GPU Batched Inference Already Within ~2x of Brain Efficiency, Argues Mike Frank

MikePFrank · x · 2026-10-08

Responding to fears that data centers vastly out-consume the human brain, Mike Frank argues such observations ignore how much computation gets done. Measured at individual synaptic events modeled in FLOPS, GPUs running batched inference are already within 2x of brain efficiency; at the task level, AI is far more energy-efficient than human lifestyles—which, he says, is exactly why AI is poised to take over swaths of the economy.

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