Worked on a comprehensive overhaul of the Python client reference documentation for the NillionNetwork/nillion-docs repository, focusing on improving build reliability and user onboarding. Addressed documentation compile failures by refactoring the namespace to 'nillion_client', removing problematic HTML anchors, and enhancing Markdown and MDX link validation. Utilized JavaScript and Markdown to implement robust link checks and resolve issues caused by embedded angle brackets, which previously led to broken builds and navigation problems. The updates stabilized the documentation build process, restored broken links, and improved the overall onboarding experience for Python client users, reducing support overhead and streamlining access to technical resources.