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## 🔗 Related Issue
Closes #

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## 📝 Summary
_What does this PR do and why?_

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## 🏷️ Type of Change
- [ ] Bug fix
- [ ] Feature / Enhancement
- [ ] Documentation
- [ ] Refactor
- [ ] Chore (deps, CI, tooling)
- [ ] Other (describe below)

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## 🧪 Verification

| Check                     | Command         | Status |
|---------------------------|-----------------|--------|
| Lint suite                | `make lint`     |        |
| Unit tests                | `make test`     |        |
| Coverage ≥ 80%            | `make coverage` |        |

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## ✅ Checklist
- [ ] Code formatted (`make black isort pre-commit`)
- [ ] Tests added/updated for changes
- [ ] Documentation updated (if applicable)
- [ ] No secrets or credentials committed

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## 📓 Notes (optional)
_Screenshots, design decisions, or additional context._
