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vLLM Delivers Day-0 Support for Kimi K3.1 Pro

vLLM supports Kimi K3.1 Pro on day 0: sparse attention on a KDA hybrid, a packed KV cache with FP8 or NVFP4 latents and MXFP4 index keys, token-sharded prefill, decode context parallelism, and fused low-latency decode.

AINews Premium Review Issue 1: Surge in Open-Source Models, Tightening Geopolitical Regulations, and Controversy over Capability Verification

This issue focuses on key developments in the AI field in late October 2026: Meta unveiled its multimodal MoE model, Muse; Spark Open has been met with skepticism and labeled “dead”; performance, licensing, and deployment ecosystems among China, the U.S., and Europe are becoming increasingly divergent; China plans to introduce a draft export control regulation covering 23 categories of AI technologies; and several cutting-edge models have been released, accompanied by unverified performance claims and security concerns.

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