Verification Loop

Before proposing any solution, execute and pass all CI quality gates locally.

1. Read .github/workflows/main.yml (the quality job) to identify the authoritative lint, format, and type-check commands.

2. Run the full gate in order:

   hatch run ruff format --check .
   hatch run ruff check .
   hatch run mypy packages/core/src/imednet
   hatch run mypy packages/plugins-workflows/src/imednet_workflows
   hatch run mypy packages/providers-airflow/src/apache_airflow_providers_imednet
   hatch run pytest -q \
     --cov=imednet \
     --cov=imednet_workflows \
     --cov=apache_airflow_providers_imednet \
     --cov-fail-under=90
   

3. Fix every reported error before marking a task complete. Re-run until the entire sequence exits 0.

4. Build documentation and confirm zero warnings:

   hatch run docs