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The LPU (Language Processing Unit) is a new class of AI accelerator introduced by Groq, purpose-built specifically for ultra-fast AI inference. Unlike GPUs and TPUs, which still retain some general-purpose flexibility, LPUs are designed from the ground up to execute large language models (LLMs) with maximum speed and efficiency. Their defining innovation lies in eliminating off-chip memory from the critical execution path—keeping all weights and data in on-chip SRAM. This drastically reduces latency and removes common bottlenecks like memory access delays, cache misses, and runtime scheduling overhead. As a result, LPUs can deliver significantly faster inference speeds and up to 10x better energy efficiency compared to traditional GPU-based systems.