Edge AI at the Waste Pile: Sub-Second Classification on a $999 Phone
Construction sites don't have fiber internet. They don't have server rooms. They have mud, noise, and a driver with 90 seconds to classify a load. The Digital Refinery runs on a $999 Pixel 10 Pro — on-device, at the waste pile, in the driver's hand. Sub-500ms. Zero cloud. Zero cost per inference.
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