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The POLYN ultra-low-power chip mention caught my attention for on-device inference. Power efficiency at the edge is the real constraint for mobile voice AI, not just model size. I've been tracking how NPU integration in phones is shifting workloads away from cloud APIs, and these specialized voice chips could be the next phase once battery life becomes teh bottleneck again.

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