Gary Pan enhanced the openml-labs/website repository by updating the publications metadata to include a direct GitHub repository URL for the malibo_bayesian_optimization entry. He worked primarily with YAML and focused on documentation, ensuring that research artifacts are now directly linked to their corresponding codebase. This update improves traceability, reproducibility, and onboarding for researchers and collaborators by providing a verifiable connection between publications and source code. Gary delivered the change with a clear commit history and minimal risk, demonstrating attention to detail in metadata management. The work was focused in scope, addressing a targeted need for improved research transparency.