Worked on the 2i2c-org/infrastructure repository to enhance Docker images for Victor and Pangeo machine learning notebooks, focusing on improving user experience and resource guidance. Leveraged skills in Cloud Infrastructure, DevOps, and Kubernetes, using YAML to update image configurations and metadata. The improvements included clearer display names and resource allocation recommendations, which streamline the notebook deployment process and aid in discoverability. By updating the main Victor image and bumping Pangeo images, the work ensured compatibility and reproducibility across environments. These changes established a foundation for cost-aware runtime recommendations and set the stage for future performance optimizations in image management.