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+# Contributing
+
+Thank you for your interest in contributing! We welcome contributions from everyone.
+
+## Getting Started
+
+1. **Fork** the repository
+2. **Clone** your fork: `git clone https://github.com/YOUR_USERNAME/REPO.git`
+3. **Create a branch**: `git checkout -b feature/your-feature`
+4. Make your changes
+5. **Test** your changes: `pytest` or `make test`
+6. **Push** and open a Pull Request
+
+## Pull Request Checklist
+
+- [ ] Code follows existing style
+- [ ] Tests pass
+- [ ] Documentation updated if needed
+- [ ] Commits are meaningful and squashed where appropriate
+
+## Code Style
+
+- Follow PEP 8 for Python
+- Use type hints where possible
+- Keep functions focused and small
+
+## Issues
+
+Feel free to open issues for bugs, feature requests, or questions.