diff --git a/other/materials_designer/specific_examples/slab_strontium_titanate.ipynb b/other/materials_designer/specific_examples/slab_strontium_titanate.ipynb
index b535b478e..f5b7334b2 100644
--- a/other/materials_designer/specific_examples/slab_strontium_titanate.ipynb
+++ b/other/materials_designer/specific_examples/slab_strontium_titanate.ipynb
@@ -156,8 +156,9 @@
    "metadata": {},
    "source": [
     "## 3. Create the cleaved slabs\n",
+    "### 3.1. Get the formula of a plane\n",
     "\n",
-    "A slab of whole unit cells holds an even number of planes, alternating SrTiO and O2 on (011) and SrO and TiO2 on (001), so its two faces differ."
+    "A plane's formula is written as in `TERMINATIONS_BY_MILLER_INDICES`, such as SrTiO and O2."
    ]
   },
   {
@@ -179,10 +180,20 @@
     "    return \"\".join(f\"{element}{count if count > 1 else ''}\" for element, count in counts.items())"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "13",
+   "metadata": {},
+   "source": [
+    "### 3.2. Create a cleaved slab per Miller indices\n",
+    "\n",
+    "A slab of whole unit cells holds an even number of planes, alternating SrTiO and O2 on (011) and SrO and TiO2 on (001), so its two faces differ."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "13",
+   "id": "14",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -206,7 +217,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "14",
+   "id": "15",
    "metadata": {},
    "source": [
     "## 4. Cut the seven-plane slabs and remove atoms from each surface\n",
@@ -217,7 +228,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "15",
+   "id": "16",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -251,7 +262,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "16",
+   "id": "17",
    "metadata": {},
    "source": [
     "Each slab is printed with its formula, atom count, nominal charge, face equivalence, vacuum and planes from bottom to top. The nominal charge (Sr +2, Ti +4, O -2) shows why the manuscript removes atoms from the cleaved (011) slabs: they carry ±4 e, the nonpolar ones none."
@@ -260,7 +271,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "17",
+   "id": "18",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -286,7 +297,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "18",
+   "id": "19",
    "metadata": {},
    "source": [
     "## 5. Visualize the slabs"
@@ -295,7 +306,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "19",
+   "id": "20",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -304,7 +315,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20",
+   "id": "21",
    "metadata": {},
    "source": [
     "## 6. Download materials"
@@ -313,7 +324,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "21",
+   "id": "22",
    "metadata": {},
    "outputs": [],
    "source": [
diff --git a/other/materials_designer/specific_examples/slab_strontium_titanate_SIMULATION.ipynb b/other/materials_designer/specific_examples/slab_strontium_titanate_SIMULATION.ipynb
index de9f72aea..3dbdfe3d5 100644
--- a/other/materials_designer/specific_examples/slab_strontium_titanate_SIMULATION.ipynb
+++ b/other/materials_designer/specific_examples/slab_strontium_titanate_SIMULATION.ipynb
@@ -212,10 +212,18 @@
     "client.list_accounts()\n"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "15",
+   "metadata": {},
+   "source": [
+    "The materials, jobs and project below belong to this account."
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "15",
+   "id": "16",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -230,7 +238,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "16",
+   "id": "17",
    "metadata": {},
    "source": [
     "### 2.4. Select project"
@@ -239,7 +247,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "17",
+   "id": "18",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -250,7 +258,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "18",
+   "id": "19",
    "metadata": {},
    "source": [
     "## 3. Load the materials\n",
@@ -260,7 +268,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "19",
+   "id": "20",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -278,7 +286,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "20",
+   "id": "21",
    "metadata": {},
    "source": [
     "### 3.2. Save the materials to the platform"
@@ -287,7 +295,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "21",
+   "id": "22",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -299,7 +307,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "22",
+   "id": "23",
    "metadata": {},
    "source": [
     "## 4. Configure the shared DFT model and k-grid\n",
@@ -309,7 +317,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "23",
+   "id": "24",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -329,7 +337,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "24",
+   "id": "25",
    "metadata": {},
    "source": [
     "### 4.2. k-grid per material"
@@ -338,7 +346,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "25",
+   "id": "26",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -352,7 +360,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "26",
+   "id": "27",
    "metadata": {},
    "source": [
     "## 5. Create the compute configuration\n",
@@ -362,7 +370,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "27",
+   "id": "28",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -372,7 +380,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "28",
+   "id": "29",
    "metadata": {},
    "source": [
     "### 5.2. Create the compute configuration for the jobs"
@@ -381,7 +389,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "29",
+   "id": "30",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -401,16 +409,17 @@
   },
   {
    "cell_type": "markdown",
-   "id": "30",
+   "id": "31",
    "metadata": {},
    "source": [
-    "## 6. Total energy of every cell as cut"
+    "## 6. Total energy of every cell as cut\n",
+    "### 6.1. Find or create a job"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "31",
+   "id": "32",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -441,10 +450,18 @@
     "    return job[\"_id\"], True"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "33",
+   "metadata": {},
+   "source": [
+    "### 6.2. One Total Energy job per material"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "32",
+   "id": "34",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -459,10 +476,18 @@
     "        new_job_ids.append(energy_job_ids[name])"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "id": "35",
+   "metadata": {},
+   "source": [
+    "### 6.3. Submit the new jobs and wait for all to finish"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "33",
+   "id": "36",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -476,7 +501,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "34",
+   "id": "37",
    "metadata": {},
    "source": [
     "## 7. Relax the slabs (optional)\n",
@@ -487,7 +512,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "35",
+   "id": "38",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -513,7 +538,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "36",
+   "id": "39",
    "metadata": {},
    "source": [
     "## 8. Retrieve the results\n",
@@ -523,7 +548,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "37",
+   "id": "40",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -544,7 +569,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "38",
+   "id": "41",
    "metadata": {},
    "source": [
     "### 8.2. Cleavage, relaxation and surface energies\n",
@@ -564,7 +589,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "39",
+   "id": "42",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -591,7 +616,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "40",
+   "id": "43",
    "metadata": {},
    "source": [
     "## 9. Comparison with Eglitis & Vanderbilt (2008)\n",
@@ -602,7 +627,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "41",
+   "id": "44",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -627,7 +652,7 @@
   },
   {
    "cell_type": "markdown",
-   "id": "42",
+   "id": "45",
    "metadata": {},
    "source": [
     "## References\n",