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Kubernetes v1.31.0 introduces significant advancements in AI/ML workload processing, including a new volume type for OCI images and improved GPU device management. The release also enhances networking with updates to Kube-proxy, including a new nftables bucket for better performance and security. Additionally, the Device Resource Assignment (DRA) feature standardizes hardware accelerator allocation and management.
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