SGLang ships Day-0 support for Kimi K3.1 Pro with sparse attention, up to 33.7K tok/s per GPU

ying11231 · x · 2026-11-07

SGLang announced Day-0 support for Kimi K3.1 Pro, which replaces dense MLA with sparse attention (DSA) for more efficient serving: up to 33.7K tok/s per GPU (AgentX, GB300), 450 tok/s single-user with DFlash2 + MegaKernel, across NVIDIA Vera Rubin/Blackwell/Hopper, AMD, TPU, Trainium and PPU. Verda Inference, built on SGLang and tuned by core contributors, serves the model from day 0.

Related event: Kimi K3.1 Pro Gains Day-0 Support from You.com and SGLang(2 posts)→

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