## Description

<!-- Describe your changes and the motivation behind them. Link any related issues. -->

Fixes #

## AI & Automation Policy

<!-- See AI_POLICY.md for full terms. All boxes must be checked before this PR can be merged. -->

- [ ] I am the human author and take full personal responsibility for every change in this PR.
- [ ] No AI or automated generative tool was used in any part of this PR **OR** I have disclosed all tool(s) below.

**AI/automation tools used** _(leave blank if none)_:

<!-- e.g. "Drafted with the assistance of GitHub Copilot", "Issue revealed by Gemini" -->

## Checklist

- [ ] Code compiles and existing tests pass locally.
- [ ] New or updated tests are included where applicable.
- [ ] Documentation is updated where applicable.
