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AI is driving semiconductor growth, but benefits have mostly gone to hyperscalers and data centers. Now, a second wave, “AI Everywhere”, is bringing intelligence to robots, medical devices, and industrial systems, where real-time inference and privacy are essential. The shift doesn’t require costly memory but can run on existing options like MRAM and FeRAM, making this their breakthrough moment. This article explores how three edge AI architectures; robotics, system-on-modules (SoMs), and medica