# Pull Request

## Description

<!-- Provide a clear and concise description of your changes -->

## Type of Change

<!-- Mark the relevant option with an "x" -->

- [ ] 🐛 Bug fix (non-breaking change which fixes an issue)
- [ ] ✨ New feature (non-breaking change which adds functionality)
- [ ] 💥 Breaking change (fix or feature that would cause existing functionality to not work as expected)
- [ ] 📚 Documentation update
- [ ] 🔧 Refactoring (no functional changes)
- [ ] ✅ Test improvement
- [ ] 🎨 Code style update (formatting, renaming)
- [ ] 🔥 Performance improvement
- [ ] 🔒 Security fix

## Related Issues

<!-- Link to related issues (e.g., "Fixes #123", "Closes #456") -->

Fixes #

## Changes Made

<!-- List the main changes made in this PR -->

-
-
-

## Testing

<!-- Describe the testing you've done -->

- [ ] Added new tests for the changes
- [ ] All existing tests pass
- [ ] Tested manually (describe below)

**Manual testing details:**
<!-- If applicable, describe how you tested the changes manually -->

## Checklist

<!-- Mark completed items with an "x" -->

- [ ] My code follows the project's code style (ran `ruff format` and `ruff check`)
- [ ] I have performed a self-review of my own code
- [ ] I have commented my code, particularly in hard-to-understand areas
- [ ] I have made corresponding changes to the documentation
- [ ] My changes generate no new warnings
- [ ] I have added tests that prove my fix is effective or that my feature works
- [ ] New and existing unit tests pass locally with my changes
- [ ] I have updated the CHANGELOG.md
- [ ] Any dependent changes have been merged and published

## Screenshots / Examples

<!-- If applicable, add screenshots or code examples to help explain your changes -->

```python
# Example usage of the new feature/fix
```

## Performance Impact

<!-- If applicable, describe any performance implications -->

- [ ] No performance impact
- [ ] Performance improved
- [ ] Performance degraded (explain why this is acceptable)

## Breaking Changes

<!-- If this is a breaking change, describe what users need to do to migrate -->

**Migration guide:**
<!-- Describe how users should update their code -->

## Additional Notes

<!-- Add any other context about the pull request here -->
