Worked on documentation maintenance for the google-gemini/cookbook repository, focusing on updating the Get Started Notebook to reference the latest Gemini API resources. Addressed a targeted bug by revising outdated or broken external documentation links, ensuring users have immediate access to current information on parameters, safety filters, controlled generation, function calling, context caching, and text embeddings. Applied technical writing and documentation skills to improve clarity and usability, using Python as the primary language for notebook maintenance. The work enhanced the onboarding experience for new users by aligning documentation with evolving API features, supporting more efficient and accurate integration with Gemini tools.