Even Ytterli Tokle focused on improving data integrity within the GulfOfMexico repository by correcting the cheating count in the test integrity metrics, ensuring the reported value accurately reflected a total of 109. This work involved updating the Markdown-based documentation to align with the revised figures, supporting reliable test reporting and future auditability. Even’s approach prioritized minimal risk by avoiding changes to the API surface, instead targeting the underlying metric calculations and associated documentation. The work demonstrated attention to detail in maintaining metric dashboards and reinforced the reliability of test data, leveraging skills in documentation and proficiency with Markdown for technical accuracy.