Naveen Rao at All-In Summit: AI is extremely inefficient and every computer since 1945 is built wrong

NaveenGRao · x · 2026-09-22

Former Intel AI chief Naveen Rao, now at unconvAI, argued at the All-In Summit that AI is extremely inefficient — the brain runs on 20 watts while data centers need a city's power — that AI is about to run out of electricity, and that doomers have the energy story backwards. His fix: abstraction layers are the problem, and every computer since 1945 is built wrong; he proposes a new kind of machine based on dynamical systems. A follow-up with Chamath covers the path to product, porting existing models, and team building.

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