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Sophia, an Nvidia partner, has designed modular server racks with integrated solar panels it calls TILES, which are 1 meter by 1 meter in area and a few centimeters in depth. By adopting this thin form factor, DeMillo says that processors can sit against a passive heat spreader, eliminating the need for active cooling. He expects 92% of the power it generates will go to processing, a significant gain on traditional designs. This design requires, however, a sophisticated software management system to balance activity across the processors.

Just don't expect this to be a discreet, pocket-sized device. It's big and heavy, measuring 7.75 x 5.5 x 2.6 inches and weighing 1.1 pounds. It features two USB-A ports (one standard and one QC 3.0 compatible) and one 18W max USB-C port, and a microUSB port that's reserved for charging. 

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The friction of writing code manually used to force careful design. AI removes that friction, including the beneficial friction. The answer is not to slow AI down. It is to replace human friction with mathematical friction: let AI move fast, but make it prove its work. The new friction is productive: writing specifications and models, defining precisely what “correct” means, designing before generating.

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