## Description **Please include:** - **Summary of changes**: Clearly describe the key changes in this PR and their purpose. - **Related issues**: Mention if this PR fixes or is connected to any issues (e.g., "Fixes #123" or "Relates to #456"). - **Motivation and context**: Explain the reason for the changes and the problem they solve. - **Environment or dependencies**: Specify any changes in dependencies or environment configurations required for this update. - **Impact on AI/ML components**: (If applicable) Describe changes to AI/ML models and include performance metrics (e.g., accuracy, F1-score). Fixes # (issue) ## Type of change Please check the options that are relevant: - [ ] 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) - [ ] Model update - [ ] Infrastructure change ## Checklist - [ ] My code follows Phidata's style guidelines and best practices - [ ] I have performed a self-review of my code - [ ] I have added docstrings and comments for complex logic - [ ] My changes generate no new warnings or errors - [ ] I have added cookbook examples for my new addition (if needed) - [ ] I have updated requirements.txt/pyproject.toml (if needed) - [ ] I have verified my changes in a clean environment ## Additional Notes Include any deployment notes, performance implications, or other relevant information: