During December 2024, Lucas Meyer Perin focused on enhancing the microsoft/CameraTraps repository by improving documentation accuracy and reducing onboarding friction. He identified and corrected outdated references in the README files, updating mentions of config.py to config.yaml to accurately reflect the repository’s configuration structure. Working primarily with Markdown and leveraging his documentation skills, Lucas ensured that instructions for data splitting and model training were consistent with the actual configuration files. This targeted bug fix addressed potential developer confusion and misconfiguration, resulting in clearer onboarding materials and more reliable experiment setup processes. The work demonstrated careful attention to detail and repository alignment.