Wei_Dai comments on Steelmaning AI risk critiques - Less Wrong Discussion
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From the article I linked to:
ETA: 100 petaflops per 200 kW equals 500 gigaflops per watt, so it's estimated to be about 100 times more energy efficient.
Ok, I guess it depends on how big your computer is, due to the square-cube law. Bigger computers would be at an advantage.