Description Describe the changes and their purpose. Related Issues Closes # Checklist Tests added/updated in tests/. Code follows PEP 8 (run ./tools/lint.sh). Formatted with ./tools/format.sh. Documentation updated in docs/. CI/CD pipelines pass. Additional Context Add details or screenshots.