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There is an energy floor for dissipative computations like machine learning though.
Thermo + reversible together will get closer to this floor.
Most of the energy will indeed be consumed by robot motors rather than silicon brains

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There is no 'energy floor' for computation because operations can be made reversible.
In contrast robots need one joule for every newton-meter of force, no matter what.
I think future energy consumption will be dominated by matter manipulation over information manipulation.
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