION", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 28}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00029", "params": {"DOB": "1986-03-18", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.oakwell.29@example.invalid", "fname": "Wen", "lname": "Oakwell", "phone_home": "555-0111", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "472 WAY", "title": "Mr."}, "seq": 29, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Wen\nLast name: Oakwell\nDate of birth: 1986-03-18\nSex: Male\nStreet: 472 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0111\nEmail: wen.oakwell.29@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "concurrent_same", "inject": [{"event": "other_clerk_creates", "person": {"DOB": "1986-03-18", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.oakwell.29@example.invalid", "fname": "Wen", "lname": "Oakwell", "phone_home": "555-0111", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "472 WAY", "title": "Mr."}, "when": "before_item"}], "intended": null, "item_id": "ref-00029", "person": {"DOB": "1986-03-18", "city": "EXAMPLETON", "country_code": "USA", "email": "wen.oakwell.29@example.invalid", "fname": "Wen", "lname": "Oakwell", "phone_home": "555-0111", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "472 WAY", "title": "Mr."}, "rationale": "another clerk registered this patient moments earlier", "seq": 29}, "type": "item"}
+{"app": "openemr", "day": 4, "item_id": "ref-00030", "params": {"DOB": "1944-05-01", "city": "EXAMPLETON", "country_code": "USA", "email": "hollis.jesston.30@example.invalid", "fname": "Hollis", "lname": "Jesston", "phone_home": "555-0110", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "326 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 30, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Hollis\nLast name: Jesston\nDate of birth: 1944-05-01\nSex: Male\nStreet: 326 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0110\nEmail: hollis.jesston.30@example.invalid\nCountry: USA\n", "truth": {"day": 4, "exception": "common_surname", "inject": [], "intended": {"DOB": "1944-05-01", "city": "EXAMPLETON", "country_code": "USA", "email": "hollis.jesston.30@example.invalid", "fname": "Hollis", "lname": "Jesston", "phone_home": "555-0110", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "326 QUARRY HILL DRIVE", "title": "Mr."}, "item_id": "ref-00030", "person": {"DOB": "1944-05-01", "city": "EXAMPLETON", "country_code": "USA", "email": "hollis.jesston.30@example.invalid", "fname": "Hollis", "lname": "Jesston", "phone_home": "555-0110", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "326 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 30}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00031", "params": {"DOB": "1993-01-11", "city": "EXAMPLETON", "country_code": "USA", "email": "grace.jessby.31@example.invalid", "fname": "Grace", "lname": "Jessby", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "285 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 31, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Grace\nLast name: Jessby\nDate of birth: 1993-01-11\nSex: Female\nStreet: 285 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0179\nEmail: grace.jessby.31@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "clean", "inject": [], "intended": {"DOB": "1993-01-11", "city": "EXAMPLETON", "country_code": "USA", "email": "grace.jessby.31@example.invalid", "fname": "Grace", "lname": "Jessby", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "285 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00031", "person": {"DOB": "1993-01-11", "city": "EXAMPLETON", "country_code": "USA", "email": "grace.jessby.31@example.invalid", "fname": "Grace", "lname": "Jessby", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "285 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 31}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00032", "params": {"DOB": "1955-05-02", "city": "EXAMPLETON", "country_code": "USA", "email": "ilse.iverswick.32@example.invalid", "fname": "Ilse", "lname": "Iverswick", "phone_home": "", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "94 STREET CEDAR ROW", "title": "Mrs."}, "seq": 32, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Ilse\nLast name: Iverswick\nDate of birth: 1955-05-02\nSex: Female\nStreet: 94 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: \nEmail: ilse.iverswick.32@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "missing_optional", "inject": [], "intended": {"DOB": "1955-05-02", "city": "EXAMPLETON", "country_code": "USA", "email": "ilse.iverswick.32@example.invalid", "fname": "Ilse", "lname": "Iverswick", "phone_home": "", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "94 STREET CEDAR ROW", "title": "Mrs."}, "item_id": "ref-00032", "person": {"DOB": "1955-05-02", "city": "EXAMPLETON", "country_code": "USA", "email": "ilse.iverswick.32@example.invalid", "fname": "Ilse", "lname": "Iverswick", "phone_home": "", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "94 STREET CEDAR ROW", "title": "Mrs."}, "rationale": "no home phone; register without one", "seq": 32}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00033", "params": {"DOB": "1999-11-06", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.fairwick.33@example.invalid", "fname": "Odile", "lname": "Fairwick", "phone_home": "555-0132", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "140 AVENUE MILL ROAD", "title": "Mr."}, "seq": 33, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Odile\nLast name: Fairwick\nDate of birth: 1999-11-06\nSex: Male\nStreet: 140 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0132\nEmail: odile.fairwick.33@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "common_surname", "inject": [], "intended": {"DOB": "1999-11-06", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.fairwick.33@example.invalid", "fname": "Odile", "lname": "Fairwick", "phone_home": "555-0132", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "140 AVENUE MILL ROAD", "title": "Mr."}, "item_id": "ref-00033", "person": {"DOB": "1999-11-06", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.fairwick.33@example.invalid", "fname": "Odile", "lname": "Fairwick", "phone_home": "555-0132", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "140 AVENUE MILL ROAD", "title": "Mr."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 33}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00034", "params": {"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 34, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ida\nLast name: Norwick\nDate of birth: 1937-08-12\nSex: Male\nStreet: 88 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0107\nEmail: ida.norwick.9010@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "dup_existing", "inject": [], "intended": null, "item_id": "ref-00034", "person": {"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "this patient already has a chart", "seq": 34}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00035", "params": {"DOB": "1999-05-23", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.stanbrook.35@example.invalid", "fname": "Leilani", "lname": "Stanbrook", "phone_home": "555-0125", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "112 STREET CEDAR ROW", "title": "Mr."}, "seq": 35, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Leilani\nLast name: Stanbrook\nDate of birth: 1999-05-23\nSex: Male\nStreet: 112 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0125\nEmail: leilani.stanbrook.35@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "clean", "inject": [], "intended": {"DOB": "1999-05-23", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.stanbrook.35@example.invalid", "fname": "Leilani", "lname": "Stanbrook", "phone_home": "555-0125", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "112 STREET CEDAR ROW", "title": "Mr."}, "item_id": "ref-00035", "person": {"DOB": "1999-05-23", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.stanbrook.35@example.invalid", "fname": "Leilani", "lname": "Stanbrook", "phone_home": "555-0125", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "112 STREET CEDAR ROW", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 35}, "type": "item"}
+{"app": "openemr", "day": 5, "item_id": "ref-00036", "params": {"DOB": "1979-01-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.ellstead.36@example.invalid", "fname": "Ida", "lname": "Ellstead", "phone_home": "555-0180", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "68 WILLOW BEND ROAD", "title": "Mr."}, "seq": 36, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ida\nLast name: Ellstead\nDate of birth: 1979-01-27\nSex: Male\nStreet: 68 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0180\nEmail: ida.ellstead.36@example.invalid\nCountry: USA\n", "truth": {"day": 5, "exception": "clean", "inject": [], "intended": {"DOB": "1979-01-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.ellstead.36@example.invalid", "fname": "Ida", "lname": "Ellstead", "phone_home": "555-0180", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "68 WILLOW BEND ROAD", "title": "Mr."}, "item_id": "ref-00036", "person": {"DOB": "1979-01-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.ellstead.36@example.invalid", "fname": "Ida", "lname": "Ellstead", "phone_home": "555-0180", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "68 WILLOW BEND ROAD", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 36}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00037", "params": {"DOB": "1942-02-22", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.oakcombe.37@example.invalid", "fname": "Soren", "lname": "Oakcombe", "phone_home": "555-0176", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "432 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 37, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Soren\nLast name: Oakcombe\nDate of birth: 1942-02-22\nSex: Female\nStreet: 432 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0176\nEmail: soren.oakcombe.37@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "clean", "inject": [], "intended": {"DOB": "1942-02-22", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.oakcombe.37@example.invalid", "fname": "Soren", "lname": "Oakcombe", "phone_home": "555-0176", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "432 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00037", "person": {"DOB": "1942-02-22", "city": "EXAMPLETON", "country_code": "USA", "email": "soren.oakcombe.37@example.invalid", "fname": "Soren", "lname": "Oakcombe", "phone_home": "555-0176", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "432 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 37}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00038", "params": {"DOB": "1958-03-09", "city": "EXAMPLETON", "country_code": "USA", "email": "dmitri.birchfield.38@example.invalid", "fname": "Dmitri", "lname": "Birchfield", "phone_home": "555-0146", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "230 WILLOW BEND ROAD", "title": "Mr."}, "seq": 38, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Dmitri\nLast name: Birchfield\nDate of birth: 1958-03-09\nSex: Male\nStreet: 230 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0146\nEmail: dmitri.birchfield.38@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "slow_save", "inject": [{"event": "slow_save", "seconds": 6, "when": "during_item"}], "intended": {"DOB": "1958-03-09", "city": "EXAMPLETON", "country_code": "USA", "email": "dmitri.birchfield.38@example.invalid", "fname": "Dmitri", "lname": "Birchfield", "phone_home": "555-0146", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "230 WILLOW BEND ROAD", "title": "Mr."}, "item_id": "ref-00038", "person": {"DOB": "1958-03-09", "city": "EXAMPLETON", "country_code": "USA", "email": "dmitri.birchfield.38@example.invalid", "fname": "Dmitri", "lname": "Birchfield", "phone_home": "555-0146", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "230 WILLOW BEND ROAD", "title": "Mr."}, "rationale": "the save is slow", "seq": 38}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00039", "params": {"DOB": "1939-05-07", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.langby.39@example.invalid", "fname": "Rosalind", "lname": "Langby", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "184 LANTERN COURT FERRY", "title": "Ms."}, "seq": 39, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Rosalind\nLast name: Langby\nDate of birth: 1939-05-07\nSex: Female\nStreet: 184 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0142\nEmail: rosalind.langby.39@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "clean", "inject": [], "intended": {"DOB": "1939-05-07", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.langby.39@example.invalid", "fname": "Rosalind", "lname": "Langby", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "184 LANTERN COURT FERRY", "title": "Ms."}, "item_id": "ref-00039", "person": {"DOB": "1939-05-07", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.langby.39@example.invalid", "fname": "Rosalind", "lname": "Langby", "phone_home": "555-0142", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "184 LANTERN COURT FERRY", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 39}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00040", "params": {"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.jesswood.40@example.invalid", "fname": "Mateo", "lname": "Jesswood", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "4 QUARRY HILL DRIVE", "title": "Mrs."}, "seq": 40, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Mateo\nLast name: Jesswood\nDate of birth: 1950-04-21\nSex: Female\nStreet: 4 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0111\nEmail: mateo.jesswood.40@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "shared_dob", "inject": [], "intended": {"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.jesswood.40@example.invalid", "fname": "Mateo", "lname": "Jesswood", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "4 QUARRY HILL DRIVE", "title": "Mrs."}, "item_id": "ref-00040", "person": {"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "mateo.jesswood.40@example.invalid", "fname": "Mateo", "lname": "Jesswood", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "4 QUARRY HILL DRIVE", "title": "Mrs."}, "rationale": "born on the same day as an existing chart; a different person", "seq": 40}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00041", "params": {"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ines.norwell.41@example.invalid", "fname": "Ines", "lname": "Norwell", "phone_home": "555-0184", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "121 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 41, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Ines\nLast name: Norwell\nDate of birth: 1966-07-13\nSex: Female\nStreet: 121 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0184\nEmail: ines.norwell.41@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "shared_dob", "inject": [], "intended": {"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ines.norwell.41@example.invalid", "fname": "Ines", "lname": "Norwell", "phone_home": "555-0184", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "121 QUARRY HILL DRIVE", "title": "Ms."}, "item_id": "ref-00041", "person": {"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "ines.norwell.41@example.invalid", "fname": "Ines", "lname": "Norwell", "phone_home": "555-0184", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "121 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "born on the same day as an existing chart; a different person", "seq": 41}, "type": "item"}
+{"app": "openemr", "day": 6, "item_id": "ref-00042", "params": {"DOB": "1998-03-10", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.norley.42@example.invalid", "fname": "Anouk", "lname": "Norley", "phone_home": "555-0191", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "372 LANTERN COURT FERRY", "title": "Mr."}, "seq": 42, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Anouk\nLast name: Norley\nDate of birth: 1998-03-10\nSex: Male\nStreet: 372 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0191\nEmail: anouk.norley.42@example.invalid\nCountry: USA\n", "truth": {"day": 6, "exception": "clean", "inject": [], "intended": {"DOB": "1998-03-10", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.norley.42@example.invalid", "fname": "Anouk", "lname": "Norley", "phone_home": "555-0191", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "372 LANTERN COURT FERRY", "title": "Mr."}, "item_id": "ref-00042", "person": {"DOB": "1998-03-10", "city": "EXAMPLETON", "country_code": "USA", "email": "anouk.norley.42@example.invalid", "fname": "Anouk", "lname": "Norley", "phone_home": "555-0191", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "372 LANTERN COURT FERRY", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 42}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00043", "params": {"DOB": "2002-09-19", "city": "EXAMPLETON", "country_code": "USA", "email": "dalia.oakbrook.43@example.invalid", "fname": "Dalia", "lname": "Oakbrook", "phone_home": "555-0110", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "429 WILLOW BEND ROAD", "title": "Ms."}, "seq": 43, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Dalia\nLast name: Oakbrook\nDate of birth: 2002-09-19\nSex: Female\nStreet: 429 WILLOW BEND ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0110\nEmail: dalia.oakbrook.43@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "clean", "inject": [], "intended": {"DOB": "2002-09-19", "city": "EXAMPLETON", "country_code": "USA", "email": "dalia.oakbrook.43@example.invalid", "fname": "Dalia", "lname": "Oakbrook", "phone_home": "555-0110", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "429 WILLOW BEND ROAD", "title": "Ms."}, "item_id": "ref-00043", "person": {"DOB": "2002-09-19", "city": "EXAMPLETON", "country_code": "USA", "email": "dalia.oakbrook.43@example.invalid", "fname": "Dalia", "lname": "Oakbrook", "phone_home": "555-0110", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "429 WILLOW BEND ROAD", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 43}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00044", "params": {"DOB": "10/01/1958", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "seq": 44, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Fergus\nLast name: Ashbrook\nDate of birth: 10/01/1958\nSex: Male\nStreet: 399 LANTERN COURT FERRY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0118\nEmail: fergus.ashbrook.19@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "dup_resend", "inject": [], "intended": null, "item_id": "ref-00044", "person": {"DOB": "1958-10-01", "city": "EXAMPLETON", "country_code": "USA", "email": "fergus.ashbrook.19@example.invalid", "fname": "Fergus", "lname": "Ashbrook", "phone_home": "555-0118", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "399 LANTERN COURT FERRY", "title": "Mr."}, "rationale": "a resend of ref-00019", "seq": 44}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00045", "params": {"DOB": "1959-06-04", "city": "EXAMPLETON", "country_code": "USA", "email": "gideon.galwick.9004@example.invalid", "fname": "Gideon", "lname": "Galwick", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "282 QUARRY HILL DRIVE", "title": "Ms."}, "seq": 45, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Gideon\nLast name: Galwick\nDate of birth: 1959-06-04\nSex: Female\nStreet: 282 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0179\nEmail: gideon.galwick.9004@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "dup_existing", "inject": [], "intended": null, "item_id": "ref-00045", "person": {"DOB": "1959-06-04", "city": "EXAMPLETON", "country_code": "USA", "email": "gideon.galwick.9004@example.invalid", "fname": "Gideon", "lname": "Galwick", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "282 QUARRY HILL DRIVE", "title": "Ms."}, "rationale": "this patient already has a chart", "seq": 45}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00046", "params": {"DOB": "1998-07-03", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.hartgate.46@example.invalid", "fname": "Odile", "lname": "Hartgate", "phone_home": "555-0178", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "247 BEACON TERRACE STATION", "title": "Mr."}, "seq": 46, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Odile\nLast name: Hartgate\nDate of birth: 1998-07-03\nSex: Male\nStreet: 247 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0178\nEmail: odile.hartgate.46@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "session_expiry", "inject": [{"event": "force_logout", "when": "before_item"}], "intended": {"DOB": "1998-07-03", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.hartgate.46@example.invalid", "fname": "Odile", "lname": "Hartgate", "phone_home": "555-0178", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "247 BEACON TERRACE STATION", "title": "Mr."}, "item_id": "ref-00046", "person": {"DOB": "1998-07-03", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.hartgate.46@example.invalid", "fname": "Odile", "lname": "Hartgate", "phone_home": "555-0178", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "247 BEACON TERRACE STATION", "title": "Mr."}, "rationale": "sessions ended just before the item", "seq": 46}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00047", "params": {"DOB": "1977-05-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldbrook.47@example.invalid", "fname": "Rafael", "lname": "Caldbrook", "phone_home": "555-0101", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "382 BEACON TERRACE STATION", "title": "Ms."}, "seq": 47, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Rafael\nLast name: Caldbrook\nDate of birth: 1977-05-21\nSex: Female\nStreet: 382 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0101\nEmail: rafael.caldbrook.47@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "clean", "inject": [], "intended": {"DOB": "1977-05-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldbrook.47@example.invalid", "fname": "Rafael", "lname": "Caldbrook", "phone_home": "555-0101", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "382 BEACON TERRACE STATION", "title": "Ms."}, "item_id": "ref-00047", "person": {"DOB": "1977-05-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rafael.caldbrook.47@example.invalid", "fname": "Rafael", "lname": "Caldbrook", "phone_home": "555-0101", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "382 BEACON TERRACE STATION", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 47}, "type": "item"}
+{"app": "openemr", "day": 7, "item_id": "ref-00048", "params": {"DOB": "1962-11-16", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.jesswick.48@example.invalid", "fname": "Leilani", "lname": "Jesswick", "phone_home": "555-0159", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "150 BEACON TERRACE STATION", "title": "Mrs."}, "seq": 48, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Leilani\nLast name: Jesswick\nDate of birth: 1962-11-16\nSex: Female\nStreet: 150 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0159\nEmail: leilani.jesswick.48@example.invalid\nCountry: USA\n", "truth": {"day": 7, "exception": "clean", "inject": [], "intended": {"DOB": "1962-11-16", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.jesswick.48@example.invalid", "fname": "Leilani", "lname": "Jesswick", "phone_home": "555-0159", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "150 BEACON TERRACE STATION", "title": "Mrs."}, "item_id": "ref-00048", "person": {"DOB": "1962-11-16", "city": "EXAMPLETON", "country_code": "USA", "email": "leilani.jesswick.48@example.invalid", "fname": "Leilani", "lname": "Jesswick", "phone_home": "555-0159", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "150 BEACON TERRACE STATION", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 48}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00049", "params": {"DOB": "1974-02-16", "city": "EXAMPLETON", "country_code": "USA", "email": "tomas.stanstead.49@example.invalid", "fname": "Tomas", "lname": "Stanstead", "phone_home": "555-0109", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "10 BEACON TERRACE STATION", "title": "Mrs."}, "seq": 49, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Tomas\nLast name: Stanstead\nDate of birth: 1974-02-16\nSex: Female\nStreet: 10 BEACON TERRACE STATION\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0109\nEmail: tomas.stanstead.49@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "clean", "inject": [], "intended": {"DOB": "1974-02-16", "city": "EXAMPLETON", "country_code": "USA", "email": "tomas.stanstead.49@example.invalid", "fname": "Tomas", "lname": "Stanstead", "phone_home": "555-0109", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "10 BEACON TERRACE STATION", "title": "Mrs."}, "item_id": "ref-00049", "person": {"DOB": "1974-02-16", "city": "EXAMPLETON", "country_code": "USA", "email": "tomas.stanstead.49@example.invalid", "fname": "Tomas", "lname": "Stanstead", "phone_home": "555-0109", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "10 BEACON TERRACE STATION", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 49}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00050", "params": {"DOB": "1961-04-03", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jesswick.50@example.invalid", "fname": "Oren", "lname": "Jesswick", "phone_home": "555-0195", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "299 QUARRY HILL DRIVE", "title": "Mr."}, "seq": 50, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Oren\nLast name: Jesswick\nDate of birth: 1961-04-03\nSex: Male\nStreet: 299 QUARRY HILL DRIVE\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0195\nEmail: oren.jesswick.50@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "clean", "inject": [], "intended": {"DOB": "1961-04-03", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jesswick.50@example.invalid", "fname": "Oren", "lname": "Jesswick", "phone_home": "555-0195", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "299 QUARRY HILL DRIVE", "title": "Mr."}, "item_id": "ref-00050", "person": {"DOB": "1961-04-03", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jesswick.50@example.invalid", "fname": "Oren", "lname": "Jesswick", "phone_home": "555-0195", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "299 QUARRY HILL DRIVE", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 50}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00051", "params": {"DOB": "1949-12-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.ellwood.51@example.invalid", "fname": "Ola", "lname": "Ellwood", "phone_home": "555-0150", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "120 WAY", "title": "Mr."}, "seq": 51, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ola\nLast name: Ellwood\nDate of birth: 1949-12-12\nSex: Male\nStreet: 120 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0150\nEmail: ola.ellwood.51@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "clean", "inject": [], "intended": {"DOB": "1949-12-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.ellwood.51@example.invalid", "fname": "Ola", "lname": "Ellwood", "phone_home": "555-0150", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "120 WAY", "title": "Mr."}, "item_id": "ref-00051", "person": {"DOB": "1949-12-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.ellwood.51@example.invalid", "fname": "Ola", "lname": "Ellwood", "phone_home": "555-0150", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "120 WAY", "title": "Mr."}, "rationale": "a new referral; register it", "seq": 51}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00052", "params": {"DOB": "1975-08-19", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenridge.9005@example.invalid", "fname": "Odile", "lname": "Quenridge", "phone_home": "555-0138", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "474 WAY", "title": "Mr."}, "seq": 52, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Odile\nLast name: Quenridge\nDate of birth: 1975-08-19\nSex: Male\nStreet: 474 WAY\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0138\nEmail: odile.quenridge.9005@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "dup_existing", "inject": [], "intended": null, "item_id": "ref-00052", "person": {"DOB": "1975-08-19", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenridge.9005@example.invalid", "fname": "Odile", "lname": "Quenridge", "phone_home": "555-0138", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "474 WAY", "title": "Mr."}, "rationale": "this patient already has a chart", "seq": 52}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00053", "params": {"DOB": "1978-07-04", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.ashby.53@example.invalid", "fname": "Bo", "lname": "Ashby", "phone_home": "", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "483 STREET CEDAR ROW", "title": "Mr."}, "seq": 53, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Bo\nLast name: Ashby\nDate of birth: 1978-07-04\nSex: Male\nStreet: 483 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: \nEmail: bo.ashby.53@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "missing_optional", "inject": [], "intended": {"DOB": "1978-07-04", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.ashby.53@example.invalid", "fname": "Bo", "lname": "Ashby", "phone_home": "", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "483 STREET CEDAR ROW", "title": "Mr."}, "item_id": "ref-00053", "person": {"DOB": "1978-07-04", "city": "EXAMPLETON", "country_code": "USA", "email": "bo.ashby.53@example.invalid", "fname": "Bo", "lname": "Ashby", "phone_home": "", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "483 STREET CEDAR ROW", "title": "Mr."}, "rationale": "no home phone; register without one", "seq": 53}, "type": "item"}
+{"app": "openemr", "day": 8, "item_id": "ref-00054", "params": {"DOB": "1984-10-03", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.galwick.54@example.invalid", "fname": "Ola", "lname": "Galwick", "phone_home": "555-0106", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "186 ORCHARD LANE HARBOR", "title": "Mr."}, "seq": 54, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mr.\nFirst name: Ola\nLast name: Galwick\nDate of birth: 1984-10-03\nSex: Male\nStreet: 186 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0106\nEmail: ola.galwick.54@example.invalid\nCountry: USA\n", "truth": {"day": 8, "exception": "common_surname", "inject": [], "intended": {"DOB": "1984-10-03", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.galwick.54@example.invalid", "fname": "Ola", "lname": "Galwick", "phone_home": "555-0106", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "186 ORCHARD LANE HARBOR", "title": "Mr."}, "item_id": "ref-00054", "person": {"DOB": "1984-10-03", "city": "EXAMPLETON", "country_code": "USA", "email": "ola.galwick.54@example.invalid", "fname": "Ola", "lname": "Galwick", "phone_home": "555-0106", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "186 ORCHARD LANE HARBOR", "title": "Mr."}, "rationale": "shares a last name with an existing chart; a different person", "seq": 54}, "type": "item"}
+{"app": "openemr", "day": 9, "item_id": "ref-00055", "params": {"city": "EXAMPLETON", "country_code": "USA", "email": "farida.jessstead.55@example.invalid", "fname": "Farida", "lname": "Jessstead", "phone_home": "555-0198", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "263 AVENUE MILL ROAD", "title": "Ms."}, "seq": 55, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Farida\nLast name: Jessstead\nDate of birth: \nSex: Female\nStreet: 263 AVENUE MILL ROAD\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0198\nEmail: farida.jessstead.55@example.invalid\nCountry: USA\n", "truth": {"day": 9, "exception": "missing_required", "inject": [], "intended": null, "item_id": "ref-00055", "person": {"DOB": "1966-05-14", "city": "EXAMPLETON", "country_code": "USA", "email": "farida.jessstead.55@example.invalid", "fname": "Farida", "lname": "Jessstead", "phone_home": "555-0198", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "263 AVENUE MILL ROAD", "title": "Ms."}, "rationale": "no date of birth; return the referral to the sender", "seq": 55}, "type": "item"}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/REPORT.md b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/REPORT.md
new file mode 100644
index 000000000..8257bf60a
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/REPORT.md
@@ -0,0 +1,48 @@
+# Lifecycle soak report
+
+Protocol `lifecycle/2026-10-20.1`, workload `lifecycle-workload/2026-10-20.2`, seed 7, 2 referrals over 1 simulated days. Engine commit `fd0bdcbac807`. App: openemr 8.0.0.3, synthetic data only. Cost model `lifecycle-cost/2026-10-20.1`.
+
+## Arm `openadapt-production-relabel`
+
+- **Verified items per operator-minute: 0.075** (1 verified of 2 items over 13.33 operator minutes; 0.055 with the 5.0 setup minutes). By hand: 0.333 an operator-minute.
+- False stops per 100 items: 50.0; all stops per 100 items: 50.0; operator minutes per stop: 5.0.
+- After the app change `relabel_save` (item 1): 1 of 2 items false-stopped, 12.5 operator minutes of maintenance (stops, repair reviews); first verified item after it: 1, 1133.8 s after the change.
+- Stops judged `false_stop`, by cause: duplicate check listed a chart 1.
+- Cost-model bands, verified per operator-minute: x0.5 0.15, x1 0.075, x2 0.037.
+
+| | x0.5 | x1 | x2 |
+|---|---:|---:|---:|
+| Verified completed items per operator-hour | 6.55 | 3.27 | 1.64 |
+| ... if every silent wrong is later found and fixed | 6.55 | 3.27 | 1.64 |
+| All-manual items per operator-hour | 40 | 20 | 10 |
+| Operator work removed vs all-manual | -205.6% | -205.6% | -205.6% |
+| Setup minutes | 2.5 | 5 | 10 |
+| Per-item operator minutes (mean) | 1.458 | 2.917 | 5.833 |
+| Maintenance minutes (all UI changes) | 3.75 | 7.5 | 15 |
+| Operator hours in total | 0.153 | 0.306 | 0.611 |
+
+- Items: 2; verified completed without hand entry: 1; right in the end: 2; done by hand: 1.
+- False stops: 1 of 2 clean items, 50.0% (95% CI 9.4-90.5%); 1 of them with a UI change in force.
+- Silent wrong: 0 of 1 items claimed done, 0.0% (95% CI 0.0-79.3%) (judged by direct SQL, never the product's verdict).
+- Operator requests: {"repair_review": 1, "approval": 1, "stop": 1}; actions: {"accept_repair": 1, "approve": 1, "do_by_hand": 1}.
+- Outcomes: {"correct": 1, "false_stop": 1}.
+- Wall: 1395.0 s of item time, median 1133.0 s an item; host 1-minute load median 20.7, max 20.7.
+- Model calls 0, list-price cost $0.0.
+
+Outcome by exception:
+
+| Exception | Outcomes |
+|---|---|
+| clean | correct 1, false_stop 1 |
+
+After each UI change (items until the next change):
+
+| Change | From item | Items | Outcomes |
+|---|---:|---:|---|
+| relabel_save | 1 | 2 | correct 1, false_stop 1 |
+
+## Assumptions
+
+Operator seconds per touch (`lifecycle-cost/2026-10-20.1`): admit 300, approval 20, compile_review 600, interrupt 30, manual_entry 180, question 60, reconcile 120, repair_review 120, stop 90, teach_prep 300. Every request also pays the interrupt charge. Bands scale every number.
+
+No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/arm-ledger.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/arm-ledger.jsonl
new file mode 100644
index 000000000..f3edb188c
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/arm-ledger.jsonl
@@ -0,0 +1,5 @@
+{"at": 1792865787.129, "bundle": "ecfb998b8ff70377159e0bbe6d2b8735369d971ff23483944e217eb8e3baaa7e", "dialogs": {}, "kind": "switch.open", "rung_floor": {"step_000": "structural", "step_003": "structural", "step_006": "structural", "step_009": "structural", "step_012": "structural", "step_016": "structural", "step_018": "structural", "step_021": "structural", "step_024": "structural", "step_027": "structural", "step_030": "structural", "step_033": "structural", "step_036": "structural", "step_039": "structural", "step_040": "structural"}, "switch_id": "switch-lifecycle-proof-ecfb998b8ff7-1792865787"}
+{"at": 1792865921.172, "candidate": "/Users/abrichr/oa/scratch/production-lifecycle/runs/smoke-5/arms/openadapt-production-relabel/items/ref-00001-relabel/candidate", "kind": "drift.requalify.start"}
+{"at": 1792866766.734, "kind": "drift.requalify.end"}
+{"at": 1792866771.456, "bundle": "bbb693b01824f47b414b5dd54425f16502a7533c74e797116ff8f4f8a1925577", "dialogs": {}, "kind": "switch.open", "rung_floor": {"step_000": "structural", "step_003": "structural", "step_006": "structural", "step_009": "structural", "step_012": "structural", "step_016": "structural", "step_018": "structural", "step_021": "structural", "step_024": "structural", "step_027": "structural", "step_030": "structural", "step_033": "structural", "step_036": "structural", "step_039": "structural", "step_040": "structural"}, "switch_id": "switch-lifecycle-proof-bbb693b01824-1792866771"}
+{"action": "approve", "at": 1792866901.352, "item": "ref-00001", "kind": "person", "request_id": "c33b11d19200406d954dea9c320b1781"}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/ledger.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/ledger.jsonl
new file mode 100644
index 000000000..f4849213c
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/ledger.jsonl
@@ -0,0 +1,14 @@
+{"app": {"api_url": "https://127.0.0.1:9400", "app": "openemr", "baseline_sha256": "015bef02fb30530e2ed64c17e8035623a39801a9008f2df307eaf53e420e98ba", "images": {"mariadb": "mariadb:11.8@sha256:efb4959ef2c835cd735dbc388eb9ad6aab0c78dd64febcd51bc17481111890c4", "openemr": "openemr/openemr:8.0.0.3@sha256:0aa4d3d52b22fa69986c087e7c99e9854d8dfd70440634eb7c8af0e08f19f3ab"}, "project": "openadapt-openemr-compose", "ui_url": "http://127.0.0.1:9401", "version": "8.0.0.3"}, "argv": null, "arm": "", "cost_model": {"admit_s": 300.0, "approval_s": 20.0, "calibration": "No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).", "compile_review_s": 600.0, "interrupt_s": 30.0, "manual_entry_s": 180.0, "question_s": 60.0, "reconcile_s": 120.0, "repair_review_s": 120.0, "stop_s": 90.0, "teach_prep_s": 300.0, "version": "lifecycle-cost/2026-10-20.1"}, "cpus": 12, "days": 1, "engine_commit": "fd0bdcbac8078732334b66666929a15321fce3a1", "host": "MacBook-Pro-5", "items": 2, "platform": "macOS-15.7.3-arm64-arm-64bit", "protocol": "lifecycle/2026-10-20.1", "seed": 7, "stop_after": null, "t": 1792865776.128, "type": "run_start", "workload": "lifecycle-workload/2026-10-20.2"}
+{"arm": "openadapt-production-relabel", "arm_spec": "benchmark.lifecycle.production_arm:make", "describe": {"api_tier": "where admissible (refused on the OpenEMR referral by its own proposal; the GUI save runs)", "approval": "problems_only (local stand-in for Cloud's switch status)", "authorization": "governed run gate on the certified, encrypted bundle", "checkpoint_store": "encrypted", "configuration": "benchmark/lifecycle_proof (proof-15)", "duplicate_check": "no_duplicate_candidate on step_039 (rows tr.oneresult; a row with the item's last name or date of birth stops the item)", "durable": true, "model_calls": "none on any path", "pin": "admitted digest; repaired versions only through signed lineage", "policy": "clinical-write", "profile": "regulated", "qualification_trials": 1, "readback": "pipelined, window 1; the harness waits for each check", "recovery": "relabel", "repair": "self-repair on a halt before any effect (rule-based agent, no model)"}, "existing_ids": ["1", "2", "3", "4", "5", "6", "7", "8", "9", "10", "11", "12"], "interface": "lifecycle-arm/1", "options": {"admission_from": "/Users/abrichr/oa/scratch/production-lifecycle/runs/smoke-3b/arms/openadapt-production-relabel", "duplicate_check": true, "recovery": "relabel"}, "t": 1792865786.389, "type": "arm_start"}
+{"arm": "openadapt-production-relabel", "attended_s": 0.0, "cost_usd": 0.0, "model_calls": 0, "note": "teach and compile happened before this run (the certified referral bundle); onboarding effort is measured in benchmark/onboarding_effort", "phase": "admit", "pinned_digest": "ecfb998b8ff70377159e0bbe6d2b8735369d971ff23483944e217eb8e3baaa7e", "reused_from": {"digest": "ecfb998b8ff70377159e0bbe6d2b8735369d971ff23483944e217eb8e3baaa7e", "seconds": 796.3, "workdir": "/Users/abrichr/oa/scratch/production-lifecycle/runs/smoke-3b/arms/openadapt-production-relabel"}, "stage": "setup", "t": 1792865787.132, "type": "phase", "wall_s": 796.3}
+{"arm": "openadapt-production-relabel", "attended_s": 0.0, "cost_usd": 0.0, "model_calls": 0, "note": "problems_only switch opened locally, as Cloud would", "phase": "switch", "stage": "setup", "t": 1792865787.132, "type": "phase", "wall_s": 0.3}
+{"applied": {"kind": "relabel_save", "labels": {"Confirm Create New Patient": "Save new patient"}}, "arm": "openadapt-production-relabel", "day": 0, "first_seq": 1, "kind": "relabel_save", "t": 1792865787.306, "type": "drift_applied"}
+{"action": "accept_repair", "arm": "openadapt-production-relabel", "charged_s": 150.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {"certified_digest": "bbb693b01824f47b414b5dd54425f16502a7533c74e797116ff8f4f8a1925577", "fresh_admission": "the repair changes the program's record check; it needs a person's fresh admission", "probes_passed": true, "release_changed_files": ["/var/www/localhost/htdocs/openemr/interface/new/new_search_popup.php"], "requalified_cases": 6}, "item_id": "ref-00001", "kind": "repair_review", "operator": "scripted", "reason": "step_040: the control now reads 'Save new patient' instead of 'Confirm Create New Patient'; its id, kind and form are unchanged (the recorded identity hash matches with only the label swapped back)", "rule": "repair_drift_and_probes_passed", "seq": 1, "surface": "openadapt-flow repair relabel (review card)", "t": 1792866771.172, "type": "operator"}
+{"action": "approve", "arm": "openadapt-production-relabel", "charged_s": 50.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {"probes_passed": false, "step_id": "step_040"}, "item_id": "ref-00001", "kind": "approval", "operator": "scripted", "reason": "ApprovalMode.PROBLEMS_ONLY: click 'Save new patient'", "rule": "approve_intended_write", "seq": 1, "surface": "approval_mode:item-approval (Desktop Run it)", "t": 1792866901.351, "type": "operator"}
+{"arm": "openadapt-production-relabel", "attended_s": 0.0, "cost_usd": 0.0, "model_calls": 0, "note": "fresh admission of the re-qualified copy: the repair changes the program's record check; it needs a person's fresh admission", "phase": "admit", "seq": 1, "stage": "maintenance", "t": 1792866920.774, "type": "phase", "wall_s": 0.0, "within_item": "ref-00001"}
+{"arm": "openadapt-production-relabel", "attended_s": 0.0, "cost_usd": 0.0, "model_calls": 0, "phase": "relabel_requalify", "seq": 1, "stage": "maintenance", "t": 1792866920.775, "type": "phase", "wall_s": 850.5, "within_item": "ref-00001"}
+{"arm": "openadapt-production-relabel", "chart_wanted": true, "claimed": "done", "cleared": [], "cost_usd": 0.0, "day": 0, "detail": {"final": {"approval": {"decision": "problem", "decision_reason": "save_not_approved", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "bbb693b01824f47b414b5dd54425f16502a7533c74e797116ff8f4f8a1925577", "execution_outcome": "VERIFIED", "execution_profile": "regulated", "halt": null, "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": true, "save_step": "step_040", "success": true, "transaction_outcome": "VERIFIED"}, "first_run": {"approval": {"decision": "stop_before_saving", "decision_reason": "right_record", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "ecfb998b8ff70377159e0bbe6d2b8735369d971ff23483944e217eb8e3baaa7e", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": "Identity check failed for step 'step_040' (click 'Confirm Create New Patient'): a target was found positionally (rung 'structural', confidence 1.00) but its surrounding text does not match the recorded target's \u2014 expected '<structured identity template>', observed '{\"form_path\":\"/interface/new/new_c", "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "step_040", "success": false, "transaction_outcome": "REJECTED_POLICY"}, "relabel": {"digest": "bbb693b01824f47b414b5dd54425f16502a7533c74e797116ff8f4f8a1925577", "item": "ref-00001", "lineage_hop": null, "proposal": "step_040: the control now reads 'Save new patient' instead of 'Confirm Create New Patient'; its id, kind and form are unchanged (the recorded identity hash matches with only the label swapped back)", "reason": "the repair changes the program's record check; it needs a person's fresh admission", "release": {"changed": ["/var/www/localhost/htdocs/openemr/interface/new/new_search_popup.php"], "lock": "environment.release-1.lock.json"}, "rerun": {"approval": {"decision": "problem", "decision_reason": "save_not_approved", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "bbb693b01824f47b414b5dd54425f16502a7533c74e797116ff8f4f8a1925577", "execution_outcome": "VERIFIED", "execution_profile": "regulated", "halt": null, "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": true, "save_step": "step_040", "success": true, "transaction_outcome": "VERIFIED"}, "review": {"action": "accept_repair", "charged_s": 150.0}, "seconds_to_item_done": 1011.1, "seconds_to_readmitted": 861.8, "status": "fresh_admission", "timings": {"person_wait_s": 0.0, "requalify_s": 850.5}}, "route": {"route": "person", "why": "the run ended REJECTED_POLICY"}, "run_dir": "items/ref-00001"}, "drift_active": ["relabel_save"], "evidence": "items/ref-00001", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 1133.7, "injected": [], "item_id": "ref-00001", "load_1m": 5.9, "load_1m_end": 20.7, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 1, "new_ids": ["13"], "verdict": "correct", "why": "one chart, every field right"}, "outcome": "correct", "product_status": "VERIFIED / VERIFIED", "seq": 1, "t": 1792866921.107, "type": "item_result", "wall_s": 1133.0}
+{"action": "do_by_hand", "arm": "openadapt-production-relabel", "by_hand": {"chart_id": "14"}, "charged_s": 300.0, "cost_model": "lifecycle-cost/2026-10-20.1", "detail": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "resumable": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "item_id": "ref-00002", "kind": "stop", "operator": "scripted", "reason": "HALTED_BEFORE_EFFECT: Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: no_duplicate_candidate (no listed row has this run's lname, DOB) \u2014 run aborted", "rule": "enter_by_hand", "seq": 2, "surface": "openadapt-flow explain / approve / resume", "t": 1792867183.301, "type": "operator"}
+{"arm": "openadapt-production-relabel", "chart_wanted": true, "claimed": "stopped", "cleared": [], "cost_usd": 0.0, "day": 0, "detail": {"final": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "bbb693b01824f47b414b5dd54425f16502a7533c74e797116ff8f4f8a1925577", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": "Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: no_duplicate_candidate (no listed row has this run's lname, DOB) \u2014 run aborted", "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "step_039", "success": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "first_run": {"approval": {"decision": "problem", "decision_reason": "halted_before_effect", "mode": "problems_only", "needs_person": true}, "bundle_content_digest": "bbb693b01824f47b414b5dd54425f16502a7533c74e797116ff8f4f8a1925577", "execution_outcome": "HALTED", "execution_profile": "regulated", "halt": "Postconditions failed for step 'step_039' (click 'Create New Patient'): expected screen state not reached (semantic drift) \u2014 failed: no_duplicate_candidate (no listed row has this run's lname, DOB) \u2014 run aborted", "model_calls": 0, "readback": [], "save_api_fallback": null, "save_effect_verified": null, "save_step": "step_039", "success": false, "transaction_outcome": "HALTED_BEFORE_EFFECT"}, "relabel": {"proposed": false, "why": "input may have reached step_039; only a step that never acted is repaired"}, "route": {"route": "repair", "why": ""}, "run_dir": "items/ref-00002", "self_repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "stops": [{"decision": "do_by_hand", "rule": "enter_by_hand"}]}, "drift_active": ["relabel_save"], "evidence": "items/ref-00002", "exception": "clean", "final": {"new_charts": 1, "verdict": "correct"}, "final_oracle": "correct", "harness_wall_s": 262.32, "injected": [], "item_id": "ref-00002", "load_1m": 20.7, "load_1m_end": 9.8, "model_calls": 0, "oracle": {"collateral_ids": [], "new_charts": 0, "new_ids": [], "verdict": "absent", "why": "no new chart"}, "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "seq": 2, "t": 1792867183.593, "type": "item_result", "wall_s": 262.03}
+{"arm": "openadapt-production-relabel", "t": 1792867183.871, "type": "arm_end"}
+{"arm": "openadapt-production-relabel", "t": 1792867183.872, "type": "run_end"}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/results.json b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/results.json
new file mode 100644
index 000000000..fb7cf67ba
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/results.json
@@ -0,0 +1,243 @@
+{
+  "arms": {
+    "openadapt-production-relabel": {
+      "bands": {
+        "x0.5": {
+          "maintenance_min": 3.75,
+          "manual_only_hours": 0.05,
+          "manual_only_items_per_hour": 40.0,
+          "operator_hours": 0.153,
+          "operator_hours_with_cleanup": 0.153,
+          "per_item_operator_min": 1.458,
+          "per_item_operator_min_total": 2.92,
+          "setup_min": 2.5,
+          "verified_completed_per_operator_hour": 6.55,
+          "verified_completed_per_operator_hour_with_cleanup": 6.55,
+          "work_removed_fraction": -2.056
+        },
+        "x1": {
+          "maintenance_min": 7.5,
+          "manual_only_hours": 0.1,
+          "manual_only_items_per_hour": 20.0,
+          "operator_hours": 0.306,
+          "operator_hours_with_cleanup": 0.306,
+          "per_item_operator_min": 2.917,
+          "per_item_operator_min_total": 5.83,
+          "setup_min": 5.0,
+          "verified_completed_per_operator_hour": 3.27,
+          "verified_completed_per_operator_hour_with_cleanup": 3.27,
+          "work_removed_fraction": -2.056
+        },
+        "x2": {
+          "maintenance_min": 15.0,
+          "manual_only_hours": 0.2,
+          "manual_only_items_per_hour": 10.0,
+          "operator_hours": 0.611,
+          "operator_hours_with_cleanup": 0.611,
+          "per_item_operator_min": 5.833,
+          "per_item_operator_min_total": 11.67,
+          "setup_min": 10.0,
+          "verified_completed_per_operator_hour": 1.64,
+          "verified_completed_per_operator_hour_with_cleanup": 1.64,
+          "work_removed_fraction": -2.056
+        }
+      },
+      "by_exception": {
+        "clean": {
+          "correct": 1,
+          "false_stop": 1
+        }
+      },
+      "complete": true,
+      "cost_model": "lifecycle-cost/2026-10-20.1",
+      "describe": {
+        "api_tier": "where admissible (refused on the OpenEMR referral by its own proposal; the GUI save runs)",
+        "approval": "problems_only (local stand-in for Cloud's switch status)",
+        "authorization": "governed run gate on the certified, encrypted bundle",
+        "checkpoint_store": "encrypted",
+        "configuration": "benchmark/lifecycle_proof (proof-15)",
+        "duplicate_check": "no_duplicate_candidate on step_039 (rows tr.oneresult; a row with the item's last name or date of birth stops the item)",
+        "durable": true,
+        "model_calls": "none on any path",
+        "pin": "admitted digest; repaired versions only through signed lineage",
+        "policy": "clinical-write",
+        "profile": "regulated",
+        "qualification_trials": 1,
+        "readback": "pipelined, window 1; the harness waits for each check",
+        "recovery": "relabel",
+        "repair": "self-repair on a halt before any effect (rule-based agent, no model)"
+      },
+      "done_by_hand": 1,
+      "false_stop_rate": {
+        "ci95": [
+          0.0945,
+          0.9055
+        ],
+        "definition": "stops with nothing written on items whose data was right and that carried no item-level fault, over all such items",
+        "k": 1,
+        "n": 2,
+        "rate": 0.5,
+        "with_ui_change_in_force": 1
+      },
+      "final_correct": 2,
+      "headline": {
+        "bands": {
+          "x0.5": {
+            "after_app_change": [
+              {
+                "first_seq": 1,
+                "first_verified_seq": 1,
+                "items_false_stopped": 1,
+                "items_in_window": 2,
+                "kind": "relabel_save",
+                "maintenance_operator_min": 6.25,
+                "seconds_to_running_again": 1133.8
+              }
+            ],
+            "operator_min_per_stop": 2.5,
+            "operator_min_run": 6.67,
+            "operator_min_setup": 2.5,
+            "verified_per_operator_minute": 0.15,
+            "verified_per_operator_minute_with_setup": 0.109
+          },
+          "x1": {
+            "after_app_change": [
+              {
+                "first_seq": 1,
+                "first_verified_seq": 1,
+                "items_false_stopped": 1,
+                "items_in_window": 2,
+                "kind": "relabel_save",
+                "maintenance_operator_min": 12.5,
+                "seconds_to_running_again": 1133.8
+              }
+            ],
+            "operator_min_per_stop": 5.0,
+            "operator_min_run": 13.33,
+            "operator_min_setup": 5.0,
+            "verified_per_operator_minute": 0.075,
+            "verified_per_operator_minute_with_setup": 0.055
+          },
+          "x2": {
+            "after_app_change": [
+              {
+                "first_seq": 1,
+                "first_verified_seq": 1,
+                "items_false_stopped": 1,
+                "items_in_window": 2,
+                "kind": "relabel_save",
+                "maintenance_operator_min": 25.0,
+                "seconds_to_running_again": 1133.8
+              }
+            ],
+            "operator_min_per_stop": 10.0,
+            "operator_min_run": 26.67,
+            "operator_min_setup": 10.0,
+            "verified_per_operator_minute": 0.037,
+            "verified_per_operator_minute_with_setup": 0.027
+          }
+        },
+        "definition": "verified completed items (oracle-correct, not done by hand) per operator-minute; operator minutes are every charged approval, stop, reconciliation, resume, repair review and item done by hand, plus maintenance; *_with_setup also charges admission",
+        "false_stops_per_100_items": 50.0,
+        "items": 2,
+        "manual_entry_min": 3.0,
+        "stops_by_cause": {
+          "false_stop": {
+            "duplicate check listed a chart": 1
+          }
+        },
+        "stops_per_100_items": 50.0,
+        "verified_completed": 1
+      },
+      "items": 2,
+      "model": {
+        "calls": 0,
+        "cost_usd": 0.0
+      },
+      "operator_actions": {
+        "accept_repair": 1,
+        "approve": 1,
+        "do_by_hand": 1
+      },
+      "operator_requests": {
+        "approval": 1,
+        "repair_review": 1,
+        "stop": 1
+      },
+      "outcomes": {
+        "correct": 1,
+        "false_stop": 1
+      },
+      "per_drift": {
+        "relabel_save": {
+          "first_seq": 1,
+          "items": 2,
+          "outcomes": {
+            "correct": 1,
+            "false_stop": 1
+          },
+          "repair_reviews": 1
+        }
+      },
+      "silent_wrong_rate": {
+        "ci95": [
+          0.0,
+          0.7935
+        ],
+        "definition": "items the arm claimed done that the independent oracle judged wrong, over all items the arm claimed done",
+        "k": 0,
+        "n": 1,
+        "of_all_items": 0.0,
+        "rate": 0.0
+      },
+      "stops": 1,
+      "verified_completed": 1,
+      "wall": {
+        "load_1m_max": 20.7,
+        "load_1m_median": 20.7,
+        "median_item_s": 1133.0,
+        "total_s": 1395.0
+      }
+    }
+  },
+  "run": {
+    "app": {
+      "api_url": "https://127.0.0.1:9400",
+      "app": "openemr",
+      "baseline_sha256": "015bef02fb30530e2ed64c17e8035623a39801a9008f2df307eaf53e420e98ba",
+      "images": {
+        "mariadb": "mariadb:11.8@sha256:efb4959ef2c835cd735dbc388eb9ad6aab0c78dd64febcd51bc17481111890c4",
+        "openemr": "openemr/openemr:8.0.0.3@sha256:0aa4d3d52b22fa69986c087e7c99e9854d8dfd70440634eb7c8af0e08f19f3ab"
+      },
+      "project": "openadapt-openemr-compose",
+      "ui_url": "http://127.0.0.1:9401",
+      "version": "8.0.0.3"
+    },
+    "argv": null,
+    "cost_model": {
+      "admit_s": 300.0,
+      "approval_s": 20.0,
+      "calibration": "No timings from real operators exist yet. Desktop and the console record when a request was raised and when it was answered, but every answer on record was given by a script, so those gaps measure the harness, not a person. Until Desktop has real operator telemetry, the per-touch numbers below are assumptions: keystroke-level estimates for reading a card and clicking (approval), plus looking a record up in the app (stop, reconcile), and a typed-entry estimate for a 12-field registration form (manual entry: about 120 characters at 40 words a minute, plus reading the referral and the duplicate search). The interrupt charge is the resumption lag reported in interruption studies (tens of seconds).",
+      "compile_review_s": 600.0,
+      "interrupt_s": 30.0,
+      "manual_entry_s": 180.0,
+      "question_s": 60.0,
+      "reconcile_s": 120.0,
+      "repair_review_s": 120.0,
+      "stop_s": 90.0,
+      "teach_prep_s": 300.0,
+      "version": "lifecycle-cost/2026-10-20.1"
+    },
+    "cpus": 12,
+    "days": 1,
+    "engine_commit": "fd0bdcbac8078732334b66666929a15321fce3a1",
+    "host": "MacBook-Pro-5",
+    "items": 2,
+    "platform": "macOS-15.7.3-arm64-arm-64bit",
+    "protocol": "lifecycle/2026-10-20.1",
+    "seed": 7,
+    "stop_after": null,
+    "type": "run_start",
+    "workload": "lifecycle-workload/2026-10-20.2"
+  }
+}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/stops.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/stops.jsonl
new file mode 100644
index 000000000..f13c6c841
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/stops.jsonl
@@ -0,0 +1 @@
+{"anything_wrong": false, "app": "openemr", "arm": "openadapt-production-relabel", "drift_active": ["relabel_save"], "evidence": "items/ref-00002", "exception": "clean", "execution_outcome": null, "final": "correct", "halt_reason": null, "halt_step": null, "item_id": "ref-00002", "oracle": "absent", "outcome": "false_stop", "product_status": "HALTED / HALTED_BEFORE_EFFECT", "repair": {"readmitted": null, "reason": "input reached step_039, a step that saves; never repaired", "status": "not_repairable"}, "seq": 2, "transaction_outcome": null}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/switch/log-1792865787.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/switch/log-1792865787.jsonl
new file mode 100644
index 000000000..60a3b6cbb
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/switch/log-1792865787.jsonl
@@ -0,0 +1,2 @@
+{"at":"2026-10-24T18:16:27.128731+00:00","counts_toward_problems":null,"decision":null,"kind":"opened","prev_sha256":"sha256:0000000000000000000000000000000000000000000000000000000000000000","reason":null,"run_ref":null,"schema_version":"openadapt.approval-mode-log-event/v1","seq":1,"sha256":"sha256:dd86d47eca2a0340aa8b06d984930efa64c714812e8576596d36bf5559ae91e3","switch_id":"switch-lifecycle-proof-ecfb998b8ff7-1792865787","switch_record_sha256":"sha256:0897a5d2fc984deaa97ed2ad508217d1b2e27cda7c27fe2505bbeecbdce6386c"}
+{"at":"2026-10-24T18:18:26.976453+00:00","counts_toward_problems":true,"decision":"stop_before_saving","kind":"item_finished","prev_sha256":"sha256:dd86d47eca2a0340aa8b06d984930efa64c714812e8576596d36bf5559ae91e3","reason":"right_record","run_ref":"9fa1f0087396de3d63ac51d3ca59cd25eac9de1a3efaffe86c837bfb2d41a7c6","schema_version":"openadapt.approval-mode-log-event/v1","seq":2,"sha256":"sha256:b2964323223833dd7946a7b37b0bdb235c65907c71b1d7249789426831bd5f15","switch_id":"switch-lifecycle-proof-ecfb998b8ff7-1792865787","switch_record_sha256":null}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/switch/log-1792866771.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/switch/log-1792866771.jsonl
new file mode 100644
index 000000000..5b55bcf5c
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/switch/log-1792866771.jsonl
@@ -0,0 +1,5 @@
+{"at":"2026-10-24T18:32:51.455620+00:00","counts_toward_problems":null,"decision":null,"kind":"opened","prev_sha256":"sha256:0000000000000000000000000000000000000000000000000000000000000000","reason":null,"run_ref":null,"schema_version":"openadapt.approval-mode-log-event/v1","seq":1,"sha256":"sha256:4d44c04a01281f2bed01c5a55ca1ab4c0fc0d17854bc93f440ec5ffd3c68e5a0","switch_id":"switch-lifecycle-proof-bbb693b01824-1792866771","switch_record_sha256":"sha256:d364388c5d0e3c82a9addf4b6255ba265be385dd3486b24c61f9d565e11f69be"}
+{"at":"2026-10-24T18:35:20.423255+00:00","counts_toward_problems":true,"decision":"problem","kind":"item_finished","prev_sha256":"sha256:4d44c04a01281f2bed01c5a55ca1ab4c0fc0d17854bc93f440ec5ffd3c68e5a0","reason":"save_not_approved","run_ref":"e4e6175ed460022704f574bd837fc1cc2bc97bc404198bdb03c6af5b7a6750d9","schema_version":"openadapt.approval-mode-log-event/v1","seq":2,"sha256":"sha256:2e24444488c19081c3201eb624f7d1ef51ce81d5785979aa809378b6cc0d2394","switch_id":"switch-lifecycle-proof-bbb693b01824-1792866771","switch_record_sha256":null}
+{"at":"2026-10-24T18:37:36.569479+00:00","counts_toward_problems":true,"decision":"problem","kind":"item_finished","prev_sha256":"sha256:2e24444488c19081c3201eb624f7d1ef51ce81d5785979aa809378b6cc0d2394","reason":"halted_before_effect","run_ref":"381a31ac0dca94a9ee2ba23e373ead62d17f8525122ac3013b4ad7cf280df9da","schema_version":"openadapt.approval-mode-log-event/v1","seq":3,"sha256":"sha256:3dcd9dc8cd3fa25d78d2d8e9e138c2d28ace2966007ca382ce210a06b9d6f1b9","switch_id":"switch-lifecycle-proof-bbb693b01824-1792866771","switch_record_sha256":null}
+{"at":"2026-10-24T18:39:42.449786+00:00","counts_toward_problems":true,"decision":"problem","kind":"item_finished","prev_sha256":"sha256:3dcd9dc8cd3fa25d78d2d8e9e138c2d28ace2966007ca382ce210a06b9d6f1b9","reason":"halted_before_effect","run_ref":"abea3fa08b9344ecefc8964ec068f186f6a8dc4ef636b7a9248d60ed9cdc666c","schema_version":"openadapt.approval-mode-log-event/v1","seq":4,"sha256":"sha256:b91d04368951675661306ae1d6b7f0d487ab69f3e2e09e9f7f88eb904688cb9b","switch_id":"switch-lifecycle-proof-bbb693b01824-1792866771","switch_record_sha256":null}
+{"at":"2026-10-24T18:39:42.450103+00:00","counts_toward_problems":null,"decision":null,"kind":"switched_off","prev_sha256":"sha256:b91d04368951675661306ae1d6b7f0d487ab69f3e2e09e9f7f88eb904688cb9b","reason":"too_many_problems","run_ref":null,"schema_version":"openadapt.approval-mode-log-event/v1","seq":5,"sha256":"sha256:63709c15f83ac2393467f5be937840613377830ba6af8b73de1e9f88f4a229c2","switch_id":"switch-lifecycle-proof-bbb693b01824-1792866771","switch_record_sha256":null}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/switch/switch.json b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/switch/switch.json
new file mode 100644
index 000000000..d4d3f40ed
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/switch/switch.json
@@ -0,0 +1,42 @@
+{
+  "log": "/Users/abrichr/oa/scratch/production-lifecycle/runs/smoke-5/arms/openadapt-production-relabel/switch/log-1792866771.jsonl",
+  "record": {
+    "allowed_interstitials": {},
+    "bundle_content_digest": "bbb693b01824f47b414b5dd54425f16502a7533c74e797116ff8f4f8a1925577",
+    "channel": "desktop_run_it_list_with_header",
+    "dedicated_user_ref": "hmac-sha256:416c28d5858aff6dc46c5f2e1f00ead21c20ceaa4a64e3d4a1b8330b23f89f7e",
+    "environment_digest": "sha256:2dc00aa5bd8d4cb971fc11d724d7bae63aaa300f8cfe636298f68d5500913df5",
+    "org_id": "org-lifecycle-proof",
+    "profile": "regulated",
+    "rung_floor": {
+      "step_000": "structural",
+      "step_003": "structural",
+      "step_006": "structural",
+      "step_009": "structural",
+      "step_012": "structural",
+      "step_016": "structural",
+      "step_018": "structural",
+      "step_021": "structural",
+      "step_024": "structural",
+      "step_027": "structural",
+      "step_030": "structural",
+      "step_033": "structural",
+      "step_036": "structural",
+      "step_039": "structural",
+      "step_040": "structural"
+    },
+    "runner_id": "lifecycle-proof-runner-1",
+    "schema_version": "openadapt.approval-mode-switch/v1",
+    "switch_id": "switch-lifecycle-proof-bbb693b01824-1792866771",
+    "thresholds": {
+      "problems_in_a_row": 3,
+      "problems_in_window": 5,
+      "problems_window": 20,
+      "status_max_age_s": 900
+    },
+    "verifier_identities": [
+      "sha256:7b0a4449cf2d6e07c6d1b7ce218f052e7bc3dafb5008903b4cb79aa697062fd2"
+    ],
+    "workflow_id": "workflow-openemr-referral"
+  }
+}
diff --git a/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/workload.jsonl b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/workload.jsonl
new file mode 100644
index 000000000..0ccb31af4
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/production-2026-10-24/recovery-smoke/workload.jsonl
@@ -0,0 +1,16 @@
+{"days": 1, "exception_mix": {"ambiguous_new_person": 0.02, "ambiguous_same_person": 0.02, "concurrent_other": 0.02, "concurrent_same": 0.015, "dup_existing": 0.03, "dup_resend": 0.03, "failed_save": 0.015, "malformed_case": 0.02, "malformed_dob": 0.02, "missing_optional": 0.02, "missing_required": 0.02, "session_expiry": 0.02, "slow_save": 0.02}, "items": 2, "seed": 7, "type": "workload", "version": "lifecycle-workload/2026-10-20.2"}
+{"DOB": "1941-02-27", "city": "EXAMPLETON", "country_code": "USA", "email": "ana.fairwick.9000@example.invalid", "fname": "Ana", "lname": "Fairwick", "phone_home": "555-0174", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "276 QUARRY HILL DRIVE", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1939-02-14", "city": "EXAMPLETON", "country_code": "USA", "email": "theo.radley.9001@example.invalid", "fname": "Theo", "lname": "Radley", "phone_home": "555-0111", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "216 QUARRY HILL DRIVE", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1950-04-21", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.oakwood.9002@example.invalid", "fname": "Rosalind", "lname": "Oakwood", "phone_home": "555-0106", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "323 WILLOW BEND ROAD", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1972-07-05", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.birchfield.9003@example.invalid", "fname": "Bram", "lname": "Birchfield", "phone_home": "555-0171", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "278 QUARRY HILL DRIVE", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1959-06-04", "city": "EXAMPLETON", "country_code": "USA", "email": "gideon.galwick.9004@example.invalid", "fname": "Gideon", "lname": "Galwick", "phone_home": "555-0179", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "282 QUARRY HILL DRIVE", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1975-08-19", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.quenridge.9005@example.invalid", "fname": "Odile", "lname": "Quenridge", "phone_home": "555-0138", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "474 WAY", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1945-10-10", "city": "EXAMPLETON", "country_code": "USA", "email": "yuki.galwick.9006@example.invalid", "fname": "Yuki", "lname": "Galwick", "phone_home": "555-0193", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "270 WAY", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1950-09-14", "city": "EXAMPLETON", "country_code": "USA", "email": "oren.jessmere.9007@example.invalid", "fname": "Oren", "lname": "Jessmere", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "86 AVENUE MILL ROAD", "title": "Ms.", "type": "existing_chart"}
+{"DOB": "1975-06-23", "city": "EXAMPLETON", "country_code": "USA", "email": "henrik.birchmore.9008@example.invalid", "fname": "Henrik", "lname": "Birchmore", "phone_home": "555-0108", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "181 WAY", "title": "Mrs.", "type": "existing_chart"}
+{"DOB": "1943-01-24", "city": "EXAMPLETON", "country_code": "USA", "email": "arlo.jesston.9009@example.invalid", "fname": "Arlo", "lname": "Jesston", "phone_home": "555-0136", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "361 BEACON TERRACE STATION", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1937-08-12", "city": "EXAMPLETON", "country_code": "USA", "email": "ida.norwick.9010@example.invalid", "fname": "Ida", "lname": "Norwick", "phone_home": "555-0107", "postal_code": "02139", "sex": "Male", "state_label": "Massachusetts", "street": "88 QUARRY HILL DRIVE", "title": "Mr.", "type": "existing_chart"}
+{"DOB": "1966-07-13", "city": "EXAMPLETON", "country_code": "USA", "email": "odile.jessmere.9011@example.invalid", "fname": "Odile", "lname": "Jessmere", "phone_home": "555-0121", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "471 WAY", "title": "Ms.", "type": "existing_chart"}
+{"day": 0, "first_seq": 1, "kind": "relabel_save", "type": "drift_scheduled"}
+{"app": "openemr", "day": 0, "item_id": "ref-00001", "params": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "seq": 1, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Mrs.\nFirst name: Rosalind\nLast name: Jesswood\nDate of birth: 1990-09-09\nSex: Female\nStreet: 363 ORCHARD LANE HARBOR\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0187\nEmail: rosalind.jesswood.1@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "item_id": "ref-00001", "person": {"DOB": "1990-09-09", "city": "EXAMPLETON", "country_code": "USA", "email": "rosalind.jesswood.1@example.invalid", "fname": "Rosalind", "lname": "Jesswood", "phone_home": "555-0187", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "363 ORCHARD LANE HARBOR", "title": "Mrs."}, "rationale": "a new referral; register it", "seq": 1}, "type": "item"}
+{"app": "openemr", "day": 0, "item_id": "ref-00002", "params": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "seq": 2, "source_text": "REFERRAL - new patient registration requested\n\nTitle: Ms.\nFirst name: Bram\nLast name: Fairwick\nDate of birth: 1957-03-08\nSex: Female\nStreet: 339 STREET CEDAR ROW\nCity: EXAMPLETON\nState: Massachusetts\nZIP: 02139\nHome phone: 555-0162\nEmail: bram.fairwick.2@example.invalid\nCountry: USA\n", "truth": {"day": 0, "exception": "clean", "inject": [], "intended": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "item_id": "ref-00002", "person": {"DOB": "1957-03-08", "city": "EXAMPLETON", "country_code": "USA", "email": "bram.fairwick.2@example.invalid", "fname": "Bram", "lname": "Fairwick", "phone_home": "555-0162", "postal_code": "02139", "sex": "Female", "state_label": "Massachusetts", "street": "339 STREET CEDAR ROW", "title": "Ms."}, "rationale": "a new referral; register it", "seq": 2}, "type": "item"}
diff --git a/packages/flow/benchmark/lifecycle/results/spend.json b/packages/flow/benchmark/lifecycle/results/spend.json
new file mode 100644
index 000000000..ecc43bcfe
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/results/spend.json
@@ -0,0 +1,8281 @@
+{
+ "total_usd": 6.05266,
+ "entries": [
+  {
+   "label": "agent_tools smoke-mock-1",
+   "model": "claude-opus-5-5",
+   "usd": 0.010536,
+   "at": 1792519974.601
+  },
+  {
+   "label": "agent_tools smoke-mock-1",
+   "model": "claude-opus-5-5",
+   "usd": 0.012466,
+   "at": 1792519979.772
+  },
+  {
+   "label": "agent_tools smoke-mock-1",
+   "model": "claude-opus-5-5",
+   "usd": 0.004311,
+   "at": 1792519982.069
+  },
+  {
+   "label": "agent_tools smoke-mock-1",
+   "model": "claude-opus-5-5",
+   "usd": 0.01595,
+   "at": 1792519988.41
+  },
+  {
+   "label": "agent_tools smoke-mock-1",
+   "model": "claude-opus-5-5",
+   "usd": 0.005594,
+   "at": 1792519990.27
+  },
+  {
+   "label": "agent_tools smoke-mock-1",
+   "model": "claude-opus-5-5",
+   "usd": 0.001708,
+   "at": 1792519992.301
+  },
+  {
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+   "model": "claude-opus-5-5",
+   "usd": 0.013946,
+   "at": 1792519999.452
+  },
+  {
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+   "model": "claude-opus-5-5",
+   "usd": 0.009487,
+   "at": 1792520004.187
+  },
+  {
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+   "at": 1792520006.769
+  },
+  {
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+   "model": "claude-opus-5-5",
+   "usd": 0.005658,
+   "at": 1792520010.822
+  },
+  {
+   "label": "cua_alone smoke-mock-1",
+   "model": "claude-opus-5-5",
+   "usd": 0.029151,
+   "at": 1792520014.776
+  },
+  {
+   "label": "cua_alone smoke-mock-1",
+   "model": "claude-opus-5-5",
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+   "at": 1792520020.17
+  },
+  {
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+  },
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+  },
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+   "at": 1792520042.877
+  },
+  {
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+   "usd": 0.012149,
+   "at": 1792520049.21
+  },
+  {
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+   "model": "claude-opus-5-5",
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+   "at": 1792520056.244
+  },
+  {
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+   "at": 1792858582.156
+  },
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+  },
+  {
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+   "at": 1792858586.108
+  },
+  {
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+   "usd": 0.002814,
+   "at": 1792858589.175
+  },
+  {
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+   "at": 1792858591.249
+  },
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+   "model": "claude-sonnet-5-5",
+   "usd": 0.002173,
+   "at": 1792858593.264
+  },
+  {
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+   "usd": 0.003343,
+   "at": 1792858596.082
+  },
+  {
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+   "model": "claude-sonnet-5-5",
+   "usd": 0.001918,
+   "at": 1792858597.663
+  },
+  {
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+   "model": "claude-sonnet-5-5",
+   "usd": 0.001655,
+   "at": 1792858599.513
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+   "at": 1792858601.928
+  },
+  {
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+   "model": "claude-sonnet-5-5",
+   "usd": 0.002361,
+   "at": 1792858603.77
+  },
+  {
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+   "usd": 0.002133,
+   "at": 1792858605.629
+  },
+  {
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+   "at": 1792858608.583
+  },
+  {
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+   "model": "claude-sonnet-5-5",
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+   "at": 1792858609.955
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+   "at": 1792858611.499
+  },
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+  },
+  {
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+   "at": 1792858620.872
+  },
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+   "at": 1792858641.587
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+  {
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+  },
+  {
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+   "model": "claude-sonnet-5-5",
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+  },
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+   "at": 1792858656.919
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+  {
+   "label": "silent-saves agent-script author item 1",
+   "model": "claude-sonnet-5-5",
+   "usd": 0.012145,
+   "at": 1792893792.979
+  }
+ ],
+ "cap_usd": 30.0,
+ "prices_as_of": "2026-10-20"
+}
diff --git a/packages/flow/benchmark/lifecycle/run.py b/packages/flow/benchmark/lifecycle/run.py
new file mode 100644
index 000000000..c10f404b1
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/run.py
@@ -0,0 +1,415 @@
+"""Run the lifecycle soak: one seeded worklist, every arm, one results ledger.
+
+    cd packages/flow/benchmark
+    python -m lifecycle.run --app openemr --seed 7 --items 300 --days 10 \\
+        --arm lifecycle.arms.openadapt:make --out lifecycle/results/<run id>
+
+Each arm gets the app reset to the same baseline with the same existing
+charts, then the same stream of items, UI changes and faults. The harness
+applies every event, asks the oracle after every item, and writes every row
+to ``ledger.jsonl``; ``results.json`` and ``REPORT.md`` are computed from that
+file alone (``python -m lifecycle.report <run dir>`` recomputes them).
+"""
+
+from __future__ import annotations
+
+import argparse
+import json
+import os
+import platform
+import subprocess
+import threading
+import time
+from pathlib import Path
+from typing import Any, Callable, Optional
+
+from .arm import INTERFACE_VERSION, Env, ItemResult, OperatorRequest, load_arm
+from .cost_model import MODELS, V1
+from .metrics import classify
+from .operator import ScriptedOperator
+from .oracle import Oracle
+from .workload import WORKLOAD_VERSION, Truth, Workload, generate
+
+HERE = Path(__file__).resolve().parent
+PROTOCOL_VERSION = "lifecycle/2026-10-20.1"
+
+
+def load_1m() -> Optional[float]:
+    try:
+        return round(os.getloadavg()[0], 1)
+    except OSError:
+        return None
+
+
+class Ledger:
+    """Append-only JSON lines; every row is flushed as it is written."""
+
+    def __init__(self, path: Path) -> None:
+        self.path = path
+        self._lock = threading.Lock()
+        self._fh = path.open("a", encoding="utf-8")
+        self.arm = ""
+
+    def write(self, row: dict[str, Any]) -> None:
+        row = {"t": round(time.time(), 3), "arm": self.arm, **row}
+        with self._lock:
+            self._fh.write(json.dumps(row, sort_keys=True, default=str) + "\n")
+            self._fh.flush()
+
+    def close(self) -> None:
+        self._fh.close()
+
+
+class _CountingOperator:
+    """Wraps the operator to know which items already reached a person."""
+
+    def __init__(self, inner: ScriptedOperator) -> None:
+        self.inner = inner
+        self.asked: dict[str, int] = {}
+
+    def ask(self, req: OperatorRequest) -> Any:
+        if req.item_id:
+            self.asked[req.item_id] = self.asked.get(req.item_id, 0) + 1
+        return self.inner.ask(req)
+
+
+def engine_commit() -> str:
+    try:
+        return subprocess.run(
+            ["git", "rev-parse", "HEAD"],
+            cwd=HERE,
+            capture_output=True,
+            text=True,
+            check=True,
+        ).stdout.strip()
+    except (OSError, subprocess.CalledProcessError):
+        return "unknown"
+
+
+def run_arm(
+    *,
+    arm_spec: str,
+    arm_options: dict[str, Any],
+    app: Any,
+    workload: Workload,
+    ledger: Ledger,
+    out: Path,
+    cost_name: str,
+    stop_after: Optional[int] = None,
+    say: Callable[[str], None] = print,
+) -> None:
+    arm = load_arm(arm_spec, arm_options)
+    ledger.arm = arm.name
+    truth = workload.truth
+    cost = MODELS[cost_name]
+
+    say(f"[{arm.name}] resetting the app to its baseline")
+    app.reset()
+    app.clear_all_events()
+    existing_ids = app.seed_existing(workload.existing)
+    ledger.write(
+        {
+            "type": "arm_start",
+            "arm_spec": arm_spec,
+            "options": arm_options,
+            "describe": arm.describe(),
+            "existing_ids": existing_ids,
+            "interface": INTERFACE_VERSION,
+        }
+    )
+
+    oracle = Oracle(app.rows)
+    harness_ids: set[str] = set()
+    harness_touched: set[str] = set()
+    other_clerk_ids: set[str] = set()
+    active_drift: list[str] = []
+    current: dict[str, Any] = {"before": None, "seq": 0}
+
+    def do_by_hand(t: Truth) -> dict[str, Any]:
+        """The operator enters the item in the app themself."""
+        if t.intended is None:
+            return {}
+        new_id = app.create_chart(t.intended, who="operator")
+        harness_ids.add(new_id)
+        return {"chart_id": new_id}
+
+    def record(row: dict[str, Any]) -> None:
+        ledger.write({**row, "seq": current["seq"]})
+
+    scripted = ScriptedOperator(
+        cost,
+        truth,
+        look=lambda t: oracle.look(t, current["before"]),
+        do_by_hand=do_by_hand,
+        drift_active=lambda: list(active_drift),
+        record=record,
+    )
+    operator = _CountingOperator(scripted)
+    env = Env(
+        app=workload.items[0].app,
+        ui_url=app.ui_url,
+        api_url=app.api_url,
+        accounts=tuple(app.accounts()),
+        workdir=out / "arms" / arm.name,
+        seed=workload.seed,
+        extra=app.extra(),
+    )
+    env.workdir.mkdir(parents=True, exist_ok=True)
+
+    say(f"[{arm.name}] setup")
+    for phase in arm.setup(env, operator):
+        ledger.write({"type": "phase", "stage": "setup", **phase})
+
+    drift_by_seq = {d["first_seq"]: d for d in workload.drift}
+    items = workload.items[: stop_after or len(workload.items)]
+    for item in items:
+        current["seq"] = item.seq
+        t = truth[item.item_id]
+        if item.seq in drift_by_seq:
+            d = drift_by_seq[item.seq]
+            applied = app.apply_drift(d["kind"])
+            active_drift.append(d["kind"])
+            ledger.write({"type": "drift_applied", **d, "applied": applied})
+            say(
+                f"[{arm.name}] day {d['day']}: UI change '{d['kind']}' from item {item.seq}"
+            )
+            for phase in arm.after_drift(d, env, operator):
+                ledger.write(
+                    {
+                        "type": "phase",
+                        "stage": "maintenance",
+                        "drift": d["kind"],
+                        **phase,
+                    }
+                )
+
+        before = oracle.snapshot()
+        current["before"] = before
+        injected: list[dict[str, Any]] = []
+        for inj in t.inject:
+            if inj["when"] == "before_item":
+                injected.append(app.inject(inj, t, harness=harness_ids))
+        for inj in injected:
+            if inj.get("chart_id"):
+                other_clerk_ids.add(inj["chart_id"])
+                harness_ids.add(inj["chart_id"])
+        stop_during = threading.Event()
+        during: list[threading.Thread] = []
+        during_out: list[dict[str, Any]] = []
+        for inj in t.inject:
+            if inj["when"] == "during_item":
+                th = threading.Thread(
+                    target=lambda i=inj: during_out.append(
+                        app.inject(i, t, harness=harness_ids, stop=stop_during)
+                    ),
+                    daemon=True,
+                )
+                th.start()
+                during.append(th)
+
+        load_start = load_1m()
+        started = time.time()
+        try:
+            result = arm.run_item(item, env, operator)
+        except Exception as exc:  # noqa: BLE001 - an arm crash is a result
+            if type(exc).__name__ == "SpendCapReached":
+                stop_during.set()
+                app.clear_item_events()
+                ledger.write(
+                    {
+                        "type": "arm_paused",
+                        "seq": item.seq,
+                        "reason": str(exc)[:300],
+                        "paused_items": len(items) - item.seq + 1,
+                    }
+                )
+                say(f"[{arm.name}] spend cap reached at item {item.seq}; arm paused")
+                break
+            result = ItemResult(
+                item_id=item.item_id,
+                claimed="error",
+                product_status=f"{type(exc).__name__}: {exc}"[:500],
+                wall_s=time.time() - started,
+            )
+        stop_during.set()
+        for th in during:
+            th.join(timeout=60)
+        cleared = app.clear_item_events()
+        for phase in [*result.phases, *result.detail.get("maintenance_phases", [])]:
+            ledger.write(
+                {
+                    "type": "phase",
+                    "stage": "maintenance",
+                    "seq": item.seq,
+                    "within_item": item.item_id,
+                    **phase,
+                }
+            )
+        for d in during_out:
+            harness_touched.update(d.get("touched_ids", []))
+
+        after = oracle.snapshot()
+        verdict = oracle.judge_arm(
+            t, before, after, harness_ids=harness_ids, harness_touched=harness_touched
+        )
+        outcome = classify(
+            claimed=result.claimed,
+            oracle=verdict["verdict"],
+            chart_wanted=t.intended is not None,
+            exception=t.exception,
+        )
+        # A stop the arm never put in front of a person still needs one.
+        if result.claimed != "done" and not operator.asked.get(item.item_id):
+            operator.ask(
+                OperatorRequest(
+                    kind="stop",
+                    item_id=item.item_id,
+                    reason=result.product_status[:300],
+                    surface="harness:stopped-item queue",
+                    detail={"resumable": False},
+                )
+            )
+        final = oracle.judge_final(
+            t, before, oracle.snapshot(), other_clerk_ids=other_clerk_ids
+        )
+        # Context for duplicate-check stops: which identity values this item
+        # shares with a chart that existed when it started (ground truth, for
+        # the report; never shown to the arm).
+        shares = {
+            key: sum(
+                1
+                for r in before
+                if str(item.params.get(key, "")).strip().casefold()
+                and r.get(key, "").strip().casefold()
+                == str(item.params.get(key, "")).strip().casefold()
+            )
+            for key in ("fname", "lname", "DOB")
+        }
+        row = {
+            "type": "item_result",
+            "shares_with_existing": shares,
+            "seq": item.seq,
+            "item_id": item.item_id,
+            "day": item.day,
+            "exception": t.exception,
+            "chart_wanted": t.intended is not None,
+            "drift_active": list(active_drift),
+            "claimed": result.claimed,
+            "product_status": result.product_status,
+            "oracle": verdict,
+            "outcome": outcome,
+            "final_oracle": final["verdict"],
+            "final": final,
+            "wall_s": round(result.wall_s, 2),
+            "harness_wall_s": round(time.time() - started, 2),
+            "model_calls": result.model_calls,
+            "cost_usd": result.cost_usd,
+            "evidence": result.evidence,
+            "detail": result.detail,
+            "load_1m": load_start,
+            "load_1m_end": load_1m(),
+            "injected": injected + during_out,
+            "cleared": cleared,
+        }
+        ledger.write(row)
+        say(
+            f"[{arm.name}] {item.seq:4d} {item.item_id} {t.exception:22s} "
+            f"claimed={result.claimed:7s} oracle={verdict['verdict']:9s} -> {outcome:13s} "
+            f"final={final['verdict']:8s} {result.wall_s:6.1f}s load={load_start}"
+        )
+    arm.close()
+    app.clear_all_events()
+    ledger.write({"type": "arm_end"})
+
+
+def main(argv: Optional[list[str]] = None) -> int:
+    p = argparse.ArgumentParser(description=__doc__.splitlines()[0])
+    p.add_argument("--app", default="openemr", choices=("openemr", "fake"))
+    p.add_argument(
+        "--arm",
+        action="append",
+        required=True,
+        help="module:factory; repeat for several arms",
+    )
+    p.add_argument("--arm-options", default="{}", help="JSON options for every arm")
+    p.add_argument("--seed", type=int, default=7)
+    p.add_argument("--items", type=int, default=300)
+    p.add_argument("--days", type=int, default=10)
+    p.add_argument("--existing", type=int, default=12)
+    p.add_argument(
+        "--stop-after",
+        type=int,
+        default=None,
+        help="run only the first N items (a smoke run)",
+    )
+    p.add_argument(
+        "--drift",
+        action="append",
+        default=None,
+        metavar="KIND@SEQ",
+        help="replace the drift schedule: apply UI change KIND before item SEQ "
+        "(repeatable), e.g. relabel_save@26",
+    )
+    p.add_argument("--cost-model", default=V1.version, choices=sorted(MODELS))
+    p.add_argument("--out", type=Path, required=True)
+    args = p.parse_args(argv)
+
+    out: Path = args.out
+    out.mkdir(parents=True, exist_ok=False)
+    workload = generate(args.seed, args.items, args.days, args.existing)
+    if args.drift is not None:
+        by_seq = {i.seq: i for i in workload.items}
+        workload.drift = []
+        for spec in args.drift:
+            kind, _, seq = spec.partition("@")
+            workload.drift.append(
+                {"day": by_seq[int(seq)].day, "kind": kind, "first_seq": int(seq)}
+            )
+    (out / "workload.jsonl").write_text(
+        "".join(json.dumps(r, sort_keys=True) + "\n" for r in workload.ledger_rows())
+    )
+    from .apps import make_app
+
+    app = make_app(args.app)
+    ledger = Ledger(out / "ledger.jsonl")
+    ledger.write(
+        {
+            "type": "run_start",
+            "protocol": PROTOCOL_VERSION,
+            "workload": WORKLOAD_VERSION,
+            "seed": args.seed,
+            "items": args.items,
+            "days": args.days,
+            "stop_after": args.stop_after,
+            "cost_model": MODELS[args.cost_model].to_dict(),
+            "engine_commit": engine_commit(),
+            "host": platform.node().split(".")[0],
+            "platform": platform.platform(),
+            "cpus": os.cpu_count(),
+            "app": app.describe(),
+            "argv": argv if argv is not None else None,
+        }
+    )
+    try:
+        for spec in args.arm:
+            run_arm(
+                arm_spec=spec,
+                arm_options=json.loads(args.arm_options),
+                app=app,
+                workload=workload,
+                ledger=ledger,
+                out=out,
+                cost_name=args.cost_model,
+                stop_after=args.stop_after,
+            )
+    finally:
+        ledger.write({"type": "run_end"})
+        ledger.close()
+    from .report import write_report
+
+    write_report(out)
+    return 0
+
+
+if __name__ == "__main__":
+    raise SystemExit(main())
diff --git a/packages/flow/benchmark/lifecycle/workload.py b/packages/flow/benchmark/lifecycle/workload.py
new file mode 100644
index 000000000..1da1b159e
--- /dev/null
+++ b/packages/flow/benchmark/lifecycle/workload.py
@@ -0,0 +1,368 @@
+"""A seeded worklist stream with an exception mix, and its ground truth.
+
+Every item is a referral a clerk would register as a new patient. Every
+exception is drawn from a seeded generator and written to the event ledger
+before the run starts, so the operator and the oracle judge from the same
+truth and two runs with one seed see the same stream.
+
+The mix is stress-weighted, not measured: about a quarter of items carry an
+exception so that a few hundred items exercise every kind several times. Real
+intake mixes are not known to us; the report says so.
+
+Item-level exceptions (``EXCEPTION_MIX``):
+
+- ``dup_existing``: the patient already has a chart (same name and date of
+  birth). Right outcome: no new chart.
+- ``dup_resend``: a referral already in this stream is sent again (a fax
+  resend). Right outcome: no second chart.
+- ``ambiguous_same_person``: same name as an existing chart, date of birth off
+  by a typo. It is that person. Right outcome: no new chart.
+- ``ambiguous_new_person``: same name as an existing chart, a different
+  person (different date of birth and address). Right outcome: a new chart.
+- ``missing_required``: no date of birth. Right outcome: no chart; the
+  referral goes back to the sender.
+- ``missing_optional``: no home phone. Right outcome: a chart with a blank
+  home phone.
+- ``malformed_dob``: date of birth written MM/DD/YYYY. Right outcome: a chart
+  with the true date, or a stop; never a wrong date.
+- ``malformed_case``: names in capitals with stray spaces. Right outcome: a
+  chart with the names as the person's name (case-insensitive match, trimmed).
+- ``concurrent_same``: another clerk registers the same patient seconds
+  before this item runs. Right outcome: exactly one chart for the patient.
+- ``concurrent_other``: another clerk edits an unrelated chart while this item
+  runs. Right outcome: this item's chart; the other edit is not collateral.
+- ``session_expiry``: the arm's sessions are ended (forced logout) just
+  before the item. Right outcome: a chart, or a safe stop.
+- ``slow_save``: the save takes several seconds longer than usual. Right
+  outcome: a chart.
+- ``failed_save``: the save fails once (the app returns an error). Right
+  outcome: no chart from the failed attempt; a chart after a retry, or a safe
+  stop.
+- ``common_surname``: a new patient with the last name of an existing chart
+  (another first name, date of birth and address). Right outcome: a new chart.
+- ``shared_dob``: a new patient born on the same day as an existing chart.
+  Right outcome: a new chart.
+
+Day-level events (``DRIFT_SCHEDULE``) stay on from their day to the end, as a
+vendor release would: a theme change, a relabel of the save button, a field
+reorder, and an added interstitial notice.
+"""
+
+from __future__ import annotations
+
+import json
+import random
+from dataclasses import asdict, dataclass, field
+from typing import Any, Optional
+
+from .arm import WorkItem
+
+WORKLOAD_VERSION = "lifecycle-workload/2026-10-24.1"
+
+EXCEPTION_MIX: dict[str, float] = {
+    "dup_existing": 0.03,
+    "dup_resend": 0.03,
+    "ambiguous_same_person": 0.02,
+    "ambiguous_new_person": 0.02,
+    "missing_required": 0.02,
+    "missing_optional": 0.02,
+    "malformed_dob": 0.02,
+    "malformed_case": 0.02,
+    "concurrent_same": 0.015,
+    "concurrent_other": 0.02,
+    "session_expiry": 0.02,
+    "slow_save": 0.02,
+    "failed_save": 0.015,
+    # Ordinary coincidences a real practice sees: a new patient who shares a
+    # last name, or a date of birth, with an existing chart. Not data errors:
+    # the right outcome is a new chart.
+    "common_surname": 0.06,
+    "shared_dob": 0.08,
+}
+
+#: (day, kind) — each stays on from that day to the end of the run.
+DRIFT_SCHEDULE: tuple[tuple[int, str], ...] = (
+    (2, "theme"),
+    (4, "relabel"),
+    (6, "reorder"),
+    (8, "interstitial"),
+)
+
+# Invented names. Short names are kept on purpose: they occur in real
+# worklists and some identity checks treat them differently.
+FIRST = (
+    "Nadia Marcus Ines Theo Grace Arlo Priya Tomas Wen Esme Kofi Liesel Rafael "
+    "Odile Bram Yuki Soren Amara Dmitri Luz Ana Bo Jae Ola Cyrus Mireille "
+    "Henrik Talia Oren Signe Mateo Leilani Fergus Ilse Kwame Rosalind Zeno "
+    "Petra Anouk Calum Dalia Emeric Farida Gideon Hollis Ida Jasper Kalinda"
+).split()
+#: 300 invented surnames (20 stems x 15 endings). OpenEMR's duplicate search
+#: lists any chart that shares a last name, so the size of this pool sets how
+#: often a new patient meets a namesake; a real practice has common surnames
+#: too. Short surnames are kept for the same reason as short first names.
+_STEMS = (
+    "Ash Birch Cald Dun Ell Fair Gal Hart Ivers Jess Kell Lang Mar Nor Oak "
+    "Pem Quen Rad Stan Thorn"
+).split()
+_ENDINGS = (
+    "by ford wick ton ley more well wood field brook combe stead mere gate ridge"
+).split()
+LAST = [a + b for a in _STEMS for b in _ENDINGS][:298] + ["Ng", "Li"]
+STREETS = (
+    "WILLOW BEND ROAD QUARRY HILL DRIVE LANTERN COURT FERRY STREET CEDAR ROW "
+    "BEACON TERRACE STATION AVENUE MILL ROAD ORCHARD LANE HARBOR WAY"
+).split()
+STREET_NAMES = [
+    " ".join(STREETS[i : i + 3]) if i + 3 <= len(STREETS) else STREETS[i]
+    for i in range(0, len(STREETS), 3)
+]
+TITLES = {"Female": ("Ms.", "Mrs."), "Male": ("Mr.",)}
+
+
+@dataclass
+class Truth:
+    """What is true about one item, kept by the harness, never shown to arms."""
+
+    item_id: str
+    seq: int
+    day: int
+    exception: str
+    #: The chart the item should produce, or None when no new chart is right.
+    intended: Optional[dict[str, str]]
+    #: The person this item is about (the true values), for the oracle's
+    #: "exactly one chart for this person" check.
+    person: dict[str, str]
+    rationale: str
+    #: Item-level injections the harness must apply around this item.
+    inject: list[dict[str, Any]] = field(default_factory=list)
+
+
+@dataclass
+class Workload:
+    seed: int
+    days: int
+    items: list[WorkItem]
+    truth: dict[str, Truth]
+    #: Charts that exist before the run (seeded so duplicates have targets).
+    existing: list[dict[str, str]]
+    drift: list[dict[str, Any]]
+
+    def ledger_rows(self) -> list[dict[str, Any]]:
+        rows: list[dict[str, Any]] = [
+            {
+                "type": "workload",
+                "version": WORKLOAD_VERSION,
+                "seed": self.seed,
+                "days": self.days,
+                "items": len(self.items),
+                "exception_mix": EXCEPTION_MIX,
+            }
+        ]
+        rows += [{"type": "existing_chart", **c} for c in self.existing]
+        rows += [{"type": "drift_scheduled", **d} for d in self.drift]
+        for item in self.items:
+            t = self.truth[item.item_id]
+            rows.append({"type": "item", **asdict(item), "truth": asdict(t)})
+        return rows
+
+
+def _person(rng: random.Random, used: set[tuple[str, str]], n: int) -> dict[str, str]:
+    while True:
+        fname, lname = rng.choice(FIRST), rng.choice(LAST)
+        if (fname, lname) not in used:
+            used.add((fname, lname))
+            break
+    sex = rng.choice(("Female", "Male"))
+    year = rng.randint(1935, 2004)
+    dob = f"{year:04d}-{rng.randint(1, 12):02d}-{rng.randint(1, 28):02d}"
+    number = rng.randint(2, 498)
+    street = f"{number} {rng.choice(STREET_NAMES)}"
+    return {
+        "title": rng.choice(TITLES[sex]),
+        "fname": fname,
+        "lname": lname,
+        "DOB": dob,
+        "sex": sex,
+        "street": street,
+        "city": "EXAMPLETON",
+        "state_label": "Massachusetts",
+        "postal_code": "02139",
+        "phone_home": f"555-01{rng.randint(0, 99):02d}",
+        "email": f"{fname.lower()}.{lname.lower()}.{n}@example.invalid",
+        "country_code": "USA",
+    }
+
+
+def _source_text(params: dict[str, str]) -> str:
+    lines = ["REFERRAL - new patient registration requested", ""]
+    labels = (
+        ("title", "Title"),
+        ("fname", "First name"),
+        ("lname", "Last name"),
+        ("DOB", "Date of birth"),
+        ("sex", "Sex"),
+        ("street", "Street"),
+        ("city", "City"),
+        ("state_label", "State"),
+        ("postal_code", "ZIP"),
+        ("phone_home", "Home phone"),
+        ("email", "Email"),
+        ("country_code", "Country"),
+    )
+    for key, label in labels:
+        lines.append(f"{label}: {params.get(key, '')}")
+    return "\n".join(lines) + "\n"
+
+
+def _pick(rng: random.Random) -> str:
+    r = rng.random()
+    acc = 0.0
+    for kind, p in EXCEPTION_MIX.items():
+        acc += p
+        if r < acc:
+            return kind
+    return "clean"
+
+
+def generate(seed: int, n_items: int, days: int, n_existing: int = 12) -> Workload:
+    """The stream for ``seed``: ``n_items`` referrals over ``days`` days."""
+
+    rng = random.Random(seed)
+    used: set[tuple[str, str]] = set()
+    existing = [_person(rng, used, 9000 + i) for i in range(n_existing)]
+    items: list[WorkItem] = []
+    truth: dict[str, Truth] = {}
+    sent: list[tuple[WorkItem, dict[str, str]]] = []
+    per_day = max(1, -(-n_items // days))
+
+    for seq in range(1, n_items + 1):
+        item_id = f"ref-{seq:05d}"
+        day = (seq - 1) // per_day
+        kind = _pick(rng)
+        person = _person(rng, used, seq)
+        params = dict(person)
+        intended: Optional[dict[str, str]] = dict(person)
+        inject: list[dict[str, Any]] = []
+        why = "a new referral; register it"
+
+        if kind == "dup_existing":
+            person = dict(rng.choice(existing))
+            params, intended = dict(person), None
+            why = "this patient already has a chart"
+        elif kind == "dup_resend":
+            originals = [s for s in sent if truth[s[0].item_id].intended is not None]
+            if originals:
+                orig, orig_person = rng.choice(originals)
+                person, params, intended = dict(orig_person), dict(orig.params), None
+                why = f"a resend of {orig.item_id}"
+            else:
+                kind = "clean"
+        elif kind == "ambiguous_same_person":
+            person = dict(rng.choice(existing))
+            params, intended = dict(person), None
+            y, m, d = person["DOB"].split("-")
+            params["DOB"] = f"{y}-{m}-{int(d) % 28 + 1:02d}"
+            why = "same person as an existing chart; the date of birth has a typo"
+        elif kind == "ambiguous_new_person":
+            other = rng.choice(existing)
+            person["fname"], person["lname"] = other["fname"], other["lname"]
+            person["email"] = (
+                f"{other['fname'].lower()}.{other['lname'].lower()}.{seq}@example.invalid"
+            )
+            params, intended = dict(person), dict(person)
+            why = "same name as an existing chart, a different person"
+        elif kind == "common_surname":
+            other = rng.choice(existing)
+            person["lname"] = other["lname"]
+            if person["fname"] == other["fname"]:
+                person["fname"] = next(f for f in FIRST if f != other["fname"])
+            person["email"] = (
+                f"{person['fname'].lower()}.{other['lname'].lower()}.{seq}@example.invalid"
+            )
+            params, intended = dict(person), dict(person)
+            why = "shares a last name with an existing chart; a different person"
+        elif kind == "shared_dob":
+            person["DOB"] = rng.choice(existing)["DOB"]
+            params, intended = dict(person), dict(person)
+            why = "born on the same day as an existing chart; a different person"
+        elif kind == "missing_required":
+            params.pop("DOB")
+            intended = None
+            why = "no date of birth; return the referral to the sender"
+        elif kind == "missing_optional":
+            params["phone_home"] = ""
+            person["phone_home"] = ""
+            intended = dict(person)
+            why = "no home phone; register without one"
+        elif kind == "malformed_dob":
+            y, m, d = person["DOB"].split("-")
+            params["DOB"] = f"{m}/{d}/{y}"
+            why = "date of birth written MM/DD/YYYY; the true date is ISO"
+        elif kind == "malformed_case":
+            params["fname"] = f" {person['fname'].upper()} "
+            params["lname"] = person["lname"].upper() + " "
+            why = "names in capitals with stray spaces"
+        elif kind == "concurrent_same":
+            intended = None
+            inject.append(
+                {
+                    "event": "other_clerk_creates",
+                    "person": dict(person),
+                    "when": "before_item",
+                }
+            )
+            why = "another clerk registered this patient moments earlier"
+        elif kind == "concurrent_other":
+            inject.append(
+                {"event": "other_clerk_edits_unrelated", "when": "during_item"}
+            )
+            why = "another clerk edits an unrelated chart meanwhile"
+        elif kind == "session_expiry":
+            inject.append({"event": "force_logout", "when": "before_item"})
+            why = "sessions ended just before the item"
+        elif kind == "slow_save":
+            inject.append(
+                {
+                    "event": "slow_save",
+                    "seconds": rng.choice((4, 6, 8)),
+                    "when": "during_item",
+                }
+            )
+            why = "the save is slow"
+        elif kind == "failed_save":
+            inject.append({"event": "failed_save", "times": 1, "when": "during_item"})
+            why = "the save fails once"
+
+        item = WorkItem(
+            seq=seq,
+            item_id=item_id,
+            day=day,
+            app="openemr",
+            params=params,
+            source_text=_source_text(params),
+        )
+        items.append(item)
+        truth[item_id] = Truth(
+            item_id=item_id,
+            seq=seq,
+            day=day,
+            exception=kind,
+            intended=intended,
+            person=person,
+            rationale=why,
+            inject=inject,
+        )
+        sent.append((item, person))
+
+    drift = [
+        {"day": d, "kind": k, "first_seq": d * per_day + 1}
+        for d, k in DRIFT_SCHEDULE
+        if d < days
+    ]
+    return Workload(
+        seed=seed, days=days, items=items, truth=truth, existing=existing, drift=drift
+    )
+
+
+def dumps(workload: Workload) -> str:
+    return "".join(json.dumps(r, sort_keys=True) + "\n" for r in workload.ledger_rows())
diff --git a/packages/flow/benchmark/scoreboard/PROTOCOL.md b/packages/flow/benchmark/scoreboard/PROTOCOL.md
index a3728eaee..5e71879ca 100644
--- a/packages/flow/benchmark/scoreboard/PROTOCOL.md
+++ b/packages/flow/benchmark/scoreboard/PROTOCOL.md
@@ -350,3 +350,31 @@ read the receipt an earlier run left behind. Every claims script now uses a
 fresh directory per item and reads a receipt only after verify-run exits 0
 or 1. Every row of the earlier claims runs has exit 0 or 1 and a fresh
 directory, so those runs were not affected.
+
+## Amendment 10 (2026-10-20, before any figure was quoted): lifecycle economics
+
+A separate table, not an arm: total lifecycle cost per 1,000 verified items
+on OpenEMR, from the lifecycle harness (`benchmark/lifecycle`, the soak's
+workload, oracle, scripted operator and cost model) and the competing arms in
+`benchmark/lifecycle/arms`:
+- `openadapt`: the certified referral program under the production
+  configuration the soak uses. Its API tier is not a separate arm: on main
+  9e4801b7f the compiler refuses the referral's API step
+  (`lifecycle/results/api_tier/`), so a gated run uses the GUI path.
+- `cua_alone`: computer use alone, screenshots only, fixed per-item budget.
+- `agent_tools`: the same model with the DOM/accessibility view, ref-based
+  actions and a read-only REST search, the read-back OpenAdapt uses.
+- `agent_script`: an agent writes a Playwright + REST script with a read-back
+  from the same demonstration, dry-runs it with the save request blocked, and
+  fixes it when it breaks; a person reviews the script once and each fix.
+- `human_script`: a hand-written script, authoring time logged, not
+  maintained during the run.
+
+Every arm runs the same seeded stream (seed 7, 40 items, 10 days, UI changes
+at items 9, 17, 25 and 33). Model spend is capped at $30 across all arms in
+`lifecycle/results/spend.json`, separate from `raw/spend.json`. Prices come
+from `lifecycle/arms/prices.json` (dated). People's time is priced at an
+assumed hourly rate, with bands at half and double. Each silent wrong is
+charged a lower-bound cleanup (one reconcile and one manual entry); its other
+harm is not priced. `build.py` lists every run under `lifecycle/results/`
+that has a REPORT.md.
diff --git a/packages/flow/benchmark/scoreboard/build.py b/packages/flow/benchmark/scoreboard/build.py
index c04f92854..12fee1e2e 100644
--- a/packages/flow/benchmark/scoreboard/build.py
+++ b/packages/flow/benchmark/scoreboard/build.py
@@ -174,6 +174,7 @@ def build() -> dict[str, Any]:
         else None,
         "tasks": {},
         "claims": claims(),
+        "lifecycle": lifecycle(),
     }
     for task, arms in sorted(tasks.items()):
         out["tasks"][task] = {}
@@ -328,6 +329,78 @@ def caught(r: dict[str, Any]) -> bool:
 )
 
