## Summary

<!-- What changed, and why? -->

## Area

<!-- Mark the relevant option with an x. -->

- [ ] Architecture method
- [ ] Benchmark
- [ ] Use case
- [ ] Documentation
- [ ] Developer experience
- [ ] CI, build, or release

## Verification

<!-- List commands run, manual checks, screenshots, or reasons verification was not needed. -->

```text

```

## Checklist

- [ ] I kept the change scoped to the relevant area.
- [ ] I am opening this from a separate branch, not pushing directly to `main`.
- [ ] I updated docs, examples, or setup notes when behavior changed.
- [ ] I added or updated tests when the change affects behavior.
- [ ] I did not commit secrets, `.env` files, dependency folders, or generated output.
- [ ] Active relative links in Markdown files resolve.

## Notes for Reviewers

<!-- Anything reviewers should pay special attention to? -->

By submitting this pull request, I agree that my contribution is licensed under
the Apache License 2.0.
