Worked on the assume-framework/assume repository to enhance the reliability of simulation data management during system startup. Addressed a backend issue by refactoring the database cleanup process, ensuring that simulation data is only cleared after the database connection is fully established. This change involved moving the cleanup logic from the initialization phase to the on_ready method within the WriteOutput component, effectively reducing the risk of premature data deletion. Utilized Python for backend development, focusing on safe data lifecycle management and robust system readiness checks. The update improved startup safety and aligned database operations with proper connectivity, supporting more reliable simulations.