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A high-density reference guide to modern AI data center and edge compute silicon: covering CPU, GPU, TPU, LPU, NPU, DPU architectures, global silicon ecosystems (Huawei Ascend, Cambricon, Hygon, AWS Trainium, Meta MTIA, Microsoft Maia), Prefill/Decode disaggregation topologies, LLM VRAM/bandwidth sizing formulas, and nvidia-smi/npu-smi cluster operations.