 
+LIFECYCLE_RESULTS = HERE.parent / "lifecycle" / "results"
+
+
+def lifecycle(results: Path = LIFECYCLE_RESULTS) -> dict[str, Any]:
+    """Total lifecycle cost per 1,000 verified items, per arm, from each
+    committed comparison run (``lifecycle/arms/compare.py``). Only runs with a
+    REPORT.md beside economics.json are listed."""
+
+    runs: dict[str, Any] = {}
+    for econ in sorted(results.glob("*/economics.json")):
+        if not (econ.parent / "REPORT.md").is_file():
+            continue
+        data = json.loads(econ.read_text())
+        plan_path = econ.parent / "plan.json"
+        plan = json.loads(plan_path.read_text()) if plan_path.is_file() else {}
+        runs[econ.parent.name] = {
+            "plan": {k: plan.get(k) for k in ("seed", "items", "days", "app")},
+            "prices_as_of": data.get("prices_as_of"),
+            "cost_model": data.get("cost_model"),
+            "arms": [
+                {
+                    "arm": a["arm"],
+                    "model": (a.get("describe") or {}).get("model"),
+                    "items": a["items"],
+                    "verified": a["verified"],
+                    "automated": a["automated"],
+                    "silent_wrong": a["silent_wrong"],
+                    "false_stop": a["false_stop"],
+                    "false_stop_denominator": a["false_stop_denominator"],
+                    **{f"per_1000_{k}": v for k, v in a["per_1000_verified"].items()},
+                }
+                for a in data["arms"]
+            ],
+            "winners": data.get("winners", []),
+        }
+    return runs
+
+
+def _lifecycle_markdown(lc: dict[str, Any]) -> list[str]:
+    if not lc:
+        return []
+    lines = [
+        "## OpenEMR: total lifecycle cost per 1,000 verified items",
+        "",
+        "Every arm ran one seeded worklist with the same UI changes and faults, "
+        "judged by the same oracle and the same scripted operator "
+        "(`benchmark/lifecycle`). Setup once, per-item costs scaled to 1,000 "
+        "verified items, maintenance at the assumed UI-change rate. People's "
+        "time is priced at an assumed rate; the full report gives every "
+        "component in minutes and the bands.",
+        "",
+    ]
+    for run, r in lc.items():
+        lines += [
+            f"### `{run}` (seed {r['plan'].get('seed')}, {r['plan'].get('items')} items; "
+            f"prices {r['prices_as_of']}; [report](../lifecycle/results/{run}/REPORT.md))",
+            "",
+            "| Arm | Model | Verified of items | Automated | Silent wrong | False stops | Setup $ | Model $ | Operator min | Maint. $ | Total $ |",
+            "|---|---|---|---|---|---|---|---|---|---|---|",
+        ]
+        for a in r["arms"]:
+            lines.append(
+                f"| {a['arm']} | {a['model'] or '-'} | {a['verified']} of {a['items']} | "
+                f"{a['automated']} | {a['silent_wrong']} | {a['false_stop']} of "
+                f"{a['false_stop_denominator']} | {_fmt(a['per_1000_setup_usd'])} | "
+                f"{_fmt(a['per_1000_item_model_usd'])} | {_fmt(a['per_1000_operator_min'])} | "
+                f"{_fmt(a['per_1000_maintenance_usd'])} | {_fmt(a['per_1000_total_usd'])} |"
+            )
+        lines.append("")
+    return lines
+
+
 def _three_bars_markdown(sb: dict[str, Any]) -> list[str]:
     arms = sb["tasks"].get("openemr_referral", {})
     rows = []
@@ -562,6 +635,7 @@ def markdown(sb: dict[str, Any]) -> str:
         lines.append("")
     lines += _three_bars_markdown(sb)
     lines += _claims_markdown(sb.get("claims", {}))
+    lines += _lifecycle_markdown(sb.get("lifecycle", {}))
     lines.append(
         f"Claude API spend so far: ${sb['spend_usd']}."
         if sb["spend_usd"] is not None
diff --git a/packages/flow/benchmark/scoreboard/scoreboard.json b/packages/flow/benchmark/scoreboard/scoreboard.json
index 4a3599bba..8a3bf35d8 100644
--- a/packages/flow/benchmark/scoreboard/scoreboard.json
+++ b/packages/flow/benchmark/scoreboard/scoreboard.json
@@ -3316,5 +3316,6 @@
         "items": []
       }
     }
-  }
+  },
+  "lifecycle": {}
 }
diff --git a/packages/flow/benchmark/silent_saves/agent_arms.py b/packages/flow/benchmark/silent_saves/agent_arms.py
new file mode 100644
index 000000000..8c0933e03
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/agent_arms.py
@@ -0,0 +1,739 @@
+"""Two competent alternatives to OpenAdapt, as silent-saves executors.
+
+Both get what OpenAdapt's runtime gets on MockMed: the page's controls (DOM
+and accessibility view, not screenshots) and read access to the system of
+record (``GET /api/db``, the same read ``--readback`` and the OpenAdapt
+program use). Neither gets the fault.
+
+- ``agent-tools`` (``python:silent_saves.agent_arms:AgentTools``): a model
+  works every item through structured tools: ``read_screen``, ``click``,
+  ``fill``, ``read_records`` and ``finish``. It is told to read the records
+  before and after the save and to claim success only when exactly one new,
+  correct row landed. That is the read-back check, done by the agent itself.
+- ``agent-script`` (``python:silent_saves.agent_arms:AgentScript``): a coding
+  agent writes a Playwright script from a demonstration, the store's API
+  description and the live page, with the same checks (a duplicate guard
+  before the save, a read-back after it), dry-runs it with the save blocked
+  at the network layer, and submits it. Each item then runs the script with
+  no model call. When the script breaks (an exception, or a reason that
+  starts with ``UNEXPECTED``), the agent is called again with the script, the
+  failure and the live page, dry-runs a fix, and the item is run again with
+  the fix. Every authoring and repair session is a ``human_events`` entry
+  (``script_review``) with 0 minutes logged: the benchmark never estimates
+  minutes; ``benchmark/economics`` prices them with stated assumptions.
+
+Model spend goes to the lifecycle comparison's ledger
+(``lifecycle/results/spend.json``) under its $30 cap. Set
+``AGENT_ARMS_MODEL`` to change the model (default Claude Sonnet 5.5, the
+model of the scoreboard's computer-use arm on this suite).
+"""
+
+from __future__ import annotations
+
+import ast
+import json
+import os
+import sys
+import time
+import traceback
+from pathlib import Path
+from typing import Any, Callable, Optional
+from urllib.parse import urlparse
+from urllib.request import urlopen
+
+from .executors import BENCHMARK_DIR, Report, Task
+
+if str(BENCHMARK_DIR) not in sys.path:
+    sys.path.append(str(BENCHMARK_DIR))
+
+from lifecycle.arms import budget  # noqa: E402
+
+MODEL = os.environ.get("AGENT_ARMS_MODEL", "claude-sonnet-5-5")
+EFFORT = os.environ.get("AGENT_ARMS_EFFORT", "medium")
+SAVE_PATH = "/api/encounter"
+
+READ_JS = r"""
+() => {
+  let n = 0;
+  const vis = e => { const r = e.getBoundingClientRect(); const s = getComputedStyle(e);
+    return r.width > 0 && r.height > 0 && s.visibility !== 'hidden' && s.display !== 'none'; };
+  const labelOf = e => {
+    if (e.id) { const l = document.querySelector(`label[for="${e.id}"]`); if (l && l.innerText.trim()) return l.innerText.trim(); }
+    return e.getAttribute('aria-label') || e.title || e.placeholder || '';
+  };
+  document.querySelectorAll('[data-ar]').forEach(e => e.removeAttribute('data-ar'));
+  const out = {url_hash: location.hash, controls: [], buttons: []};
+  document.querySelectorAll('input, select, textarea').forEach(e => {
+    if (!vis(e) || e.type === 'hidden' || e.type === 'button' || e.type === 'submit') return;
+    const ref = String(n++); e.setAttribute('data-ar', ref);
+    out.controls.push({ref, id: e.id || e.name || undefined, label: labelOf(e),
+      type: e.tagName === 'SELECT' ? 'select' : (e.type || e.tagName.toLowerCase()), value: e.value});
+  });
+  document.querySelectorAll('button, input[type=button], input[type=submit], a, [role=button], [role=tab]').forEach(e => {
+    if (!vis(e)) return;
+    const t = (e.innerText || e.value || e.title || e.getAttribute('aria-label') || '').trim(); if (!t) return;
+    const ref = String(n++); e.setAttribute('data-ar', ref);
+    const row = e.closest('tr, li');
+    const b = {ref, text: t.slice(0, 60), id: e.id || undefined};
+    if (row && row.innerText.trim() !== t) b.row = row.innerText.trim().replace(/\s+/g, ' ').slice(0, 120);
+    out.buttons.push(b);
+  });
+  const main = document.querySelector('main') || document.body;
+  out.text = main.innerText.replace(/\n{2,}/g, '\n').slice(0, 2000);
+  return out;
+}
+"""
+
+#: What every arm is told about the store. OpenAdapt's read-back reads the
+#: same endpoint (``readback.VERIFY_YAML``).
+API_DOC = """\
+System of record (read only): GET {origin}/api/db returns
+{{"records": [{{"id": int, "patient_id": "p1", "type": "Triage", "note": str, ...}}]}},
+every saved encounter. patient_id is the patient's MRN in lower case (MRN P1 -> "p1")."""
+
+
+def _origin(url: str) -> str:
+    u = urlparse(url)
+    return f"{u.scheme}://{u.netloc}"
+
+
+def read_records(origin: str) -> list[dict[str, Any]]:
+    with urlopen(f"{origin}/api/db", timeout=10) as resp:  # noqa: S310 - loopback only
+        data = json.loads(resp.read().decode() or "{}")
+    return [
+        {k: r.get(k) for k in ("id", "patient_id", "type", "note")}
+        for r in data.get("records", [])
+        if isinstance(r, dict)
+    ]
+
+
+class _Browser:
+    def __init__(self) -> None:
+        from playwright.sync_api import sync_playwright
+
+        self._pw = sync_playwright().start()
+        self.browser = self._pw.chromium.launch(headless=True)
+
+    def page(
+        self, url: str, *, block_save: bool = False
+    ) -> tuple[Any, Any, dict[str, int]]:
+        ctx = self.browser.new_context(viewport={"width": 1280, "height": 800})
+        ctx.set_default_timeout(5000)
+        blocked = {"n": 0}
+        if block_save:
+
+            def block(route: Any) -> None:
+                if route.request.method == "POST":
+                    blocked["n"] += 1
+                    route.abort()
+                else:
+                    route.continue_()
+
+            ctx.route(f"**{SAVE_PATH}*", block)
+        page = ctx.new_page()
+        page.goto(url, wait_until="networkidle")
+        return ctx, page, blocked
+
+    def close(self) -> None:
+        self.browser.close()
+        self._pw.stop()
+
+
+def _screen(page: Any) -> dict[str, Any]:
+    page.wait_for_timeout(150)
+    return page.evaluate(READ_JS)
+
+
+def _call(
+    client: Any,
+    meter: budget.Meter,
+    system: str,
+    tools: list[dict[str, Any]],
+    messages: list[dict[str, Any]],
+    max_tokens: int = 8000,
+) -> Any:
+    approx_in = 2000 + sum(len(json.dumps(m, default=str)) for m in messages) // 3
+    meter.before_call(MODEL, budget.max_call_usd(MODEL, approx_in, max_tokens))
+    response = client.messages.create(
+        model=MODEL,
+        max_tokens=max_tokens,
+        system=system,
+        tools=tools,
+        output_config={"effort": EFFORT},
+        cache_control={"type": "ephemeral"},
+        messages=messages,
+    )
+    meter.record(MODEL, response.usage)
+    return response
+
+
+# -- agent-tools -----------------------------------------------------------------
+
+TOOLS_SYSTEM = """\
+You do clinic tasks in a web app through tools. You cannot see the screen; \
+read_screen lists its controls, buttons (with the table row or list item each \
+one sits in) and visible text. Refs are valid until the next read_screen. You \
+also have read access to the system of record (read_records).
+
+Rules:
+- Before you save, read the records once, so you know what was there.
+- Save at most once. Never retry a save.
+- After the save, read the records again. Report saved=true only if exactly \
+one new record landed, on the right patient, with the right type and exactly \
+the note you were given, and no earlier record was removed or changed. \
+Otherwise report saved=false and say what you saw.
+- If the screen does not let you do exactly what was asked (the patient is \
+not there, the type is not offered), do not guess: report saved=false.
+Call finish exactly once."""
+
+AGENT_TOOLS: list[dict[str, Any]] = [
+    {
+        "name": "read_screen",
+        "description": "List the page's visible controls, buttons and text, with a ref for each control.",
+        "input_schema": {
+            "type": "object",
+            "properties": {},
+            "additionalProperties": False,
+        },
+    },
+    {
+        "name": "click",
+        "description": "Click a button or link by its ref.",
+        "input_schema": {
+            "type": "object",
+            "properties": {"ref": {"type": "string"}},
+            "required": ["ref"],
+            "additionalProperties": False,
+        },
+    },
+    {
+        "name": "fill",
+        "description": "Set a text field or text area (by ref) to exactly this text.",
+        "input_schema": {
+            "type": "object",
+            "properties": {"ref": {"type": "string"}, "text": {"type": "string"}},
+            "required": ["ref", "text"],
+            "additionalProperties": False,
+        },
+    },
+    {
+        "name": "read_records",
+        "description": "Read every saved encounter from the system of record (GET /api/db).",
+        "input_schema": {
+            "type": "object",
+            "properties": {},
+            "additionalProperties": False,
+        },
+    },
+    {
+        "name": "finish",
+        "description": "Report the outcome once, at the end.",
+        "input_schema": {
+            "type": "object",
+            "properties": {"saved": {"type": "boolean"}, "summary": {"type": "string"}},
+            "required": ["saved", "summary"],
+            "additionalProperties": False,
+        },
+    },
+]
+
+
+class AgentTools:
+    """A model with structured tools and record read-back, every item."""
+
+    name = "agent-tools"
+    paid = True
+
+    def __init__(self, max_turns: int = 30, item_budget_usd: float = 0.40) -> None:
+        self.max_turns = max_turns
+        self.item_budget_usd = item_budget_usd
+        self._b = _Browser()
+
+    def run(self, task: Task) -> Report:
+        meter = budget.Meter(
+            f"silent-saves agent-tools item {task.item}", self.item_budget_usd
+        )
+        ctx, page, _ = self._b.page(task.url)
+        origin = _origin(task.url)
+        trace: list[dict[str, Any]] = []
+        try:
+            client = budget.client(MODEL)
+            messages: list[dict[str, Any]] = [
+                {
+                    "role": "user",
+                    "content": (
+                        f"Task: {task.instruction}\n\n"
+                        + API_DOC.format(origin="the app")
+                    ),
+                }
+            ]
+            for turn in range(1, self.max_turns + 1):
+                try:
+                    response = _call(
+                        client, meter, TOOLS_SYSTEM, AGENT_TOOLS, messages, 4000
+                    )
+                except budget.ItemBudgetExceeded as exc:
+                    return self._report(False, f"item budget: {exc}", meter, trace)
+                messages.append({"role": "assistant", "content": response.content})
+                uses = [b for b in response.content if b.type == "tool_use"]
+                trace.append(
+                    {
+                        "turn": turn,
+                        "calls": [{"name": b.name, "input": b.input} for b in uses],
+                    }
+                )
+                if not uses:
+                    messages.append(
+                        {
+                            "role": "user",
+                            "content": "Call finish to report the outcome.",
+                        }
+                    )
+                    continue
+                results = []
+                for b in uses:
+                    if b.name == "finish":
+                        return self._report(
+                            bool(b.input.get("saved")),
+                            str(b.input.get("summary", "")),
+                            meter,
+                            trace,
+                        )
+                    try:
+                        out = self._tool(page, origin, b.name, dict(b.input))
+                        results.append(
+                            {
+                                "type": "tool_result",
+                                "tool_use_id": b.id,
+                                "content": json.dumps(out, default=str)[:12000],
+                            }
+                        )
+                    except Exception as exc:  # noqa: BLE001 - the agent sees the error
+                        results.append(
+                            {
+                                "type": "tool_result",
+                                "tool_use_id": b.id,
+                                "content": f"Error: {exc}"[:400],
+                                "is_error": True,
+                            }
+                        )
+                messages.append({"role": "user", "content": results})
+            return self._report(
+                False, f"no finish within {self.max_turns} turns", meter, trace
+            )
+        finally:
+            (task.work_dir / "agent-trace.json").write_text(
+                json.dumps(trace, default=str, indent=1)
+            )
+            ctx.close()
+
+    def _tool(self, page: Any, origin: str, name: str, args: dict[str, Any]) -> Any:
+        if name == "read_screen":
+            return _screen(page)
+        if name == "read_records":
+            return read_records(origin)
+        loc = page.locator(f'[data-ar="{args["ref"]}"]')
+        if name == "click":
+            loc.click()
+            page.wait_for_timeout(300)
+            return "clicked; call read_screen to see the result"
+        if name == "fill":
+            loc.fill(args["text"])
+            return "filled"
+        raise ValueError(f"unknown tool {name}")
+
+    def _report(
+        self, saved: bool, text: str, meter: budget.Meter, trace: list[Any]
+    ) -> Report:
+        return Report(
+            saved,
+            final_text=text[:2000],
+            model_calls=meter.calls,
+            cost_usd=round(meter.usd, 6),
+            extra={"turns": len(trace), "model": MODEL},
+        )
+
+    def close(self) -> None:
+        self._b.close()
+
+
+# -- agent-script ------------------------------------------------------------------
+
+DEMONSTRATION = """\
+Demonstration (one recorded run, as a person would describe the recording):
+Start: the app at its task list (#tasks), a table of referrals with columns
+Patient, Reason, Priority, Action.
+1. In the row for the patient (here Jane Sample), click its Open button
+   (button#open-p1, class open-btn). The patient record opens; its banner reads
+   "Jane Sample - MRN P1 - DOB 1980-01-01".
+2. Click "New Encounter" (#new-encounter). The encounter form opens.
+3. Click the type button "Triage" (#type-triage).
+4. Fill the note text area (#note) with the note.
+5. Click "Save Encounter" (#save-encounter). A banner (#saved-banner) reads
+   "Encounter saved - <note>"; a failed save shows #save-error instead.
+The save is a POST to /api/encounter."""
+
+CONTRACT = """\
+Write one Python module that defines
+
+    def run(ctx, params: dict) -> dict
+
+returning {"result": "SAVED" | "NOT SAVED", "reason": "<one sentence>"}.
+params has "patient" (the patient's full name, e.g. "Jane Sample"), "type"
+("Triage") and "note" (the exact note text).
+ctx.page is a Playwright sync Page on the app's task list; ctx.records() reads
+the system of record (a list of {"id", "patient_id", "type", "note"});
+ctx.commit is False in a dry run; ctx.log(msg) records a line.
+Only re, time and json may be imported; no file, OS, network or eval access.
+Required behaviour, the same checks the other arms make:
+- Find the patient's row by the patient's name, never by position. Confirm the
+  record banner shows that name before acting, and take the MRN from it.
+- Duplicate guard: before saving, if the records already hold a row for that
+  patient with that type and note, return NOT SAVED ("DUPLICATE: ...").
+- Save at most once.
+- Read-back: after the save, read the records again. Return SAVED only if
+  exactly one new row landed, for that patient (patient_id = MRN in lower
+  case), with that type and exactly that note, and no earlier row was removed
+  or changed; otherwise NOT SAVED with a reason starting "READBACK:".
+- In a dry run (ctx.commit is False), do everything including the save click
+  (the save request is blocked for you), skip the read-back and return
+  {"result": "NOT SAVED", "reason": "DRY RUN reached save"}.
+- When the screen is not what the script expects (a control is missing, a
+  wait times out, the patient is not in the list), return NOT SAVED with a
+  reason starting "UNEXPECTED:" rather than guessing.
+Keep waits short (the page answers in under a second; use timeouts of at most
+5 s)."""
+
+SCRIPT_SYSTEM = """\
+You are a careful automation engineer. You write and maintain a Playwright \
+script for a clinic web app, against a local synthetic test copy. Use the tools \
+to inspect the live page, write the script, and dry-run it. Submit only a script \
+whose dry run reaches the save. Be economical: a few dry runs, then submit."""
+
+SCRIPT_TOOLS: list[dict[str, Any]] = [
+    {
+        "name": "read_screen",
+        "description": "Open the app's start page fresh and list its controls, buttons and text. With 'clicks', first click these CSS selectors in order (to look at later screens).",
+        "input_schema": {
+            "type": "object",
+            "properties": {"clicks": {"type": "array", "items": {"type": "string"}}},
+            "additionalProperties": False,
+        },
+    },
+    {
+        "name": "dry_run",
+        "description": "Run a script once on a fresh page with the save request blocked. Returns its result, reason, log and any traceback.",
+        "input_schema": {
+            "type": "object",
+            "properties": {"source": {"type": "string"}},
+            "required": ["source"],
+            "additionalProperties": False,
+        },
+    },
+    {
+        "name": "submit",
+        "description": "Submit the final script.",
+        "input_schema": {
+            "type": "object",
+            "properties": {"source": {"type": "string"}},
+            "required": ["source"],
+            "additionalProperties": False,
+        },
+    },
+]
+
+ALLOWED_IMPORTS = {"re", "time", "json"}
+FORBIDDEN = {
+    "open",
+    "exec",
+    "eval",
+    "compile",
+    "__import__",
+    "globals",
+    "locals",
+    "os",
+    "sys",
+    "subprocess",
+    "importlib",
+    "builtins",
+    "__builtins__",
+    "breakpoint",
+    "input",
+    "urllib",
+}
+
+
+def check_source(source: str) -> None:
+    """A static check, not isolation: the scripts only touch the local MockMed."""
+
+    tree = ast.parse(source)
+    for node in ast.walk(tree):
+        if isinstance(node, ast.Import):
+            for a in node.names:
+                if a.name.split(".")[0] not in ALLOWED_IMPORTS:
+                    raise ValueError(f"import {a.name} is not allowed")
+        elif isinstance(node, ast.ImportFrom):
+            if (node.module or "").split(".")[0] not in ALLOWED_IMPORTS:
+                raise ValueError(f"from {node.module} import is not allowed")
+        elif isinstance(node, ast.Name) and node.id in FORBIDDEN:
+            raise ValueError(f"name {node.id} is not allowed")
+        elif isinstance(node, ast.Attribute) and node.attr.startswith("__"):
+            raise ValueError(f"attribute {node.attr} is not allowed")
+    if not any(isinstance(n, ast.FunctionDef) and n.name == "run" for n in tree.body):
+        raise ValueError("the script must define run(ctx, params)")
+
+
+def _load(source: str) -> Callable[..., dict[str, Any]]:
+    check_source(source)
+    ns: dict[str, Any] = {"__name__": "agent_script"}
+    exec(compile(source, "<script>", "exec"), ns)  # noqa: S102 - checked above
+    return ns["run"]
+
+
+class _Ctx:
+    def __init__(self, page: Any, origin: str, commit: bool) -> None:
+        self.page = page
+        self.commit = commit
+        self.lines: list[str] = []
+        self._origin = origin
+
+    def records(self) -> list[dict[str, Any]]:
+        return read_records(self._origin)
+
+    def log(self, msg: Any) -> None:
+        self.lines.append(str(msg)[:400])
+
+
+def run_script(
+    b: _Browser, source: str, url: str, params: dict[str, str], *, commit: bool
+) -> dict[str, Any]:
+    ctx, page, blocked = b.page(url, block_save=not commit)
+    c = _Ctx(page, _origin(url), commit)
+    t0 = time.monotonic()
+    try:
+        out = _load(source)(c, dict(params))
+        if not isinstance(out, dict) or out.get("result") not in ("SAVED", "NOT SAVED"):
+            res = {"result": "ERROR", "reason": f"bad return value {out!r}"[:300]}
+        else:
+            res = {"result": out["result"], "reason": str(out.get("reason", ""))[:500]}
+    except Exception as exc:  # noqa: BLE001 - a failing script is the data
+        tb = traceback.format_exception(type(exc), exc, exc.__traceback__)
+        res = {"result": "ERROR", "reason": "".join(tb[-3:])[-1500:]}
+    finally:
+        if not commit:
+            page.wait_for_timeout(300)
+        ctx.close()
+    res.update(
+        seconds=round(time.monotonic() - t0, 3),
+        log=c.lines[-40:],
+        blocked_saves=blocked["n"],
+    )
+    return res
+
+
+def broke(res: dict[str, Any]) -> bool:
+    return res["result"] == "ERROR" or res["reason"].upper().startswith("UNEXPECTED")
+
+
+class AgentScript:
+    """An agent-written script with read-back and a duplicate guard, kept working by the agent."""
+
+    name = "agent-script"
+    paid = True
+
+    def __init__(
+        self,
+        session_budget_usd: float = 1.50,
+        max_turns: int = 16,
+        max_repairs_per_signature: int = 2,
+    ) -> None:
+        self.session_budget_usd = session_budget_usd
+        self.max_turns = max_turns
+        self.max_repairs = max_repairs_per_signature
+        self.source: Optional[str] = None
+        self.versions = 0
+        self._tries: dict[str, int] = {}
+        self._b = _Browser()
+        self._dir: Optional[Path] = None
+
+    @staticmethod
+    def params(task: Task) -> dict[str, str]:
+        return {"patient": "Jane Sample", "type": "Triage", "note": task.params["note"]}
+
+    def run(self, task: Task) -> Report:
+        self._dir = task.work_dir.parent.parent / "scripts"
+        self._dir.mkdir(parents=True, exist_ok=True)
+        events: list[dict[str, Any]] = []
+        sessions: list[dict[str, Any]] = []
+        if self.source is None:
+            s = self._session("author", task, None)
+            sessions.append(s)
+            events.append(
+                {
+                    "kind": "script_review",
+                    "phase": "setup",
+                    "minutes": 0,
+                    "by": "scripted",
+                }
+            )
+            if self.source is None:
+                return Report(
+                    False,
+                    final_text="the agent submitted no script",
+                    model_calls=s["calls"],
+                    cost_usd=s["usd"],
+                    extra={"human_events": events, "sessions": sessions},
+                )
+        res = run_script(self._b, self.source, task.url, self.params(task), commit=True)
+        first = res
+        if broke(res):
+            sig = res["reason"].splitlines()[-1][:120] if res["reason"] else "?"
+            if self._tries.get(sig, 0) < self.max_repairs:
+                self._tries[sig] = self._tries.get(sig, 0) + 1
+                s = self._session("repair", task, res)
+                sessions.append(s)
+                if s.get("submitted"):
+                    events.append(
+                        {
+                            "kind": "script_review",
+                            "phase": "maintenance",
+                            "minutes": 0,
+                            "by": "scripted",
+                        }
+                    )
+                    res = run_script(
+                        self._b, self.source, task.url, self.params(task), commit=True
+                    )
+        calls = sum(s["calls"] for s in sessions)
+        usd = sum(s["usd"] for s in sessions)
+        if sessions:
+            (task.work_dir / "sessions.json").write_text(json.dumps(sessions, indent=1))
+        return Report(
+            res["result"] == "SAVED",
+            final_text=f"{res['result']}: {res['reason']}"[:2000],
+            model_calls=calls,
+            cost_usd=round(usd, 6),
+            error=None if res["result"] != "ERROR" else res["reason"][-400:],
+            extra={
+                "human_events": events,
+                "sessions": sessions,
+                "script_version": self.versions,
+                "first_attempt": {k: first[k] for k in ("result", "reason", "seconds")},
+                "script_s": res["seconds"],
+            },
+        )
+
+    # One authoring or repair session with the coding agent.
+    def _session(
+        self, kind: str, task: Task, failure: Optional[dict[str, Any]]
+    ) -> dict[str, Any]:
+        meter = budget.Meter(
+            f"silent-saves agent-script {kind} item {task.item}",
+            self.session_budget_usd,
+        )
+        t0 = time.monotonic()
+        client = budget.client(MODEL)
+        if kind == "author":
+            prompt = (
+                f"{DEMONSTRATION}\n\n{API_DOC.format(origin='the app')}\n\n{CONTRACT}\n\n"
+                f"The task each run does: {task.instruction.replace(task.params['note'], '<note>')}"
+            )
+        else:
+            prompt = (
+                f"The script below broke on a run. Fix it so it does the task on the app as it is now, "
+                f"keeping every required check.\n\n{CONTRACT}\n\nFailure: {failure['result']}: "
+                f"{failure['reason']}\nLog: {json.dumps(failure.get('log', []))}\n\n"
+                f"Current script:\n```python\n{self.source}\n```"
+            )
+        messages: list[dict[str, Any]] = [{"role": "user", "content": prompt}]
+        submitted = False
+        dry_runs = 0
+        for _turn in range(self.max_turns):
+            try:
+                response = _call(
+                    client, meter, SCRIPT_SYSTEM, SCRIPT_TOOLS, messages, 12000
+                )
+            except budget.ItemBudgetExceeded:
+                break
+            messages.append({"role": "assistant", "content": response.content})
+            uses = [b for b in response.content if b.type == "tool_use"]
+            if not uses:
+                messages.append(
+                    {
+                        "role": "user",
+                        "content": "Use the tools; finish by calling submit.",
+                    }
+                )
+                continue
+            results = []
+            done = False
+            for b in uses:
+                try:
+                    if b.name == "read_screen":
+                        out: Any = self._look(
+                            task.url, list(b.input.get("clicks") or [])
+                        )
+                    elif b.name == "dry_run":
+                        dry_runs += 1
+                        out = run_script(
+                            self._b,
+                            b.input["source"],
+                            task.url,
+                            self.params(task),
+                            commit=False,
+                        )
+                    elif b.name == "submit":
+                        check_source(b.input["source"])
+                        self.source = b.input["source"]
+                        self.versions += 1
+                        if self._dir:
+                            (
+                                self._dir
+                                / f"v{self.versions:02d}-{kind}-item{task.item:03d}.py"
+                            ).write_text(self.source)
+                        submitted = done = True
+                        out = "submitted"
+                    else:
+                        raise ValueError(f"unknown tool {b.name}")
+                    results.append(
+                        {
+                            "type": "tool_result",
+                            "tool_use_id": b.id,
+                            "content": json.dumps(out, default=str)[:12000],
+                        }
+                    )
+                except Exception as exc:  # noqa: BLE001 - the agent sees the error
+                    results.append(
+                        {
+                            "type": "tool_result",
+                            "tool_use_id": b.id,
+                            "content": f"Error: {exc}"[:600],
+                            "is_error": True,
+                        }
+                    )
+            if done:
+                break
+            messages.append({"role": "user", "content": results})
+        return {
+            "kind": kind,
+            "item": task.item,
+            "submitted": submitted,
+            "dry_runs": dry_runs,
+            "calls": meter.calls,
+            "usd": round(meter.usd, 6),
+            "agent_s": round(time.monotonic() - t0, 2),
+            "version": self.versions,
+        }
+
+    def _look(self, url: str, clicks: list[str]) -> dict[str, Any]:
+        ctx, page, _ = self._b.page(url, block_save=True)
+        try:
+            for sel in clicks[:6]:
+                page.locator(sel).first.click()
+                page.wait_for_timeout(200)
+            return _screen(page)
+        finally:
+            ctx.close()
+
+    def close(self) -> None:
+        self._b.close()
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/items.csv b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/items.csv
new file mode 100644
index 000000000..5b662f8ca
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/items.csv
@@ -0,0 +1,16 @@
+item,fault,kind,expect,release,drift,executor,claimed_success,readback_confirmed,reported_success,store_verdict,store_changed,outcome,outcome_alone,model_calls,cost_usd,item_s,readback_s,host_load_1m,human_events,human_minutes,final_text,error
+1,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,4,0.029077,18.62,,5.21,"[{""kind"": ""script_review"", ""phase"": ""setup"", ""minutes"": 0, ""by"": ""scripted""}]",0.0,SAVED: Encounter saved and verified,
+2,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.829,,5.54,,0,SAVED: Encounter saved and verified,
+3,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.794,,5.54,,0,SAVED: Encounter saved and verified,
+4,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.788,,5.65,,0,SAVED: Encounter saved and verified,
+5,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.86,,5.65,,0,SAVED: Encounter saved and verified,
+6,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.784,,5.44,,0,SAVED: Encounter saved and verified,
+7,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.786,,5.44,,0,SAVED: Encounter saved and verified,
+8,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.81,,5.44,,0,SAVED: Encounter saved and verified,
+9,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.801,,6.21,,0,SAVED: Encounter saved and verified,
+10,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.786,,6.21,,0,SAVED: Encounter saved and verified,
+11,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.839,,6.21,,0,SAVED: Encounter saved and verified,
+12,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.788,,6.27,,0,SAVED: Encounter saved and verified,
+13,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.8,,6.27,,0,SAVED: Encounter saved and verified,
+14,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.83,,6.27,,0,SAVED: Encounter saved and verified,
+15,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.815,,5.93,,0,SAVED: Encounter saved and verified,
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/meta.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/meta.json
new file mode 100644
index 000000000..e886f10cd
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/meta.json
@@ -0,0 +1,18 @@
+{
+  "benchmark": "silent-saves",
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "app": "mockmed",
+  "executor": "agent-script",
+  "agent_spec": "python:silent_saves.agent_arms:AgentScript",
+  "readback": false,
+  "arm": null,
+  "arm_cap_usd": null,
+  "items": 15,
+  "per_fault": null,
+  "faults": null,
+  "git_head": "1f5079c3a1b358ddda08d14dd86535c98a255b1c",
+  "machine": "arm64 Darwin 24.6.0",
+  "python": "3.12.13",
+  "written_at": "2026-10-24T22:02:55-0400"
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/scripts/v01-author-item001.py b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/scripts/v01-author-item001.py
new file mode 100644
index 000000000..abccb890b
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/scripts/v01-author-item001.py
@@ -0,0 +1,48 @@
+import re, time, json
+
+def run(ctx, params):
+    p = ctx.page
+    name, typ, note = params["patient"], params["type"], params["note"]
+    def no(r): return {"result": "NOT SAVED", "reason": r}
+    try:
+        row = p.locator("#tasks tr, table tr").filter(has_text=name)
+        if row.count() != 1:
+            return no("UNEXPECTED: patient row not found uniquely")
+        row.first.locator("button.open-btn, button").first.click(timeout=5000)
+        p.wait_for_selector("#new-encounter", timeout=5000)
+        body = p.inner_text("body")
+        m = re.search(r"(.+?)\s+\S\s+MRN\s+(\S+)\s+\S\s+DOB", body)
+        if not m or m.group(1).strip().split("\n")[-1].strip() != name:
+            return no("UNEXPECTED: record banner does not show " + name)
+        mrn = m.group(2).lower()
+        def dup(rs):
+            return [r for r in rs if r["patient_id"] == mrn and r["type"] == typ and r["note"] == note]
+        before = ctx.records()
+        if dup(before):
+            return no("DUPLICATE: matching encounter already exists")
+        p.click("#new-encounter", timeout=5000)
+        p.click("#type-" + typ.lower(), timeout=5000)
+        p.fill("#note", note, timeout=5000)
+        if not ctx.commit:
+            p.click("#save-encounter", timeout=5000)
+            return no("DRY RUN reached save")
+        p.click("#save-encounter", timeout=5000)
+        try:
+            p.wait_for_selector("#saved-banner, #save-error", timeout=5000)
+        except Exception:
+            pass
+        after = ctx.records()
+        bk = {r["id"]: r for r in before}
+        ak = {r["id"]: r for r in after}
+        for i, r in bk.items():
+            if i not in ak or ak[i] != r:
+                return no("READBACK: earlier row removed or changed")
+        new = [r for i, r in ak.items() if i not in bk]
+        if len(new) != 1:
+            return no("READBACK: expected 1 new row, found %d" % len(new))
+        n = new[0]
+        if n["patient_id"] != mrn or n["type"] != typ or n["note"] != note:
+            return no("READBACK: new row does not match")
+        return {"result": "SAVED", "reason": "Encounter saved and verified"}
+    except Exception as e:
+        return no("UNEXPECTED: " + str(e)[:100])
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/summary.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/summary.json
new file mode 100644
index 000000000..a51067721
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24-timing/summary.json
@@ -0,0 +1,84 @@
+{
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "executor": "agent-script",
+  "readback": false,
+  "items": 15,
+  "verified_saves": {
+    "k": 15,
+    "n": 15,
+    "rate": 1.0,
+    "ci95": [
+      0.7961,
+      1.0
+    ]
+  },
+  "silent_wrong_saves": {
+    "k": 0,
+    "n": 15,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.2039
+    ]
+  },
+  "false_stops": {
+    "k": 0,
+    "n": 15,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.2039
+    ]
+  },
+  "detection": {
+    "what": "server faults: bad saves reported as success",
+    "silent_wrong": {
+      "k": 0,
+      "n": 0,
+      "rate": null,
+      "ci95": null
+    }
+  },
+  "prevention": {
+    "what": "trap changes: wrong records that landed, reported or not",
+    "wrong_saves_landed": {
+      "k": 0,
+      "n": 0,
+      "rate": null,
+      "ci95": null
+    },
+    "stopped_when_no_correct_save": {
+      "k": 0,
+      "n": 0,
+      "rate": null,
+      "ci95": null
+    }
+  },
+  "human": {
+    "events": 1,
+    "scripted_events": 1,
+    "minutes_logged": 0.0,
+    "minutes_per_100_items": 0.0,
+    "items_left_for_a_person": 0,
+    "note": "minutes are only what a person logged; scripted events log 0"
+  },
+  "cost_usd_total": 0.029077,
+  "cost_per_verified_item_usd": 0.001938,
+  "model_calls_per_item": 0.27,
+  "seconds_per_item": {
+    "n": 15,
+    "median": 0.801,
+    "p90": 0.86
+  },
+  "by_release": {
+    "baseline": {
+      "items": 15,
+      "correct": 15,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    }
+  }
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/items.csv b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/items.csv
new file mode 100644
index 000000000..7c416744c
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/items.csv
@@ -0,0 +1,101 @@
+item,fault,kind,expect,release,drift,executor,claimed_success,readback_confirmed,reported_success,store_verdict,store_changed,outcome,outcome_alone,model_calls,cost_usd,item_s,readback_s,host_load_1m,human_events,human_minutes,final_text,error
+1,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,4,0.026108,21.136,,72.23,"[{""kind"": ""script_review"", ""phase"": ""setup"", ""minutes"": 0, ""by"": ""scripted""}]",0.0,SAVED: Exactly one new matching record found.,
+2,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.909,,78.83,,0,SAVED: Exactly one new matching record found.,
+3,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.885,,78.83,,0,SAVED: Exactly one new matching record found.,
+4,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.824,,77.24,,0,SAVED: Exactly one new matching record found.,
+5,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.868,,77.24,,0,SAVED: Exactly one new matching record found.,
+6,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.797,,79.95,,0,SAVED: Exactly one new matching record found.,
+7,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.893,,79.95,,0,SAVED: Exactly one new matching record found.,
+8,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,1.007,,79.95,,0,SAVED: Exactly one new matching record found.,
+9,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.872,,76.35,,0,SAVED: Exactly one new matching record found.,
+10,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.92,,76.35,,0,SAVED: Exactly one new matching record found.,
+11,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.864,,73.28,,0,SAVED: Exactly one new matching record found.,
+12,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.986,,73.28,,0,SAVED: Exactly one new matching record found.,
+13,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.888,,73.28,,0,SAVED: Exactly one new matching record found.,
+14,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.832,,79.42,,0,SAVED: Exactly one new matching record found.,
+15,ok,control,save,baseline,,agent-script,True,,True,correct,True,correct,correct,0,0,0.78,,79.42,,0,SAVED: Exactly one new matching record found.,
+16,ok,change,save,renamed controls,rename,agent-script,True,,True,correct,True,correct,correct,0,0,0.867,,79.42,,0,SAVED: Exactly one new matching record found.,
+17,ok,change,save,renamed controls,rename,agent-script,True,,True,correct,True,correct,correct,0,0,0.814,,87.95,,0,SAVED: Exactly one new matching record found.,
+18,ok,change,save,renamed controls,rename,agent-script,True,,True,correct,True,correct,correct,0,0,0.875,,87.95,,0,SAVED: Exactly one new matching record found.,
+19,ok,change,save,renamed controls,rename,agent-script,True,,True,correct,True,correct,correct,0,0,0.91,,93.4,,0,SAVED: Exactly one new matching record found.,
+20,no_persist,fault,save,renamed controls,rename,agent-script,False,,False,missing,False,safe_stop,safe_stop,0,0,0.832,,93.4,,0,"NOT SAVED: READBACK: expected exactly one new row, got 0",
+21,ok,change,save,renamed controls,rename,agent-script,True,,True,correct,True,correct,correct,0,0,0.899,,93.4,,0,SAVED: Exactly one new matching record found.,
+22,ok,change,save,renamed controls,rename,agent-script,True,,True,correct,True,correct,correct,0,0,0.822,,96.97,,0,SAVED: Exactly one new matching record found.,
+23,ok,change,save,renamed controls,rename,agent-script,True,,True,correct,True,correct,correct,0,0,0.807,,96.97,,0,SAVED: Exactly one new matching record found.,
+24,ok,change,save,renamed controls,rename,agent-script,True,,True,correct,True,correct,correct,0,0,0.867,,96.97,,0,SAVED: Exactly one new matching record found.,
+25,ok,change,save,renamed controls,rename,agent-script,True,,True,correct,True,correct,correct,0,0,0.87,,114.43,,0,SAVED: Exactly one new matching record found.,
+26,ok,change,save,display scaling,zoom,agent-script,True,,True,correct,True,correct,correct,0,0,0.822,,114.43,,0,SAVED: Exactly one new matching record found.,
+27,ok,change,save,display scaling,zoom,agent-script,True,,True,correct,True,correct,correct,0,0,0.867,,136.74,,0,SAVED: Exactly one new matching record found.,
+28,ok,change,save,display scaling,zoom,agent-script,True,,True,correct,True,correct,correct,0,0,0.823,,136.74,,0,SAVED: Exactly one new matching record found.,
+29,ok,change,save,display scaling,zoom,agent-script,True,,True,correct,True,correct,correct,0,0,0.852,,136.74,,0,SAVED: Exactly one new matching record found.,
+30,wrong_record,fault,save,display scaling,zoom,agent-script,False,,False,wrong_record,True,flagged_wrong,flagged_wrong,0,0,0.97,,139.4,,0,NOT SAVED: READBACK: new row does not match,
+31,ok,change,save,display scaling,zoom,agent-script,True,,True,correct,True,correct,correct,0,0,1.09,,139.4,,0,SAVED: Exactly one new matching record found.,
+32,ok,change,save,display scaling,zoom,agent-script,True,,True,correct,True,correct,correct,0,0,0.924,,139.4,,0,SAVED: Exactly one new matching record found.,
+33,ok,change,save,display scaling,zoom,agent-script,True,,True,correct,True,correct,correct,0,0,0.993,,143.37,,0,SAVED: Exactly one new matching record found.,
+34,ok,change,save,display scaling,zoom,agent-script,True,,True,correct,True,correct,correct,0,0,0.784,,143.37,,0,SAVED: Exactly one new matching record found.,
+35,ok,change,save,display scaling,zoom,agent-script,True,,True,correct,True,correct,correct,0,0,0.837,,160.88,,0,SAVED: Exactly one new matching record found.,
+36,ok,change,save,moved controls,move,agent-script,True,,True,correct,True,correct,correct,0,0,0.825,,160.88,,0,SAVED: Exactly one new matching record found.,
+37,ok,change,save,moved controls,move,agent-script,True,,True,correct,True,correct,correct,0,0,0.858,,160.88,,0,SAVED: Exactly one new matching record found.,
+38,ok,change,save,moved controls,move,agent-script,True,,True,correct,True,correct,correct,0,0,0.822,,174.98,,0,SAVED: Exactly one new matching record found.,
+39,ok,change,save,moved controls,move,agent-script,True,,True,correct,True,correct,correct,0,0,0.87,,174.98,,0,SAVED: Exactly one new matching record found.,
+40,partial,fault,save,moved controls,move,agent-script,False,,False,partial,True,flagged_wrong,flagged_wrong,0,0,0.874,,174.98,,0,NOT SAVED: READBACK: new row does not match,
+41,ok,change,save,moved controls,move,agent-script,True,,True,correct,True,correct,correct,0,0,0.871,,178.59,,0,SAVED: Exactly one new matching record found.,
+42,ok,change,save,moved controls,move,agent-script,True,,True,correct,True,correct,correct,0,0,0.885,,178.59,,0,SAVED: Exactly one new matching record found.,
+43,ok,change,save,moved controls,move,agent-script,True,,True,correct,True,correct,correct,0,0,0.859,,168.29,,0,SAVED: Exactly one new matching record found.,
+44,ok,change,save,moved controls,move,agent-script,True,,True,correct,True,correct,correct,0,0,0.834,,168.29,,0,SAVED: Exactly one new matching record found.,
+45,ok,change,save,moved controls,move,agent-script,True,,True,correct,True,correct,correct,0,0,0.922,,168.29,,0,SAVED: Exactly one new matching record found.,
+46,ok,change,save,new interstitial,notice,agent-script,True,,True,correct,True,correct,correct,6,0.038517,29.795,,182.36,"[{""kind"": ""script_review"", ""phase"": ""maintenance"", ""minutes"": 0, ""by"": ""scripted""}]",0.0,SAVED: Exactly one new matching record found.,
+47,ok,change,save,new interstitial,notice,agent-script,True,,True,correct,True,correct,correct,0,0,0.858,,144.33,,0,SAVED: Exactly one new matching record found.,
+48,ok,change,save,new interstitial,notice,agent-script,True,,True,correct,True,correct,correct,0,0,0.847,,144.33,,0,SAVED: Exactly one new matching record found.,
+49,ok,change,save,new interstitial,notice,agent-script,True,,True,correct,True,correct,correct,0,0,0.949,,135.34,,0,SAVED: Exactly one new matching record found.,
+50,ok,change,save,new interstitial,notice,agent-script,True,,True,correct,True,correct,correct,0,0,0.848,,135.34,,0,SAVED: Exactly one new matching record found.,
+51,ok,change,save,new interstitial,notice,agent-script,True,,True,correct,True,correct,correct,0,0,0.867,,135.34,,0,SAVED: Exactly one new matching record found.,
+52,ok,change,save,new interstitial,notice,agent-script,True,,True,correct,True,correct,correct,0,0,0.846,,132.83,,0,SAVED: Exactly one new matching record found.,
+53,ok,change,save,new interstitial,notice,agent-script,True,,True,correct,True,correct,correct,0,0,0.956,,132.83,,0,SAVED: Exactly one new matching record found.,
+54,ok,change,save,new interstitial,notice,agent-script,True,,True,correct,True,correct,correct,0,0,0.947,,142.29,,0,SAVED: Exactly one new matching record found.,
+55,ok,change,save,new interstitial,notice,agent-script,True,,True,correct,True,correct,correct,0,0,0.853,,142.29,,0,SAVED: Exactly one new matching record found.,
+56,ok,change,save,latency,slow,agent-script,True,,True,correct,True,correct,correct,0,0,10.614,,142.29,,0,SAVED: Exactly one new matching record found.,
+57,ok,change,save,latency,slow,agent-script,True,,True,correct,True,correct,correct,0,0,10.596,,182.89,,0,SAVED: Exactly one new matching record found.,
+58,ok,change,save,latency,slow,agent-script,True,,True,correct,True,correct,correct,0,0,10.719,,197.36,,0,SAVED: Exactly one new matching record found.,
+59,ok,change,save,latency,slow,agent-script,True,,True,correct,True,correct,correct,0,0,10.621,,226.81,,0,SAVED: Exactly one new matching record found.,
+60,duplicate,fault,save,latency,slow,agent-script,False,,False,duplicate,True,flagged_wrong,flagged_wrong,0,0,10.593,,238.58,,0,"NOT SAVED: READBACK: expected exactly one new row, got 2",
+61,ok,change,save,latency,slow,agent-script,True,,True,correct,True,correct,correct,0,0,10.73,,251.98,,0,SAVED: Exactly one new matching record found.,
+62,ok,change,save,latency,slow,agent-script,True,,True,correct,True,correct,correct,0,0,10.646,,245.38,,0,SAVED: Exactly one new matching record found.,
+63,ok,change,save,latency,slow,agent-script,True,,True,correct,True,correct,correct,0,0,10.61,,207.05,,0,SAVED: Exactly one new matching record found.,
+64,ok,change,save,latency,slow,agent-script,True,,True,correct,True,correct,correct,0,0,10.617,,176.43,,0,SAVED: Exactly one new matching record found.,
+65,ok,change,save,latency,slow,agent-script,True,,True,correct,True,correct,correct,0,0,10.636,,156.97,,0,SAVED: Exactly one new matching record found.,
+66,ok,trap,save,reordered queue,sort,agent-script,True,,True,correct,True,correct,correct,0,0,3.874,,131.22,,0,SAVED: Exactly one new matching record found.,
+67,ok,trap,save,reordered queue,sort,agent-script,True,,True,correct,True,correct,correct,0,0,3.846,,124.55,,0,SAVED: Exactly one new matching record found.,
+68,ok,trap,save,reordered queue,sort,agent-script,True,,True,correct,True,correct,correct,0,0,3.774,,116.02,,0,SAVED: Exactly one new matching record found.,
+69,ok,trap,save,reordered queue,sort,agent-script,True,,True,correct,True,correct,correct,0,0,3.925,,116.02,,0,SAVED: Exactly one new matching record found.,
+70,ok,trap,save,reordered queue,sort,agent-script,True,,True,correct,True,correct,correct,0,0,3.788,,116.26,,0,SAVED: Exactly one new matching record found.,
+71,ok,trap,save,reordered queue,sort,agent-script,True,,True,correct,True,correct,correct,0,0,3.765,,108.55,,0,SAVED: Exactly one new matching record found.,
+72,ok,trap,save,reordered queue,sort,agent-script,True,,True,correct,True,correct,correct,0,0,3.805,,100.98,,0,SAVED: Exactly one new matching record found.,
+73,ok,trap,save,reordered queue,sort,agent-script,True,,True,correct,True,correct,correct,0,0,3.762,,99.78,,0,SAVED: Exactly one new matching record found.,
+74,ok,trap,save,reordered queue,sort,agent-script,True,,True,correct,True,correct,correct,0,0,3.765,,92.91,,0,SAVED: Exactly one new matching record found.,
+75,ok,trap,save,reordered queue,sort,agent-script,True,,True,correct,True,correct,correct,0,0,3.837,,86.51,,0,SAVED: Exactly one new matching record found.,
+76,ok,change,save,renamed and moved New Encounter,relink,agent-script,True,,True,correct,True,correct,correct,5,0.038881,33.86,,80.46,"[{""kind"": ""script_review"", ""phase"": ""maintenance"", ""minutes"": 0, ""by"": ""scripted""}]",0.0,SAVED: Exactly one new matching record found.,
+77,ok,change,save,renamed and moved New Encounter,relink,agent-script,True,,True,correct,True,correct,correct,0,0,2.367,,159.33,,0,SAVED: Exactly one new matching record found.,
+78,ok,change,save,renamed and moved New Encounter,relink,agent-script,True,,True,correct,True,correct,correct,0,0,2.361,,174.28,,0,SAVED: Exactly one new matching record found.,
+79,ok,change,save,renamed and moved New Encounter,relink,agent-script,True,,True,correct,True,correct,correct,0,0,2.331,,192.76,,0,SAVED: Exactly one new matching record found.,
+80,optimistic,fault,save,renamed and moved New Encounter,relink,agent-script,False,,False,missing,False,safe_stop,safe_stop,0,0,2.394,,192.76,,0,"NOT SAVED: READBACK: expected exactly one new row, got 0",
+81,ok,change,save,renamed and moved New Encounter,relink,agent-script,True,,True,correct,True,correct,correct,0,0,2.346,,208.79,,0,SAVED: Exactly one new matching record found.,
+82,ok,change,save,renamed and moved New Encounter,relink,agent-script,True,,True,correct,True,correct,correct,0,0,2.46,,227.79,,0,SAVED: Exactly one new matching record found.,
+83,ok,change,save,renamed and moved New Encounter,relink,agent-script,True,,True,correct,True,correct,correct,0,0,2.411,,227.79,,0,SAVED: Exactly one new matching record found.,
+84,ok,change,save,renamed and moved New Encounter,relink,agent-script,True,,True,correct,True,correct,correct,0,0,2.336,,240.46,,0,SAVED: Exactly one new matching record found.,
+85,ok,change,save,renamed and moved New Encounter,relink,agent-script,True,,True,correct,True,correct,correct,0,0,2.39,,252.83,,0,SAVED: Exactly one new matching record found.,
+86,ok,trap,save,look-alike referral,lookalike,agent-script,True,,True,correct,True,correct,correct,5,0.039122,33.465,,252.83,"[{""kind"": ""script_review"", ""phase"": ""maintenance"", ""minutes"": 0, ""by"": ""scripted""}]",0.0,SAVED: Exactly one new matching record found.,
+87,ok,trap,save,look-alike referral,lookalike,agent-script,True,,True,correct,True,correct,correct,0,0,2.353,,298.56,,0,SAVED: Exactly one new matching record found.,
+88,ok,trap,save,look-alike referral,lookalike,agent-script,True,,True,correct,True,correct,correct,0,0,2.361,,304.2,,0,SAVED: Exactly one new matching record found.,
+89,ok,trap,save,look-alike referral,lookalike,agent-script,True,,True,correct,True,correct,correct,0,0,2.336,,309.23,,0,SAVED: Exactly one new matching record found.,
+90,ok,trap,save,look-alike referral,lookalike,agent-script,True,,True,correct,True,correct,correct,0,0,2.474,,309.23,,0,SAVED: Exactly one new matching record found.,
+91,ok,trap,save,relabeled and reordered type,typelabel,agent-script,True,,True,correct,True,correct,correct,0,0,2.396,,314.34,,0,SAVED: Exactly one new matching record found.,
+92,ok,trap,save,relabeled and reordered type,typelabel,agent-script,True,,True,correct,True,correct,correct,0,0,2.495,,315.35,,0,SAVED: Exactly one new matching record found.,
+93,ok,trap,save,relabeled and reordered type,typelabel,agent-script,True,,True,correct,True,correct,correct,0,0,2.333,,315.35,,0,SAVED: Exactly one new matching record found.,
+94,ok,trap,save,relabeled and reordered type,typelabel,agent-script,True,,True,correct,True,correct,correct,0,0,2.329,,310.04,,0,SAVED: Exactly one new matching record found.,
+95,ok,trap,save,relabeled and reordered type,typelabel,agent-script,True,,True,correct,True,correct,correct,0,0,2.358,,311.63,,0,SAVED: Exactly one new matching record found.,
+96,ok,trap,stop,target referral gone,missing,agent-script,False,,False,missing,False,safe_stop,safe_stop,3,0.024301,26.421,,311.63,"[{""kind"": ""script_review"", ""phase"": ""maintenance"", ""minutes"": 0, ""by"": ""scripted""}]",0.0,NOT SAVED: UNEXPECTED: patient not in the task list,
+97,ok,trap,stop,target referral gone,missing,agent-script,False,,False,missing,False,safe_stop,safe_stop,8,0.061484,53.768,,319.15,"[{""kind"": ""script_review"", ""phase"": ""maintenance"", ""minutes"": 0, ""by"": ""scripted""}]",0.0,NOT SAVED: UNEXPECTED: patient not in the task list,
+98,ok,trap,stop,target referral gone,missing,agent-script,False,,False,missing,False,safe_stop,safe_stop,5,0.03563,35.904,,377.96,"[{""kind"": ""script_review"", ""phase"": ""maintenance"", ""minutes"": 0, ""by"": ""scripted""}]",0.0,NOT SAVED: UNEXPECTED: patient not in the task list,
+99,ok,trap,stop,target referral gone,missing,agent-script,False,,False,missing,False,safe_stop,safe_stop,0,0,5.119,,400.6,,0,NOT SAVED: UNEXPECTED: patient not in the task list,
+100,ok,trap,stop,target referral gone,missing,agent-script,False,,False,missing,False,safe_stop,safe_stop,0,0,5.168,,402.16,,0,NOT SAVED: UNEXPECTED: patient not in the task list,
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/meta.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/meta.json
new file mode 100644
index 000000000..2252e4ab3
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/meta.json
@@ -0,0 +1,18 @@
+{
+  "benchmark": "silent-saves",
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "app": "mockmed",
+  "executor": "agent-script",
+  "agent_spec": "python:silent_saves.agent_arms:AgentScript",
+  "readback": false,
+  "arm": null,
+  "arm_cap_usd": null,
+  "items": 100,
+  "per_fault": null,
+  "faults": null,
+  "git_head": "23c135ff8664fbf393a5eadaed21f554f03394b1",
+  "machine": "arm64 Darwin 24.6.0",
+  "python": "3.12.13",
+  "written_at": "2026-10-24T12:18:09-0400"
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v01-author-item001.py b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v01-author-item001.py
new file mode 100644
index 000000000..91b66a80d
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v01-author-item001.py
@@ -0,0 +1,48 @@
+import re, time, json
+
+def run(ctx, params):
+    page = ctx.page
+    def ns(r): return {"result": "NOT SAVED", "reason": r}
+    name = params["patient"]; typ = params["type"]; note = params["note"]
+    try:
+        row = page.locator("#tasks tr, table tr").filter(has_text=name)
+        row.first.wait_for(timeout=5000)
+        cands = [r for r in range(row.count()) if row.nth(r).locator("button.open-btn").count()]
+        matches = [r for r in cands if row.nth(r).locator("td").first.inner_text().strip() == name]
+        if len(matches) != 1:
+            return ns("UNEXPECTED: patient row not found uniquely")
+        row.nth(matches[0]).locator("button.open-btn").click(timeout=5000)
+        page.locator("#new-encounter").wait_for(timeout=5000)
+        txt = page.locator("body").inner_text(timeout=5000)
+        m = re.search(r"(.+?)\s+\S\s+MRN\s+(\S+)\s+\S\s+DOB", txt)
+        if not m or m.group(1).strip().split("\n")[-1].strip() != name:
+            return ns("UNEXPECTED: banner does not show " + name)
+        mrn = m.group(2).lower()
+        before = ctx.records()
+        for r in before:
+            if r["patient_id"] == mrn and r["type"] == typ and r["note"] == note:
+                return ns("DUPLICATE: matching record already exists")
+        page.click("#new-encounter", timeout=5000)
+        page.click("#type-" + typ.lower(), timeout=5000)
+        page.fill("#note", note, timeout=5000)
+        page.click("#save-encounter", timeout=5000)
+    except Exception as e:
+        return ns("UNEXPECTED: " + str(e)[:150])
+    if not ctx.commit:
+        return ns("DRY RUN reached save")
+    try:
+        page.locator("#saved-banner, #save-error").first.wait_for(timeout=5000)
+    except Exception:
+        pass
+    after = ctx.records()
+    old = {r["id"]: r for r in before}
+    new = [r for r in after if r["id"] not in old]
+    for i, r in old.items():
+        if not any(a["id"] == i and a == r for a in after):
+            return ns("READBACK: earlier row removed or changed")
+    if len(new) != 1 or len(after) != len(before) + 1:
+        return ns("READBACK: expected exactly one new row, got %d" % len(new))
+    n = new[0]
+    if n["patient_id"] == mrn and n["type"] == typ and n["note"] == note:
+        return {"result": "SAVED", "reason": "Exactly one new matching record found."}
+    return ns("READBACK: new row does not match")
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v02-repair-item046.py b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v02-repair-item046.py
new file mode 100644
index 000000000..d77f21de5
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v02-repair-item046.py
@@ -0,0 +1,52 @@
+import re, time, json
+
+def run(ctx, params):
+    page = ctx.page
+    def ns(r): return {"result": "NOT SAVED", "reason": r}
+    name = params["patient"]; typ = params["type"]; note = params["note"]
+    try:
+        try:
+            page.locator("#notice-continue").click(timeout=3000)
+        except Exception:
+            pass
+        row = page.locator("tr").filter(has_text=name)
+        row.first.wait_for(timeout=5000)
+        cands = [r for r in range(row.count()) if row.nth(r).locator("button", has_text="Open").count()]
+        matches = [r for r in cands if row.nth(r).locator("td").first.inner_text().strip() == name]
+        if len(matches) != 1:
+            return ns("UNEXPECTED: patient row not found uniquely")
+        row.nth(matches[0]).locator("button", has_text="Open").click(timeout=5000)
+        page.locator("#new-encounter").wait_for(timeout=5000)
+        txt = page.locator("body").inner_text(timeout=5000)
+        m = re.search(r"(.+?)\s+\S\s+MRN\s+(\S+)\s+\S\s+DOB", txt)
+        if not m or m.group(1).strip().split("\n")[-1].strip() != name:
+            return ns("UNEXPECTED: banner does not show " + name)
+        mrn = m.group(2).lower()
+        before = ctx.records()
+        for r in before:
+            if r["patient_id"] == mrn and r["type"] == typ and r["note"] == note:
+                return ns("DUPLICATE: matching record already exists")
+        page.click("#new-encounter", timeout=5000)
+        page.click("#type-" + typ.lower(), timeout=5000)
+        page.fill("#note", note, timeout=5000)
+        page.click("#save-encounter", timeout=5000)
+    except Exception as e:
+        return ns("UNEXPECTED: " + str(e)[:150])
+    if not ctx.commit:
+        return ns("DRY RUN reached save")
+    try:
+        page.locator("#saved-banner, #save-error").first.wait_for(timeout=5000)
+    except Exception:
+        pass
+    after = ctx.records()
+    old = {r["id"]: r for r in before}
+    new = [r for r in after if r["id"] not in old]
+    for i, r in old.items():
+        if not any(a["id"] == i and a == r for a in after):
+            return ns("READBACK: earlier row removed or changed")
+    if len(new) != 1 or len(after) != len(before) + 1:
+        return ns("READBACK: expected exactly one new row, got %d" % len(new))
+    n = new[0]
+    if n["patient_id"] == mrn and n["type"] == typ and n["note"] == note:
+        return {"result": "SAVED", "reason": "Exactly one new matching record found."}
+    return ns("READBACK: new row does not match")
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v03-repair-item076.py b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v03-repair-item076.py
new file mode 100644
index 000000000..485d00e6f
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v03-repair-item076.py
@@ -0,0 +1,56 @@
+import re, time, json
+
+def run(ctx, params):
+    page = ctx.page
+    def ns(r): return {"result": "NOT SAVED", "reason": r}
+    name = params["patient"]; typ = params["type"]; note = params["note"]
+    try:
+        try:
+            page.locator("#notice-continue").click(timeout=1500)
+        except Exception:
+            pass
+        row = page.locator("tr").filter(has_text=name)
+        row.first.wait_for(timeout=5000)
+        cands = [r for r in range(row.count()) if row.nth(r).locator("button", has_text="Open").count()]
+        matches = [r for r in cands if row.nth(r).locator("td").first.inner_text().strip() == name]
+        if len(matches) != 1:
+            return ns("UNEXPECTED: patient row not found uniquely")
+        row.nth(matches[0]).locator("button", has_text="Open").click(timeout=5000)
+        page.locator("#start-visit").wait_for(timeout=5000)
+        txt = page.locator("body").inner_text(timeout=5000)
+        m = re.search(r"(.+?)\s+\S\s+MRN\s+(\S+)\s+\S\s+DOB", txt)
+        if not m or m.group(1).strip().split("\n")[-1].strip() != name:
+            return ns("UNEXPECTED: banner does not show " + name)
+        mrn = m.group(2).lower()
+        before = ctx.records()
+        for r in before:
+            if r["patient_id"] == mrn and r["type"] == typ and r["note"] == note:
+                return ns("DUPLICATE: matching record already exists")
+        page.click("#start-visit", timeout=5000)
+        page.locator("#save-encounter").wait_for(timeout=5000)
+        txt = page.locator("body").inner_text(timeout=5000)
+        if name not in txt or not re.search(r"MRN\s+" + re.escape(m.group(2)), txt):
+            return ns("UNEXPECTED: banner changed on encounter screen")
+        page.click("#type-" + typ.lower(), timeout=5000)
+        page.fill("#note", note, timeout=5000)
+        page.click("#save-encounter", timeout=5000)
+    except Exception as e:
+        return ns("UNEXPECTED: " + str(e)[:150])
+    if not ctx.commit:
+        return ns("DRY RUN reached save")
+    try:
+        page.locator("#saved-banner, #save-error").first.wait_for(timeout=5000)
+    except Exception:
+        pass
+    after = ctx.records()
+    old = {r["id"]: r for r in before}
+    new = [r for r in after if r["id"] not in old]
+    for i, r in old.items():
+        if not any(a["id"] == i and a == r for a in after):
+            return ns("READBACK: earlier row removed or changed")
+    if len(new) != 1 or len(after) != len(before) + 1:
+        return ns("READBACK: expected exactly one new row, got %d" % len(new))
+    n = new[0]
+    if n["patient_id"] == mrn and n["type"] == typ and n["note"] == note:
+        return {"result": "SAVED", "reason": "Exactly one new matching record found."}
+    return ns("READBACK: new row does not match")
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v04-repair-item086.py b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v04-repair-item086.py
new file mode 100644
index 000000000..f92839107
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v04-repair-item086.py
@@ -0,0 +1,56 @@
+import re, time, json
+
+def run(ctx, params):
+    page = ctx.page
+    def ns(r): return {"result": "NOT SAVED", "reason": r}
+    name = params["patient"]; typ = params["type"]; note = params["note"]
+    try:
+        try:
+            page.locator("#notice-continue").click(timeout=1500)
+        except Exception:
+            pass
+        row = page.locator("tr").filter(has_text=name)
+        row.first.wait_for(timeout=5000)
+        cands = [r for r in range(row.count()) if row.nth(r).locator("button", has_text="Open").count()]
+        matches = [r for r in cands if row.nth(r).locator("td").first.inner_text().strip() == name]
+        if len(matches) != 1:
+            return ns("UNEXPECTED: patient row not found uniquely")
+        row.nth(matches[0]).locator("button", has_text="Open").click(timeout=5000)
+        page.locator("#new-encounter").wait_for(timeout=5000)
+        txt = page.locator("body").inner_text(timeout=5000)
+        m = re.search(r"(.+?)\s+\S\s+MRN\s+(\S+)\s+\S\s+DOB", txt)
+        if not m or m.group(1).strip().split("\n")[-1].strip() != name:
+            return ns("UNEXPECTED: banner does not show " + name)
+        mrn = m.group(2).lower()
+        before = ctx.records()
+        for r in before:
