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Advances in AI are beginning to move beyond digital tasks and into physical AI, raising the question of where value could accrue as machines become more adaptable in real-world environments. This episode explores how faster on-the-job learning could reshape automation, the hardware required to support it, and the investment implications across the emerging robotics supply chain.