During September 2025, Darshan N focused on enhancing test reliability in the adoptium/aqa-tests repository by addressing localization challenges introduced with JDK 24 and newer. He updated the TWTagTest to dynamically select between 'Taiwan Time' and 'Taipei Time' based on the Java version, ensuring accurate localization validation across runtime environments. This adjustment reduced false negatives in continuous integration and streamlined cross-version testing. Darshan applied his expertise in Java, localization, and testing to identify the version-specific issue, implement a robust, version-gated solution, and maintain clear traceability, supporting faster onboarding and improved quality for future localization test development.