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GPUs in Kubernetes: How It Actually Works Under the Hood

calendar_today July 20, 2026 person Nic Vermandé domain scaleops

GPUs in Kubernetes are the most expensive line item in almost every AI infrastructure budget, and the platform manages them worse than almost anything else it schedules. A CPU request can be fractional, throttled, and reclaimed the moment a pod goes idle. A GPU request is a binary claim on an entire physical device, and […] The post GPUs in Kubernetes: How It Actually Works Under the Hood appeared first on ScaleOps .

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