Worked on the scikit-learn-contrib/MAPIE repository to improve documentation quality and release-note accuracy. Addressed a broken ENS logo image in the README by updating the reStructuredText (RST) source, ensuring branding consistency and reducing potential user confusion. Enhanced the HISTORY.rst file to align release notes with the actual documentation changes, providing clear traceability for future reference. Focused exclusively on documentation rather than functional code, leveraging skills in RST and technical writing to streamline user experience and support processes. The work emphasized precise commit documentation and reproducibility, contributing to a more maintainable and user-friendly open-source project environment.