Developer Documentation
Learn how DiscoveryOS works and how to build new modules
System Overview
🏗️ Architecture
DiscoveryOS uses a modular 9-step pipeline that works across all domains:
- Route: Identify which module/domain to use
- RAG Retrieval: Find similar examples from database
- Evolution: Apply domain-specific modifications
- RL Learning: Update modification weights based on success
- Prediction: ML models predict properties
- Simulation: Physics-based validation
- Scoring: Multi-objective ranking
- Synthesis: Generate actionable plans
- Protocol: Step-by-step instructions
📦 Tech Stack
Frontend
- • Next.js 15 + React 18
- • TypeScript
- • Tailwind CSS
- • Clerk (Auth)
Backend
- • FastAPI (Python)
- • PostgreSQL (Railway)
- • Cloudflare R2 (models)
- • Vercel (hosting)
Ready to Build?
Join our community of scientists and developers building the future of discovery