During November 2024, Biochx overhauled the Python client reference documentation for the NillionNetwork/nillion-docs repository, focusing on improving reliability and onboarding for Python client users. The work involved refactoring the namespace to 'nillion_client', removing problematic HTML anchors, and strengthening Markdown and MDX link validation to address persistent documentation build failures. By resolving issues with embedded angle brackets and restoring broken links, Biochx ensured that the documentation compiled consistently and was easier to navigate. This effort leveraged JavaScript and Markdown skills, emphasizing front-end development and documentation best practices to reduce support overhead and streamline the onboarding process for new users.