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AWS just replaced round-robin with GPU-aware routing for LLM inference

AWS released a new Inference Gateway for Sagemaker Hyperpod. Instead of sending requests to the next available pod, it checks what’s actually happening on each one: queue depth, KV cache usage, prefix cache hits, loaded LoRA adapters, and current requests. That makes sense for LLM workloads. Two GP…

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  1. 2026-10-11 15:44 · r/machinelearningnews
    AWS just replaced round-robin with GPU-aware routing for LLM inference

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