vLLM ships Day-0 support for Kimi K3.1 Pro with sparse attention and FP8 KV cache

vLLM Blog · rss · 2026-11-04

vLLM announced Day-0 support for Kimi K3.1 Pro, with several serving optimizations: sparse attention on the model's KDA hybrid architecture, a packed KV cache using FP8 or NVFP4 latents with MXFP4 index keys, token-sharded prefill, decode context parallelism, and fused low-latency decode—enabling efficient deployment on release day.

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