## Summary

## Why this change

## Validation

- [ ] Tests added or updated
- [ ] `ruff check .` passes
- [ ] `pytest --cov` passes
- [ ] Security/privacy impact reviewed
- [ ] Documentation updated

## ML/AI impact

Describe changes to data handling, evaluation methodology, prompts, models, or metrics.