+            if r["patient_id"] == mrn and r["type"] == typ and r["note"] == note:
+                return ns("DUPLICATE: matching record already exists")
+        page.click("#new-encounter", timeout=5000)
+        page.locator("#save-encounter").wait_for(timeout=5000)
+        txt = page.locator("body").inner_text(timeout=5000)
+        if name not in txt or not re.search(r"MRN\s+" + re.escape(m.group(2)), txt):
+            return ns("UNEXPECTED: banner changed on encounter screen")
+        page.click("#type-" + typ.lower(), timeout=5000)
+        page.fill("#note", note, timeout=5000)
+        page.click("#save-encounter", timeout=5000)
+    except Exception as e:
+        return ns("UNEXPECTED: " + str(e)[:150])
+    if not ctx.commit:
+        return ns("DRY RUN reached save")
+    try:
+        page.locator("#saved-banner, #save-error").first.wait_for(timeout=5000)
+    except Exception:
+        pass
+    after = ctx.records()
+    old = {r["id"]: r for r in before}
+    new = [r for r in after if r["id"] not in old]
+    for i, r in old.items():
+        if not any(a["id"] == i and a == r for a in after):
+            return ns("READBACK: earlier row removed or changed")
+    if len(new) != 1 or len(after) != len(before) + 1:
+        return ns("READBACK: expected exactly one new row, got %d" % len(new))
+    n = new[0]
+    if n["patient_id"] == mrn and n["type"] == typ and n["note"] == note:
+        return {"result": "SAVED", "reason": "Exactly one new matching record found."}
+    return ns("READBACK: new row does not match")
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v05-repair-item096.py b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v05-repair-item096.py
new file mode 100644
index 000000000..fa3c7234e
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v05-repair-item096.py
@@ -0,0 +1,59 @@
+import re, time, json
+
+def run(ctx, params):
+    page = ctx.page
+    def ns(r): return {"result": "NOT SAVED", "reason": r}
+    name = params["patient"]; typ = params["type"]; note = params["note"]
+    try:
+        try:
+            page.locator("#notice-continue").click(timeout=1500)
+        except Exception:
+            pass
+        row = page.locator("tr").filter(has_text=name)
+        try:
+            row.first.wait_for(timeout=3000)
+        except Exception:
+            return ns("UNEXPECTED: patient not in the task list")
+        cands = [r for r in range(row.count()) if row.nth(r).locator("button", has_text="Open").count()]
+        matches = [r for r in cands if row.nth(r).locator("td").first.inner_text().strip() == name]
+        if len(matches) != 1:
+            return ns("UNEXPECTED: patient row not found uniquely")
+        row.nth(matches[0]).locator("button", has_text="Open").click(timeout=5000)
+        page.locator("#new-encounter").wait_for(timeout=5000)
+        txt = page.locator("body").inner_text(timeout=5000)
+        m = re.search(r"(.+?)\s+\S\s+MRN\s+(\S+)\s+\S\s+DOB", txt)
+        if not m or m.group(1).strip().split("\n")[-1].strip() != name:
+            return ns("UNEXPECTED: banner does not show " + name)
+        mrn = m.group(2).lower()
+        before = ctx.records()
+        for r in before:
+            if r["patient_id"] == mrn and r["type"] == typ and r["note"] == note:
+                return ns("DUPLICATE: matching record already exists")
+        page.click("#new-encounter", timeout=5000)
+        page.locator("#save-encounter").wait_for(timeout=5000)
+        txt = page.locator("body").inner_text(timeout=5000)
+        if name not in txt or not re.search(r"MRN\s+" + re.escape(m.group(2)), txt):
+            return ns("UNEXPECTED: banner changed on encounter screen")
+        page.click("#type-" + typ.lower(), timeout=5000)
+        page.fill("#note", note, timeout=5000)
+        page.click("#save-encounter", timeout=5000)
+    except Exception as e:
+        return ns("UNEXPECTED: " + str(e)[:150])
+    if not ctx.commit:
+        return ns("DRY RUN reached save")
+    try:
+        page.locator("#saved-banner, #save-error").first.wait_for(timeout=5000)
+    except Exception:
+        pass
+    after = ctx.records()
+    old = {r["id"]: r for r in before}
+    new = [r for r in after if r["id"] not in old]
+    for i, r in old.items():
+        if not any(a["id"] == i and a == r for a in after):
+            return ns("READBACK: earlier row removed or changed")
+    if len(new) != 1 or len(after) != len(before) + 1:
+        return ns("READBACK: expected exactly one new row, got %d" % len(new))
+    n = new[0]
+    if n["patient_id"] == mrn and n["type"] == typ and n["note"] == note:
+        return {"result": "SAVED", "reason": "Exactly one new matching record found."}
+    return ns("READBACK: new row does not match")
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v06-repair-item097.py b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v06-repair-item097.py
new file mode 100644
index 000000000..89c151bb4
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v06-repair-item097.py
@@ -0,0 +1,58 @@
+import re, time, json
+
+def run(ctx, params):
+    page = ctx.page
+    def ns(r): return {"result": "NOT SAVED", "reason": r}
+    name = params["patient"]; typ = params["type"]; note = params["note"]
+    try:
+        try:
+            page.locator("#notice-continue").click(timeout=1500)
+        except Exception:
+            pass
+        row = page.locator("tr").filter(has_text=name)
+        try:
+            row.first.wait_for(timeout=3000)
+        except Exception:
+            return ns("UNEXPECTED: patient not in the task list")
+        matches = [r for r in range(row.count()) if row.nth(r).locator("button", has_text="Open").count() and row.nth(r).locator("td").first.inner_text().strip() == name]
+        if len(matches) != 1:
+            return ns("UNEXPECTED: patient row not found uniquely")
+        row.nth(matches[0]).locator("button", has_text="Open").click(timeout=5000)
+        page.locator("#new-encounter").wait_for(timeout=5000)
+        b = page.locator("#patient-banner").inner_text(timeout=5000)
+        m = re.match(r"\s*(.+?)\s+\u2014\s+MRN\s+(\S+)\s+\u2014\s+DOB", b)
+        if not m or m.group(1).strip() != name:
+            return ns("UNEXPECTED: banner does not show " + name)
+        mrn = m.group(2).lower()
+        before = ctx.records()
+        for r in before:
+            if r["patient_id"] == mrn and r["type"] == typ and r["note"] == note:
+                return ns("DUPLICATE: matching record already exists")
+        page.click("#new-encounter", timeout=5000)
+        page.locator("#save-encounter").wait_for(timeout=5000)
+        b2 = page.locator("#patient-banner").inner_text(timeout=5000)
+        if b2.strip() != b.strip():
+            return ns("UNEXPECTED: banner changed on encounter screen")
+        page.click("#type-" + typ.lower(), timeout=5000)
+        page.fill("#note", note, timeout=5000)
+        page.click("#save-encounter", timeout=5000)
+    except Exception as e:
+        return ns("UNEXPECTED: " + str(e)[:150])
+    if not ctx.commit:
+        return ns("DRY RUN reached save")
+    try:
+        page.locator("#saved-banner, #save-error").first.wait_for(timeout=5000)
+    except Exception:
+        pass
+    after = ctx.records()
+    old = {r["id"]: r for r in before}
+    new = [r for r in after if r["id"] not in old]
+    for i, r in old.items():
+        if not any(a["id"] == i and a == r for a in after):
+            return ns("READBACK: earlier row removed or changed")
+    if len(new) != 1 or len(after) != len(before) + 1:
+        return ns("READBACK: expected exactly one new row, got %d" % len(new))
+    n = new[0]
+    if n["patient_id"] == mrn and n["type"] == typ and n["note"] == note:
+        return {"result": "SAVED", "reason": "Exactly one new matching record found."}
+    return ns("READBACK: new row does not match")
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v07-repair-item098.py b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v07-repair-item098.py
new file mode 100644
index 000000000..89c151bb4
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/scripts/v07-repair-item098.py
@@ -0,0 +1,58 @@
+import re, time, json
+
+def run(ctx, params):
+    page = ctx.page
+    def ns(r): return {"result": "NOT SAVED", "reason": r}
+    name = params["patient"]; typ = params["type"]; note = params["note"]
+    try:
+        try:
+            page.locator("#notice-continue").click(timeout=1500)
+        except Exception:
+            pass
+        row = page.locator("tr").filter(has_text=name)
+        try:
+            row.first.wait_for(timeout=3000)
+        except Exception:
+            return ns("UNEXPECTED: patient not in the task list")
+        matches = [r for r in range(row.count()) if row.nth(r).locator("button", has_text="Open").count() and row.nth(r).locator("td").first.inner_text().strip() == name]
+        if len(matches) != 1:
+            return ns("UNEXPECTED: patient row not found uniquely")
+        row.nth(matches[0]).locator("button", has_text="Open").click(timeout=5000)
+        page.locator("#new-encounter").wait_for(timeout=5000)
+        b = page.locator("#patient-banner").inner_text(timeout=5000)
+        m = re.match(r"\s*(.+?)\s+\u2014\s+MRN\s+(\S+)\s+\u2014\s+DOB", b)
+        if not m or m.group(1).strip() != name:
+            return ns("UNEXPECTED: banner does not show " + name)
+        mrn = m.group(2).lower()
+        before = ctx.records()
+        for r in before:
+            if r["patient_id"] == mrn and r["type"] == typ and r["note"] == note:
+                return ns("DUPLICATE: matching record already exists")
+        page.click("#new-encounter", timeout=5000)
+        page.locator("#save-encounter").wait_for(timeout=5000)
+        b2 = page.locator("#patient-banner").inner_text(timeout=5000)
+        if b2.strip() != b.strip():
+            return ns("UNEXPECTED: banner changed on encounter screen")
+        page.click("#type-" + typ.lower(), timeout=5000)
+        page.fill("#note", note, timeout=5000)
+        page.click("#save-encounter", timeout=5000)
+    except Exception as e:
+        return ns("UNEXPECTED: " + str(e)[:150])
+    if not ctx.commit:
+        return ns("DRY RUN reached save")
+    try:
+        page.locator("#saved-banner, #save-error").first.wait_for(timeout=5000)
+    except Exception:
+        pass
+    after = ctx.records()
+    old = {r["id"]: r for r in before}
+    new = [r for r in after if r["id"] not in old]
+    for i, r in old.items():
+        if not any(a["id"] == i and a == r for a in after):
+            return ns("READBACK: earlier row removed or changed")
+    if len(new) != 1 or len(after) != len(before) + 1:
+        return ns("READBACK: expected exactly one new row, got %d" % len(new))
+    n = new[0]
+    if n["patient_id"] == mrn and n["type"] == typ and n["note"] == note:
+        return {"result": "SAVED", "reason": "Exactly one new matching record found."}
+    return ns("READBACK: new row does not match")
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/summary.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/summary.json
new file mode 100644
index 000000000..a0e389a40
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-script/2026-10-24/summary.json
@@ -0,0 +1,173 @@
+{
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "executor": "agent-script",
+  "readback": false,
+  "items": 100,
+  "verified_saves": {
+    "k": 90,
+    "n": 90,
+    "rate": 1.0,
+    "ci95": [
+      0.9591,
+      1.0
+    ]
+  },
+  "silent_wrong_saves": {
+    "k": 0,
+    "n": 100,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.037
+    ]
+  },
+  "false_stops": {
+    "k": 0,
+    "n": 90,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.0409
+    ]
+  },
+  "detection": {
+    "what": "server faults: bad saves reported as success",
+    "silent_wrong": {
+      "k": 0,
+      "n": 5,
+      "rate": 0.0,
+      "ci95": [
+        0.0,
+        0.4345
+      ]
+    }
+  },
+  "prevention": {
+    "what": "trap changes: wrong records that landed, reported or not",
+    "wrong_saves_landed": {
+      "k": 0,
+      "n": 25,
+      "rate": 0.0,
+      "ci95": [
+        0.0,
+        0.1332
+      ]
+    },
+    "stopped_when_no_correct_save": {
+      "k": 5,
+      "n": 5,
+      "rate": 1.0,
+      "ci95": [
+        0.5655,
+        1.0
+      ]
+    }
+  },
+  "human": {
+    "events": 7,
+    "scripted_events": 7,
+    "minutes_logged": 0.0,
+    "minutes_per_100_items": 0.0,
+    "items_left_for_a_person": 10,
+    "note": "minutes are only what a person logged; scripted events log 0"
+  },
+  "cost_usd_total": 0.264043,
+  "cost_per_verified_item_usd": 0.002934,
+  "model_calls_per_item": 0.36,
+  "seconds_per_item": {
+    "n": 100,
+    "median": 0.99,
+    "p90": 10.646
+  },
+  "by_release": {
+    "baseline": {
+      "items": 15,
+      "correct": 15,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "renamed controls": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 1,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "display scaling": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 1,
+      "false_alarm": 0
+    },
+    "moved controls": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 1,
+      "false_alarm": 0
+    },
+    "new interstitial": {
+      "items": 10,
+      "correct": 10,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "latency": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 1,
+      "false_alarm": 0
+    },
+    "reordered queue": {
+      "items": 10,
+      "correct": 10,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "renamed and moved New Encounter": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 1,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "look-alike referral": {
+      "items": 5,
+      "correct": 5,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "relabeled and reordered type": {
+      "items": 5,
+      "correct": 5,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "target referral gone": {
+      "items": 5,
+      "correct": 0,
+      "silent_wrong": 0,
+      "safe_stop": 5,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    }
+  }
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24-timing/items.csv b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24-timing/items.csv
new file mode 100644
index 000000000..fb133ac99
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24-timing/items.csv
@@ -0,0 +1,16 @@
+item,fault,kind,expect,release,drift,executor,claimed_success,readback_confirmed,reported_success,store_verdict,store_changed,outcome,outcome_alone,model_calls,cost_usd,item_s,readback_s,host_load_1m,human_events,human_minutes,final_text,error
+1,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,9,0.014451,15.706,,44.11,,0,"I saved one Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 1: recheck in 8 days"". The records were empty before the save. Afterward there was exactly one record, and it had the right patient, type and note.",
+2,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,8,0.015061,14.642,,45.9,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and exactly one record exists after it.",
+3,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,11.724,,37.8,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+4,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,12.181,,30.38,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+5,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,8,0.015011,13.662,,26.62,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. It was the only record, and the records were empty before the save.",
+6,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014244,11.834,,23.1,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the new record is the only one now.",
+7,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014244,14.059,,18.62,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after.",
+8,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014264,12.713,,15.43,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there afterward.",
+9,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014594,12.017,,13.51,,0,"I saved one new Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 9: recheck in 16 days"". The records were empty before the save. Afterward there was exactly one record, and it matched the patient, type and note.",
+10,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014584,12.043,,11.56,,0,"I saved one Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 10: recheck in 17 days"". The records were empty before the save. Afterward there was exactly one record, and it matched the patient, type and note.",
+11,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,9,0.014131,14.268,,9.58,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the only record afterward is the new one.",
+12,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,9,0.014121,14.127,,8.42,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record was there after it.",
+13,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,9,0.014501,14.653,,6.93,,0,"I saved one new Triage encounter for Jane Sample (patient_id p1) with the note ""Synthetic follow-up note 13: recheck in 20 days"". The records were empty before the save. After it, the only record is that one, so nothing earlier was removed or changed.",
+14,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,9,0.014081,15.902,,6.41,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and one record was there after.",
+15,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014224,12.164,,5.65,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one record exists now.",
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24-timing/meta.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24-timing/meta.json
new file mode 100644
index 000000000..1ea787f8e
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24-timing/meta.json
@@ -0,0 +1,18 @@
+{
+  "benchmark": "silent-saves",
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "app": "mockmed",
+  "executor": "agent-tools",
+  "agent_spec": "python:silent_saves.agent_arms:AgentTools",
+  "readback": false,
+  "arm": null,
+  "arm_cap_usd": null,
+  "items": 15,
+  "per_fault": null,
+  "faults": null,
+  "git_head": "1f5079c3a1b358ddda08d14dd86535c98a255b1c",
+  "machine": "arm64 Darwin 24.6.0",
+  "python": "3.12.13",
+  "written_at": "2026-10-24T21:59:16-0400"
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24-timing/summary.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24-timing/summary.json
new file mode 100644
index 000000000..6c91ce8d3
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24-timing/summary.json
@@ -0,0 +1,84 @@
+{
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "executor": "agent-tools",
+  "readback": false,
+  "items": 15,
+  "verified_saves": {
+    "k": 15,
+    "n": 15,
+    "rate": 1.0,
+    "ci95": [
+      0.7961,
+      1.0
+    ]
+  },
+  "silent_wrong_saves": {
+    "k": 0,
+    "n": 15,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.2039
+    ]
+  },
+  "false_stops": {
+    "k": 0,
+    "n": 15,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.2039
+    ]
+  },
+  "detection": {
+    "what": "server faults: bad saves reported as success",
+    "silent_wrong": {
+      "k": 0,
+      "n": 0,
+      "rate": null,
+      "ci95": null
+    }
+  },
+  "prevention": {
+    "what": "trap changes: wrong records that landed, reported or not",
+    "wrong_saves_landed": {
+      "k": 0,
+      "n": 0,
+      "rate": null,
+      "ci95": null
+    },
+    "stopped_when_no_correct_save": {
+      "k": 0,
+      "n": 0,
+      "rate": null,
+      "ci95": null
+    }
+  },
+  "human": {
+    "events": 0,
+    "scripted_events": 0,
+    "minutes_logged": 0,
+    "minutes_per_100_items": 0.0,
+    "items_left_for_a_person": 0,
+    "note": "minutes are only what a person logged; scripted events log 0"
+  },
+  "cost_usd_total": 0.216019,
+  "cost_per_verified_item_usd": 0.014401,
+  "model_calls_per_item": 7.27,
+  "seconds_per_item": {
+    "n": 15,
+    "median": 13.662,
+    "p90": 15.706
+  },
+  "by_release": {
+    "baseline": {
+      "items": 15,
+      "correct": 15,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    }
+  }
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/items.csv b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/items.csv
new file mode 100644
index 000000000..4416e44b8
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/items.csv
@@ -0,0 +1,101 @@
+item,fault,kind,expect,release,drift,executor,claimed_success,readback_confirmed,reported_success,store_verdict,store_changed,outcome,outcome_alone,model_calls,cost_usd,item_s,readback_s,host_load_1m,human_events,human_minutes,final_text,error
+1,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,9,0.010934,18.704,,58.41,,0,"I saved one Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 1: recheck in 8 days"". The records were empty before the save. Afterward there was exactly one record, and it matched the patient, type and note.",
+2,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.007723,12.122,,81.43,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after.",
+3,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,5,0.009182,12.598,,79.95,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+4,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,11.397,,79.42,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record exists after it.",
+5,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,9,0.014441,16.437,,93.4,,0,"I saved one Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 5: recheck in 12 days"". The records were empty before the save. After it, the only record is the new one, so nothing else was removed or changed.",
+6,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,9,0.014181,16.708,,139.4,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, so nothing earlier could have been removed or changed.",
+7,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,9,0.014131,11.487,,174.98,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one new record was there after it.",
+8,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,12.164,,182.36,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it.",
+9,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,5,0.012699,10.703,,177.93,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it.",
+10,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,12.478,,149.59,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record exists after it.",
+11,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014224,11.732,,135.34,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one record exists now.",
+12,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014704,12.075,,157.32,,0,"One new record (id 1) saved for p1 (Jane Sample), type Triage, with the exact note. The records list was empty before the save, so nothing earlier was removed or changed.",
+13,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014244,11.966,,191.39,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the only record now is the new one.",
+14,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,11.842,,209.82,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it.",
+15,ok,control,save,baseline,,agent-tools,True,,True,correct,True,correct,correct,6,0.014224,12.193,,236.46,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one record exists now.",
+16,ok,change,save,renamed controls,rename,agent-tools,True,,True,correct,True,correct,correct,6,0.014241,12.644,,254.07,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the only record afterward is the new one.",
+17,ok,change,save,renamed controls,rename,agent-tools,True,,True,correct,True,correct,correct,8,0.014763,18.154,,245.38,,0,"One new Triage encounter saved for p1 (Jane Sample) with the exact note. The records were empty before the save, so nothing earlier was removed or changed.",
+18,ok,change,save,renamed controls,rename,agent-tools,True,,True,correct,True,correct,correct,6,0.014221,12.546,,191.27,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and no other records exist after it.",
+19,ok,change,save,renamed controls,rename,agent-tools,True,,True,correct,True,correct,correct,9,0.014073,14.811,,156.97,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after.",
+20,no_persist,fault,save,renamed controls,rename,agent-tools,False,,False,missing,False,safe_stop,safe_stop,11,0.018876,18.873,,131.22,,0,"I submitted a Triage encounter for Jane Sample (P1) with the note ""Synthetic follow-up note 20: recheck in 13 days"". The UI showed ""Encounter saved"" and listed the encounter. But the system of record still returned an empty list on three reads after the save, so I can't confirm the record landed. I did not retry the save.",
+21,ok,change,save,renamed controls,rename,agent-tools,True,,True,correct,True,correct,correct,8,0.014993,17.022,,108.55,,0,"One new Triage encounter saved for p1 (Jane Sample) with the exact note. The records were empty before, so nothing else was changed.",
+22,ok,change,save,renamed controls,rename,agent-tools,True,,True,correct,True,correct,correct,9,0.014403,16.31,,92.91,,0,"I saved one Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 22: recheck in 15 days"". The records were empty before the save. Afterward, read_records showed exactly that one new record and nothing else.",
+23,ok,change,save,renamed controls,rename,agent-tools,True,,True,correct,True,correct,correct,6,0.014211,11.95,,79.22,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one new record exists after.",
+24,ok,change,save,renamed controls,rename,agent-tools,True,,True,correct,True,correct,correct,9,0.014073,11.786,,130.88,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and the only record now is the new one.",
+25,ok,change,save,renamed controls,rename,agent-tools,True,,True,correct,True,correct,correct,9,0.013893,14.23,,159.33,,0,One new Triage record for p1 saved with the exact note. The records list was empty before the save.,
+26,ok,change,save,display scaling,zoom,agent-tools,True,,True,correct,True,correct,correct,6,0.014224,12.785,,208.79,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one record exists after.",
+27,ok,change,save,display scaling,zoom,agent-tools,True,,True,correct,True,correct,correct,9,0.014121,14.251,,252.83,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+28,ok,change,save,display scaling,zoom,agent-tools,True,,True,correct,True,correct,correct,6,0.014204,12.212,,282.92,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and now contain only this record.",
+29,ok,change,save,display scaling,zoom,agent-tools,True,,True,correct,True,correct,correct,9,0.014121,11.913,,297.65,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+30,wrong_record,fault,save,display scaling,zoom,agent-tools,False,,False,wrong_record,True,flagged_wrong,flagged_wrong,6,0.014954,15.669,,304.2,,0,"I opened Jane Sample (MRN P1), chose Triage, entered the note and saved once. The system of record shows one new record, but it is on patient_id ""p2"" (Alex Testcase), not ""p1"". The type (Triage) and note text are correct. The record is on the wrong patient, so the save failed. I did not retry.",
+31,ok,change,save,display scaling,zoom,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,12.585,,315.35,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+32,ok,change,save,display scaling,zoom,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,12.275,,315.75,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record exists after it.",
+33,ok,change,save,display scaling,zoom,agent-tools,True,,True,correct,True,correct,correct,6,0.014594,12.533,,316.21,,0,"I saved one new Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 33: recheck in 12 days"". The records were empty before the save. Afterward there was exactly one record, and it matched the patient, type and note.",
+34,ok,change,save,display scaling,zoom,agent-tools,True,,True,correct,True,correct,correct,9,0.014131,14.43,,321.62,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty beforehand, and exactly one new record exists now.",
+35,ok,change,save,display scaling,zoom,agent-tools,True,,True,correct,True,correct,correct,6,0.014204,8.54,,342.16,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and now hold only this record.",
+36,ok,change,save,moved controls,move,agent-tools,True,,True,correct,True,correct,correct,9,0.014121,14.019,,351.66,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it.",
+37,ok,change,save,moved controls,move,agent-tools,True,,True,correct,True,correct,correct,9,0.014121,11.472,,371.01,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the new record is the only one after it.",
+38,ok,change,save,moved controls,move,agent-tools,True,,True,correct,True,correct,correct,9,0.014131,11.745,,377.96,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+39,ok,change,save,moved controls,move,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,12.387,,396.45,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+40,partial,fault,save,moved controls,move,agent-tools,False,,False,partial,True,flagged_wrong,flagged_wrong,6,0.014961,12.878,,401.32,,0,"I saved one new Triage encounter for p1, but its note is empty. It should have been ""Synthetic follow-up note 40: recheck in 19 days"". The note field showed the right text before I clicked Save. I did not retry the save, because the rules allow only one. The empty record needs to be fixed or removed.",
+41,ok,change,save,moved controls,move,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,12.778,,402.16,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it.",
+42,ok,change,save,moved controls,move,agent-tools,True,,True,correct,True,correct,correct,9,0.014121,14.968,,388.37,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it.",
+43,ok,change,save,moved controls,move,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,14.984,,385.61,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one new record was there after.",
+44,ok,change,save,moved controls,move,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,11.818,,393.77,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+45,ok,change,save,moved controls,move,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,12.223,,406.38,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it.",
+46,ok,change,save,new interstitial,notice,agent-tools,True,,True,correct,True,correct,correct,7,0.016121,9.96,,413.43,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and the new record is the only one now.",
+47,ok,change,save,new interstitial,notice,agent-tools,True,,True,correct,True,correct,correct,11,0.01632,17.968,,406.33,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+48,ok,change,save,new interstitial,notice,agent-tools,True,,True,correct,True,correct,correct,11,0.01632,17.69,,427.69,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record exists after it.",
+49,ok,change,save,new interstitial,notice,agent-tools,True,,True,correct,True,correct,correct,7,0.016131,13.795,,432.48,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+50,ok,change,save,new interstitial,notice,agent-tools,True,,True,correct,True,correct,correct,11,0.01631,17.31,,431.03,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and the new record is the only one now.",
+51,ok,change,save,new interstitial,notice,agent-tools,True,,True,correct,True,correct,correct,10,0.017164,17.204,,435.65,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, so nothing earlier could have been removed or changed.",
+52,ok,change,save,new interstitial,notice,agent-tools,True,,True,correct,True,correct,correct,10,0.015866,17.445,,428.7,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after.",
+53,ok,change,save,new interstitial,notice,agent-tools,True,,True,correct,True,correct,correct,7,0.016111,15.16,,440.48,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one new record exists now.",
+54,ok,change,save,new interstitial,notice,agent-tools,True,,True,correct,True,correct,correct,11,0.01631,17.639,,439.16,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the only record now is the new one.",
+55,ok,change,save,new interstitial,notice,agent-tools,True,,True,correct,True,correct,correct,11,0.01632,26.274,,470.67,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record was there after it.",
+56,ok,change,save,latency,slow,agent-tools,True,,True,correct,True,correct,correct,9,0.018922,16.429,,476.73,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and one new record is there after it.",
+57,ok,change,save,latency,slow,agent-tools,True,,True,correct,True,correct,correct,10,0.020101,19.831,,463.7,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and the only record after it is the new one.",
+58,ok,change,save,latency,slow,agent-tools,True,,True,correct,True,correct,correct,10,0.019188,17.618,,465.24,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+59,ok,change,save,latency,slow,agent-tools,True,,True,correct,True,correct,correct,10,0.019989,22.945,,466.0,,0,Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before and now contain only this record.,
+60,duplicate,fault,save,latency,slow,agent-tools,False,,False,duplicate,True,flagged_wrong,flagged_wrong,10,0.019862,15.178,,459.02,,0,"I clicked save once, but the records now show two identical Triage encounters for p1 (ids 1 and 2), both with the note ""Synthetic follow-up note 60: recheck in 11 days"". The records were empty before the save, so exactly one new record should have landed. The extra duplicate means the save did not go as required. I did not retry.",
+61,ok,change,save,latency,slow,agent-tools,True,,True,correct,True,correct,correct,9,0.019532,21.581,,467.31,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there afterward.",
+62,ok,change,save,latency,slow,agent-tools,True,,True,correct,True,correct,correct,10,0.022188,24.118,,471.85,,0,"Saved one Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 62: recheck in 13 days"". The records were empty before the save, and afterward they held exactly this one record.",
+63,ok,change,save,latency,slow,agent-tools,True,,True,correct,True,correct,correct,9,0.020023,22.005,,430.18,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the new record is the only one now.",
+64,ok,change,save,latency,slow,agent-tools,True,,True,correct,True,correct,correct,9,0.019059,16.533,,431.41,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and now there is exactly one record.",
+65,ok,change,save,latency,slow,agent-tools,True,,True,correct,True,correct,correct,10,0.018866,14.161,,430.86,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. Records were empty before the save, and the new record is the only one after it.",
+66,ok,trap,save,reordered queue,sort,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,12.004,,430.9,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+67,ok,trap,save,reordered queue,sort,agent-tools,True,,True,correct,True,correct,correct,6,0.014254,14.568,,422.34,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+68,ok,trap,save,reordered queue,sort,agent-tools,True,,True,correct,True,correct,correct,6,0.014234,12.409,,421.71,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and now hold only this new record.",
+69,ok,trap,save,reordered queue,sort,agent-tools,True,,True,correct,True,correct,correct,9,0.014421,14.606,,415.41,,0,"I saved one Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 69: recheck in 20 days"". The records were empty before the save. Afterward there was one record, and it matched the patient, type and note.",
+70,ok,trap,save,reordered queue,sort,agent-tools,True,,True,correct,True,correct,correct,6,0.014604,13.614,,402.59,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+71,ok,trap,save,reordered queue,sort,agent-tools,True,,True,correct,True,correct,correct,9,0.014121,15.965,,414.71,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+72,ok,trap,save,reordered queue,sort,agent-tools,True,,True,correct,True,correct,correct,9,0.014121,12.237,,423.17,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it.",
+73,ok,trap,save,reordered queue,sort,agent-tools,True,,True,correct,True,correct,correct,9,0.014461,14.27,,422.08,,0,"I saved one Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 73: recheck in 10 days"". The records were empty before the save. Afterwards there was exactly one record, and it matched the patient, type and note.",
+74,ok,trap,save,reordered queue,sort,agent-tools,True,,True,correct,True,correct,correct,9,0.014121,14.903,,432.05,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one new record exists after the save.",
+75,ok,trap,save,reordered queue,sort,agent-tools,True,,True,correct,True,correct,correct,9,0.014131,13.438,,447.37,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records list was empty before the save, and the new record is the only one after it.",
+76,ok,change,save,renamed and moved New Encounter,relink,agent-tools,True,,True,correct,True,correct,correct,8,0.014728,11.685,,463.23,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty beforehand, and now there is only this one record.",
+77,ok,change,save,renamed and moved New Encounter,relink,agent-tools,True,,True,correct,True,correct,correct,9,0.014097,11.916,,468.04,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record was there after.",
+78,ok,change,save,renamed and moved New Encounter,relink,agent-tools,True,,True,correct,True,correct,correct,9,0.014107,15.105,,475.41,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+79,ok,change,save,renamed and moved New Encounter,relink,agent-tools,True,,True,correct,True,correct,correct,9,0.014327,15.721,,467.01,,0,"I saved one Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 79: recheck in 16 days"". The records were empty before the save. The second read shows exactly that one new record.",
+80,optimistic,fault,save,renamed and moved New Encounter,relink,agent-tools,False,,False,missing,False,safe_stop,safe_stop,11,0.016749,17.204,,455.29,,0,"I clicked Save once for Jane Sample with type Triage and the requested note. The screen showed ""Encounter saved"" and listed the Triage encounter. The system of record still returned no records on two reads after the save, so I can't confirm the save landed. I did not retry.",
+81,ok,change,save,renamed and moved New Encounter,relink,agent-tools,True,,True,correct,True,correct,correct,6,0.014549,12.296,,448.77,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and the only record afterward is the new one.",
+82,ok,change,save,renamed and moved New Encounter,relink,agent-tools,True,,True,correct,True,correct,correct,6,0.014764,12.222,,447.13,,0,"One new record saved: patient p1, type Triage, note ""Synthetic follow-up note 82: recheck in 19 days"". The records were empty before the save, so nothing earlier was removed or changed.",
+83,ok,change,save,renamed and moved New Encounter,relink,agent-tools,True,,True,correct,True,correct,correct,6,0.014211,12.775,,457.09,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one record exists now.",
+84,ok,change,save,renamed and moved New Encounter,relink,agent-tools,True,,True,correct,True,correct,correct,9,0.014097,14.642,,470.24,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after.",
+85,ok,change,save,renamed and moved New Encounter,relink,agent-tools,True,,True,correct,True,correct,correct,9,0.014097,16.63,,471.02,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and the only record now is the new one.",
+86,ok,trap,save,look-alike referral,lookalike,agent-tools,True,,True,correct,True,correct,correct,9,0.014433,14.584,,475.34,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+87,ok,trap,save,look-alike referral,lookalike,agent-tools,True,,True,correct,True,correct,correct,6,0.014528,12.114,,484.65,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one new record was there after it.",
+88,ok,trap,save,look-alike referral,lookalike,agent-tools,True,,True,correct,True,correct,correct,6,0.014518,12.203,,493.01,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record exists after it.",
+89,ok,trap,save,look-alike referral,lookalike,agent-tools,True,,True,correct,True,correct,correct,6,0.014518,11.986,,501.52,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it.",
+90,ok,trap,save,look-alike referral,lookalike,agent-tools,True,,True,correct,True,correct,correct,6,0.014518,14.264,,507.14,,0,"Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it.",
+91,ok,trap,save,relabeled and reordered type,typelabel,agent-tools,True,,True,correct,True,correct,correct,9,0.015159,14.979,,522.66,,0,"I saved one new Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 91: recheck in 14 days"". The records were empty before the save, so nothing else was changed. The screen's button was labelled ""Triage Assessment"", and the saved record's type reads ""Triage"".",
+92,ok,trap,save,relabeled and reordered type,typelabel,agent-tools,True,,True,correct,True,correct,correct,9,0.015178,16.188,,542.12,,0,"I saved one Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 92: recheck in 15 days"". The records were empty before the save. The only record afterward is the new one. The screen's button was labelled ""Triage Assessment"", and I took that to be the Triage type. The saved record shows type ""Triage"".",
+93,ok,trap,save,relabeled and reordered type,typelabel,agent-tools,True,,True,correct,True,correct,correct,8,0.014732,14.54,,549.79,,0,"I saved one new Triage encounter for Jane Sample (p1) with the note ""Synthetic follow-up note 93: recheck in 16 days"". The records were empty before the save, so nothing earlier could have been removed or changed. The screen's button said ""Triage Assessment"", and the saved record's type is ""Triage"".",
+94,ok,trap,save,relabeled and reordered type,typelabel,agent-tools,True,,True,correct,True,correct,correct,8,0.014073,14.182,,546.41,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. Records were empty before, so nothing else was changed.",
+95,ok,trap,save,relabeled and reordered type,typelabel,agent-tools,True,,True,correct,True,correct,correct,5,0.013135,11.766,,550.46,,0,"Saved one Triage encounter for p1 (Jane Sample) with the exact note. Records were empty before the save, so nothing earlier was removed or changed.",
+96,ok,trap,stop,target referral gone,missing,agent-tools,False,,False,missing,False,safe_stop,safe_stop,2,0.005999,4.123,,558.82,,0,"The Referral Tasks list shows only Alex Testcase and Sam Specimen. Jane Sample has no referral, so I didn't start an encounter or save anything. The system of record was empty and I didn't change it.",
+97,ok,trap,stop,target referral gone,missing,agent-tools,False,,False,missing,False,safe_stop,safe_stop,2,0.005829,3.742,,561.55,,0,Jane Sample has no referral on the Referral Tasks screen. Only Alex Testcase and Sam Specimen are listed. I didn't save anything. The system of record was empty before I stopped.,
+98,ok,trap,stop,target referral gone,missing,agent-tools,False,,False,missing,False,safe_stop,safe_stop,2,0.005829,3.875,,568.72,,0,Jane Sample has no referral on the screen. Only Alex Testcase and Sam Specimen are listed. I didn't save anything. The records were empty before and I made no changes.,
+99,ok,trap,stop,target referral gone,missing,agent-tools,False,,False,missing,False,safe_stop,safe_stop,2,0.005959,4.056,,568.1,,0,Jane Sample has no referral on the screen. The Referral Tasks list shows only Alex Testcase and Sam Specimen. I didn't start an encounter or save anything. The records were empty before and I made no changes.,
+100,ok,trap,stop,target referral gone,missing,agent-tools,False,,False,missing,False,safe_stop,safe_stop,2,0.005849,4.136,,568.09,,0,"Jane Sample has no referral on screen. The Referral Tasks list shows only Alex Testcase and Sam Specimen. I saved nothing, and the records were empty before and after.",
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/meta.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/meta.json
new file mode 100644
index 000000000..1b5abae4f
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/meta.json
@@ -0,0 +1,18 @@
+{
+  "benchmark": "silent-saves",
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "app": "mockmed",
+  "executor": "agent-tools",
+  "agent_spec": "python:silent_saves.agent_arms:AgentTools",
+  "readback": false,
+  "arm": null,
+  "arm_cap_usd": null,
+  "items": 100,
+  "per_fault": null,
+  "faults": null,
+  "git_head": "23c135ff8664fbf393a5eadaed21f554f03394b1",
+  "machine": "arm64 Darwin 24.6.0",
+  "python": "3.12.13",
+  "written_at": "2026-10-24T12:18:08-0400"
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/summary.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/summary.json
new file mode 100644
index 000000000..592afb68b
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/summary.json
@@ -0,0 +1,173 @@
+{
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "executor": "agent-tools",
+  "readback": false,
+  "items": 100,
+  "verified_saves": {
+    "k": 90,
+    "n": 90,
+    "rate": 1.0,
+    "ci95": [
+      0.9591,
+      1.0
+    ]
+  },
+  "silent_wrong_saves": {
+    "k": 0,
+    "n": 100,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.037
+    ]
+  },
+  "false_stops": {
+    "k": 0,
+    "n": 90,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.0409
+    ]
+  },
+  "detection": {
+    "what": "server faults: bad saves reported as success",
+    "silent_wrong": {
+      "k": 0,
+      "n": 5,
+      "rate": 0.0,
+      "ci95": [
+        0.0,
+        0.4345
+      ]
+    }
+  },
+  "prevention": {
+    "what": "trap changes: wrong records that landed, reported or not",
+    "wrong_saves_landed": {
+      "k": 0,
+      "n": 25,
+      "rate": 0.0,
+      "ci95": [
+        0.0,
+        0.1332
+      ]
+    },
+    "stopped_when_no_correct_save": {
+      "k": 5,
+      "n": 5,
+      "rate": 1.0,
+      "ci95": [
+        0.5655,
+        1.0
+      ]
+    }
+  },
+  "human": {
+    "events": 0,
+    "scripted_events": 0,
+    "minutes_logged": 0,
+    "minutes_per_100_items": 0.0,
+    "items_left_for_a_person": 10,
+    "note": "minutes are only what a person logged; scripted events log 0"
+  },
+  "cost_usd_total": 1.454644,
+  "cost_per_verified_item_usd": 0.016163,
+  "model_calls_per_item": 7.56,
+  "seconds_per_item": {
+    "n": 100,
+    "median": 13.704,
+    "p90": 17.968
+  },
+  "by_release": {
+    "baseline": {
+      "items": 15,
+      "correct": 15,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "renamed controls": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 1,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "display scaling": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 1,
+      "false_alarm": 0
+    },
+    "moved controls": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 1,
+      "false_alarm": 0
+    },
+    "new interstitial": {
+      "items": 10,
+      "correct": 10,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "latency": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 1,
+      "false_alarm": 0
+    },
+    "reordered queue": {
+      "items": 10,
+      "correct": 10,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "renamed and moved New Encounter": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 1,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "look-alike referral": {
+      "items": 5,
+      "correct": 5,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "relabeled and reordered type": {
+      "items": 5,
+      "correct": 5,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "target referral gone": {
+      "items": 5,
+      "correct": 0,
+      "silent_wrong": 0,
+      "safe_stop": 5,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    }
+  }
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-001.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-001.json
new file mode 100644
index 000000000..14f1cd3ae
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-001.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 1: recheck in 8 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "I saved one Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 1: recheck in 8 days\". The records were empty before the save. Afterward there was exactly one record, and it matched the patient, type and note."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-002.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-002.json
new file mode 100644
index 000000000..a5afa93ba
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-002.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 2: recheck in 9 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-003.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-003.json
new file mode 100644
index 000000000..01c657e2b
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-003.json
@@ -0,0 +1,85 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 3: recheck in 10 days"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-004.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-004.json
new file mode 100644
index 000000000..bbaf1efac
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-004.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 4: recheck in 11 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-005.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-005.json
new file mode 100644
index 000000000..3f547e1b9
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-005.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 5: recheck in 12 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "I saved one Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 5: recheck in 12 days\". The records were empty before the save. After it, the only record is the new one, so nothing else was removed or changed."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-006.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-006.json
new file mode 100644
index 000000000..3c7782979
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-006.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 6: recheck in 13 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, so nothing earlier could have been removed or changed."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-007.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-007.json
new file mode 100644
index 000000000..cddc5d2b3
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-007.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 7: recheck in 14 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one new record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-008.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-008.json
new file mode 100644
index 000000000..de90953f8
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-008.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 8: recheck in 15 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-009.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-009.json
new file mode 100644
index 000000000..41d2e2f2c
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-009.json
@@ -0,0 +1,85 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 9: recheck in 16 days"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-010.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-010.json
new file mode 100644
index 000000000..c9c352d52
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-010.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 10: recheck in 17 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-011.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-011.json
new file mode 100644
index 000000000..78b6e980e
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-011.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 11: recheck in 18 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one record exists now."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-012.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-012.json
new file mode 100644
index 000000000..75f1f9f97
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-012.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 12: recheck in 19 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "One new record (id 1) saved for p1 (Jane Sample), type Triage, with the exact note. The records list was empty before the save, so nothing earlier was removed or changed."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-013.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-013.json
new file mode 100644
index 000000000..a61b7af7d
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-013.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 13: recheck in 20 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the only record now is the new one."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-014.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-014.json
new file mode 100644
index 000000000..258844283
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-014.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 14: recheck in 7 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-015.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-015.json
new file mode 100644
index 000000000..ef264d9e9
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-015.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 15: recheck in 8 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one record exists now."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-016.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-016.json
new file mode 100644
index 000000000..6a4b7556a
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-016.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 16: recheck in 9 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the only record afterward is the new one."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-017.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-017.json
new file mode 100644
index 000000000..e613f247b
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-017.json
@@ -0,0 +1,104 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 17: recheck in 10 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "One new Triage encounter saved for p1 (Jane Sample) with the exact note. The records were empty before the save, so nothing earlier was removed or changed."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-018.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-018.json
new file mode 100644
index 000000000..d0030137e
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-018.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 18: recheck in 11 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and no other records exist after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-019.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-019.json
new file mode 100644
index 000000000..7ed6e99a2
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-019.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 19: recheck in 12 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-020.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-020.json
new file mode 100644
index 000000000..d28784bdd
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-020.json
@@ -0,0 +1,131 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 20: recheck in 13 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 11,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": false,
+     "summary": "I submitted a Triage encounter for Jane Sample (P1) with the note \"Synthetic follow-up note 20: recheck in 13 days\". The UI showed \"Encounter saved\" and listed the encounter. But the system of record still returned an empty list on three reads after the save, so I can't confirm the record landed. I did not retry the save."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-021.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-021.json
new file mode 100644
index 000000000..11405f4ae
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-021.json
@@ -0,0 +1,104 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 21: recheck in 14 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "One new Triage encounter saved for p1 (Jane Sample) with the exact note. The records were empty before, so nothing else was changed."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-022.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-022.json
new file mode 100644
index 000000000..25d8485d9
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-022.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 22: recheck in 15 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "I saved one Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 22: recheck in 15 days\". The records were empty before the save. Afterward, read_records showed exactly that one new record and nothing else."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-023.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-023.json
new file mode 100644
index 000000000..c7916bed2
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-023.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 23: recheck in 16 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one new record exists after."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-024.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-024.json
new file mode 100644
index 000000000..7470ef1c7
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-024.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 24: recheck in 17 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and the only record now is the new one."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-025.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-025.json
new file mode 100644
index 000000000..ed4a971b5
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-025.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 25: recheck in 18 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "One new Triage record for p1 saved with the exact note. The records list was empty before the save."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-026.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-026.json
new file mode 100644
index 000000000..a591f677e
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-026.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 26: recheck in 19 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one record exists after."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-027.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-027.json
new file mode 100644
index 000000000..19dd72ae6
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-027.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 27: recheck in 20 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-028.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-028.json
new file mode 100644
index 000000000..4ba741974
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-028.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 28: recheck in 7 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and now contain only this record."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-029.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-029.json
new file mode 100644
index 000000000..b84de16a4
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-029.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 29: recheck in 8 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-030.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-030.json
new file mode 100644
index 000000000..24f8608d0
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-030.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 30: recheck in 9 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": false,
+     "summary": "I opened Jane Sample (MRN P1), chose Triage, entered the note and saved once. The system of record shows one new record, but it is on patient_id \"p2\" (Alex Testcase), not \"p1\". The type (Triage) and note text are correct. The record is on the wrong patient, so the save failed. I did not retry."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-031.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-031.json
new file mode 100644
index 000000000..3dfe7b8d2
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-031.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 31: recheck in 10 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-032.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-032.json
new file mode 100644
index 000000000..7bf0c67da
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-032.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 32: recheck in 11 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-033.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-033.json
new file mode 100644
index 000000000..82459766a
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-033.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 33: recheck in 12 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "I saved one new Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 33: recheck in 12 days\". The records were empty before the save. Afterward there was exactly one record, and it matched the patient, type and note."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-034.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-034.json
new file mode 100644
index 000000000..c9a15385c
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-034.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 34: recheck in 13 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty beforehand, and exactly one new record exists now."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-035.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-035.json
new file mode 100644
index 000000000..a5fa89bae
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-035.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 35: recheck in 14 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and now hold only this record."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-036.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-036.json
new file mode 100644
index 000000000..5f2f91cbd
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-036.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 36: recheck in 15 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-037.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-037.json
new file mode 100644
index 000000000..11ac8af36
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-037.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 37: recheck in 16 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the new record is the only one after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-038.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-038.json
new file mode 100644
index 000000000..7041696d4
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-038.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 38: recheck in 17 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-039.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-039.json
new file mode 100644
index 000000000..163bcb569
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-039.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 39: recheck in 18 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-040.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-040.json
new file mode 100644
index 000000000..8286a0d02
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-040.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 40: recheck in 19 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": false,
+     "summary": "I saved one new Triage encounter for p1, but its note is empty. It should have been \"Synthetic follow-up note 40: recheck in 19 days\". The note field showed the right text before I clicked Save. I did not retry the save, because the rules allow only one. The empty record needs to be fixed or removed."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-041.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-041.json
new file mode 100644
index 000000000..6f88944a9
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-041.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 41: recheck in 20 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-042.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-042.json
new file mode 100644
index 000000000..e14a878f9
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-042.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 42: recheck in 7 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-043.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-043.json
new file mode 100644
index 000000000..ed3244198
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-043.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 43: recheck in 8 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one new record was there after."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-044.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-044.json
new file mode 100644
index 000000000..8f7bbc630
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-044.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 44: recheck in 9 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-045.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-045.json
new file mode 100644
index 000000000..fe621d742
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-045.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 45: recheck in 10 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-046.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-046.json
new file mode 100644
index 000000000..80b3a0493
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-046.json
@@ -0,0 +1,109 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 46: recheck in 11 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and the new record is the only one now."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-047.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-047.json
new file mode 100644
index 000000000..5d535842f
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-047.json
@@ -0,0 +1,125 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 47: recheck in 12 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 11,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-048.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-048.json
new file mode 100644
index 000000000..bdbb00092
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-048.json
@@ -0,0 +1,125 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 48: recheck in 13 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 11,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-049.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-049.json
new file mode 100644
index 000000000..baedf3da4
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-049.json
@@ -0,0 +1,109 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 49: recheck in 14 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-050.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-050.json
new file mode 100644
index 000000000..2ccdeb106
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-050.json
@@ -0,0 +1,125 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 50: recheck in 15 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 11,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and the new record is the only one now."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-051.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-051.json
new file mode 100644
index 000000000..53c23dd07
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-051.json
@@ -0,0 +1,124 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 51: recheck in 16 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, so nothing earlier could have been removed or changed."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-052.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-052.json
new file mode 100644
index 000000000..167e1d6f2
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-052.json
@@ -0,0 +1,120 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 52: recheck in 17 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-053.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-053.json
new file mode 100644
index 000000000..7e0c88b33
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-053.json
@@ -0,0 +1,109 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 53: recheck in 18 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one new record exists now."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-054.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-054.json
new file mode 100644
index 000000000..4a5dafcee
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-054.json
@@ -0,0 +1,125 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 54: recheck in 19 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 11,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the only record now is the new one."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-055.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-055.json
new file mode 100644
index 000000000..46a7cf661
