During a one-month period, this developer focused on backend development for the jxxghp/MoviePilot repository, addressing a core issue in resource category filtering. Using Python, they identified and resolved a bug where category filters were misapplied due to improper parsing of category IDs. By ensuring category IDs were split before comparison, the developer improved the accuracy and reliability of resource browsing. This targeted fix stabilized the filtering logic, reduced edge-case failures, and enhanced the overall user experience. The work demonstrated careful debugging and code maintenance, resulting in a more trustworthy search function without introducing new features during the period.