The Training → Inference paradigm shift is reorganizing the BOM of the semiconductor supply chain. Analyze NVIDIA's $20B Groq acquisition, Samsung 4nm LPU mass production, CoWoS supply bottleneck, and the beneficiary structure of the Korean component, material, and equipment value chain.