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-055.json
@@ -0,0 +1,125 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 55: recheck in 20 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 11,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-056.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-056.json
new file mode 100644
index 000000000..cfdaaa5d9
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-056.json
@@ -0,0 +1,121 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 56: recheck in 7 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and one new record is there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-057.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-057.json
new file mode 100644
index 000000000..40bb65174
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-057.json
@@ -0,0 +1,132 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 57: recheck in 8 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and the only record after it is the new one."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-058.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-058.json
new file mode 100644
index 000000000..7dc202065
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-058.json
@@ -0,0 +1,126 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 58: recheck in 9 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-059.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-059.json
new file mode 100644
index 000000000..2f52c4f41
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-059.json
@@ -0,0 +1,132 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 59: recheck in 10 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before and now contain only this record."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-060.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-060.json
new file mode 100644
index 000000000..f4ffce9ec
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-060.json
@@ -0,0 +1,126 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 60: recheck in 11 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": false,
+     "summary": "I clicked save once, but the records now show two identical Triage encounters for p1 (ids 1 and 2), both with the note \"Synthetic follow-up note 60: recheck in 11 days\". The records were empty before the save, so exactly one new record should have landed. The extra duplicate means the save did not go as required. I did not retry."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-061.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-061.json
new file mode 100644
index 000000000..7def76179
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-061.json
@@ -0,0 +1,127 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 61: recheck in 12 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there afterward."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-062.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-062.json
new file mode 100644
index 000000000..501c7b766
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-062.json
@@ -0,0 +1,136 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 62: recheck in 13 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 62: recheck in 13 days\". The records were empty before the save, and afterward they held exactly this one record."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-063.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-063.json
new file mode 100644
index 000000000..5e11a941b
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-063.json
@@ -0,0 +1,127 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 63: recheck in 14 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and the new record is the only one now."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-064.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-064.json
new file mode 100644
index 000000000..b2102c2f5
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-064.json
@@ -0,0 +1,121 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 64: recheck in 15 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and now there is exactly one record."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-065.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-065.json
new file mode 100644
index 000000000..7f79f6138
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-065.json
@@ -0,0 +1,126 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 65: recheck in 16 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for p1 (Jane Sample) with the exact note. Records were empty before the save, and the new record is the only one after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-066.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-066.json
new file mode 100644
index 000000000..d70142ebb
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-066.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 66: recheck in 17 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-067.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-067.json
new file mode 100644
index 000000000..9714b45ec
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-067.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 67: recheck in 18 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-068.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-068.json
new file mode 100644
index 000000000..3a1447767
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-068.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 68: recheck in 19 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and now hold only this new record."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-069.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-069.json
new file mode 100644
index 000000000..71c1197a0
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-069.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 69: recheck in 20 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "I saved one Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 69: recheck in 20 days\". The records were empty before the save. Afterward there was one record, and it matched the patient, type and note."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-070.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-070.json
new file mode 100644
index 000000000..853a82dd0
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-070.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 70: recheck in 7 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-071.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-071.json
new file mode 100644
index 000000000..36af4731b
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-071.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 71: recheck in 8 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-072.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-072.json
new file mode 100644
index 000000000..841b313f5
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-072.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 72: recheck in 9 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-073.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-073.json
new file mode 100644
index 000000000..6aad47fcd
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-073.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 73: recheck in 10 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "I saved one Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 73: recheck in 10 days\". The records were empty before the save. Afterwards there was exactly one record, and it matched the patient, type and note."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-074.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-074.json
new file mode 100644
index 000000000..aa9cbd3f7
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-074.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 74: recheck in 11 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one new record exists after the save."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-075.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-075.json
new file mode 100644
index 000000000..afe575dbe
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-075.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 75: recheck in 12 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records list was empty before the save, and the new record is the only one after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-076.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-076.json
new file mode 100644
index 000000000..f0e87dba9
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-076.json
@@ -0,0 +1,104 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 76: recheck in 13 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty beforehand, and now there is only this one record."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-077.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-077.json
new file mode 100644
index 000000000..b5ed5cf6e
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-077.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 77: recheck in 14 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record was there after."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-078.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-078.json
new file mode 100644
index 000000000..9bc14e2ff
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-078.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 78: recheck in 15 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-079.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-079.json
new file mode 100644
index 000000000..f0b597c93
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-079.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 79: recheck in 16 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "I saved one Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 79: recheck in 16 days\". The records were empty before the save. The second read shows exactly that one new record."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-080.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-080.json
new file mode 100644
index 000000000..139f5415e
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-080.json
@@ -0,0 +1,123 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 80: recheck in 17 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 10,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 11,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": false,
+     "summary": "I clicked Save once for Jane Sample with type Triage and the requested note. The screen showed \"Encounter saved\" and listed the Triage encounter. The system of record still returned no records on two reads after the save, so I can't confirm the save landed. I did not retry."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-081.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-081.json
new file mode 100644
index 000000000..4fd2e14b0
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-081.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 81: recheck in 18 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for p1 (Jane Sample) with the exact note. The records were empty before the save, and the only record afterward is the new one."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-082.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-082.json
new file mode 100644
index 000000000..90e107496
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-082.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 82: recheck in 19 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "One new record saved: patient p1, type Triage, note \"Synthetic follow-up note 82: recheck in 19 days\". The records were empty before the save, so nothing earlier was removed or changed."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-083.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-083.json
new file mode 100644
index 000000000..0ccb699a9
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-083.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 83: recheck in 20 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before, and exactly one record exists now."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-084.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-084.json
new file mode 100644
index 000000000..985ea9113
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-084.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 84: recheck in 7 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-085.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-085.json
new file mode 100644
index 000000000..f8ab909a4
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-085.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 85: recheck in 8 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and the only record now is the new one."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-086.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-086.json
new file mode 100644
index 000000000..2140597d5
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-086.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 86: recheck in 9 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-087.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-087.json
new file mode 100644
index 000000000..4ad0a76f0
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-087.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 87: recheck in 10 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one new record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-088.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-088.json
new file mode 100644
index 000000000..8ca5fd8ce
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-088.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 88: recheck in 11 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. Records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-089.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-089.json
new file mode 100644
index 000000000..efe0c7ed3
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-089.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 89: recheck in 12 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record was there after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-090.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-090.json
new file mode 100644
index 000000000..1e4f570fc
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-090.json
@@ -0,0 +1,94 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "1"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 90: recheck in 13 days"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for Jane Sample (p1) with the exact note. The records were empty before the save, and exactly one record exists after it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-091.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-091.json
new file mode 100644
index 000000000..8e7812dc3
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-091.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "2"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 91: recheck in 14 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "I saved one new Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 91: recheck in 14 days\". The records were empty before the save, so nothing else was changed. The screen's button was labelled \"Triage Assessment\", and the saved record's type reads \"Triage\"."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-092.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-092.json
new file mode 100644
index 000000000..ce1eff99c
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-092.json
@@ -0,0 +1,105 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "2"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 92: recheck in 15 days"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 9,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "I saved one Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 92: recheck in 15 days\". The records were empty before the save. The only record afterward is the new one. The screen's button was labelled \"Triage Assessment\", and I took that to be the Triage type. The saved record shows type \"Triage\"."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-093.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-093.json
new file mode 100644
index 000000000..03a45a026
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-093.json
@@ -0,0 +1,100 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "2"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 93: recheck in 16 days"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "I saved one new Triage encounter for Jane Sample (p1) with the note \"Synthetic follow-up note 93: recheck in 16 days\". The records were empty before the save, so nothing earlier could have been removed or changed. The screen's button said \"Triage Assessment\", and the saved record's type is \"Triage\"."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-094.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-094.json
new file mode 100644
index 000000000..669615caa
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-094.json
@@ -0,0 +1,100 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 6,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "2"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 94: recheck in 17 days"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   }
+  ]
+ },
+ {
+  "turn": 7,
+  "calls": [
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 8,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for p1 (Jane Sample) with the exact note. Records were empty before, so nothing else was changed."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-095.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-095.json
new file mode 100644
index 000000000..4152a8fbf
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-095.json
@@ -0,0 +1,85 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 3,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "0"
+    }
+   },
+   {
+    "name": "read_screen",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 4,
+  "calls": [
+   {
+    "name": "click",
+    "input": {
+     "ref": "2"
+    }
+   },
+   {
+    "name": "fill",
+    "input": {
+     "ref": "0",
+     "text": "Synthetic follow-up note 95: recheck in 18 days"
+    }
+   },
+   {
+    "name": "click",
+    "input": {
+     "ref": "3"
+    }
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 5,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": true,
+     "summary": "Saved one Triage encounter for p1 (Jane Sample) with the exact note. Records were empty before the save, so nothing earlier was removed or changed."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-096.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-096.json
new file mode 100644
index 000000000..19e5c6490
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-096.json
@@ -0,0 +1,27 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": false,
+     "summary": "The Referral Tasks list shows only Alex Testcase and Sam Specimen. Jane Sample has no referral, so I didn't start an encounter or save anything. The system of record was empty and I didn't change it."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-097.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-097.json
new file mode 100644
index 000000000..c53306b39
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-097.json
@@ -0,0 +1,27 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": false,
+     "summary": "Jane Sample has no referral on the Referral Tasks screen. Only Alex Testcase and Sam Specimen are listed. I didn't save anything. The system of record was empty before I stopped."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-098.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-098.json
new file mode 100644
index 000000000..6922cc7f7
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-098.json
@@ -0,0 +1,27 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": false,
+     "summary": "Jane Sample has no referral on the screen. Only Alex Testcase and Sam Specimen are listed. I didn't save anything. The records were empty before and I made no changes."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-099.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-099.json
new file mode 100644
index 000000000..5b5bc5759
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-099.json
@@ -0,0 +1,27 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": false,
+     "summary": "Jane Sample has no referral on the screen. The Referral Tasks list shows only Alex Testcase and Sam Specimen. I didn't start an encounter or save anything. The records were empty before and I made no changes."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-100.json b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-100.json
new file mode 100644
index 000000000..afe6016e0
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/agent-tools/2026-10-24/traces/item-100.json
@@ -0,0 +1,27 @@
+[
+ {
+  "turn": 1,
+  "calls": [
+   {
+    "name": "read_screen",
+    "input": {}
+   },
+   {
+    "name": "read_records",
+    "input": {}
+   }
+  ]
+ },
+ {
+  "turn": 2,
+  "calls": [
+   {
+    "name": "finish",
+    "input": {
+     "saved": false,
+     "summary": "Jane Sample has no referral on screen. The Referral Tasks list shows only Alex Testcase and Sam Specimen. I saved nothing, and the records were empty before and after."
+    }
+   }
+  ]
+ }
+]
\ No newline at end of file
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24-timing/items.csv b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24-timing/items.csv
new file mode 100644
index 000000000..f9b020f6f
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24-timing/items.csv
@@ -0,0 +1,16 @@
+item,fault,kind,expect,release,drift,executor,claimed_success,readback_confirmed,reported_success,store_verdict,store_changed,outcome,outcome_alone,model_calls,cost_usd,item_s,readback_s,host_load_1m,human_events,human_minutes,final_text,error
+1,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,9.284,,5.93,,0,VERIFIED,
+2,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.276,,5.62,,0,VERIFIED,
+3,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.254,,5.6,,0,VERIFIED,
+4,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.246,,6.31,,0,VERIFIED,
+5,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.312,,6.12,,0,VERIFIED,
+6,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.318,,8.9,,0,VERIFIED,
+7,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.244,,8.23,,0,VERIFIED,
+8,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.561,,7.81,,0,VERIFIED,
+9,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.479,,7.6,,0,VERIFIED,
+10,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.475,,7.45,,0,VERIFIED,
+11,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.407,,7.97,,0,VERIFIED,
+12,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.244,,7.66,,0,VERIFIED,
+13,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.297,,7.5,,0,VERIFIED,
+14,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.437,,7.14,,0,VERIFIED,
+15,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.211,,7.05,,0,VERIFIED,
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24-timing/meta.json b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24-timing/meta.json
new file mode 100644
index 000000000..7e010319b
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24-timing/meta.json
@@ -0,0 +1,18 @@
+{
+  "benchmark": "silent-saves",
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "app": "mockmed",
+  "executor": "openadapt-program",
+  "agent_spec": "openadapt-program:/Users/abrichr/.cache/silent-saves/program-2026-10-18-a",
+  "readback": false,
+  "arm": "program",
+  "arm_cap_usd": null,
+  "items": 15,
+  "per_fault": null,
+  "faults": null,
+  "git_head": "1f5079c3a1b358ddda08d14dd86535c98a255b1c",
+  "machine": "arm64 Darwin 24.6.0",
+  "python": "3.12.13",
+  "written_at": "2026-10-24T22:03:41-0400"
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24-timing/summary.json b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24-timing/summary.json
new file mode 100644
index 000000000..ae9e2abc4
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24-timing/summary.json
@@ -0,0 +1,84 @@
+{
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "executor": "openadapt-program",
+  "readback": false,
+  "items": 15,
+  "verified_saves": {
+    "k": 15,
+    "n": 15,
+    "rate": 1.0,
+    "ci95": [
+      0.7961,
+      1.0
+    ]
+  },
+  "silent_wrong_saves": {
+    "k": 0,
+    "n": 15,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.2039
+    ]
+  },
+  "false_stops": {
+    "k": 0,
+    "n": 15,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.2039
+    ]
+  },
+  "detection": {
+    "what": "server faults: bad saves reported as success",
+    "silent_wrong": {
+      "k": 0,
+      "n": 0,
+      "rate": null,
+      "ci95": null
+    }
+  },
+  "prevention": {
+    "what": "trap changes: wrong records that landed, reported or not",
+    "wrong_saves_landed": {
+      "k": 0,
+      "n": 0,
+      "rate": null,
+      "ci95": null
+    },
+    "stopped_when_no_correct_save": {
+      "k": 0,
+      "n": 0,
+      "rate": null,
+      "ci95": null
+    }
+  },
+  "human": {
+    "events": 0,
+    "scripted_events": 0,
+    "minutes_logged": 0,
+    "minutes_per_100_items": 0.0,
+    "items_left_for_a_person": 0,
+    "note": "minutes are only what a person logged; scripted events log 0"
+  },
+  "cost_usd_total": 0.0,
+  "cost_per_verified_item_usd": 0.0,
+  "model_calls_per_item": 0.0,
+  "seconds_per_item": {
+    "n": 15,
+    "median": 7.312,
+    "p90": 7.561
+  },
+  "by_release": {
+    "baseline": {
+      "items": 15,
+      "correct": 15,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    }
+  }
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/items.csv b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/items.csv
new file mode 100644
index 000000000..3174a8637
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/items.csv
@@ -0,0 +1,101 @@
+item,fault,kind,expect,release,drift,executor,claimed_success,readback_confirmed,reported_success,store_verdict,store_changed,outcome,outcome_alone,model_calls,cost_usd,item_s,readback_s,host_load_1m,human_events,human_minutes,final_text,error
+1,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,26.685,,238.58,,0,VERIFIED,
+2,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,10.744,,215.58,,0,VERIFIED,
+3,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,10.368,,191.27,,0,VERIFIED,
+4,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,12.547,,164.54,,0,VERIFIED,
+5,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,18.168,,135.07,,0,VERIFIED,
+6,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,17.278,,116.26,,0,VERIFIED,
+7,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,36.773,,92.91,,0,VERIFIED,
+8,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,37.465,,130.88,,0,VERIFIED,
+9,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,20.659,,252.83,,0,VERIFIED,
+10,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,26.148,,290.78,,0,VERIFIED,
+11,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,27.619,,314.34,,0,VERIFIED,
+12,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,32.817,,320.97,,0,VERIFIED,
+13,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,36.659,,331.12,,0,VERIFIED,
+14,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,46.49,,377.96,,0,VERIFIED,
+15,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,31.439,,401.58,,0,VERIFIED,
+19,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,69.911,,428.7,,0,VERIFIED,
+20,no_persist,fault,save,renamed controls,rename,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,74.58,,479.37,,0,"System-of-record effect verification HALTED step 'step_005' (click 'Save Encounter'): record_written refuted against the rest system of record and could not be reconciled (escalated) — [rest] record_written: 0 records match the target selector, expected 1 (missing / phantom / rejected write -- the screen may show success but nothing landed) -- no compensator available for an irreversible refuted effect -- durably halt and escalate — run aborted",
+21,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,27.91,,461.12,,0,VERIFIED,
+22,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,14.951,,463.94,,0,VERIFIED,
+23,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,22.21,,472.5,,0,VERIFIED,
+24,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,30.739,,445.93,,0,VERIFIED,
+25,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,44.667,,431.54,,0,VERIFIED,
+26,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,37.2,,428.98,,0,VERIFIED,
+27,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,41.101,,409.93,,0,VERIFIED,
+28,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,50.643,,423.17,,0,VERIFIED,
+29,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,49.281,,457.24,,0,VERIFIED,
+30,wrong_record,fault,save,display scaling,zoom,openadapt-program,False,,False,wrong_record,True,flagged_wrong,flagged_wrong,0,0.0,46.472,,467.01,,0,"System-of-record effect verification HALTED step 'step_005' (click 'Save Encounter'): record_written refuted against the rest system of record and could not be reconciled (escalated) — [rest] record_written: 0 records match the target selector, expected 1 (missing / phantom / rejected write -- the screen may show success but nothing landed) -- no compensator available for an irreversible refuted effect -- durably halt and escalate — run aborted",
+31,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,28.822,,447.13,,0,VERIFIED,
+32,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,53.306,,470.24,,0,VERIFIED,
+33,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,46.822,,491.01,,0,VERIFIED,
+34,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,69.166,,525.17,,0,VERIFIED,
+35,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,69.585,,553.23,,0,VERIFIED,
+36,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,50.381,,608.33,,0,VERIFIED,
+37,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,60.955,,563.7,,0,VERIFIED,
+38,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,30.308,,501.1,,0,VERIFIED,
+39,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,22.241,,477.38,,0,VERIFIED,
+40,partial,fault,save,moved controls,move,openadapt-program,False,,False,partial,True,flagged_wrong,flagged_wrong,0,0.0,32.3,,483.04,,0,"System-of-record effect verification HALTED step 'step_005' (click 'Save Encounter'): record_written refuted against the rest system of record and could not be reconciled (escalated) — [rest] record_written: 0 records match the target selector, expected 1 (missing / phantom / rejected write -- the screen may show success but nothing landed) -- no compensator available for an irreversible refuted effect -- durably halt and escalate — run aborted",
+41,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,46.223,,500.04,,0,VERIFIED,
+42,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,23.121,,505.73,,0,VERIFIED,
+43,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,19.774,,496.13,,0,VERIFIED,
+44,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,36.056,,464.32,,0,VERIFIED,
+45,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,28.707,,439.95,,0,VERIFIED,
+46,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,23.913,,478.86,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+47,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,18.047,,485.96,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+48,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,25.921,,483.32,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+49,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,29.318,,495.18,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+50,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,24.082,,499.04,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+51,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,26.136,,496.6,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+52,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,27.647,,475.04,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+53,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,54.682,,468.85,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+54,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,56.799,,484.14,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+55,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,28.626,,495.97,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+56,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,44.153,,498.6,,0,VERIFIED,
+57,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,24.692,,517.23,,0,VERIFIED,
+58,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,32.539,,510.04,,0,VERIFIED,
+59,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,43.542,,513.33,,0,VERIFIED,
+60,duplicate,fault,save,latency,slow,openadapt-program,False,,False,duplicate,True,flagged_wrong,flagged_wrong,0,0.0,53.094,,544.3,,0,"System-of-record effect verification HALTED step 'step_005' (click 'Save Encounter'): record_written refuted against the rest system of record and could not be reconciled (escalated) — [rest] record_written: 0 records match the target selector, expected 1 (missing / phantom / rejected write -- the screen may show success but nothing landed) -- no compensator available for an irreversible refuted effect -- durably halt and escalate — run aborted",
+61,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,27.414,,543.78,,0,VERIFIED,
+62,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,45.608,,532.26,,0,VERIFIED,
+63,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,62.121,,485.5,,0,VERIFIED,
+64,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,45.343,,480.91,,0,VERIFIED,
+65,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,47.718,,499.13,,0,VERIFIED,
+66,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,43.787,,507.01,,0,VERIFIED,
+67,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,75.313,,500.36,,0,VERIFIED,
+68,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,41.798,,529.7,,0,VERIFIED,
+69,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,70.052,,522.9,,0,VERIFIED,
+70,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,22.392,,511.88,,0,VERIFIED,
+71,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,41.803,,478.21,,0,VERIFIED,
+72,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,20.793,,461.51,,0,VERIFIED,
+73,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,27.951,,476.89,,0,VERIFIED,
+74,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,26.767,,445.28,,0,VERIFIED,
+75,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,23.974,,449.69,,0,VERIFIED,
+76,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,41.904,,456.8,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+77,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,15.824,,498.31,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+78,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,29.733,,495.27,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+79,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,16.312,,504.84,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+80,optimistic,fault,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,25.384,,486.45,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+81,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,18.8,,483.02,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+82,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,31.084,,481.35,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+16,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,9.036,,44.49,,0,VERIFIED,
+17,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,8.775,,38.73,,0,VERIFIED,
+18,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,9.595,,36.32,,0,VERIFIED,
+83,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,6.202,,50.43,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+84,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,6.005,,67.32,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+85,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,4.075,,67.05,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+86,ok,trap,save,look-alike referral,lookalike,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,12.728,,63.13,,0,VERIFIED,
+87,ok,trap,save,look-alike referral,lookalike,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,13.071,,52.85,,0,VERIFIED,
+88,ok,trap,save,look-alike referral,lookalike,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,13.73,,89.16,,0,VERIFIED,
+89,ok,trap,save,look-alike referral,lookalike,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,15.312,,82.17,,0,VERIFIED,
+90,ok,trap,save,look-alike referral,lookalike,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,15.976,,105.56,,0,VERIFIED,
+91,ok,trap,save,relabeled and reordered type,typelabel,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,11.442,,121.14,,0,VERIFIED,
+92,ok,trap,save,relabeled and reordered type,typelabel,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,8.126,,106.31,,0,VERIFIED,
+93,ok,trap,save,relabeled and reordered type,typelabel,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.547,,97.06,,0,VERIFIED,
+94,ok,trap,save,relabeled and reordered type,typelabel,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.949,,95.61,,0,VERIFIED,
+95,ok,trap,save,relabeled and reordered type,typelabel,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,7.744,,83.03,,0,VERIFIED,
+96,ok,trap,stop,target referral gone,missing,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,3.262,,71.33,,0,"Identity check failed for step 'step_000' (click 'Open'): a target was found positionally (rung 'template', confidence 1.00) but its surrounding text does not match the recorded target's — expected '<structured identity template>', observed 'Alex TestcaseCardiology follow-upMedium' (coverage 0.00) — refusing to act; run aborted",
+97,ok,trap,stop,target referral gone,missing,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,2.468,,66.02,,0,"Identity check failed for step 'step_000' (click 'Open'): a target was found positionally (rung 'template', confidence 1.00) but its surrounding text does not match the recorded target's — expected '<structured identity template>', observed 'Alex TestcaseCardiology follow-upMedium' (coverage 0.00) — refusing to act; run aborted",
+98,ok,trap,stop,target referral gone,missing,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,2.619,,61.85,,0,"Identity check failed for step 'step_000' (click 'Open'): a target was found positionally (rung 'template', confidence 1.00) but its surrounding text does not match the recorded target's — expected '<structured identity template>', observed 'Alex TestcaseCardiology follow-upMedium' (coverage 0.00) — refusing to act; run aborted",
+99,ok,trap,stop,target referral gone,missing,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,2.422,,61.85,,0,"Identity check failed for step 'step_000' (click 'Open'): a target was found positionally (rung 'template', confidence 1.00) but its surrounding text does not match the recorded target's — expected '<structured identity template>', observed 'Alex TestcaseCardiology follow-upMedium' (coverage 0.00) — refusing to act; run aborted",
+100,ok,trap,stop,target referral gone,missing,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,2.569,,57.3,,0,"Identity check failed for step 'step_000' (click 'Open'): a target was found positionally (rung 'template', confidence 1.00) but its surrounding text does not match the recorded target's — expected '<structured identity template>', observed 'Alex TestcaseCardiology follow-upMedium' (coverage 0.00) — refusing to act; run aborted",
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/items.first-pass.csv b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/items.first-pass.csv
new file mode 100644
index 000000000..11cfab63c
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/items.first-pass.csv
@@ -0,0 +1,118 @@
+item,fault,kind,expect,release,drift,executor,claimed_success,readback_confirmed,reported_success,store_verdict,store_changed,outcome,outcome_alone,model_calls,cost_usd,item_s,readback_s,host_load_1m,human_events,human_minutes,final_text,error
+1,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,26.685,,238.58,,0,VERIFIED,
+2,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,10.744,,215.58,,0,VERIFIED,
+3,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,10.368,,191.27,,0,VERIFIED,
+4,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,12.547,,164.54,,0,VERIFIED,
+5,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,18.168,,135.07,,0,VERIFIED,
+6,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,17.278,,116.26,,0,VERIFIED,
+7,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,36.773,,92.91,,0,VERIFIED,
+8,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,37.465,,130.88,,0,VERIFIED,
+9,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,20.659,,252.83,,0,VERIFIED,
+10,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,26.148,,290.78,,0,VERIFIED,
+11,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,27.619,,314.34,,0,VERIFIED,
+12,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,32.817,,320.97,,0,VERIFIED,
+13,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,36.659,,331.12,,0,VERIFIED,
+14,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,46.49,,377.96,,0,VERIFIED,
+15,ok,control,save,baseline,,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,31.439,,401.58,,0,VERIFIED,
+16,ok,change,save,renamed controls,rename,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,48.379,,389.92,,0,,DurableAuthorityBusy: the external durable authority is unavailable
+17,ok,change,save,renamed controls,rename,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,50.704,,406.33,,0,,DurableAuthorityBusy: the external durable authority is unavailable
+18,ok,change,save,renamed controls,rename,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,30.052,,431.19,,0,,DurableAuthorityBusy: the external durable authority is unavailable
+19,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,69.911,,428.7,,0,VERIFIED,
+20,no_persist,fault,save,renamed controls,rename,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,74.58,,479.37,,0,"System-of-record effect verification HALTED step 'step_005' (click 'Save Encounter'): record_written refuted against the rest system of record and could not be reconciled (escalated) — [rest] record_written: 0 records match the target selector, expected 1 (missing / phantom / rejected write -- the screen may show success but nothing landed) -- no compensator available for an irreversible refuted effect -- durably halt and escalate — run aborted",
+21,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,27.91,,461.12,,0,VERIFIED,
+22,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,14.951,,463.94,,0,VERIFIED,
+23,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,22.21,,472.5,,0,VERIFIED,
+24,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,30.739,,445.93,,0,VERIFIED,
+25,ok,change,save,renamed controls,rename,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,44.667,,431.54,,0,VERIFIED,
+26,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,37.2,,428.98,,0,VERIFIED,
+27,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,41.101,,409.93,,0,VERIFIED,
+28,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,50.643,,423.17,,0,VERIFIED,
+29,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,49.281,,457.24,,0,VERIFIED,
+30,wrong_record,fault,save,display scaling,zoom,openadapt-program,False,,False,wrong_record,True,flagged_wrong,flagged_wrong,0,0.0,46.472,,467.01,,0,"System-of-record effect verification HALTED step 'step_005' (click 'Save Encounter'): record_written refuted against the rest system of record and could not be reconciled (escalated) — [rest] record_written: 0 records match the target selector, expected 1 (missing / phantom / rejected write -- the screen may show success but nothing landed) -- no compensator available for an irreversible refuted effect -- durably halt and escalate — run aborted",
+31,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,28.822,,447.13,,0,VERIFIED,
+32,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,53.306,,470.24,,0,VERIFIED,
+33,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,46.822,,491.01,,0,VERIFIED,
+34,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,69.166,,525.17,,0,VERIFIED,
+35,ok,change,save,display scaling,zoom,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,69.585,,553.23,,0,VERIFIED,
+36,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,50.381,,608.33,,0,VERIFIED,
+37,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,60.955,,563.7,,0,VERIFIED,
+38,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,30.308,,501.1,,0,VERIFIED,
+39,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,22.241,,477.38,,0,VERIFIED,
+40,partial,fault,save,moved controls,move,openadapt-program,False,,False,partial,True,flagged_wrong,flagged_wrong,0,0.0,32.3,,483.04,,0,"System-of-record effect verification HALTED step 'step_005' (click 'Save Encounter'): record_written refuted against the rest system of record and could not be reconciled (escalated) — [rest] record_written: 0 records match the target selector, expected 1 (missing / phantom / rejected write -- the screen may show success but nothing landed) -- no compensator available for an irreversible refuted effect -- durably halt and escalate — run aborted",
+41,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,46.223,,500.04,,0,VERIFIED,
+42,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,23.121,,505.73,,0,VERIFIED,
+43,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,19.774,,496.13,,0,VERIFIED,
+44,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,36.056,,464.32,,0,VERIFIED,
+45,ok,change,save,moved controls,move,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,28.707,,439.95,,0,VERIFIED,
+46,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,23.913,,478.86,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+47,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,18.047,,485.96,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+48,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,25.921,,483.32,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+49,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,29.318,,495.18,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+50,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,24.082,,499.04,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+51,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,26.136,,496.6,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+52,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,27.647,,475.04,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+53,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,54.682,,468.85,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+54,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,56.799,,484.14,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+55,ok,change,save,new interstitial,notice,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,28.626,,495.97,,0,Could not resolve target for step 'step_000' (click 'Open'): all resolution rungs failed,
+56,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,44.153,,498.6,,0,VERIFIED,
+57,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,24.692,,517.23,,0,VERIFIED,
+58,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,32.539,,510.04,,0,VERIFIED,
+59,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,43.542,,513.33,,0,VERIFIED,
+60,duplicate,fault,save,latency,slow,openadapt-program,False,,False,duplicate,True,flagged_wrong,flagged_wrong,0,0.0,53.094,,544.3,,0,"System-of-record effect verification HALTED step 'step_005' (click 'Save Encounter'): record_written refuted against the rest system of record and could not be reconciled (escalated) — [rest] record_written: 0 records match the target selector, expected 1 (missing / phantom / rejected write -- the screen may show success but nothing landed) -- no compensator available for an irreversible refuted effect -- durably halt and escalate — run aborted",
+61,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,27.414,,543.78,,0,VERIFIED,
+62,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,45.608,,532.26,,0,VERIFIED,
+63,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,62.121,,485.5,,0,VERIFIED,
+64,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,45.343,,480.91,,0,VERIFIED,
+65,ok,change,save,latency,slow,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,47.718,,499.13,,0,VERIFIED,
+66,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,43.787,,507.01,,0,VERIFIED,
+67,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,75.313,,500.36,,0,VERIFIED,
+68,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,41.798,,529.7,,0,VERIFIED,
+69,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,70.052,,522.9,,0,VERIFIED,
+70,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,22.392,,511.88,,0,VERIFIED,
+71,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,41.803,,478.21,,0,VERIFIED,
+72,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,20.793,,461.51,,0,VERIFIED,
+73,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,27.951,,476.89,,0,VERIFIED,
+74,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,26.767,,445.28,,0,VERIFIED,
+75,ok,trap,save,reordered queue,sort,openadapt-program,True,,True,correct,True,correct,correct,0,0.0,23.974,,449.69,,0,VERIFIED,
+76,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,41.904,,456.8,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+77,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,15.824,,498.31,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+78,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,29.733,,495.27,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+79,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,16.312,,504.84,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+80,optimistic,fault,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,25.384,,486.45,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+81,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,18.8,,483.02,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+82,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,31.084,,481.35,,0,Structural safety refusal for step 'step_001' (click 'New Encounter'): visual point is not an identity-bearing actionable DOM element — no action was admitted,
+83,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,300.05,,471.88,,0,,item timed out after 300 s; the browser driver was stopped. Exception: Browser.new_page: Connection closed while reading from the driver
+84,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.018,,91.26,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+85,ok,change,save,renamed and moved New Encounter,relink,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.012,,91.26,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+86,ok,trap,save,look-alike referral,lookalike,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.011,,91.26,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+87,ok,trap,save,look-alike referral,lookalike,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.011,,91.26,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+88,ok,trap,save,look-alike referral,lookalike,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.012,,91.26,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+89,ok,trap,save,look-alike referral,lookalike,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.011,,84.51,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+90,ok,trap,save,look-alike referral,lookalike,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.011,,84.51,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+91,ok,trap,save,relabeled and reordered type,typelabel,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.011,,84.51,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+92,ok,trap,save,relabeled and reordered type,typelabel,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.011,,84.51,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+93,ok,trap,save,relabeled and reordered type,typelabel,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.012,,84.51,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+94,ok,trap,save,relabeled and reordered type,typelabel,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.012,,78.07,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+95,ok,trap,save,relabeled and reordered type,typelabel,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.011,,78.07,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+96,ok,trap,stop,target referral gone,missing,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.012,,78.07,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+97,ok,trap,stop,target referral gone,missing,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.012,,78.07,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+98,ok,trap,stop,target referral gone,missing,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.011,,78.07,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+99,ok,trap,stop,target referral gone,missing,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.011,,72.21,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
+100,ok,trap,stop,target referral gone,missing,openadapt-program,False,,False,missing,False,safe_stop,safe_stop,0,0.0,0.012,,72.21,,0,,"Error: It looks like you are using Playwright Sync API inside the asyncio loop.
+Please use the Async API instead."
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/meta.json b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/meta.json
new file mode 100644
index 000000000..45ddb3ab5
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/meta.json
@@ -0,0 +1,18 @@
+{
+  "benchmark": "silent-saves",
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "app": "mockmed",
+  "executor": "openadapt-program",
+  "agent_spec": "openadapt-program:/Users/abrichr/.cache/silent-saves/program-2026-10-18-a",
+  "readback": false,
+  "arm": "program",
+  "arm_cap_usd": null,
+  "items": 100,
+  "per_fault": null,
+  "faults": null,
+  "git_head": "23c135ff8664fbf393a5eadaed21f554f03394b1",
+  "machine": "arm64 Darwin 24.6.0",
+  "python": "3.12.13",
+  "written_at": "2026-10-24T13:18:14-0400"
+}
diff --git a/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/summary.json b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/summary.json
new file mode 100644
index 000000000..e28df8e33
--- /dev/null
+++ b/packages/flow/benchmark/silent_saves/results/1.1.0/openadapt-program/2026-10-24/summary.json
@@ -0,0 +1,173 @@
+{
+  "version": "1.1.0",
+  "protocol": "silent-saves/2026-10-19.2",
+  "executor": "openadapt-program",
+  "readback": false,
+  "items": 100,
+  "verified_saves": {
+    "k": 71,
+    "n": 90,
+    "rate": 0.7889,
+    "ci95": [
+      0.6937,
+      0.8605
+    ]
+  },
+  "silent_wrong_saves": {
+    "k": 0,
+    "n": 100,
+    "rate": 0.0,
+    "ci95": [
+      0.0,
+      0.037
+    ]
+  },
+  "false_stops": {
+    "k": 19,
+    "n": 90,
+    "rate": 0.2111,
+    "ci95": [
+      0.1395,
+      0.3063
+    ]
+  },
+  "detection": {
+    "what": "server faults: bad saves reported as success",
+    "silent_wrong": {
+      "k": 0,
+      "n": 5,
+      "rate": 0.0,
+      "ci95": [
+        0.0,
+        0.4345
+      ]
+    }
+  },
+  "prevention": {
+    "what": "trap changes: wrong records that landed, reported or not",
+    "wrong_saves_landed": {
+      "k": 0,
+      "n": 25,
+      "rate": 0.0,
+      "ci95": [
+        0.0,
+        0.1332
+      ]
+    },
+    "stopped_when_no_correct_save": {
+      "k": 5,
+      "n": 5,
+      "rate": 1.0,
+      "ci95": [
+        0.5655,
+        1.0
+      ]
+    }
+  },
+  "human": {
+    "events": 0,
+    "scripted_events": 0,
+    "minutes_logged": 0,
+    "minutes_per_100_items": 0.0,
+    "items_left_for_a_person": 29,
+    "note": "minutes are only what a person logged; scripted events log 0"
+  },
+  "cost_usd_total": 0.0,
+  "cost_per_verified_item_usd": 0.0,
+  "model_calls_per_item": 0.0,
+  "seconds_per_item": {
+    "n": 100,
+    "median": 27.633,
+    "p90": 54.682
+  },
+  "by_release": {
+    "baseline": {
+      "items": 15,
+      "correct": 15,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "renamed controls": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 1,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "display scaling": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 1,
+      "false_alarm": 0
+    },
+    "moved controls": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 1,
+      "false_alarm": 0
+    },
+    "new interstitial": {
+      "items": 10,
+      "correct": 0,
+      "silent_wrong": 0,
+      "safe_stop": 10,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "latency": {
+      "items": 10,
+      "correct": 9,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 1,
+      "false_alarm": 0
+    },
+    "reordered queue": {
+      "items": 10,
+      "correct": 10,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "renamed and moved New Encounter": {
+      "items": 10,
+      "correct": 0,
+      "silent_wrong": 0,
+      "safe_stop": 10,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "look-alike referral": {
+      "items": 5,
+      "correct": 5,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "relabeled and reordered type": {
+      "items": 5,
+      "correct": 5,
+      "silent_wrong": 0,
+      "safe_stop": 0,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    },
+    "target referral gone": {
+      "items": 5,
+      "correct": 0,
+      "silent_wrong": 0,
+      "safe_stop": 5,
+      "flagged_wrong": 0,
+      "false_alarm": 0
+    }
+  }
+}
diff --git a/packages/flow/docs/DUPLICATE_CHECK.md b/packages/flow/docs/DUPLICATE_CHECK.md
new file mode 100644
index 000000000..61e151467
--- /dev/null
+++ b/packages/flow/docs/DUPLICATE_CHECK.md
@@ -0,0 +1,61 @@
+# A duplicate check that reads the match list
+
+Many registration forms run a duplicate search before they save. OpenEMR's New
+Patient form, for example, opens a list of existing charts that might be the
+same person. A recorded program usually expects the empty list ("No matches
+were found."), so any listed chart stops the item before the save.
+
+OpenEMR lists a chart that shares only a first name with the new patient. On
+the lifecycle soak's synthetic worklist, most of those stops were false: the
+listed chart was clearly someone else, and a person entered the item by hand.
+
+## The postcondition
+
+`no_duplicate_candidate` replaces the "empty list" check on the step that
+opens the search:
+
+```json
+{
+  "kind": "no_duplicate_candidate",
+  "text": "No matches were found.",
+  "candidate_rows": "tr.oneresult",
+  "candidate_frame_path": ["#modalframe"],
+  "candidate_params": ["lname", "DOB"],
+  "timeout_s": 10.0
+}
+```
+
+It passes only when the list has loaded and names no real candidate:
+
+- A listed row is a **candidate** when it contains every word of this run's
+  value of any `candidate_params` parameter (case-insensitive). With the
+  example above, a chart with the same last name or the same date of birth
+  stops the item. A chart that shares only a first name doesn't.
+- An **empty list** passes only when its "no matches" marker (`text`) is
+  shown, so a list that hasn't loaded yet never passes.
+- It **fails closed**: an unreadable list (frame missing or ambiguous, or a
+  backend that can't read rows), a missing or empty parameter value, or any
+  candidate row all fail the step before anything is saved.
+
+The rule only lets an item continue past rows that share none of the identity
+values. A same-name patient with a mistyped date of birth still stops, and a
+person decides. The rows are read from the DOM (`element_texts` on the browser
+backend), never from OCR.
+
+## Changing a program to use it
+
+The compiler doesn't propose this postcondition yet. Changing it is a program
+change, so the program needs a fresh qualification and admission. The
+lifecycle soak's `production_arm.with_duplicate_list_check` makes the change
+on the OpenEMR referral program, and the soak admits that version afresh
+(`"duplicate_check": true`).
+
+## Limits
+
+- The list must render its rows together, as OpenEMR's server-rendered list
+  does. A list that streams rows in one by one could pass on a partial list.
+- A value is recognized only in the form the run typed it. If the app shows a
+  value in another form (a date as `09/09/1990` for `1990-09-09`), the check
+  misses that candidate and lets the item continue. Name only parameters the
+  list shows exactly as typed, and check this on the real list before
+  admitting the program. OpenEMR's list shows the date of birth as typed.
diff --git a/packages/flow/docs/PILOT_MEASUREMENT.md b/packages/flow/docs/PILOT_MEASUREMENT.md
new file mode 100644
index 000000000..6b6bd7eb6
--- /dev/null
+++ b/packages/flow/docs/PILOT_MEASUREMENT.md
@@ -0,0 +1,140 @@
+# Pilot measurement protocol
+
+Internal. This is how we measure a pilot at a customer site, and how the lifecycle
+soak (`benchmark/lifecycle`) records the same numbers on our own fixture. It is not
+customer-facing copy.
+
+## The question
+
+Does OpenAdapt remove work for the people who own the workflow? Stopping safely is
+necessary but not enough. A pilot succeeds when the operators spend fewer minutes
+per verified item than they spend doing the work by hand, over weeks, including
+every pause, approval, reconciliation and repair.
+
+## The headline number
+
+**Verified completed items per operator-minute**, on one production configuration,
+over the whole pilot.
+
+- **Verified completed item.** An item whose final state an independent check
+  confirms, and that no person had to enter or fix by hand. The check is the
+  customer's own system of record (a read-only query, a report, or a sampled audit),
+  never OpenAdapt's own verdict.
+- **Operator minutes.** Every minute a person spends because of the automation:
+  - approvals the approval mode asks for;
+  - stops: reading the reason, looking at the record, deciding;
+  - reconciliations: a save may have landed, and a person checks;
+  - resumes after a durable pause;
+  - repair reviews and re-admissions after an app change;
+  - items the person finishes or redoes by hand.
+- **The baseline.** The same people's minutes per item by hand, measured on the same
+  item types before the pilot starts (see below).
+
+Report it at two scopes: run only, and including setup (teach, compile, qualify,
+admit). Report beside it, never folded in:
+
+| Number | Definition |
+| --- | --- |
+| False stops per 100 items | Stops on items whose data was right and where nothing was wrong in the app. |
+| Operator minutes per stop | All minutes charged to stopped items, divided by the number of stopped items. |
+| Silent wrongs | Items OpenAdapt called done that the independent check found wrong. The target is zero. Every one is investigated. |
+| Maintenance minutes per app change | Minutes from the first stop an app release caused until the program verifies items again: stops, repair review, re-qualification attended time, re-admission. |
+| Time to running again | Wall time from an app change to the next verified item. Most of it is machine time (re-qualification); report it separately from operator minutes. |
+| Onboarding hours | Teach, compile review, qualification review and admission, per workflow. |
+
+## Before the pilot
+
+1. **Pick one configuration and freeze it.** Write down the profile, the approval
+   mode, durability, read-back, the repair route and the pinned bundle digest. A
+   configuration change during the pilot starts a new measurement period.
+2. **Measure the manual baseline.** For 20 to 30 items of each item type, record
+   how long the operator takes by hand: from opening the source document to the
+   saved record, including any lookup (duplicate search, eligibility). Use screen
+   time from Desktop's recorder or a stopwatch log, not estimates. Keep the
+   per-item times, not only the mean.
+3. **Agree on the independent check.** Name the query or report that decides
+   whether an item is right, who runs it, and how often. For a sampled audit,
+   agree the sample size up front.
+4. **Agree on what counts as an exception.** Duplicates, missing data and items
+   the business returns to the sender are right stops, not false stops. List the
+   exception types with the customer before day one.
+
+## During the pilot
+
+Record every operator touch with a timestamp at both ends: when the request
+reached the person and when they answered. Desktop and the decision portal record
+the request and answer times for approvals and stops. For the rest (a
+reconciliation done in the app, a hand entry), the operator logs start and end in
+the exception inbox.
+
+Use measured times, not the cost model, wherever a timestamp exists. The time a
+request waits in the queue is not operator time; the time the person works on it
+is. When only the answer time exists, charge the cost model's per-touch number and
+mark the row as estimated.
+
+Weekly, record:
+
+- items received, items verified, items stopped (by reason), items done by hand;
+- operator minutes, by touch kind;
+- app releases or configuration changes, with the date;
+- the independent check's result for the week.
+
+## After an app change
+
+App releases are where maintenance shows up. For each release that stops items:
+
+1. Note the date and what changed (release notes, or what the stop showed).
+2. Count the items that stopped before the program ran again.
+3. Record each recovery step and who did it:
+   - the stop review;
+   - the repair proposal and its review (for a relabeled control, the relabel
+     repair proves only the label changed; see `openadapt_flow/repair/relabel.py`);
+   - re-qualification on the test copy (machine time);
+   - the re-admission (a person's approval; under a production qualification
+     admission, the qualification authority's signature);
+   - the first verified item afterwards.
+4. Charge the operator minutes and the wall time separately.
+
+Under a qualified or managed run, self-repair stays refused by design
+(`docs/COMPATIBILITY.md`). The path back is re-qualification plus a fresh admission
+from the authority. Measure how long that takes end to end; that wait is a real
+cost of the configuration.
+
+## Over weeks
+
+The pilot lasts long enough to see at least one app release, and preferably four
+weeks or more. Plot, per week:
+
+- verified items per operator-minute (run only);
+- false stops per 100 items;
+- maintenance minutes.
+
+A configuration that removes work shows a headline above the manual baseline that
+holds after the first release, with maintenance minutes small next to the minutes
+saved.
+
+## How the soak records the same numbers
+
+`benchmark/lifecycle` is a synthetic customer on the local OpenEMR fixture.
+
+- `workload.py` writes the item stream and its ground truth (exception types and
+  the right outcome of each) before the run.
+- `apps.py` applies every event: other clerks, forced logouts, slow and failed
+  saves, and app changes (`--drift KIND@SEQ`, for example `relabel_save@26`).
+- `oracle.py` judges every item by a direct SQL read of the database, never by
+  the product's verdict.
+- `operator.py` answers every request from the ground truth and a look at the app.
+  Each answer is charged from `cost_model.py`, which is versioned. No real operator
+  timings exist yet, so every charge is an assumption, and the report shows x0.5
+  and x2 bands.
+- `metrics.py` computes the headline (`headline` in `results.json`) and its parts
+  from `ledger.jsonl` only. `python -m benchmark.lifecycle.report <run dir>`
+  recomputes them.
+- `production_arm.py` runs the production configuration (Regulated,
+  `problems_only`, durable, pipelined read-back, repair on) per item, with
+  `recovery: "relabel"` for the relabel repair path.
+
+At a customer, replace the oracle with the agreed independent check, the scripted
+operator with the real operators and their measured times, and the seeded stream
+with the real queue. Keep the ledger format, so the same `metrics.py` computes the
+same numbers.
diff --git a/packages/flow/docs/SELF_REPAIR.md b/packages/flow/docs/SELF_REPAIR.md
index 543c3e86e..7bfa7b76e 100644
--- a/packages/flow/docs/SELF_REPAIR.md
+++ b/packages/flow/docs/SELF_REPAIR.md
@@ -404,6 +404,56 @@ self-repair runs without a named profile or under Demo, and the record check
 still runs. The Python API can run the Standard profile contract directly, as
 the tutorial does.
 
