## Summary
Brief description of what this PR does.

## Changes
- ...
- ...

## Testing
- [ ] All existing tests pass (`pytest tests/ -v`)
- [ ] Lint passes (`ruff check src/ tests/`)
- [ ] New tests added for new functionality
- [ ] Tested manually with example script

## Related Issues
Closes #