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Memory-Enforced GPU Sharing in Kubernetes with NVIDIA CUDA 13.4

NVIDIA Developer Blog · Oct 27, 2026 · Product Launches

CUDA 13.4 introduces memory-enforced GPU sharing for Kubernetes workloads

NVIDIA's CUDA 13.4 adds memory-enforced GPU sharing in Kubernetes, allowing multiple AI workloads to safely share a single GPU with hard memory boundaries. This extends beyond existing MIG support to offer more flexible, software-enforced partitioning. For platform teams running many small AI workloads, this could meaningfully improve GPU utilization and reduce infrastructure costs.

NVIDIA CUDA GPU sharing Kubernetes infrastructure MLOps

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