AI Reports · Amazon · 2026-10-12 · Blog / commentary
Run multi-node inference workloads using Ray LLM Deep Learning Containers
This post shows how to deploy one large language model across two GPU nodes on Amazon EKS using the multi-node Ray LLM Deep Learning Containers. Prefill and decode run on separate nodes behind one OpenAI-compatible endpoint. The pre-built container includes the full inference stack, so you configure the deployment rather than assembling it.