## Summary

Describe the user problem and the capability this change adds.

## Changes

- 

## Validation

Commands and checks run:

```bash
make release-smoke
```

Additional targeted validation:

- 

## Scope and compatibility

- New surface area:
- Follow-up work:
- Breaking changes:

## Checklist

- [ ] Tests or evals added or updated
- [ ] Docs, examples, or starter flows updated
- [ ] Compatibility notes included if needed
- [ ] Ready for review
