During a two-month period, Koxudaxi focused on improving the reliability and maintainability of the Mirascope/lilypad repository through targeted DevOps and build tool configuration work. He addressed GPU workflow stability by updating the Dockerfile to install libcublas-12-8, ensuring compatibility with CUDA 12.8 and reducing runtime errors for CUDA workloads. Additionally, he refined the build process by correcting the Fernignore pattern, preventing unintended inclusion of the root lib directory and minimizing CI-related issues. Working primarily with Dockerfile and containerization technologies, Koxudaxi delivered precise, well-documented fixes that enhanced deployment reliability and streamlined the build pipeline for ongoing development.