+### A relabeled control: proof that only the label changed
+
+Self-repair never repairs a stop on a failed identity check, because a
+renamed control usually can't be told from a different control. One case can
+be told apart. When an app release renames a button, the ladder finds the same
+control on the structural rung, and the run stops because the control's
+structured identity (its id, kind, form and label) no longer matches.
+
+The recorded identity is a salted hash, but the bundle also keeps the recorded
+label in plaintext (the step's intent and OCR text).
+`openadapt_flow/repair/relabel.py` rebuilds the recorded identity from the
+observed one with only the label swapped back. If that matches the recorded
+hash, the id, kind and form are proven unchanged and only the label differs.
+It refuses everything else:
+
+- a step that received input, or any earlier save that did (a step that may
+  have written is never retried);
+- an identity check that failed outside the structured tier, or one that names
+  a record value rather than a control;
+- a target found below the structural rung;
+- an identity that doesn't match under any recorded label.
+
+The repair then follows the pinned-bundle path above:
+
+1. The candidate bundle changes only that step's identity hash, intent and
+   OCR text.
+2. It is re-qualified with the parent's own campaign on the test copy, which
+   now runs the new release. Each re-qualification names its case runs
+   afresh, because a process refuses a run's authorization id once it has
+   been used, and the parent may have been qualified in the same process.
+3. A person approves once, with the old and new label and the
+   re-qualification in front of them.
+4. The certified copy runs next:
+   - For a control that is not part of the record check, it is re-admitted
+     with signed lineage, and the pin accepts it through the chain.
+   - A save button's identity is part of the record check, so no lineage hop
+     may carry it (`fixed_contract_refusal`). The person's approval is then a
+     fresh admission of the certified copy, and the deployment pins its new
+     digest. `readmit` returns `fresh_admission` and never re-pins by itself.
+
+The stopped item never wrote, so it runs again on the re-admitted version as a
+retry; `problems_only` sends a retry to a person. Under a production
+qualification admission or a managed dispatch the repair stays refused, as for
+every other repair.
+
+On the local OpenEMR referral (proof-15's configuration), a relabeled save
+button stopped every item until a person re-taught the step. The lifecycle
+soak measures this path: see
+[benchmark/lifecycle](../benchmark/lifecycle/README.md).
+
 ## What is recorded
 
