## Description
Brief description of changes.

## Type of Change
- [ ] Bug fix (non-breaking change that fixes an issue)
- [ ] New feature (non-breaking change that adds functionality)
- [ ] Breaking change (fix or feature that would cause existing functionality to not work as expected)
- [ ] Documentation update

## Testing
- [ ] Unit tests pass (`pytest tests/ -v`)
- [ ] Benchmark suite passes (`python -m benchmarks.benchmark`)
- [ ] Manual testing performed

## Checklist
- [ ] Code follows project style guidelines
- [ ] Self-review performed
- [ ] Comments added for complex code
- [ ] Documentation updated (README, CHANGELOG)
- [ ] No new warnings introduced