# Pull Request

## Description

Brief description of the changes in this PR.

## Type of Change

Please check the relevant option(s):

- [ ] 🐛 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
- [ ] 🧹 Code cleanup/refactoring
- [ ] 🔧 Build/CI changes
- [ ] 🧪 Tests

## Changes Made

- List specific changes made
- Include any new files added
- Mention any dependencies updated

## Testing

- [ ] Unit tests pass (`pytest tests/`)
- [ ] E2E tests pass (`./run_e2e_tests.sh 5`)
- [ ] Coverage maintained or improved
- [ ] New tests added for new functionality
- [ ] Manual testing completed

## Screenshots/Examples

If applicable, add screenshots or code examples showing the changes.

```python
# Example usage of new feature
```

## Checklist

- [ ] My code follows the project's style guidelines
- [ ] I have performed a self-review of my 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
- [ ] Any dependent changes have been merged and published

## Breaking Changes

If this PR introduces breaking changes, please describe:
- What breaks
- Migration path for users
- Version impact (major/minor/patch)

## Performance Impact

If applicable:
- [ ] No performance impact
- [ ] Performance improved
- [ ] Performance impact assessed and acceptable
- [ ] Performance benchmarks included

## Security Considerations

If applicable:
- [ ] No security implications
- [ ] Security review completed
- [ ] Sensitive data handling reviewed

## Related Issues

Fixes #(issue_number)
Closes #(issue_number)
Related to #(issue_number)