 | Where | What |
diff --git a/packages/flow/openadapt_flow/approval_mode/gate.py b/packages/flow/openadapt_flow/approval_mode/gate.py
index df3ec9a33..a081e698e 100644
--- a/packages/flow/openadapt_flow/approval_mode/gate.py
+++ b/packages/flow/openadapt_flow/approval_mode/gate.py
@@ -569,12 +569,33 @@ def _needs_approval(self) -> bool:
         if self.mode is ApprovalMode.EACH_ITEM:
             return True
         if self.mode is ApprovalMode.PROBLEMS_ONLY:
-            return self._item_fallback is not None or (
-                self._decision is not None
-                and self._decision.kind is ItemDecisionKind.APPROVAL_REQUIRED
+            return (
+                self._item_fallback is not None
+                or (
+                    self._decision is not None
+                    and self._decision.kind is ItemDecisionKind.APPROVAL_REQUIRED
+                )
+                or self._switch_reads_off()
             )
         return False
 
+    def _switch_reads_off(self) -> bool:
+        """The local switch log already reads off (P1 would fail at the save).
+
+        A switched-off mode waits for a person to approve the item, as in
+        ``each_item``. P1 runs at the save, after the last point a person can
+        be asked, so the ask happens here; without this, every item after the
+        switch turned off stopped at the save and nobody was asked. A missing
+        or unreadable log reads as off, as P1 does.
+        """
+
+        if self.record is None or self.log is None:
+            return True
+        try:
+            return bool(self.log.state().is_off)
+        except (SwitchLogError, OSError):
+            return True
+
     def _before_step(self, ctx: StepContext) -> GateVerdict:
         if not self._began:
             raise RuntimeError("begin_item was not called for this run")
diff --git a/packages/flow/openadapt_flow/backends/playwright_backend.py b/packages/flow/openadapt_flow/backends/playwright_backend.py
index 8e95edacb..5778c218b 100644
--- a/packages/flow/openadapt_flow/backends/playwright_backend.py
+++ b/packages/flow/openadapt_flow/backends/playwright_backend.py
@@ -1691,6 +1691,26 @@ def focused_element_matches(self, selector: str) -> Optional[bool]:
         )
         return result if isinstance(result, bool) else None
 
