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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.