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Ant Group and vLLM launch Humming, an open-source AI inference library for GPUs with improved performance.

Protocol Fundamentals
21 Oct 2026
Tokenpost
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Bullish
Ant Group and vLLM launch Humming, an open-source AI inference library for GPUs with improved performance.

Ant Group and the vLLM community have introduced Humming, an open-source kernel library designed to enhance quantized AI inference on various GPU types and CUDA-compatible devices. Humming supports multiple weight and activation formats for dense and mixture-of-experts (MoE) AI models, covering a range of integer and floating-point types, bit widths, and scaling methods. It significantly outperforms existing libraries like vLLM Marlin, FlashInfer, and DeepGEMM across many workloads, promising faster and more efficient AI processing. This development could accelerate AI applications that rely on GPU computing.

Ant Group and the vLLM community's launch of the Humming kernel library coincides with a diverse cryptocurrency market on Pluang. For readers following major cryptocurrencies, here is Pluang's market snapshot as of Oct 22, 2026 06:03 WIB: out of 50 priced assets, 32 rose and 16 fell. Notable movers include BAL (Balancer) at Rp16.297 with an 11.14% increase and EOS (EOS.IO) at Rp12.649 up 8.13%, while BAT (Basic Attention Token) dropped 6.79% to Rp3.269 with a 57% sell order activity.

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