+    def element_texts(
+        self, selector: str, frame_path: tuple[str, ...] = ()
+    ) -> Optional[list[str]]:
+        """The rendered text of every element matching ``selector``.
+
+        Read in the frame ``frame_path`` names (outermost first). ``None``
+        when the frame is missing or ambiguous, or the read fails; an empty
+        list means the frame is there and nothing matches. Read-only; never
+        raises.
+        """
+
+        try:
+            scope = self._resolve_scope(tuple(frame_path))
+            if scope is None:
+                return None
+            texts = scope.locator(selector).all_inner_texts()
+        except Exception:  # noqa: BLE001 - unreadable is None
+            return None
+        return [str(text) for text in texts]
+
     def focused_select_label(self) -> Optional[str]:
         """The focused ``<select>``'s selected option label, or None."""
 
diff --git a/packages/flow/openadapt_flow/ir.py b/packages/flow/openadapt_flow/ir.py
index 6c88d7982..9a3fd2cbd 100644
--- a/packages/flow/openadapt_flow/ir.py
+++ b/packages/flow/openadapt_flow/ir.py
@@ -474,6 +474,14 @@ class PostconditionKind(str, Enum):
     # The focused dropdown shows the run's value of ``param`` (its selected
     # option's label, whitespace-squashed and case-insensitive).
     FIELD_VALUE = "field_value"
+    # An app's possible-duplicate list (rows matching ``candidate_rows`` in
+    # the frame ``candidate_frame_path``) has finished loading and names no
+    # real candidate: no listed row carries this run's value of any of
+    # ``candidate_params`` (for example the last name or the date of birth).
+    # An empty list passes only with its "no matches" marker (``text``)
+    # shown, so a list that has not loaded yet never passes. Unreadable rows
+    # fail the check.
+    NO_DUPLICATE_CANDIDATE = "no_duplicate_candidate"
 
 
 class Postcondition(BaseModel):
@@ -497,6 +505,15 @@ class Postcondition(BaseModel):
     param: Optional[str] = Field(
         default=None, pattern=r"^[A-Za-z_][A-Za-z0-9_]{0,127}$"
     )
+    #: NO_DUPLICATE_CANDIDATE: the CSS selector of one listed candidate row.
+    candidate_rows: Optional[str] = Field(default=None, min_length=1, max_length=256)
+    #: NO_DUPLICATE_CANDIDATE: the frame chain the list is in (outermost first).
+    candidate_frame_path: Optional[tuple[str, ...]] = Field(default=None, max_length=8)
+    #: NO_DUPLICATE_CANDIDATE: parameters whose value in any row makes it a
+    #: real candidate.
+    candidate_params: Optional[tuple[str, ...]] = Field(
+        default=None, min_length=1, max_length=8
+    )
 
     @model_serializer(mode="wrap")
     def _serialize_compatible(self, handler: Any) -> dict[str, Any]:
@@ -508,6 +525,9 @@ def _serialize_compatible(self, handler: Any) -> dict[str, Any]:
             data.pop("field_selector", None)
         if self.param is None:
             data.pop("param", None)
+        for name in ("candidate_rows", "candidate_frame_path", "candidate_params"):
+            if getattr(self, name) is None:
+                data.pop(name, None)
         return data
 
 
diff --git a/packages/flow/openadapt_flow/repair/readmission.py b/packages/flow/openadapt_flow/repair/readmission.py
index fc5ad9cd4..dde9079d9 100644
--- a/packages/flow/openadapt_flow/repair/readmission.py
+++ b/packages/flow/openadapt_flow/repair/readmission.py
@@ -34,6 +34,7 @@
 
 import hashlib
 import json
+import uuid
 from dataclasses import dataclass
 from datetime import datetime, timezone
 from pathlib import Path
@@ -220,6 +221,11 @@ def requalify(
         from openadapt_flow.qualify.campaign import qualify
 
         run = qualify
+    # Each case run's authorization id is its run id, and a process refuses an
+    # authorization id it has already consumed. The parent was qualified with
+    # the campaign's own run ids, possibly in this same process, so a
+    # re-qualification names its runs afresh.
+    run_id_prefix = f"requalify-{uuid.uuid4().hex[:16]}"
     try:
         result = run(
             Path(candidate_bundle),
@@ -229,6 +235,7 @@ def requalify(
             trials=requalification.trials,
             certify=provenance.policy_name,
             hooks=requalification.hooks,
+            run_id_prefix=run_id_prefix,
         )
     except Exception as exc:  # noqa: BLE001 - every campaign failure refuses
         raise ReadmissionRefused(
diff --git a/packages/flow/openadapt_flow/repair/relabel.py b/packages/flow/openadapt_flow/repair/relabel.py
new file mode 100644
index 000000000..744e3f47e
--- /dev/null
+++ b/packages/flow/openadapt_flow/repair/relabel.py
@@ -0,0 +1,563 @@
+"""Repair a control the vendor relabeled, with proof that only its label changed.
+
+When an app release renames a button (for example "Confirm Create New Patient"
+becomes "Save new patient"), the run stops before the save: the ladder finds
+the same control, but its structured identity no longer matches the recorded
+one. Self-repair never repairs a failed identity check, because in general it
+can't tell a renamed control from a different control. This module handles
+the one case where it can.
+
+The recorded structured identity is a salted hash, so the recorded label is
+not readable from it. But the bundle keeps the recorded label in plaintext
+(the step's intent and its anchor's OCR text). :func:`propose` rebuilds the
+recorded identity from the observed one with only the label swapped back, and
+checks it against the recorded hash. A match proves that the control id, the
+form and the control kind are all unchanged, and that only the label differs.
+
+Everything else is refused:
+
+- the halted step acted, or any step before it delivered input to a save or
+  showed an effect (a step that may have written is never retried);
+- the identity check failed on anything but the structured tier, or names a
+  record field (a parameter) rather than a control;
+- the ladder found the target below the structural rung (a structural
+  handle always names exactly one control);
+- the rebuilt identity doesn't match the recorded hash under any recorded
+  label.
+
+A proposal is never applied on its own. :func:`build` writes a candidate
+bundle with the new label in the step's identity template, intent and OCR
+text, and nothing else changed. :func:`readmit` then re-qualifies the
+candidate on a test copy with the parent's own campaign, asks a person once
+(the review shows the old and new label and the re-qualification), and signs
+the lineage that lets a pin to the parent accept the certified copy
+(:mod:`openadapt_flow.repair.readmission`). Any failure leaves the parent
+pinned and saves nothing.
+
+A production qualification admission and a managed dispatch are signed
+outside this machine, so their runs stay refused (docs/COMPATIBILITY.md).
+"""
+
+from __future__ import annotations
+
+import json
+import shutil
+import time
+from dataclasses import dataclass, field
+from pathlib import Path
+from typing import Any, Callable, Optional
+
+from openadapt_flow.ir import RunReport, Step, Workflow
+
+#: Only a control: an identity naming a record field is never relabeled.
+_CONTROL_KINDS = frozenset({"action"})
+#: The identity key that holds the visible label.
+_LABEL_KEY = "label"
+
+
+class RelabelRefused(RuntimeError):
+    """The relabel repair can't go ahead; nothing was changed or saved."""
+
+
+@dataclass(frozen=True)
+class RelabelProposal:
+    """A control whose label changed, and the proof that nothing else did."""
+
+    step_id: str
+    old_label: str
+    new_label: str
+    #: The observed structured identity, as the run read it (no record values:
+    #: only the control's id, kind, form path and label).
+    observed_identity: str
+    #: Every key of the identity except the label, unchanged by proof.
+    unchanged: dict[str, str]
+
+    def summary(self) -> str:
+        return (
+            f"{self.step_id}: the control now reads {self.new_label!r} instead of "
+            f"{self.old_label!r}; its id, kind and form are unchanged (the "
+            "recorded identity hash matches with only the label swapped back)"
+        )
+
+
+@dataclass
+class RelabelReview:
+    """What the person sees before approving a relabel repair."""
+
+    proposal: RelabelProposal
+    parent_digest: str
+    certified_digest: str
+    requalification: dict[str, Any]
+    #: Set when the relabeled control is part of the record check (a save
+    #: button's identity is): no lineage hop can carry it, so approving it is
+    #: a fresh admission of the certified copy. Says why.
+    fresh_admission: Optional[str] = None
+
+
+@dataclass
+class RelabelResult:
+    """The outcome of :func:`readmit`."""
+
+    #: "readmitted" (lineage hop), "fresh_admission" (a person approved the
+    #: certified copy, which runs once the deployment pins its digest),
+    #: "declined" or "refused".
+    status: str
+    reason: str = ""
+    bundle_dir: Optional[Path] = None
+    digest: Optional[str] = None
+    lineage: Optional[dict[str, Any]] = None
+    approved_by: Optional[str] = None
+    #: Machine and person seconds, by stage, for the operator-time ledger.
+    timings: dict[str, float] = field(default_factory=dict)
+
+
+# -- propose ---------------------------------------------------------------------------
+
+
+def _quoted(text: str) -> Optional[str]:
+    start, end = text.find("'"), text.rfind("'")
+    if 0 <= start < end:
+        return text[start + 1 : end]
+    return None
+
+
+def _recorded_labels(step: Step) -> list[str]:
+    """Every plaintext label the bundle recorded for this step, in order."""
+
+    anchor = step.anchor
+    found: list[str] = []
+    for label in (
+        anchor.ocr_text if anchor is not None else None,
+        _quoted(step.intent or ""),
+        (
+            anchor.structural.name
+            if anchor is not None and anchor.structural is not None
+            else None
+        ),
+    ):
+        if label and label not in found:
+            found.append(label)
+    return found
+
+
+def _certifying_policy(workflow: Workflow) -> Any:
+    """The policy the bundle is certified under, as the approval gate reads it.
+
+    A step the certified qualification classified as not saving (a button
+    that opens a duplicate check, say) counts as a save without it.
+    """
+
+    provenance = workflow.manifest.provenance if workflow.manifest else None
+    if provenance is None or not provenance.certified or not provenance.policy_name:
+        return None
+    from openadapt_flow.policy import load_policy
+
+    try:
+        return load_policy(provenance.policy_name)
+    except Exception:  # noqa: BLE001 - an unknown policy proves nothing
+        return None
+
+
+def propose(report: RunReport, workflow: Workflow) -> "RelabelProposal | str":
+    """A relabel proposal for this halt, or why it isn't one."""
+
+    from openadapt_flow.run_gate import is_consequential
+    from openadapt_flow.runtime.identity_template import verify_structured_template
+
+    steps = {step.id: step for step in workflow.steps}
+    policy = _certifying_policy(workflow)
+    for result in report.results:
+        step = steps.get(result.step_id)
+        if step is None:
+            continue
+        if result.delivery_attempted and is_consequential(
+            step, workflow, certifying_policy=policy
+        ):
+            return f"input reached {step.id}, a step that saves; never repaired"
+        for item in result.effect_evidence:
+            if item.observed_effect not in (None, "absent"):
+                return f"{step.id} has an observed effect; never repaired"
+    if report.halt is None:
+        return "the run did not halt at a step"
+    halted = next(
+        (r for r in reversed(report.results) if not r.ok and not r.skipped), None
+    )
+    if halted is None or halted.step_id != report.halt.state_id:
+        return "the report's halt does not name a failed step"
+    step = steps.get(halted.step_id)
+    if step is None or step.anchor is None:
+        return "the halted step has no on-screen target"
+    if halted.delivery_attempted is not False:
+        return f"input may have reached {step.id}; only a step that never acted is repaired"
+    identity = halted.identity
+    if identity is None or identity.status != "mismatch":
+        return f"{step.id} did not stop on its identity check"
+    if identity.mode != "structured" or identity.param is not None:
+        return f"{step.id}'s identity check failed outside the structured tier"
+    resolution = halted.resolution
+    handle = resolution.structural_handle if resolution is not None else None
+    if resolution is None or resolution.rung != "structural" or handle is None:
+        return f"{step.id}'s target was not found on the structural rung"
+    template = step.anchor.identity_template
+    if template is None or not template.structured:
+        return f"{step.id} has no recorded structured identity to compare"
+    if template.structured_params:
+        return f"{step.id}'s identity carries a record value; never relabeled"
+    observed = identity.observed or ""
+    try:
+        live = json.loads(observed)
+    except ValueError:
+        return f"{step.id}'s observed identity is not a structured control"
+    if (
+        not isinstance(live, dict)
+        or not all(isinstance(v, str) for v in live.values())
+        or str(live.get("target_kind", "")) not in _CONTROL_KINDS
+        or not live.get(_LABEL_KEY)
+    ):
+        return f"{step.id}'s observed identity is not a labeled control"
+    new_label = live[_LABEL_KEY]
+    encoded = json.dumps(new_label)
+    if observed.count(encoded) != 1:
+        return f"{step.id}'s observed label can't be isolated"
+    for old_label in _recorded_labels(step):
+        if old_label == new_label:
+            continue
+        rebuilt = observed.replace(encoded, json.dumps(old_label))
+        check = verify_structured_template(template, rebuilt)
+        if check is not None and check.status == "verified":
+            return RelabelProposal(
+                step_id=step.id,
+                old_label=old_label,
+                new_label=new_label,
+                observed_identity=observed,
+                unchanged={k: v for k, v in live.items() if k != _LABEL_KEY},
+            )
+    return (
+        f"{step.id}'s control changed more than its label (no recorded label "
+        "matches the recorded identity)"
+    )
+
+
+# -- build -----------------------------------------------------------------------------
+
+
+def _relabeled_template(template: Any, observed: str) -> Any:
+    from openadapt_flow.runtime.identity_template import build_identity_template
+
+    fresh = build_identity_template(
+        None, structured_identity=observed, salt_hex=template.salt
+    )
+    assert fresh is not None and fresh.structured
+    signals = {
+        k: v
+        for k, v in (template.signal_hashes or {}).items()
+        if not k.startswith("structured|")
+    }
+    signals.update(
+        {
+            k: v
+            for k, v in (fresh.signal_hashes or {}).items()
+            if k.startswith("structured|")
+        }
+    )
+    return template.model_copy(
+        update={"structured": fresh.structured, "signal_hashes": signals}
+    )
+
+
+def build(
+    bundle_dir: Path | str,
+    proposal: RelabelProposal,
+    out_dir: Path | str,
+    *,
+    key: Optional[str] = None,
+) -> Path:
+    """Write the candidate bundle: the new label, and nothing else changed.
+
+    The candidate is uncertified; only :func:`readmit` can certify and admit
+    it.
+    """
+
+    from openadapt_flow.repair.self_repair import _uncertify_patch
+
+    bundle_dir, out_dir = Path(bundle_dir), Path(out_dir)
+    workflow = Workflow.load(bundle_dir, key=key) if key else Workflow.load(bundle_dir)
+    patched = workflow.model_copy(deep=True)
+    steps = list(patched.steps)
+    index = next((i for i, s in enumerate(steps) if s.id == proposal.step_id), None)
+    if index is None:
+        raise RelabelRefused(f"the bundle has no step {proposal.step_id}")
+    step = steps[index]
+    anchor = step.anchor
+    if anchor is None or anchor.identity_template is None:
+        raise RelabelRefused(f"{step.id} has no identity template")
+    new_anchor = anchor.model_copy(
+        update={
+            "identity_template": _relabeled_template(
+                anchor.identity_template, proposal.observed_identity
+            ),
+            "ocr_text": (
+                proposal.new_label
+                if anchor.ocr_text == proposal.old_label
+                else anchor.ocr_text
+            ),
+        }
+    )
+    steps[index] = step.model_copy(
+        update={
+            "anchor": new_anchor,
+            "intent": (step.intent or "").replace(
+                f"'{proposal.old_label}'", f"'{proposal.new_label}'"
+            ),
+        }
+    )
+    patched.steps = steps
+    _uncertify_patch(patched)
+    if out_dir.exists():
+        shutil.rmtree(out_dir)
+    shutil.copytree(
+        bundle_dir, out_dir, ignore=shutil.ignore_patterns("repair", "manifest.json")
+    )
+    patched.save(out_dir, encrypt=bool(workflow.encrypted), key=key)
+    return out_dir
+
+
+# -- re-qualify, a person's one approval, signed lineage ------------------------------
+
+
+def _rows(result: Any) -> list[dict[str, Any]]:
+    return [
+        {k: row.get(k) for k in ("case_id", "trial", "expected", "transaction_outcome")}
+        for row in (getattr(result, "rows", None) or [])
+        if isinstance(row, dict)
+    ]
+
+
+def _campaigns(rows: list[dict[str, Any]]) -> tuple[Any, Any]:
+    """The re-qualification's cases as the store's replay and fault campaigns."""
+
+    from openadapt_flow.repair.candidate import CampaignCaseResult, CampaignResult
+
+    def campaign(kind: str, picked: list[dict[str, Any]]) -> Any:
+        cases = [
+            CampaignCaseResult(
+                label=f"{r.get('case_id')}#{r.get('trial')}"[:128],
+                kind=str(r.get("case_id") or "case")[:64],
+                passed=True,
+                detail=f"{r.get('transaction_outcome')} as expected"[:512],
+            )
+            for r in picked
+        ]
+        return CampaignResult(
+            campaign=kind,  # type: ignore[arg-type]
+            passed=bool(cases),
+            total=len(cases),
+            failed=0,
+            cases=cases,
+        )
+
+    replay = [r for r in rows if r.get("case_id") == "representative"]
+    fault = [r for r in rows if r.get("case_id") != "representative"]
+    return campaign("replay", replay), campaign("fault", fault)
+
+
+def readmit(
+    *,
+    parent_bundle: Path | str,
+    candidate_bundle: Path | str,
+    proposal: RelabelProposal,
+    store: Any,
+    requalification: Any,
+    ask_person: Callable[[RelabelReview], tuple[str, str]],
+    work_dir: Path | str,
+    evidence_run_dir: Optional[Path | str] = None,
+    key_dir: Optional[Path] = None,
+    clock: Callable[[], float] = time.monotonic,
+) -> RelabelResult:
+    """Re-qualify the candidate, ask a person once, and sign the lineage.
+
+    ``ask_person(review)`` returns ``(decision, approver_id)``, where decision
+    is ``"approve"`` or ``"decline"``. It is asked only after the candidate
+    passed its parent's whole campaign on the test copy. ``store`` is the
+    :class:`~openadapt_flow.repair.lifecycle.RepairStore` that holds both
+    bundles and the lineage record.
+    """
+
+    import dataclasses
+
+    from openadapt_flow.repair.candidate import Actor
+    from openadapt_flow.repair.readmission import (
+        ReadmissionRefused,
+        Requalification,
+        admit,
+        requalify,
+    )
+    from openadapt_flow.repair.registration import build_candidate
+
+    automation = Actor(kind="automation", id="openadapt-relabel-repair")
+    work = Path(work_dir)
+    timings: dict[str, float] = {}
+    captured: dict[str, Any] = {}
+    inner = requalification.run
+    if inner is None:
+        from openadapt_flow.qualify.campaign import qualify as inner
+
+    def run(*args: Any, **kwargs: Any) -> Any:
+        captured["result"] = inner(*args, **kwargs)
+        return captured["result"]
+
+    candidate_digest = Workflow.load(candidate_bundle).manifest.content_digest  # type: ignore[union-attr]
+    parent_digest = Workflow.load(parent_bundle).manifest.content_digest  # type: ignore[union-attr]
+    t0 = clock()
+    try:
+        requalified = dataclasses.replace(
+            requalify(
+                parent_bundle,
+                candidate_bundle,
+                work / "requalify",
+                dataclasses.replace(requalification, run=run)
+                if isinstance(requalification, Requalification)
+                else requalification,
+            ),
+            candidate_digest=candidate_digest,
+        )
+    except ReadmissionRefused as exc:
+        timings["requalify_s"] = round(clock() - t0, 1)
+        result: Any = captured.get("result")
+        if (
+            "fresh admission" not in str(exc)
+            or not getattr(result, "passed", False)
+            or not getattr(result, "certified", False)
+        ):
+            return RelabelResult(status="refused", reason=str(exc), timings=timings)
+        # The campaign passed and certified a copy, but the relabeled control
+        # is part of the fixed contract, so no lineage hop may carry it. A
+        # person may still admit the certified copy afresh.
+        return _fresh_admission(
+            proposal,
+            parent_digest,
+            Path(result.bundle_dir),
+            _rows(result),
+            str(exc),
+            ask_person,
+            timings,
+            clock,
+        )
+    timings["requalify_s"] = round(clock() - t0, 1)
+    rows = _rows(captured.get("result"))
+    candidate = build_candidate(
+        parent_bundle,
+        requalified.bundle_dir,
+        source="manual",
+        evidence_run_dir=evidence_run_dir,
+    )
+    if candidate.state == "rejected":
+        return RelabelResult(
+            status="refused",
+            reason=candidate.rejection_reason
+            or "the certified copy weakens the contract",
+            timings=timings,
+        )
+    candidate = store.add_candidate(candidate)
+    review = RelabelReview(
+        proposal=proposal,
+        parent_digest=parent_digest,
+        certified_digest=requalified.digest,
+        requalification={
+            "policy": requalified.policy_name,
+            "cases": list(requalified.case_ids),
+            "rows": rows,
+        },
+    )
+    t1 = clock()
+    decision, approver = ask_person(review)
+    timings["person_wait_s"] = round(clock() - t1, 1)
+    if decision != "approve":
+        store.reject(
+            candidate.candidate_id,
+            Actor(kind="human", id=approver),
+            "declined by a person (relabel repair)",
+        )
+        return RelabelResult(
+            status="declined", reason=f"declined by {approver}", timings=timings
+        )
+    person = Actor(kind="human", id=approver)
+    t2 = clock()
+    store.review(candidate.candidate_id, person)
+    replay, fault = _campaigns(rows)
+    for result in (replay, fault):
+        store.record_campaign(candidate.candidate_id, result, automation)
+    store.approve(candidate.candidate_id, person)
+    store.stage(candidate.candidate_id, automation)
+    try:
+        record = admit(
+            store.root,
+            parent_bundle=parent_bundle,
+            candidate_digest=candidate_digest,
+            candidate_id=candidate.candidate_id,
+            requalified=requalified,
+            approved_by=approver,
+            route="person",
+            key_dir=key_dir,
+        )
+    except ReadmissionRefused as exc:
+        timings["readmit_s"] = round(clock() - t2, 1)
+        return RelabelResult(status="refused", reason=str(exc), timings=timings)
+    timings["readmit_s"] = round(clock() - t2, 1)
+    return RelabelResult(
+        status="readmitted",
+        bundle_dir=store.bundle_path(requalified.digest),
+        digest=requalified.digest,
+        lineage=record,
+        approved_by=approver,
+        timings=timings,
+    )
+
+
+def _fresh_admission(
+    proposal: RelabelProposal,
+    parent_digest: str,
+    certified_dir: Path,
+    rows: list[dict[str, Any]],
+    why: str,
+    ask_person: Callable[[RelabelReview], tuple[str, str]],
+    timings: dict[str, float],
+    clock: Callable[[], float],
+) -> RelabelResult:
+    """Ask a person to admit the certified copy afresh (no lineage)."""
+
+    certified = Workflow.load(certified_dir)
+    provenance = certified.manifest.provenance if certified.manifest else None
+    if provenance is None or not provenance.certified:
+        return RelabelResult(
+            status="refused",
+            reason="the re-qualified copy is not certified",
+            timings=timings,
+        )
+    digest = certified.manifest.content_digest  # type: ignore[union-attr]
+    review = RelabelReview(
+        proposal=proposal,
+        parent_digest=parent_digest,
+        certified_digest=digest,
+        requalification={
+            "policy": provenance.policy_name,
+            "cases": sorted({str(r.get("case_id")) for r in rows}),
+            "rows": rows,
+        },
+        fresh_admission=why,
+    )
+    t1 = clock()
+    decision, approver = ask_person(review)
+    timings["person_wait_s"] = round(clock() - t1, 1)
+    if decision != "approve":
+        return RelabelResult(
+            status="declined", reason=f"declined by {approver}", timings=timings
+        )
+    return RelabelResult(
+        status="fresh_admission",
+        reason=why,
+        bundle_dir=certified_dir,
+        digest=digest,
+        approved_by=approver,
+        timings=timings,
+    )
diff --git a/packages/flow/openadapt_flow/runtime/replayer.py b/packages/flow/openadapt_flow/runtime/replayer.py
index e5df26bc3..7bcb44129 100644
--- a/packages/flow/openadapt_flow/runtime/replayer.py
+++ b/packages/flow/openadapt_flow/runtime/replayer.py
@@ -1881,6 +1881,9 @@ def _run_unsealed_steps(
         # iteration scope from the exact loop cursor below. Hashing ``params``
         # inside a loop would count each row twice and reject valid runs.
         self._governed_base_params = dict(params)
+        # The run's own parameters, for postconditions that compare the screen
+        # with a value (a program run also tracks them per state).
+        self._run_params: dict[str, RuntimeParamScalar] = dict(params)
         # Preserve the exact caller-owned worklist object for last-common-point
         # authorization checks.  A callback that mutates it after admission
         # must invalidate the authorization before any reacquired input edge.
@@ -17665,6 +17668,51 @@ def _local_edit_held(self, pc: Any, start_state: dict[str, Any]) -> bool:
                 return False
         return True
 
+    def _no_duplicate_candidate(self, pc: Any, frame_png: bytes) -> bool:
+        """The app's possible-duplicate list has loaded and names no candidate.
+
+        A row is a candidate when its words include every word of this run's
+        value of any ``pc.candidate_params`` parameter (case-insensitive).
+        Fails closed: an unreadable list, a missing or empty parameter, or an
+        empty list without its "no matches" marker all fail the check.
+        """
+
+        params = (
+            getattr(self, "_current_params", None)
+            or getattr(self, "_run_params", None)
+            or {}
+        )
+        names = tuple(pc.candidate_params or ())
+        if not pc.candidate_rows or not names or not pc.text:
+            return False
+        reader = getattr(self.backend, "element_texts", None)
+        if not callable(reader):
+            return False
+        rows = reader(pc.candidate_rows, tuple(pc.candidate_frame_path or ()))
+        if rows is None:
+            return False
+
+        def words(value: str) -> list[str]:
+            return re.findall(r"[0-9a-z]+", value.casefold())
+
+        wanted = []
+        for name in names:
+            value = words(runtime_param_text(params[name])) if name in params else []
+            if not value:
+                return False
+            wanted.append(value)
+        if not rows:
+            # Nothing listed: only the list's own "no matches" marker shows
+            # the search finished.
+            if self._dom_text_visible(pc.text):
+                return True
+            return self.vision.text_present(frame_png, pc.text)
+        for row in rows:
+            row_words = set(words(row))
+            if any(all(w in row_words for w in value) for value in wanted):
+                return False
+        return True
+
     def _field_value_shown(self, pc: Any) -> bool:
         """The focused field shows this run's value of ``pc.param``.
 
