During March 2025, Bilgin Tobi focused on enhancing the documentation for the timescale/pgai repository, addressing a critical issue in the vectorizer overview. By identifying and correcting a mislabeling of the embedding model from 'ollama-embed-text' to 'nomic-embed-text', Bilgin ensured that the documentation accurately reflected the intended configuration. This Markdown-based update improved onboarding for new users and reduced the risk of misconfiguration in the embedding workflow. The work demonstrated attention to detail in technical writing and a commitment to aligning documentation with implementation, though the scope was limited to a single bug fix rather than broader feature development.