During April 2025, Wachoo focused on backend stability for the dataelement/bisheng repository, addressing two critical bugs to improve data integrity and maintainability. Using Python and leveraging skills in database management and code commenting, Wachoo corrected a workflow template description to accurately reflect parallel and serial report generation, ensuring documentation matched actual functionality. Additionally, Wachoo refined the role deletion logic to guarantee the correct user role ID was used, preventing unintended data loss. These targeted improvements reduced the risk of incorrect reports and accidental deletions, laying a more reliable foundation for future feature development and smoother deployment processes.