## Summary

## Changes

- 

## Checklist

- [ ] Documentation updated where needed
- [ ] Streamlit demo runs locally
- [ ] Security considerations reviewed
- [ ] License and attribution respected
- [ ] Linked issue or clear rationale provided

## Screenshots or logs
If applicable, add screenshots or logs to help explain your changes.

## Additional notes
Add any other notes about the pull request here.