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Contributing

Thanks for considering a contribution.

Development

pip install -e .
python -m pytest -q

Keep the package local-first and dependency-light. Do not add network calls, telemetry, or hosted services unless they are optional and documented.

Pull Requests

Include tests for behavior changes.
Keep user-facing strings in all bundled locales.
Do not commit local databases, notebook data, .env files, or credentials.
Run python -m pytest -q before opening a pull request.