During February 2025, Fernando Perez focused on enhancing the onboarding experience for the Ollama model provider within the jupyterlab/jupyter-ai repository. He authored a comprehensive documentation and setup guide using Markdown, detailing step-by-step integration instructions, server availability troubleshooting, and Python package installation requirements. This work addressed common user pain points by clarifying prerequisites and providing actionable troubleshooting guidance, thereby reducing setup friction and potential misconfigurations. Fernando’s contribution centered on documentation as a technical skill, with an emphasis on reliability and user support. The depth of the guide improved the overall accessibility and adoption of Ollama within the Jupyter AI ecosystem.