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Cloud AI was phase one — chatbots, code assistants, search engines running on GPU clusters in data centers. Phase two is physical AI: intelligence embedded in machines that sense, move, and act in the real world. Arm created a dedicated Physical AI division, NVIDIA declared the ChatGPT moment for robotics, and Goldman Sachs revised its humanoid robot forecast sixfold. Here is the stack, the players, and the adoption timeline.