## Description

<!-- Describe what this PR does and why. -->

Closes #

## Type of Change

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- Bug fix (`fix/` branch)
- New feature (`feature/` branch)
- Documentation update
- Other (please describe):

## Checklist

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### Branch & Scope
- [ ] Branches from `develop` and targets `develop`
- [ ] Covers a single topic (one feature or one fix)

### Test-Driven Development
- [ ] Failing tests were written before the implementation
- [ ] All new code is covered by tests
- [ ] `just test` passes locally

### Code Quality
- [ ] `just lint` passes with no warnings
- [ ] `just format-check` passes
- [ ] Code coverage has not dropped below 75%

### AI Usage
- [ ] No AI-generated code, **or** AI usage is disclosed below and
      the majority of the code is human-authored

## AI Usage Disclosure

<!-- If AI was used, describe how. Delete this section if not applicable. -->