Ayoub Oudra developed a unified debugging framework for the gaelpoette/COURS_COLLAB_2024 repository, focusing on enhancing cross-module defect diagnosis and issue reproduction. He implemented a global debug flag within parameter files and introduced a centralized debug logging function, enabling consistent and parameter-driven debugging across multiple simulation modules. By making debugging configurable without code changes, Ayoub streamlined the process of investigating and reproducing issues. His work, primarily using Python and leveraging skills in configuration management and scripting, established a maintainable foundation for future bug triage. Although no bugs were directly fixed, the depth of this groundwork supports faster repairs in upcoming sprints.