@@ -17704,6 +17752,9 @@ def _describe_postcondition(pc: Any) -> str:
             return "local_edit (URL, title, page count and focus unchanged)"
         if kind == "field_value":
             return f"field_value (the focused field shows {{{pc.param}}})"
+        if kind == "no_duplicate_candidate":
+            names = ", ".join(pc.candidate_params or ())
+            return f"no_duplicate_candidate (no listed row has this run's {names})"
         if kind in ("text_present", "text_absent"):
             return f"{kind} {pc.text!r}"
         if kind in ("url_changed", "title_changed", "new_tab_opened"):
@@ -17754,6 +17805,8 @@ def _postcondition_passes(
             return self._local_edit_held(pc, start_state or {})
         if kind == "field_value":
             return self._field_value_shown(pc)
+        if kind == "no_duplicate_candidate":
+            return self._no_duplicate_candidate(pc, frame_png)
         if kind in ("url_changed", "title_changed", "new_tab_opened"):
             key = {
                 "url_changed": "url",
diff --git a/packages/flow/tests/test_approval_mode_replayer.py b/packages/flow/tests/test_approval_mode_replayer.py
index 9901aec68..30c3b18b1 100644
--- a/packages/flow/tests/test_approval_mode_replayer.py
+++ b/packages/flow/tests/test_approval_mode_replayer.py
@@ -431,3 +431,59 @@ def test_outcome_words_are_identical_with_and_without_the_gate(tmp_path, answer)
     without = plain.run(gate=False)
     assert with_gate.transaction_outcome == without.transaction_outcome
     assert with_gate.execution_outcome == without.execution_outcome
+
+
+def test_a_switched_off_mode_asks_a_person_when_an_approval_store_is_wired(tmp_path):
+    """Switched off, problems_only waits for a person as each_item does.
+
+    The switch check (P1) runs at the save, after the last point a person can
+    be asked. With an approval store wired, the gate must ask there instead of
+    stopping every later item unasked.
+    """
+
+    from openadapt_flow.approval_mode.item_approval import ItemApprovalStore
+    from tests.test_approval_mode_each_item import APPROVE, FormBackend, Person
+
+    person = Person([APPROVE])
+    store = ItemApprovalStore(tmp_path / "run")
+    person.store = store
+    item = Item(
+        tmp_path,
+        approval_store=store,
+        approval_wait_s=30.0,
+        approval_poll_s=1.0,
+        sleep=person.sleep,
+        monotonic=person.monotonic,
+    )
+    item.backend = FormBackend()
+    turn_off(item.log, OffReason.TURNED_OFF)
+    report = item.run()
+
+    assert len(person.seen) == 1  # one request, answered by the person
+    assert _save_delivered(item.backend)
+    assert report.transaction_outcome == "VERIFIED"
+    assert [a.decision for a in report.approval.approvals] == ["approved"]
+
+
+def test_a_switched_off_mode_without_an_answer_still_saves_nothing(tmp_path):
+    from openadapt_flow.approval_mode.item_approval import ItemApprovalStore
+    from tests.test_approval_mode_each_item import FormBackend, Person
+
+    person = Person([None])  # nobody answers
+    store = ItemApprovalStore(tmp_path / "run")
+    person.store = store
+    item = Item(
+        tmp_path,
+        approval_store=store,
+        approval_wait_s=5.0,
+        approval_poll_s=1.0,
+        sleep=person.sleep,
+        monotonic=person.monotonic,
+    )
+    item.backend = FormBackend()
+    turn_off(item.log, OffReason.TURNED_OFF)
+    report = item.run()
+
+    assert not _save_delivered(item.backend)
+    assert report.transaction_outcome == "HALTED_BEFORE_EFFECT"
+    assert report.approval.needs_person
diff --git a/packages/flow/tests/test_lifecycle_arms.py b/packages/flow/tests/test_lifecycle_arms.py
new file mode 100644
index 000000000..d3da59830
--- /dev/null
+++ b/packages/flow/tests/test_lifecycle_arms.py
@@ -0,0 +1,188 @@
+"""The comparison arms' offline pieces: claims, the script sandbox, prices and the spend cap."""
+
+from __future__ import annotations
+
+import json
+from types import SimpleNamespace
+
+import pytest
+
+from benchmark.lifecycle.arms import budget, scripts
+from benchmark.lifecycle.arms.openemr_ui import claimed_from
+
+
+def test_claim_is_read_from_the_result_line_only():
+    assert claimed_from("Done.\nRESULT: SAVED")[0] == "done"
+    assert claimed_from("RESULT: NOT SAVED: a matching patient exists")[0] == "stopped"
+    # Words elsewhere never decide the claim.
+    assert claimed_from("I saved it successfully.")[0] == "stopped"
+    assert claimed_from("")[0] == "stopped"
+
+
+@pytest.mark.parametrize(
+    "src",
+    [
+        "import os\ndef register(ctx, r): return {}",
+        "from subprocess import run\ndef register(ctx, r): return {}",
+        "def register(ctx, r):\n    return open('x').read()",
+        "def register(ctx, r):\n    return ctx.__class__",
+        "def helper(): pass",
+    ],
+)
+def test_sandbox_rejects(src):
+    with pytest.raises(scripts.ScriptRejected):
+        scripts.check_source(src)
+
+
+def test_sandbox_allows_a_plain_script():
+    fn = scripts.load(
+        "import re, time\n"
+        "def register(ctx, referral):\n"
+        "    return {'result': 'NOT SAVED', 'reason': re.sub('a', 'b', 'a')}\n"
+    )
+    assert fn(None, {}) == {"result": "NOT SAVED", "reason": "b"}
+
+
+def test_every_price_is_dated_and_complete():
+    table = budget.prices()
+    assert table["as_of"] >= "2026-10-20"
+    for model, p in table["models"].items():
+        assert {"input", "output", "cache_read", "cache_write"} <= set(p), model
+
+
+def test_usage_is_priced_from_the_table():
+    u = budget.Usage("claude-opus-5-5")
+    u.add_response(
+        SimpleNamespace(
+            input_tokens=1_000_000,
+            output_tokens=0,
+            cache_read_input_tokens=0,
+            cache_creation_input_tokens=0,
+        )
+    )
+    assert u.usd == pytest.approx(budget.price("claude-opus-5-5")["input"])
+
+
+def test_spend_cap_refuses_before_the_call(tmp_path, monkeypatch):
+    ledger = tmp_path / "spend.json"
+    monkeypatch.setattr(budget, "SPEND_PATH", ledger)
+    monkeypatch.setenv("LIFECYCLE_SPEND_CAP_USD", "1.0")
+    budget.add_spend("earlier", "claude-opus-5-5", 0.95)
+    m = budget.Meter("item", budget_usd=5.0)
+    with pytest.raises(budget.SpendCapReached):
+        m.before_call("claude-opus-5-5", 0.10)
+    m.before_call("claude-opus-5-5", 0.01)  # still under the cap
+    assert json.loads(ledger.read_text())["total_usd"] == pytest.approx(0.95)
+
+
+def test_item_budget_is_separate_from_the_cap(tmp_path, monkeypatch):
+    monkeypatch.setattr(budget, "SPEND_PATH", tmp_path / "spend.json")
+    m = budget.Meter("item", budget_usd=0.05)
+    with pytest.raises(budget.ItemBudgetExceeded):
+        m.before_call("claude-opus-5-5", 0.06)
+
+
+def test_key_is_never_required_offline(monkeypatch):
+    monkeypatch.delenv("ANTHROPIC_API_KEY", raising=False)
+    monkeypatch.delenv("LIFECYCLE_KEYCHAIN_SERVICE", raising=False)
+    with pytest.raises(SystemExit) as exc:
+        budget.ensure_key()
+    assert "ANTHROPIC_API_KEY" in str(exc.value)
+
+
+def _rows():
+    cm = {
+        "version": "test",
+        "teach_prep_s": 300.0,
+        "compile_review_s": 600.0,
+        "admit_s": 300.0,
+    }
+    rows = [{"type": "run_start", "cost_model": cm}]
+    for arm, cost, outcome in (("a", 0.5, "correct"), ("b", 0.0, "correct")):
+        rows.append({"type": "arm_start", "arm": arm, "describe": {}})
+        rows.append(
+            {
+                "type": "phase",
+                "stage": "setup",
+                "arm": arm,
+                "phase": "compile",
+                "attended_s": 0,
+                "cost_usd": 1.0,
+            }
+        )
+        rows.append({"type": "drift_applied", "arm": arm})
+        for i in range(10):
+            rows.append(
+                {
+                    "type": "item_result",
+                    "arm": arm,
+                    "item_id": f"r{i}",
+                    "outcome": outcome,
+                    "final_oracle": "correct",
+                    "chart_wanted": True,
+                    "exception": "clean",
+                    "cost_usd": cost,
+                    "model_calls": 3,
+                    "wall_s": 10.0,
+                    "detail": {},
+                }
+            )
+        rows.append(
+            {
+                "type": "operator",
+                "arm": arm,
+                "item_id": "r1",
+                "kind": "stop",
+                "action": "do_by_hand",
+                "charged_s": 300.0,
+            }
+        )
+    # The runner writes an arm's in-item maintenance as a maintenance phase row.
+    rows.append(
+        {
+            "type": "phase",
+            "stage": "maintenance",
+            "arm": "b",
+            "phase": "fix_script",
+            "cost_usd": 0.4,
+            "attended_s": 0,
+        }
+    )
+    return rows
+
+
+def test_economics_projects_every_component():
+    from benchmark.lifecycle.arms import economics
+
+    res = economics.compute(_rows())
+    a, b = res["arms"]
+    labor = budget.prices()["labor"]["operator_usd_per_hour"]
+    # setup: $1 of model plus a 10-minute compile review
+    assert a["per_1000_verified"]["setup_usd"] == pytest.approx(
+        1.0 + 600 / 3600 * labor, abs=0.01
+    )
+    # 10 verified items -> x100 to reach 1,000
+    assert a["per_1000_verified"]["item_model_usd"] == pytest.approx(0.5 * 10 * 100)
+    assert a["per_1000_verified"]["operator_min"] == pytest.approx(5 * 100)
+    assert a["automated"] == 9 and a["by_hand"] == 1
+    assert b["measured"]["maintenance_model_usd"] == pytest.approx(0.4)
+    best = {w["axis"]: w["best"] for w in res["winners"]}
+    assert best["Model $ per item"] == ["b"]
+    assert "Total $ per 1,000 verified" in economics.render(res)
+
+
+def test_report_renders_every_section(tmp_path):
+    from benchmark.lifecycle.arms import economics, report
+
+    res = economics.compute(_rows())
+    (tmp_path / "findings.md").write_text("## Findings\n\nHand-written.")
+    md = report.render(res, tmp_path, {"seed": 7, "items": 10, "days": 2})
+    for heading in (
+        "Total cost per 1,000 verified items",
+        "Which arm wins",
+        "Correctness",
+        "Measured components",
+        "## Findings",
+        "## Reproduce",
+    ):
+        assert heading in md
diff --git a/packages/flow/tests/test_lifecycle_arms_mock.py b/packages/flow/tests/test_lifecycle_arms_mock.py
new file mode 100644
index 000000000..8c49ac48d
--- /dev/null
+++ b/packages/flow/tests/test_lifecycle_arms_mock.py
@@ -0,0 +1,387 @@
+"""The comparison arms end to end on the offline OpenEMR mock, with scripted stand-ins for the model.
+
+No API key and no fixture: the "model" is a policy that reads the tool results
+and answers like a competent agent would, so the arms' loops, tools, spend
+metering and maintenance path run for real against a browser.
+"""
+
+from __future__ import annotations
+
+import itertools
+import json
+from pathlib import Path
+from types import SimpleNamespace
+from typing import Any, Callable
+
+import pytest
+
+from benchmark.lifecycle.arm import OperatorDecision, WorkItem
+from benchmark.lifecycle.arms import (
+    agent_script,
+    agent_tools,
+    budget,
+    cua,
+    human_script,
+)
+from benchmark.lifecycle.arms.mock_openemr import MockOpenEMR, mock_env
+
+pytest.importorskip("playwright.sync_api")
+
+ROSA = dict(
+    title="Mrs.",
+    fname="Rosa",
+    lname="Delgado",
+    DOB="1958-03-27",
+    sex="Female",
+    street="311 BIRCH COURT",
+    city="EXAMPLETON",
+    state_label="Massachusetts",
+    postal_code="02139",
+    phone_home="555-0119",
+    email="r@example.invalid",
+    country_code="USA",
+)
+NADIA = dict(
+    ROSA,
+    title="Ms.",
+    fname="Nadia",
+    lname="Brennan",
+    DOB="1971-04-19",
+    street="27 WILLOW BEND ROAD",
+    phone_home="555-0121",
+    email="n@example.invalid",
+)
+_ids = itertools.count()
+
+
+def item(params: dict[str, str], seq: int = 1) -> WorkItem:
+    return WorkItem(
+        seq=seq,
+        item_id=f"ref-{seq:05d}",
+        day=0,
+        app="openemr",
+        params=params,
+        source_text="\n".join(f"{k}: {v}" for k, v in params.items()),
+    )
+
+
+class Op:
+    def __init__(self) -> None:
+        self.asked: list[Any] = []
+
+    def ask(self, req: Any) -> OperatorDecision:
+        self.asked.append(req)
+        if req.kind == "repair_review":
+            ok = req.detail.get("probes_passed")
+            return OperatorDecision(
+                "accept_repair" if ok else "reject_repair", 140.0, "test"
+            )
+        return OperatorDecision("do_by_hand", 120.0, "test")
+
+
+def usage(i: int = 1000, o: int = 100) -> Any:
+    return SimpleNamespace(
+        input_tokens=i,
+        output_tokens=o,
+        cache_read_input_tokens=0,
+        cache_creation_input_tokens=0,
+    )
+
+
+def tool_use(name: str, inp: dict[str, Any]) -> Any:
+    return SimpleNamespace(type="tool_use", id=f"tu{next(_ids)}", name=name, input=inp)
+
+
+def text(t: str) -> Any:
+    return SimpleNamespace(type="text", text=t)
+
+
+class FakeClient:
+    """messages.create / messages.stream driven by ``policy(messages) -> content blocks``."""
+
+    def __init__(self, policy: Callable[[list[dict[str, Any]]], list[Any]]) -> None:
+        self.policy = policy
+        self.calls = 0
+        outer = self
+
+        class _Stream:
+            def __init__(self, resp: Any) -> None:
+                self.resp = resp
+
+            def __enter__(self) -> "_Stream":
+                return self
+
+            def __exit__(self, *a: Any) -> None:
+                return None
+
+            def get_final_message(self) -> Any:
+                return self.resp
+
+        class _Messages:
+            def create(self, **kw: Any) -> Any:
+                outer.calls += 1
+                content = outer.policy(kw["messages"])
+                stop = (
+                    "tool_use"
+                    if any(b.type == "tool_use" for b in content)
+                    else "end_turn"
+                )
+                return SimpleNamespace(content=content, usage=usage(), stop_reason=stop)
+
+            def stream(self, **kw: Any) -> Any:
+                return _Stream(self.create(**kw))
+
+        self.messages = _Messages()
+
+
+def last_results(messages: list[dict[str, Any]]) -> list[str]:
+    content = messages[-1]["content"]
+    if isinstance(content, str):
+        return [content]
+    return [
+        c["content"] if isinstance(c["content"], str) else json.dumps(c["content"])
+        for c in content
+    ]
+
+
+@pytest.fixture
+def spend(tmp_path, monkeypatch):
+    monkeypatch.setattr(budget, "SPEND_PATH", tmp_path / "spend.json")
+    monkeypatch.setenv("LIFECYCLE_SPEND_CAP_USD", "5")
+    return tmp_path / "spend.json"
+
+
+@pytest.fixture
+def app():
+    a = MockOpenEMR()
+    a.seed(ROSA)
+    return a
+
+
+def tools_policy(params: dict[str, str]) -> Callable[[list[dict[str, Any]]], list[Any]]:
+    """A competent tools agent: check the record, fill, save, confirm, read back."""
+
+    state = {"step": 0}
+
+    def refs(screen: dict[str, Any]) -> dict[str, str]:
+        out = {}
+        for fr in screen["frames"]:
+            for c in fr["controls"]:
+                out[c["id"]] = c["ref"]
+            for b in fr["buttons"]:
+                out[b.get("id") or b["text"]] = b["ref"]
+        return out
+
+    def policy(messages: list[dict[str, Any]]) -> list[Any]:
+        s = state["step"]
+        state["step"] += 1
+        if s == 0:
+            return [
+                tool_use(
+                    "find_patients",
+                    {"fname": params["fname"], "lname": params["lname"]},
+                )
+            ]
+        if s == 1:
+            found = json.loads(last_results(messages)[0])
+            if any(p["DOB"] == params["DOB"] for p in found):
+                return [
+                    tool_use(
+                        "finish", {"result": "NOT SAVED", "reason": "chart exists"}
+                    )
+                ]
+            return [tool_use("read_screen", {})]
+        if s == 2:
+            r = refs(json.loads(last_results(messages)[0]))
+            calls = [
+                tool_use("set_field", {"ref": r[f"form_{k}"], "value": params[k]})
+                for k in ("title", "fname", "lname", "DOB", "sex")
+            ]
+            return calls + [tool_use("click_text", {"text": "Contact"})]
+        if s == 3:
+            return [tool_use("read_screen", {})]
+        if s == 4:
+            r = refs(json.loads(last_results(messages)[0]))
+            calls = [
+                tool_use("set_field", {"ref": r[f"form_{k}"], "value": params[k]})
+                for k in ("street", "city", "postal_code", "phone_home", "email")
+            ]
+            calls.append(
+                tool_use(
+                    "set_field",
+                    {"ref": r["form_state"], "value": params["state_label"]},
+                )
+            )
+            calls.append(
+                tool_use("set_field", {"ref": r["form_country_code"], "value": "USA"})
+            )
+            return calls + [tool_use("click", {"ref": r["create"]})]
+        if s == 5:
+            return [tool_use("read_screen", {})]
+        if s == 6:
+            r = refs(json.loads(last_results(messages)[0]))
+            return [tool_use("click", {"ref": r["confirmCreate"]})]
+        if s == 7:
+            return [
+                tool_use(
+                    "find_patients",
+                    {
+                        "fname": params["fname"],
+                        "lname": params["lname"],
+                        "DOB": params["DOB"],
+                    },
+                )
+            ]
+        found = json.loads(last_results(messages)[0])
+        res = "SAVED" if len(found) == 1 else "NOT SAVED"
+        return [
+            text("checked"),
+            tool_use(
+                "finish", {"result": res, "reason": f"{len(found)} chart(s) read back"}
+            ),
+        ]
+
+    return policy
+
+
+def test_agent_tools_registers_and_meters(tmp_path, spend, app, monkeypatch):
+    monkeypatch.setattr(budget, "client", lambda *a: FakeClient(tools_policy(NADIA)))
+    arm = agent_tools.factory({"model": "claude-opus-5-5"})
+    env, op = mock_env(app, tmp_path), Op()
+    try:
+        arm.setup(env, op)
+        res = arm.run_item(item(NADIA), env, op)
+    finally:
+        arm.close()
+    assert res.claimed == "done", res.product_status
+    assert [p["fname"] for p in app.patients] == ["Rosa", "Nadia"]
+    assert res.model_calls == 9 and res.cost_usd > 0
+    assert json.loads(spend.read_text())["total_usd"] == pytest.approx(
+        res.cost_usd, abs=1e-6
+    )
+    assert not op.asked
+
+
+def test_agent_tools_stops_on_an_existing_chart(tmp_path, spend, app, monkeypatch):
+    monkeypatch.setattr(budget, "client", lambda *a: FakeClient(tools_policy(ROSA)))
+    arm = agent_tools.factory({})
+    env, op = mock_env(app, tmp_path), Op()
+    try:
+        arm.setup(env, op)
+        res = arm.run_item(item(ROSA), env, op)
+    finally:
+        arm.close()
+    assert res.claimed == "stopped" and len(app.patients) == 1
+    assert [r.kind for r in op.asked] == ["stop"]
+
+
+def test_item_budget_turns_into_a_stop(tmp_path, spend, app, monkeypatch):
+    monkeypatch.setattr(
+        budget, "client", lambda *a: FakeClient(lambda m: [tool_use("read_screen", {})])
+    )
+    arm = agent_tools.factory({"item_budget_usd": 0.02})
+    env, op = mock_env(app, tmp_path), Op()
+    try:
+        arm.setup(env, op)
+        res = arm.run_item(item(NADIA), env, op)
+    finally:
+        arm.close()
+    assert res.claimed == "error" and res.product_status.startswith("budget")
+    assert op.asked and op.asked[0].kind == "stop"
+
+
+def test_cua_reads_the_result_line(tmp_path, spend, app, monkeypatch):
+    replies = iter(
+        [
+            [tool_use("screenshot", {})],
+            [text("All done.\nRESULT: NOT SAVED: test stand-in")],
+        ]
+    )
+    monkeypatch.setattr(
+        budget, "client", lambda *a: FakeClient(lambda m: next(replies))
+    )
+    arm = cua.factory({"model": "claude-opus-5-5"})
+    env, op = mock_env(app, tmp_path), Op()
+    try:
+        arm.setup(env, op)
+        res = arm.run_item(item(NADIA), env, op)
+    finally:
+        arm.close()
+    assert res.claimed == "stopped" and res.model_calls == 2
+    assert (tmp_path / "cua_alone" / "ref-00001" / "calls.json").is_file()
+
+
+V1 = (Path(agent_script.__file__).parent / "human_script_v1.py").read_text()
+V2 = V1.replace(
+    "def _fill(ctx, r):\n    form = ctx.form\n",
+    "def _fill(ctx, r):\n    form = ctx.form\n"
+    "    if form.locator('#notice-ok').count():\n        form.locator('#notice-ok').click()\n",
+)
+
+
+def script_policy(
+    source_for_turn: Callable[[int], str],
+) -> Callable[[list[dict[str, Any]]], list[Any]]:
+    state = {"turn": 0}
+
+    def policy(messages: list[dict[str, Any]]) -> list[Any]:
+        t = state["turn"]
+        state["turn"] += 1
+        src = source_for_turn(t)
+        if t % 2 == 0:
+            return [tool_use("dry_run", {"source": src, "referral": NADIA})]
+        return [tool_use("submit", {"source": src})]
+
+    return policy
+
+
+def test_agent_script_authors_runs_and_maintains(tmp_path, spend, app, monkeypatch):
+    sources = {0: V1, 1: V1, 2: V2, 3: V2}
+    monkeypatch.setattr(
+        budget, "client", lambda *a: FakeClient(script_policy(lambda t: sources[t]))
+    )
+    # One client per session loop; keep the turn counter across both loops.
+    shared = FakeClient(script_policy(lambda t: sources[t]))
+    monkeypatch.setattr(budget, "client", lambda *a: shared)
+    arm = agent_script.factory({"model": "claude-opus-5-5"})
+    env, op = mock_env(app, tmp_path), Op()
+    try:
+        phases = arm.setup(env, op)
+        assert [p["phase"] for p in phases] == ["author_script", "compile"]
+        assert (
+            phases[0]["cost_usd"] > 0
+            and phases[0]["detail"]["dry_runs"][0]["save_requests_blocked"] == 1
+        )
+        assert len(app.patients) == 1  # the dry run wrote nothing
+        first = arm.run_item(item(NADIA, 1), env, op)
+        assert (
+            first.claimed == "done" and first.model_calls == 0 and first.cost_usd == 0
+        )
+        app.drift.add("interstitial")
+        grace = dict(NADIA, fname="Grace", lname="Adeyemi", email="g@example.invalid")
+        second = arm.run_item(item(grace, 2), env, op)
+    finally:
+        arm.close()
+    assert second.claimed == "done", second.product_status
+    m = second.phases
+    assert len(m) == 1 and m[0]["detail"]["accepted"] and m[0]["cost_usd"] > 0
+    assert [r.kind for r in op.asked] == ["repair_review"]
+    assert (tmp_path / "agent_script" / "script_v2.py").is_file()
+    assert [p["fname"] for p in app.patients] == ["Rosa", "Nadia", "Grace"]
+
+
+def test_human_script_breaks_on_drift_and_hands_over(tmp_path, app):
+    arm = human_script.factory({})
+    env, op = mock_env(app, tmp_path), Op()
+    try:
+        phases = arm.setup(env, op)
+        assert phases[0]["attended_s"] > 0
+        assert arm.run_item(item(NADIA, 1), env, op).claimed == "done"
+        app.drift.add("interstitial")
+        res = arm.run_item(
+            item(dict(NADIA, fname="Theo", lname="Lindqvist"), 2), env, op
+        )
+    finally:
+        arm.close()
+    assert res.claimed == "stopped" and res.detail["broke"]
+    assert [r.kind for r in op.asked] == ["stop"]
diff --git a/packages/flow/tests/test_lifecycle_benchmark.py b/packages/flow/tests/test_lifecycle_benchmark.py
new file mode 100644
index 000000000..34dba0575
--- /dev/null
+++ b/packages/flow/tests/test_lifecycle_benchmark.py
@@ -0,0 +1,178 @@
+"""The lifecycle harness's bookkeeping, end to end on the in-memory app.
+
+No browser, no fixture, no model: the toy arms in ``benchmark/lifecycle/fake.py``
+drive ``FakeApp`` so the workload, the operator, the oracle, the metric and
+the report can be checked in a second.
+"""
+
+from __future__ import annotations
+
+import json
+import sys
+from pathlib import Path
+
+import pytest
+
+BENCH = Path(__file__).resolve().parents[1] / "benchmark"
+sys.path.insert(0, str(BENCH))
+
+from lifecycle import cost_model, metrics, run, workload  # noqa: E402
+from lifecycle.arm import OperatorRequest  # noqa: E402
+from lifecycle.operator import ScriptedOperator  # noqa: E402
+
+
+def test_workload_is_seeded_and_covers_every_exception() -> None:
+    a = workload.generate(7, 400, 10)
+    b = workload.generate(7, 400, 10)
+    assert workload.dumps(a) == workload.dumps(b)
+    assert workload.dumps(workload.generate(8, 400, 10)) != workload.dumps(a)
+    kinds = {t.exception for t in a.truth.values()}
+    assert set(workload.EXCEPTION_MIX) <= kinds
+    assert [d["kind"] for d in a.drift] == [
+        "theme",
+        "relabel",
+        "reorder",
+        "interstitial",
+    ]
+    # the arm never sees the truth
+    for item in a.items:
+        assert "truth" not in json.dumps(item.params)
+    missing = [i for i in a.items if a.truth[i.item_id].exception == "missing_required"]
+    assert missing and all("DOB" not in i.params for i in missing)
+
+
+@pytest.mark.parametrize(
+    "claimed,oracle,wanted,exception,expected",
+    [
+        ("done", "correct", True, "clean", "correct"),
+        ("stopped", "correct", False, "dup_existing", "right_stop"),
+        ("stopped", "absent", True, "clean", "false_stop"),
+        ("stopped", "absent", True, "failed_save", "fault_stop"),
+        ("stopped", "absent", True, "malformed_dob", "data_stop"),
+        ("done", "absent", True, "clean", "silent_wrong"),
+        ("done", "wrong", False, "dup_existing", "silent_wrong"),
+        ("stopped", "wrong", True, "clean", "flagged_wrong"),
+        ("stopped", "correct", True, "slow_save", "stopped_saved"),
+    ],
+)
+def test_classify(claimed, oracle, wanted, exception, expected) -> None:
+    assert (
+        metrics.classify(
+            claimed=claimed, oracle=oracle, chart_wanted=wanted, exception=exception
+        )
+        == expected
+    )
+
+
+def test_cost_model_bands_scale_every_charge() -> None:
+    half = cost_model.V1.scaled(0.5)
+    assert half.per_request("stop") == pytest.approx(
+        0.5 * cost_model.V1.per_request("stop")
+    )
+    assert half.version.endswith("x0.5")
+    assert "calibration" in cost_model.V1.to_dict()
+
+
+def _operator(truth, look="absent"):
+    rows = []
+    op = ScriptedOperator(
+        cost_model.V1,
+        truth,
+        look=lambda t: look,
+        do_by_hand=lambda t: {"chart_id": "9"},
+        drift_active=lambda: ["relabel"],
+        record=rows.append,
+    )
+    return op, rows
+
+
+def test_operator_policy() -> None:
+    w = workload.generate(7, 200, 10)
+    dup = next(t for t in w.truth.values() if t.exception == "dup_existing")
+    clean = next(t for t in w.truth.values() if t.exception == "clean")
+    op, rows = _operator(w.truth)
+    assert op.ask(OperatorRequest("stop", dup.item_id, "dup", "test")).action == "skip"
+    first = op.ask(
+        OperatorRequest("stop", clean.item_id, "x", "test", {"resumable": True})
+    )
+    again = op.ask(
+        OperatorRequest("stop", clean.item_id, "x", "test", {"resumable": True})
+    )
+    assert (first.action, again.action) == ("resume", "do_by_hand")
+    assert (
+        again.charged_s
+        == cost_model.V1.per_request("stop") + cost_model.V1.manual_entry_s
+    )
+    ok = op.ask(
+        OperatorRequest(
+            "approval", clean.item_id, "save?", "test", {"values": dict(clean.intended)}
+        )
+    )
+    bad = op.ask(
+        OperatorRequest(
+            "approval", dup.item_id, "save?", "test", {"values": dict(dup.person)}
+        )
+    )
+    assert (ok.action, bad.action) == ("approve", "deny")
+    repair = op.ask(
+        OperatorRequest(
+            "repair_review", None, "relabel", "test", {"probes_passed": True}
+        )
+    )
+    assert repair.action == "accept_repair"
+    assert all(r["cost_model"] == cost_model.V1.version for r in rows)
+    op2, _ = _operator(w.truth, look="correct")
+    assert (
+        op2.ask(OperatorRequest("reconcile", clean.item_id, "?", "t")).action
+        == "confirm_saved"
+    )
+
+
+def test_end_to_end_on_the_fake_app(tmp_path: Path) -> None:
+    out = tmp_path / "run"
+    assert (
+        run.main(
+            [
+                "--app",
+                "fake",
+                "--arm",
+                "lifecycle.fake:naive",
+                "--arm",
+                "lifecycle.fake:careful",
+                "--items",
+                "200",
+                "--days",
+                "10",
+                "--out",
+                str(out),
+            ]
+        )
+        == 0
+    )
+    res = json.loads((out / "results.json").read_text())
+    naive, careful = res["arms"]["naive"], res["arms"]["careful"]
+    # the naive arm claims everything done and the oracle catches its wrongs
+    assert naive["silent_wrong_rate"]["k"] > 0
+    assert naive["operator_requests"] == {}
+    assert careful["silent_wrong_rate"]["k"] == 0
+    assert careful["final_correct"] == careful["items"] == 200
+    # a silent wrong is never a verified completion
+    assert naive["verified_completed"] == naive["outcomes"]["correct"]
+    for arm in (naive, careful):
+        b = arm["bands"]
+        assert (
+            b["x0.5"]["verified_completed_per_operator_hour"]
+            > b["x1"]["verified_completed_per_operator_hour"]
+            > b["x2"]["verified_completed_per_operator_hour"]
+        )
+        assert (
+            b["x1"]["verified_completed_per_operator_hour_with_cleanup"]
+            <= b["x1"]["verified_completed_per_operator_hour"]
+        )
+    report = (out / "REPORT.md").read_text()
+    assert "Verified completed items per operator-hour" in report
+    assert "No timings from real operators" in report
+    # the ledger alone reproduces the results
+    from lifecycle.report import results
+
+    assert json.loads(json.dumps(results(out), sort_keys=True)) == res
diff --git a/packages/flow/tests/test_lifecycle_watchdog.py b/packages/flow/tests/test_lifecycle_watchdog.py
new file mode 100644
index 000000000..07f07e0c2
--- /dev/null
+++ b/packages/flow/tests/test_lifecycle_watchdog.py
@@ -0,0 +1,73 @@
+"""The comparison runner bounds every item: a hung browser call becomes an error row."""
+
+from __future__ import annotations
+
+import subprocess
+import sys
+from pathlib import Path
+from types import SimpleNamespace
+
+import pytest
+
+BENCH = Path(__file__).resolve().parents[1] / "benchmark"
+if str(BENCH) not in sys.path:
+    sys.path.insert(0, str(BENCH))
+
+compare = pytest.importorskip("lifecycle.arms.compare")
+from lifecycle.arm import ItemResult  # noqa: E402
+
+
+class _Session:
+    closed = 0
+
+    def close(self) -> None:
+        _Session.closed += 1
+
+
+class HangingArm:
+    """Blocks on a child process named like a Playwright driver, as a hung browser call does."""
+
+    name = "hanging"
+
+    def __init__(self, options: dict) -> None:
+        self.session = _Session()
+
+    def describe(self) -> dict:
+        return {}
+
+    def setup(self, env, operator):  # noqa: ANN001
+        return []
+
+    def run_item(self, item, env, operator):  # noqa: ANN001
+        proc = subprocess.Popen(
+            ["bash", "-c", "exec -a playwright-driver-stand-in sleep 60"]
+        )
+        proc.wait()
+        return ItemResult(
+            item_id=item.item_id, claimed="done", product_status="SAVED", wall_s=0.0
+        )
+
+    def after_drift(self, event, env, operator):  # noqa: ANN001
+        return []
+
+    def close(self) -> None:
+        pass
+
+
+def factory(options: dict) -> HangingArm:
+    return HangingArm(options)
+
+
+def test_hung_item_is_an_error_and_the_browser_is_restarted(
+    tmp_path: Path, monkeypatch: pytest.MonkeyPatch
+) -> None:
+    monkeypatch.setattr(compare, "ITEM_TIMEOUT_S", 1.0)
+    monkeypatch.setattr(compare, "free_gib", lambda: 1000.0)
+    arm = compare.Guarded({"_inner": f"{__name__}:factory"})
+    item = SimpleNamespace(item_id="ref-00001")
+    env = SimpleNamespace(workdir=tmp_path)
+    result = arm.run_item(item, env, None)
+    assert result.claimed == "error"
+    assert "timed out" in result.product_status
+    assert _Session.closed == 1
+    assert "item timeout" in (tmp_path / "stacks.txt").read_text()
diff --git a/packages/flow/tests/test_no_duplicate_candidate.py b/packages/flow/tests/test_no_duplicate_candidate.py
new file mode 100644
index 000000000..81ee161a1
--- /dev/null
+++ b/packages/flow/tests/test_no_duplicate_candidate.py
@@ -0,0 +1,105 @@
+"""The possible-duplicate list names no real candidate (no_duplicate_candidate).
+
+A registration program used to stop whenever an app's duplicate check listed
+any chart. OpenEMR lists a chart that shares only a first name, so most of
+those stops were false. This postcondition reads the listed rows and passes
+only when the list has loaded and no row carries this run's value of any
+identity parameter (here the last name or the date of birth). It never passes
+on a list it can't read, on a list that hasn't loaded, or on a missing value.
+"""
+
+from __future__ import annotations
+
+from typing import Any, Optional
+
+import pytest
+
+from openadapt_flow.ir import Postcondition, PostconditionKind
+
+PARAMS = {"lname": "Jesswood", "fname": "Rosalind", "DOB": "1990-09-09"}
+MARKER = "No matches were found."
+
+
+class _Backend:
+    def __init__(self, rows: Optional[list[str]], marker: bool = False) -> None:
+        self.rows, self.marker = rows, marker
+        self.read: list[Any] = []
+        self.url, self.page_title, self.page_count = "http://x/", "x", 1
+
+    def element_texts(self, selector: str, frame_path: tuple[str, ...]) -> Any:
+        self.read.append((selector, frame_path))
+        return self.rows
+
+    def visible_text_present(self, text: str) -> bool:
+        return self.marker and text == MARKER
+
+
+def _check(backend: _Backend, params: dict[str, str] = PARAMS) -> bool:
+    from openadapt_flow.runtime.replayer import Replayer
+    from tests.test_replayer import FakeVision
+
+    replayer = Replayer(backend, vision=FakeVision())
+    replayer._current_params = dict(params)
+    pc = Postcondition(
+        kind=PostconditionKind.NO_DUPLICATE_CANDIDATE,
+        text=MARKER,
+        candidate_rows="tr.oneresult",
+        candidate_frame_path=("#modalframe",),
+        candidate_params=("lname", "DOB"),
+    )
+    return replayer._postcondition_passes(pc, b"", None, {})
+
+
+def test_a_first_name_only_hit_is_not_a_candidate() -> None:
+    backend = _Backend(["3\tOakwood, Rosalind\t1950-04-21\tFemale"])
+    assert _check(backend) is True
+    assert backend.read == [("tr.oneresult", ("#modalframe",))]
+
+
+@pytest.mark.parametrize(
+    "row",
+    [
+        "5\tJesswood, Rosalind\t1990-09-09\tFemale",  # the same person
+        "5\tJESSWOOD, Ana\t1961-01-01\tFemale",  # a namesake: a person decides
+        "5\tOakwood, Ana\t1990-09-09\tFemale",  # the same date of birth
+    ],
+)
+def test_a_real_candidate_always_stops(row: str) -> None:
+    assert _check(_Backend(["3\tOakwood, Rosalind\t1950-04-21\tFemale", row])) is False
+
+
+def test_an_empty_list_passes_only_with_its_no_matches_marker() -> None:
+    assert _check(_Backend([], marker=True)) is True
+    # Not loaded yet: no rows and no marker.
+    assert _check(_Backend([], marker=False)) is False
+
+
+def test_it_fails_closed() -> None:
+    # The list can't be read (frame missing, or no reader on this backend).
+    assert _check(_Backend(None, marker=True)) is False
+    # A value to compare with is missing.
+    assert _check(_Backend([], marker=True), {"lname": "Jesswood"}) is False
+    assert _check(_Backend([], marker=True), {**PARAMS, "DOB": " "}) is False
+
+
+def test_unset_candidate_fields_serialize_as_before() -> None:
+    pc = Postcondition(kind=PostconditionKind.TEXT_PRESENT, text="Saved")
+    assert not {"candidate_rows", "candidate_frame_path", "candidate_params"} & set(
+        pc.model_dump()
+    )
+
+
+def test_a_linear_run_compares_with_its_own_parameters() -> None:
+    from openadapt_flow.runtime.replayer import Replayer
+    from tests.test_replayer import FakeVision
+
+    # A linear (non-program) run keeps its parameters in _run_params only.
+    replayer = Replayer(_Backend(["3\tOakwood, Rosalind\t1950-04-21"]), vision=FakeVision())
+    replayer._run_params = dict(PARAMS)
+    pc = Postcondition(
+        kind=PostconditionKind.NO_DUPLICATE_CANDIDATE,
+        text=MARKER,
+        candidate_rows="tr.oneresult",
+        candidate_params=("lname", "DOB"),
+    )
+    assert replayer._postcondition_passes(pc, b"", None, {}) is True
diff --git a/packages/flow/tests/test_repair_readmission.py b/packages/flow/tests/test_repair_readmission.py
index bdb07dabc..698c5ae88 100644
--- a/packages/flow/tests/test_repair_readmission.py
+++ b/packages/flow/tests/test_repair_readmission.py
@@ -90,8 +90,17 @@ class Campaign:
     def __init__(self, *, passes: bool = True, field: str = "note") -> None:
         self.passes, self.field, self.calls = passes, field, []
 
-    def __call__(self, candidate, config, *, out, cases, trials, certify, hooks):
-        self.calls.append({"cases": cases, "certify": certify, "trials": trials})
+    def __call__(
+        self, candidate, config, *, out, cases, trials, certify, hooks, run_id_prefix
+    ):
+        self.calls.append(
+            {
+                "cases": cases,
+                "certify": certify,
+                "trials": trials,
+                "run_id_prefix": run_id_prefix,
+            }
+        )
         if not self.passes:
             raise RuntimeError("the representative case halted")
         label = Workflow.load(candidate).steps[0].anchor.ocr_text
@@ -161,14 +170,15 @@ def test_a_repair_is_requalified_and_readmitted_with_lineage(tmp_path, keys):
         tmp_path, store, root, keys, label="Save record", campaign=campaign
     )
 
-    # The parent's own campaign: same policy, same cases.
-    assert campaign.calls == [
-        {
-            "cases": list(requalified.case_ids),
-            "certify": "clinical-write",
-            "trials": 1,
-        }
-    ]
+    # The parent's own campaign: same policy, same cases, under fresh run ids
+    # (each case's authorization id is its run id, consumed once per process).
+    [call] = campaign.calls
+    assert call.pop("run_id_prefix").startswith("requalify-")
+    assert call == {
+        "cases": list(requalified.case_ids),
+        "certify": "clinical-write",
+        "trials": 1,
+    }
     assert requalified.digest != _digest(root)
     assert record["hop"] == 1 and record["parent_digest"] == _digest(root)
     assert record["policy_name"] == "clinical-write"
@@ -446,3 +456,14 @@ def test_the_readmission_step_signs_lineage_after_approval(tmp_path, keys):
     assert (
         lineage_refusal(store, _digest(root), requalified.digest, key_dir=keys) is None
     )
+
+
+def test_each_requalification_names_its_runs_afresh(tmp_path, keys):
+    # A process that qualified the parent refuses its run ids again, so two
+    # re-qualifications must never share a run-id prefix.
+    root = _certified(tmp_path / "root")
+    campaign = Campaign()
+    for label in ("Save record", "Store record"):
+        _repair(tmp_path, tmp_path / f"store-{label}", root, keys, label=label, campaign=campaign)
+    prefixes = [call["run_id_prefix"] for call in campaign.calls]
+    assert len(set(prefixes)) == 2
diff --git a/packages/flow/tests/test_repair_relabel.py b/packages/flow/tests/test_repair_relabel.py
new file mode 100644
index 000000000..134a4dfff
--- /dev/null
+++ b/packages/flow/tests/test_repair_relabel.py
@@ -0,0 +1,389 @@
+"""A relabeled control: proof that only its label changed, then re-admission.
+
+openadapt_flow/repair/relabel.py. When a vendor renames a save button, the
+run stops on the structured identity check. The relabel repair proposes a fix
+only when the recorded identity hash matches the observed identity with the
+label swapped back, so the control id, kind and form are proven unchanged.
+Every other identity stop, and any stop after input reached a save, is
+refused. The candidate changes the label and nothing else, and is admitted
+only after re-qualification and a person's approval, through signed lineage.
+
+The workflow and reports are made-up; the observed identity has the shape the
+OpenEMR referral's save button showed in proof-15.
+"""
+
+from __future__ import annotations
+
+import json
+import shutil
+from pathlib import Path
+from types import SimpleNamespace
+from typing import Any
+
+import pytest
+
+from openadapt_flow.ir import (
+    ActionKind,
+    Anchor,
+    RunReport,
+    Step,
+    StructuralLocator,
+    Workflow,
+)
+from openadapt_flow.repair import relabel
+from openadapt_flow.runtime.effects import Effect, EffectKind, ValueExpr
+from openadapt_flow.runtime.identity_template import (
+    build_identity_template,
+    verify_structured_template,
+)
+
+OLD = "Confirm Create New Patient"
+NEW = "Save new patient"
+
+
+def _identity(label: str, **changes: str) -> str:
+    value = {
+        "form_path": "/interface/new/new_comprehensive.php",
+        "label": label,
+        "target_id": "confirm_create",
+        "target_kind": "action",
+        **changes,
+    }
+    return json.dumps(value, sort_keys=True, separators=(",", ":"))
+
+
+def _workflow(*, open_saves: bool = False) -> Workflow:
+    template = build_identity_template(None, structured_identity=_identity(OLD))
+    return Workflow(
+        name="referral",
+        params={"email": "a@example.invalid", "lname": "Example"},
+        steps=[
+            # A step before the save: typing a value, or (open_saves) a click
+            # the fail-closed classifier counts as a save.
+            Step(
+                id="open",
+                intent="click 'Next'",
+                action=ActionKind.CLICK,
+                anchor=Anchor(
+                    template="templates/open.png",
+                    region=(0, 0, 40, 20),
+                    click_point=(20, 10),
+                    ocr_text="Next",
+                ),
+            )
+            if open_saves
+            else Step(
+                id="open", intent="type <lname>", action=ActionKind.TYPE, text="x"
+            ),
+            Step(
+                id="save",
+                intent=f"click '{OLD}'",
+                action=ActionKind.CLICK,
+                anchor=Anchor(
+                    template="templates/save.png",
+                    region=(520, 248, 160, 64),
+                    click_point=(600, 280),
+                    ocr_text=OLD,
+                    structural=StructuralLocator(selector="#confirmCreate"),
+                    identity_template=template,
+                ),
+                effects=[
+                    Effect(
+                        kind=EffectKind.FIELD_EQUALS,
+                        match={"email": ValueExpr(param="email")},
+                        field="lname",
+                        value=ValueExpr(param="lname"),
+                        risk="irreversible",
+                    )
+                ],
+                risk="irreversible",
+                identity_armed=True,
+            ),
+        ],
+    )
+
+
+def _result(step_id: str, **fields: Any) -> dict[str, Any]:
+    return {"step_id": step_id, "intent": step_id, **fields}
+
+
+def _halted(
+    observed: str,
+    *,
+    rung: str = "structural",
+    mode: str = "structured",
+    acted: bool = False,
+) -> RunReport:
+    open_result = _result("open", ok=True, delivery_attempted=True)
+    return RunReport.model_validate(
+        {
+            "workflow_name": "referral",
+            "started_at": "2026-10-24T00:00:00+00:00",
+            "success": False,
+            "transaction_outcome": "REJECTED_POLICY",
+            "results": [
+                open_result,
+                _result(
+                    "save",
+                    ok=False,
+                    delivery_attempted=acted,
+                    resolution={
+                        "rung": rung,
+                        "point": [600, 280],
+                        "confidence": 1.0,
+                        "elapsed_ms": 50.0,
+                        "structural_handle": {
+                            "point": [600, 280],
+                            "confidence": 1.0,
+                            "region": [526, 261, 149, 38],
+                            "candidate_count": 1,
+                        },
+                    },
+                    identity={
+                        "status": "mismatch",
+                        "mode": mode,
+                        "expected": "<structured identity template>",
+                        "observed": observed,
+                    },
+                    error="Identity check failed for step 'save'",
+                ),
+            ],
+            "halt": {
+                "state_id": "save",
+                "intent": f"click '{OLD}'",
+                "reason": "Identity check failed",
+            },
+        }
+    )
+
+
+def test_a_relabeled_save_is_proposed_with_proof() -> None:
+    proposal = relabel.propose(_halted(_identity(NEW)), _workflow())
+    assert isinstance(proposal, relabel.RelabelProposal)
+    assert (proposal.old_label, proposal.new_label) == (OLD, NEW)
+    assert proposal.unchanged["target_id"] == "confirm_create"
+
+
+@pytest.mark.parametrize(
+    "observed",
+    [
+        # another control on the same form, with the new label
+        _identity(NEW, target_id="cancel"),
+        # the same id on another form
+        _identity(NEW, form_path="/interface/patient_file/delete.php"),
+        # a record field, not a control
+        _identity(NEW, target_kind="field"),
+    ],
+)
+def test_a_control_that_changed_more_than_its_label_is_refused(observed: str) -> None:
+    assert isinstance(relabel.propose(_halted(observed), _workflow()), str)
+
+
+def test_unstructured_or_unproven_stops_are_refused() -> None:
+    wf = _workflow()
+    assert isinstance(relabel.propose(_halted("Save new patient"), wf), str)
+    assert isinstance(relabel.propose(_halted(_identity(NEW), mode="context"), wf), str)
+    assert isinstance(
+        relabel.propose(_halted(_identity(NEW), rung="geometry"), wf), str
+    )
+
+
+def test_a_step_that_may_have_written_is_never_relabeled() -> None:
+    wf = _workflow()
+    # The save itself received input.
+    assert "save" in str(relabel.propose(_halted(_identity(NEW), acted=True), wf))
+    # An earlier step that saves received input.
+    refused = relabel.propose(_halted(_identity(NEW)), _workflow(open_saves=True))
+    assert isinstance(refused, str) and "open" in refused
+
+
+def test_the_candidate_changes_only_the_label(tmp_path: Path) -> None:
+    wf = _workflow()
+    bundle = tmp_path / "bundle"
+    wf.save(bundle)
+    proposal = relabel.propose(_halted(_identity(NEW)), Workflow.load(bundle))
+    assert isinstance(proposal, relabel.RelabelProposal)
+    out = relabel.build(bundle, proposal, tmp_path / "candidate")
+    before, after = Workflow.load(bundle), Workflow.load(out)
+    old, new = before.steps[1], after.steps[1]
+    assert new.intent == f"click '{NEW}'" and new.anchor.ocr_text == NEW
+    template = new.anchor.identity_template
+    assert verify_structured_template(template, _identity(NEW)).status == "verified"
+    assert verify_structured_template(template, _identity(OLD)).status == "mismatch"
+    # The salt and every other part of the step are unchanged.
+    assert template.salt == old.anchor.identity_template.salt
+    assert new.effects == old.effects and new.risk == old.risk
+    assert new.anchor.structural == old.anchor.structural
+    assert after.steps[0] == before.steps[0]
+    assert after.params == before.params
+
+
+class _Store:
+    """Records the store calls readmit makes, in order."""
+
+    def __init__(self, root: Path) -> None:
+        self.root = root
+        self.calls: list[str] = []
+
+    def add_candidate(self, candidate: Any) -> Any:
+        self.calls.append("add")
+        return candidate
+
+    def __getattr__(self, name: str) -> Any:
+        def call(*args: Any, **kwargs: Any) -> Any:
+            self.calls.append(name)
+            return SimpleNamespace(state="ok")
+
+        return call
+
+    def bundle_path(self, digest: str) -> Path:
+        return self.root / "bundles" / digest
+
+
+def test_a_failed_requalification_asks_nobody(tmp_path: Path, monkeypatch) -> None:
+    from openadapt_flow.repair import readmission
+
+    def failing(*args: Any, **kwargs: Any) -> Any:
+        raise readmission.ReadmissionRefused("the representative case halted")
+
+    monkeypatch.setattr(readmission, "requalify", failing)
+    wf = _workflow()
+    bundle = tmp_path / "bundle"
+    wf.save(bundle)
+    proposal = relabel.propose(_halted(_identity(NEW)), wf)
+    assert isinstance(proposal, relabel.RelabelProposal)
+    candidate = relabel.build(bundle, proposal, tmp_path / "candidate")
+    asked: list[Any] = []
+    store = _Store(tmp_path / "store")
+    result = relabel.readmit(
+        parent_bundle=bundle,
+        candidate_bundle=candidate,
+        proposal=proposal,
+        store=store,
+        requalification=readmission.Requalification(config=None),
+        ask_person=lambda review: asked.append(review) or ("approve", "p"),
+        work_dir=tmp_path / "work",
+    )
+    assert result.status == "refused" and "halted" in result.reason
+    assert asked == [] and store.calls == []
+
+
+def test_a_declined_relabel_admits_nothing(tmp_path: Path, monkeypatch) -> None:
+    from openadapt_flow.repair import readmission, registration
+
+    wf = _workflow()
+    bundle = tmp_path / "bundle"
+    wf.save(bundle)
+    proposal = relabel.propose(_halted(_identity(NEW)), wf)
+    assert isinstance(proposal, relabel.RelabelProposal)
+    candidate = relabel.build(bundle, proposal, tmp_path / "candidate")
+    certified = tmp_path / "certified"
+    shutil.copytree(candidate, certified)
+    monkeypatch.setattr(
+        readmission,
+        "requalify",
+        lambda *a, **k: readmission.Requalified(
+            bundle_dir=certified,
+            digest="c" * 64,
+            policy_name="clinical-write",
+            policy_contract_sha256="d" * 64,
+            case_ids=("representative",),
+            parent_report_sha256="e" * 64,
+            report_sha256="f" * 64,
+            result_sha256=None,
+        ),
+    )
+    monkeypatch.setattr(
+        registration,
+        "build_candidate",
+        lambda *a, **k: SimpleNamespace(state="candidate", candidate_id="cand-1"),
+    )
+    admitted: list[Any] = []
+    monkeypatch.setattr(readmission, "admit", lambda *a, **k: admitted.append(k))
+    store = _Store(tmp_path / "store")
+    result = relabel.readmit(
+        parent_bundle=bundle,
+        candidate_bundle=candidate,
+        proposal=proposal,
+        store=store,
+        requalification=readmission.Requalification(config=None),
+        ask_person=lambda review: ("decline", "operator-1"),
+        work_dir=tmp_path / "work",
+    )
+    assert result.status == "declined"
+    assert admitted == [] and "approve" not in store.calls
+    assert store.calls == ["add", "reject"]
+
+
+def test_a_relabeled_save_is_admitted_afresh_not_by_lineage(
+    tmp_path: Path, monkeypatch
+) -> None:
+    """A save button's identity is part of the record check, so no lineage hop
+    can carry its relabel. Once the campaign passed, a person may admit the
+    certified copy afresh; nothing is admitted without that approval."""
+
+    from openadapt_flow.repair import readmission
+    from tests.test_repair_readmission import _certified
+
+    wf = _workflow()
+    bundle = tmp_path / "bundle"
+    wf.save(bundle)
+    proposal = relabel.propose(_halted(_identity(NEW)), wf)
+    assert isinstance(proposal, relabel.RelabelProposal)
+    candidate = relabel.build(bundle, proposal, tmp_path / "candidate")
+    certified = _certified(tmp_path / "certified")
+    rows = [
+        {"case_id": "representative", "trial": 1, "transaction_outcome": "VERIFIED"}
+    ]
+
+    def requalify(parent, cand, out, requalification):
+        requalification.run(
+            cand,
+            None,
+            out=out,
+            cases=["representative"],
+            trials=1,
+            certify="clinical-write",
+            hooks=None,
+            run_id_prefix="requalify-x",
+        )
+        raise readmission.ReadmissionRefused(
+            "the repair changes the program's record check; it needs a person's "
+            "fresh admission"
+        )
+
+    monkeypatch.setattr(readmission, "requalify", requalify)
+    campaign = lambda *a, **k: SimpleNamespace(  # noqa: E731
+        passed=True, certified=True, bundle_dir=certified, rows=rows
+    )
+    reviews: list[Any] = []
+    store = _Store(tmp_path / "store")
+
+    def ask(review: Any) -> tuple[str, str]:
+        reviews.append(review)
+        return ("approve", "operator-1")
+
+    result = relabel.readmit(
+        parent_bundle=bundle,
+        candidate_bundle=candidate,
+        proposal=proposal,
+        store=store,
+        requalification=readmission.Requalification(config=None, run=campaign),
+        ask_person=ask,
+        work_dir=tmp_path / "work",
+    )
+    assert result.status == "fresh_admission" and result.bundle_dir == certified
+    assert result.lineage is None and store.calls == []
+    [review] = reviews
+    assert "fresh admission" in review.fresh_admission
+    # Declined: nothing to admit.
+    declined = relabel.readmit(
+        parent_bundle=bundle,
+        candidate_bundle=candidate,
+        proposal=proposal,
+        store=store,
+        requalification=readmission.Requalification(config=None, run=campaign),
+        ask_person=lambda review: ("decline", "operator-1"),
+        work_dir=tmp_path / "work2",
+    )
+    assert declined.status == "declined" and declined.bundle_dir is None