During February 2026, Golanet developed a robust fallback mechanism for the evaluation flow in the UKGovernmentBEIS/inspect_evals repository. The work introduced a Flexible Judge Model Fallback, allowing the system to resolve the judge role via a grader when no judge_model is specified, thereby reducing misconfiguration risk and improving evaluation consistency. Using Python, Golanet refactored core backend logic by moving model resolution into the inner scoring function, which enhanced testability and maintainability. Integration tests were added to validate the new behavior, and test infrastructure was improved to align with repository standards, strengthening both evaluation robustness and CI reliability.