Your container registry can do more than store Docker images - it can revolutionize how you ship ML models. Learn how the open CNCF KitOps project uses OCI Artifacts to package 100GB+ models, datasets, and code into secure, versioned bundles you can integrate with Kserve, KubeFlow, or your favourite CI/CD pipeline. We'll show how to take an MLFlow experiment to a production Kubernetes cluster with a few lines of YAML. No new infrastructure required!