During November 2024, Akhoa focused on backend development and game environment reliability across the Simple-Station/Einstein-Engines and AdventureTimeSS14/space_station_ADT repositories. Working primarily in C# and leveraging Entity Component System architecture, Akhoa addressed bugs related to trash spawning after cream pie interactions, ensuring that the game environment accurately reflected player actions. By removing an unnecessary check that blocked the trash-spawn loop, Akhoa improved consistency in gameplay outcomes and reduced the risk of regressions across both projects. The work emphasized stability and correctness, prioritizing bug fixes over new features to deliver a more predictable and maintainable player experience.