During January 2025, Joe worked on the ScuffleCloud/scuffle repository, focusing on improving the reliability of H.264 and H.265 video parsing in Rust. He addressed critical error handling by introducing guards to prevent division-by-zero errors during frame rate calculations, specifically targeting num_units_in_tick for H.264 and vui_num_units_in_tick for H.265. Joe extended unit test coverage to validate these safeguards, ensuring robust error detection in both live and offline pipelines. Additionally, he performed linting and formatting cleanup in the H264 crate, maintaining code quality without altering behavior. His work emphasized error handling, video encoding, and comprehensive testing practices.