During February 2025, Schmoell focused on improving the reliability of the SQL generation demo in the logankilpatrick/pydantic-ai repository. Addressing a DuplicateTableError that caused runtime failures, Schmoell revised the schema creation logic to ensure the database schema was applied in the correct sequence. This adjustment stabilized demo execution, reduced CI and test flakiness, and improved the onboarding experience for new users. The work was implemented using Python and leveraged skills in database management and SQL. The update was isolated to the demo path, maintained backward compatibility, and demonstrated careful attention to workflow validation and traceability through linked commits.