Sophie Arana focused on code maintenance for the alan-turing-institute/autoemulate repository, addressing a documentation bug to improve codebase reliability. She identified and corrected a broken URL reference in the Projectile.py file, updating it to accurately point to the simulation code’s new location in the mogp-emulator demos directory. This change enhanced cross-repository traceability and reduced potential confusion for future contributors. Using Python and Git, Sophie demonstrated attention to documentation integrity and cross-repo troubleshooting. While no new features were developed during this period, her targeted bug fix contributed to maintainability and helped ensure that onboarding and future development remain efficient.