During March 2025, Matthias Feurer focused on enhancing documentation quality for the PriorLabs/tabpfn-extensions repository, specifically targeting the Shapiq library and its Interpretability extension. He improved the accuracy and consistency of citations by refining BibTeX formatting and adding a new reference for Interpretable Machine Learning for TabPFN. Working exclusively in Markdown, Matthias applied technical writing and documentation skills to correct descriptive errors and ensure clarity across public-facing docs. His efforts addressed documentation hygiene and cross-repository consistency, which improved maintainability and onboarding for users and contributors. The work demonstrated depth in documentation practices, though it did not involve bug fixes.