## Description
Brief description of the changes in this PR.

## Type of Change
- [ ] 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
- [ ] Performance improvement
- [ ] Code refactoring
- [ ] Test improvements
- [ ] CI/CD improvements

## Related Issues
Fixes # (issue number)
Related to # (issue number)

## Changes Made
- [ ] Change 1
- [ ] Change 2
- [ ] Change 3

## Testing
- [ ] I have added tests that prove my fix is effective or that my feature works
- [ ] I have run the existing test suite and all tests pass
- [ ] I have tested this change with real data scenarios

### Test Coverage
- [ ] Unit tests added/updated
- [ ] Integration tests added/updated
- [ ] Manual testing completed

## Code Quality
- [ ] 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 followed the existing code style and conventions

## ADRI Specific Checks
- [ ] Data validation logic is properly implemented
- [ ] Error messages are clear and actionable
- [ ] Performance impact has been considered for large datasets
- [ ] Framework integrations (if applicable) have been tested
- [ ] YAML standard schema changes (if applicable) are backward compatible

## Breaking Changes
If this is a breaking change, please describe:
- What will break?
- How can users migrate their existing code?
- Has the version number been updated appropriately?

## Documentation
- [ ] README.md updated (if needed)
- [ ] API documentation updated (if needed)
- [ ] Examples updated (if needed)
- [ ] CHANGELOG.md updated
- [ ] Migration guide provided (for breaking changes)

## Screenshots (if applicable)
Add screenshots to help explain your changes.

## Additional Notes
Any additional information that reviewers should know.

## Checklist
- [ ] I have read the [CONTRIBUTING.md](CONTRIBUTING.md) guidelines
- [ ] My code follows the project's coding standards
- [ ] I have tested my changes thoroughly
- [ ] I have updated relevant documentation
- [ ] I am ready for code review and feedback
