Worked on the TodePond/GulfOfMexico repository to enhance data integrity and user documentation. Addressed a bug in the cheating detection logic by correcting how the system counts users who skipped to the end of a test, ensuring the display accurately reflects test results. Improved onboarding and reduced user confusion by refining the README, specifically clarifying terminology for better comprehension. Maintained clear commit hygiene to support quality assurance and future audits. Utilized Markdown for documentation updates and focused on traceability throughout the development process. The work emphasized accuracy in user-facing features and clarity in project documentation, supporting ongoing project maintainability.