Ann Sann spent November 2024 focused on enhancing the RIOT examples documentation within the qmk/RIOT repository. She restructured the documentation by introducing a comprehensive table of contents, converting example READMEs to a table format, and updating category listings to reflect the project’s evolving structure. Using Bash and Markdown, Ann automated CI validation to ensure every example included a README and was properly referenced in the main documentation, reducing the risk of documentation drift. Her work emphasized clarity and maintainability, streamlining onboarding for new contributors and simplifying ongoing maintenance, with all changes tracked through detailed, traceable commits.