## Description

Please include a summary of the changes and which issue is fixed. Include relevant motivation and context.

Fixes # (issue number)

## Type of Change

- [ ] 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)
- [ ] Performance improvement
- [ ] Test coverage improvement

## Checklist

### Code Quality
- [ ] My code follows the style guidelines of this project
- [ ] I have performed a self-review of my code
- [ ] I have commented my code, particularly in hard-to-understand areas
- [ ] My changes generate no new warnings

### Testing
- [ ] 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
- [ ] Test coverage has not decreased

### Documentation
- [ ] I have made corresponding changes to the documentation
- [ ] I have updated the README if needed
- [ ] I have added/updated docstrings for new/modified functions

### Security
- [ ] I have considered the security implications of my changes
- [ ] I have not introduced any new dependencies with known vulnerabilities
- [ ] Sensitive data is properly handled/masked

## Testing Instructions

Please describe how reviewers can test this change:

```bash
# Example test commands
pytest tests/test_new_feature.py -v
```

## Screenshots (if applicable)

If this change includes UI or output changes, please include screenshots.

## Additional Notes

Any additional information that reviewers should know.
