Ask. Retrieve. Review when needed. Every result now carries a traceable status.
HITL control point: responses containing dosage, treatment, compliance, GMP, validation, or unusually long outputs are routed into mandatory review. Open /ui/reviews to approve or reject them with an API key. Launch the API with uvicorn rag_llm_api_pipeline.api.server:app --host 127.0.0.1 --port 8000.