Brief description of what this PR does.

• Bug fix (non-breaking change which fixes an issue)
• New feature (non-breaking change which adds functionality)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• Documentation update
• Code refactoring
• Performance improvement
• Test addition/update

Closes #(issue number)

• List the main changes made
• Include any new features
• Mention any bug fixes
• Note any breaking changes

• Unit tests pass
• Integration tests pass
• Manual testing completed
• Performance testing completed (if applicable)

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• My code follows the project's style guidelines
• I have performed a self-review of my own code
• I have commented my code, particularly in hard-to-understand areas
• I have made corresponding changes to the documentation
• My changes generate no new warnings
• I have added tests that prove my fix is effective or that my feature works
• New and existing unit tests pass locally with my changes
• Any dependent changes have been merged and published

Add any additional notes about the PR here.

If this PR contains breaking changes, describe them here and provide migration instructions.

If this PR affects performance, describe the impact and any optimizations made.

If this PR affects security, describe the security implications and any measures taken.