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01 ·Accelerators·★ MEMBER·PAPER·8 min read How AI Accelerators Are Designed — What Actually Separates GPUs, NPUs, and TPUs GPUs, TPUs, and NPUs are three different answers to one question: how much generality do you trade away for matrix multiplication? A from-scratch tour of systolic arrays, dataflow design, and the co-evolution of hardware and quantization.