# Add a package 1. Create `models//` with `book/`, `code-study/`, `reference/`, `derived/`, `scripts/`, `Makefile`, `README.md` 2. `scripts/generate_derived.py` must write `derived/summary.json` with: `model_id`, `display_name`, `status`, `context_tokens`, `generated_at_utc`, `total_params`, `active_params` 3. Register in `models/registry.json` 4. Offline: stdlib only — no pip, no network in generate/validate 5. `make test` or `python3 run.py test` from `studies/` Refresh scripts may use curl (online only).