During November 2024, Ann Sann overhauled the RIOT examples documentation in the qmk/RIOT repository, focusing on clarity, maintainability, and onboarding efficiency. She restructured the documentation with a comprehensive table of contents and table-form listings, improving navigability and readability for contributors. Using Bash and Markdown, Ann implemented CI/CD validation to ensure every example included a README and was referenced in the main documentation, reducing the risk of documentation drift. Her work emphasized technical writing and shell scripting to automate quality checks, resulting in a more organized, maintainable documentation structure that streamlines future contributions and reduces maintenance overhead.