During January 2026, the developer focused on backend stability for the jxxghp/MoviePilot repository, addressing a complex bug affecting site search reliability. They improved session management by refining cookie handling, specifically implementing URL decoding and ensuring httpx.AsyncClient maintained correct initial cookies to prevent overwrites. Using Python and leveraging asynchronous programming techniques, the developer restored search functionality across multiple sites, including PT and Spring, and validated the solution through targeted cross-site testing. Their work demonstrated careful debugging and regression protection, resulting in more reliable login and search flows under higher-traffic conditions. The depth of testing ensured robust, maintainable backend improvements.