During November 2024, Caesar focused on stabilizing the class averages export functionality in the hael/SIMPLE repository. He addressed a persistent bug by correcting the logic for absolute path resolution, ensuring that exported files consistently resolve to the correct locations. Leveraging his expertise in Fortran, Caesar refactored the file I/O and path manipulation code to utilize established path utilities, which simplified the export process and reduced the likelihood of file-not-found errors. Although the work centered on a single targeted bug fix, the solution improved the reliability of data exports and reduced runtime errors, demonstrating careful attention to robust engineering practices.