Pharma Creative Testing Prototype

This repo contains a lightweight simulator for pharma educational creative reactions in microcystic lymphatic malformation (MLM). It uses RAG + persona rules + grounding citations to generate directional reactions.

What’s Included

• Prototype code: run_demo.py, engine/, core/
• Data sources: data/*.jsonl
• Outputs:
  • outputs/results.jsonl (full run)
  • outputs/final_panel_reactions.md (clean export)
  • outputs/eval_summary.json (metrics)

Quick Start

1. Create a virtual environment and install dependencies (if needed).
2. Set environment variables:
   • OPENROUTER_API_KEY
   • OPENROUTER_BASE_URL
   • Optional: PRIMARY_MODEL, FALLBACK_MODEL, LLM_TEMPERATURE
3. Run:

   python run_demo.py