During July 2025, contributed to the stability and reliability of poster-generation workflows across the NovaSector/NovaSector, BurgerLUA/Bubberstation, and SmArtKar/tgstation repositories. Focused on resolving three critical bugs, the work involved fixing infinite generation loops, ensuring posters correctly used provided images and descriptions, and refining the process for returning placed posters to player inventories. These changes, implemented in DM and leveraging strong bug-fixing and game development skills, addressed data integrity and user experience issues without introducing new features. All updates aligned with issue #92169, targeting performance and maintainability improvements across multiple game engines to deliver a more consistent gameplay experience.