During March 2025, Tobi focused on enhancing the documentation for the timescale/pgai repository, addressing a critical typo in the vectorizer overview. By updating the embedding model example from 'ollama-embed-text' to 'nomic-embed-text', Tobi ensured that the documentation accurately reflected the intended configuration, reducing the risk of user misconfiguration and streamlining onboarding. This work, carried out using Markdown and leveraging strong documentation skills, improved the clarity and reliability of the embedding workflow instructions. Although the contribution was limited to a single bug fix, it demonstrated careful attention to detail and a commitment to aligning documentation with actual implementation practices.