During March 2025, Patoflamejantetv focused on improving test integrity analytics in the TodePond/GulfOfMexico repository by addressing a bug related to cheating counter consistency when users skipped to the end of a test. The solution involved standardizing the logic for counting cheating incidents, ensuring analytics data remained reliable for stakeholders making integrity decisions. Patoflamejantetv implemented the patch using Markdown for documentation and regression validations to safeguard against future issues. The work emphasized maintainability by including targeted unit tests and clear documentation, resulting in more trustworthy metrics and reducing the risk of misreported cheating data within the project’s analytics pipeline.