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Comment by smarterclayton

llm-d is intended to be three clean layers:

1. Balance / schedule incoming requests to the right backend

2. Model server replicas that can run on multiple hardware topologies

3. Prefix caching hierarchy with well-tested variants for different use cases

So it's a 3-tier architecture. The biggest difference with Dynamo is that llm-d is using the inference gateway extension - https://github.com/kubernetes-sigs/gateway-api-inference-ext... - which brings Kubernetes owned APIs for managing model routing, request priority and flow control, LoRA support etc.

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