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Ray Serve LLM achieves up to 4x higher throughput on prefill-heavy workloads and 24x on decode-heavy workloads in Ray 2.56, matching rust-based routing frameworks like vllm-router in production benchmarks, announced in partnership with Google Cloud GKE team.