If the goal is “best intelligence per watt,” biology still wins by a ridiculous margin: the brain runs on roughly 20W while today’s AI burns far more hardware and energy to do narrower tasks. The ceiling looks less like “can AI match the brain?” and more like “can we get architecture, memory, and training to stop wasting so much power” —.

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