Lucien enhanced code quality and reliability across PhotonVision/photonvision and thedropbears/pyreefscape by focusing on maintainability and automation. For photonvision, Lucien standardized logging by replacing print statements with a centralized logger and introduced py.typed to strengthen static type checking, using Python and YAML to improve observability and type safety. In pyreefscape, Lucien updated core dependencies such as RobotPy Rev and PhotonLibPy, re-enabled continuous integration workflows, and improved test coverage reporting through GitHub Actions and CI/CD pipelines. These efforts stabilized the robotics software stack, reduced production risk, and enabled faster, more reliable development cycles through careful dependency management and code refactoring.