## ℹ️ Description
*Provide a concise summary of the changes introduced in this pull request.*

- Link to the related issue(s): Issue #
- Describe the motivation and context for this change.

## 📋 Changes Summary

Bullet-point key changes introduced.
Mention any dependencies, configuration changes, or additional requirements introduced.

### ⚙️ Type of Change
Select the type(s) of change(s) included in this pull request:
- [ ] 🐞 Bug fix (non-breaking change which fixes an issue)
- [ ] ✨ New feature (adds new functionality without breaking existing usage)
- [ ] 💥 Breaking change (changes that might break existing user setups, scripts, or configurations)


## ✅ Checklist
Before requesting a review, confirm the following:
- [ ] I have reviewed my changes to ensure they meet the project's standards.
- [ ] I have tested my changes and ensured that all tests pass  (`pdm run test`).
- [ ] I have formatted the code (`pdm run format`).
- [ ] I have verified that linting passes (`pdm run lint`).
- [ ] I have updated documentation where necessary.

By submitting this pull request, I confirm that you can use, modify, copy, and redistribute this contribution, under the terms of your choice.