Elliott Yoon focused on improving the reliability of test result reporting in the TodePond/GulfOfMexico repository during November 2024. He addressed a bug that caused discrepancies in the cheating-detection count when users skipped to the end of a test, which previously led to inaccurate flagging and potential false positives. By refining the logic and updating the relevant Markdown documentation, Elliott ensured that reported results now accurately reflect user behavior. His work emphasized data integrity and traceability, with a targeted patch and clear commit messaging. Although no new features were added, the update enhanced the stability and trustworthiness of test outcomes.