M3.1 Flash hits 191.5k tok/s per GPU on Vera Rubin NVL72, leads open models on agent benchmarks

vllm_project · x · 2026-10-23

vLLM shared day-0 serving performance for MiniMax M3.1 Flash on NVIDIA Vera Rubin NVL72 (part 2/5): 724.9 tok/s per-user decode and 191.5k tok/s per-GPU throughput. Benchmarks: 29.6 on Agents' Last Exam, 72.5% on AutomationBench-AA (leading open models in its launch comparison) and 73.67% on DeepSWE, covering real-codebase understanding, bug fixes and feature development. Built for workflows that plan, use tools and carry tasks through.

Related event: vLLM Announces Day-0 Support for MiniMax M3.1 Flash with NVFP4 Gains(4 posts)→

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