Amazon integrated the Ray framework into SageMaker HyperPod to simplify distributed Python workloads. This update leverages KubeRay on Amazon EKS to automate cluster lifecycles and node recovery. Data scientists can now scale foundation model training and serving without manual Kubernetes configuration. It is an incremental infrastructure improvement for AWS enterprise users.