During December 2024, Caesar Johnson focused on improving job status reliability in the hael/SIMPLE repository by addressing a bug affecting ab initio job scheduling. He implemented a targeted fix in Fortran to ensure the 'nice_' prefix in job file names was correctly identified, preserving priority metadata for ab initio workloads. This adjustment stabilized job scheduling and enhanced the accuracy of downstream reporting. Drawing on his experience with Ab Initio and bug fixing, Caesar’s work addressed a nuanced issue in file-naming conventions, resulting in more reliable job priority tracking. The scope was focused, demonstrating depth in troubleshooting and maintaining production stability.