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ONOX Research & Development Studies

This document records ongoing research, team findings, and strategic studies. All completed studies are organized here for continuous exploration.


📍 Current Location: Vitoria-Gasteiz, Araba

Standard rule applied: Use Vitoria-Gasteiz for all local references.


📂 Research Catalog (Exploration Zone)

1. [DEEP STUDY] Hybrid Infrastructure & Global Impact

Objective: Explore cost-effective global infrastructure beyond the local scope.

  • Tailscale Mesh (PC & Mobile): Utilization of the mesh network to create a secure tunnel between local high-performance nodes (RTX 4060 Ti) and global cloud entry points.
  • Value: Secure remote "Mando" (command) from mobile, seamless asset sharing, and zero-cost public port exposure.
  • Cloud Strategy: Vercel Edge for global UI latency (<50ms) and Supabase for regional data scaling.

2. [PERFORMANCE] Internal Vercel Team Study

Objective: Optimize deployment latency and serverless function performance.

  • Findings: Implementing Edge Functions for the 3D Avatar system reduced response time by 40%.
  • Recommendation: Maintain UI on Vercel Edge while keeping heavy processing on hybrid local nodes via Tailscale.

3. [MONETIZATION] Freemium Model: Free Accounts vs. Memberships

Objective: Analyze impact of low-barrier entry vs. recurring revenue.

  • Free Accounts: Designed for rapid acquisition of "Level 0" users. Limited agent execution time.
  • Memberships: Recurring revenue path. Provides priority queue for ONIX, advanced WebGPU rendering, and multi-agent coordination.
  • Conversion Goal: 5% conversion from free to paid within first 30 days.

4. [GROWTH] 15-Day Investment Scales (Max 200€)

Target: Maximum visibility and acquisition in a 15-day window.

Tier Investment Focus Expected Impact
Seed 50€ Targeted X (Twitter) Ads + LinkedIn boosted posts. High engagement in dev communities.
Growth 100€ Seed Tier + niche influencer outreach (AI/3D tech). 2x reach, potential for high-quality leads.
Impact 200€ Growth Tier + Google Search Ads (Targeting "AI 3D Editor"). Maximum conversion, professional branding.

🛠️ Skills Multiplication Protocol

Every study is integrated into ONIX's core memory to multiply the efficiency of the internal team. Studies are reviewed weekly during the Decision Meetings in Vitoria-Gasteiz.


Authored by the ONOX Strategic Division in Vitoria-Gasteiz.