python3 -m venv venv
source venv/bin/activate
pip install -r requirements.txt
python -m orchestrator.run sample_cases/case_01
python -m demo.run_case sample_cases/case_01
streamlit run apps/streamlit_app.py
pytest -q
python -m eval.smoke_test
- Schema first: define/modify Pydantic schemas before business logic.
- Keep outputs deterministic and sorted by defined ordering rules.
- Never fabricate citations.
- All outputs must remain JSON-serializable via
model_dump().
- Do not add heavy model downloads by default.