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Streamline Complex AI Inference on Kubernetes with NVIDIA Grove

NVIDIA released Grove, a Kubernetes API baked into Dynamo, to wrangle the chaos of modern AI inference. It pulls apart your big, messy model into clean, discrete chunks - prefill, decode, routing - and runs them like a single, orchestrated act.

The trick? Custom hierarchical resources. They let Grove handle startup order, gang scheduling, topology-aware placement, and multilevel autoscaling without breaking a sweat.

Why this matters: Grove turns AI inference into something Kubernetes can actually understand, declarative and dependency-aware. This is scheduling for large, multi-role models that live in the real world.


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