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Did our brains optimize for size, weight, and or power efficiency?

Almost certainly, yes.

But they also have to carry around their resource gathering and self-repair systems, something phones don't have to worry about.

They also optimized for what we need to actually do, not the kind of “AI“ computers currently perform.