During July 2025, Boris enhanced error handling for the vLLM API provider in the UKGovernmentBEIS/inspect_ai repository. He developed a feature in Python that surfaces prerequisite errors as warnings when a new server starts, improving the clarity of error reporting during server lifecycle events. By integrating advanced logging and robust error handling, Boris enabled the system to capture and log PrerequisiteError details alongside startup warnings, which streamlines root-cause analysis and reduces debugging time. This work strengthened the reliability and maintainability of external API integrations, demonstrating depth in API integration, error handling, and logging within a production-grade inspection AI workflow.