Constitutional RAG System

Name: constitutional-rag
Rating: 62
Author: itsimonfredlingjack

Quick Health Check

bash

curl -s http://localhost:8900/api/constitutional/health | jq .
curl -s http://localhost:8080/v1/models
lsof -i :3001

Key Files

•backend/app/services/config_service.py - All settings
•backend/app/services/orchestrator_service.py - RAG pipeline
•backend/app/services/retrieval_service.py - ChromaDB search
•start_system.sh - llama-server config

Common Fixes

Issue	Solution
Dimension mismatch	Use `_bge_m3_1024` collection suffix
Slow inference	Restart llama-server, check `nvidia-smi`
CORS error	Add port to `backend/app/config.py` cors_origins
No results	Lower `RAG_SIMILARITY_THRESHOLD` (default 0.5)

Test Query

bash

curl -X POST http://localhost:8900/api/constitutional/agent/query/stream \
  -H "Content-Type: application/json" \
  -d '{"question": "vad säger lagen om...", "mode": "auto"}'