Worked on the mlflow/mlflow repository to enhance documentation and streamline onboarding for CrewAI integration. Focused on improving the TripCrew knowledge structure by adding a collection name, which clarified usage patterns and provided clearer example documentation for developers integrating CrewAI. Addressed a documentation bug by standardizing the naming of ToolAgent across all relevant files, ensuring consistency between code and documentation. Utilized Python and Markdown to implement these changes, emphasizing code hygiene through disciplined commit practices. The work contributed to reducing user confusion and onboarding friction, reflecting a methodical approach to documentation, API integration, and Python development within the project.