| ## 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. | |