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 clarity and consistency of public documentation by refining Markdown formatting and updating BibTeX citations, ensuring accurate references for Interpretable Machine Learning for TabPFN. His technical writing skills were applied to correct descriptive typos and standardize README presentations across related modules. Although no bugs were addressed, Matthias’s work strengthened research credibility and maintainability, making onboarding easier for users and contributors. The depth of his contributions lay in meticulous documentation hygiene and citation accuracy.