During November 2024, AJ Schumacher focused on improving the reliability of the scikit-learn/scikit-learn repository by addressing a documentation issue related to the dictionary learning reference. He identified and fixed a broken or outdated URL for the dictionary learning paper, updating both the codebase and the reStructuredText documentation to ensure users could access the correct online resource. This work involved careful link management and attention to citation integrity, reducing potential user confusion and support requests. Using Python and documentation skills, AJ prioritized quality and maintainability, ensuring that external references remained accessible and consistent throughout the project without introducing new features.