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Ant Group and the vLLM community are open-sourcing Humming, a general-purpose, high-performance kernel library for quantized inference that supports broad GPU coverage, diverse quantization formats, and outperforms existing implementations like Marlin, FlashInfer, and DeepGEMM.
This article provides a comprehensive guide to LLM inference engines for local AI hardware in 2026, explaining how to choose based on hardware strategy, workload, and serving model, and covering engines like llama.cpp, MLX, ExLlamaV2/3, vLLM, SGLang, TensorRT-LLM, and NVIDIA Dynamo.