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Contributing

Fork the repo
Create a feature branch (git checkout -b feature/amazing-feature)
Install dev dependencies: pip install -r requirements.txt
Make changes with tests
Run checks: ruff check . --fix && ruff format . && pytest
Commit with conventional format: feat(scope): description
Push and open a PR

Code Standards

Type hints on all public functions
ruff for linting and formatting
pytest for testing
No print() — use logging.getLogger(__name__)