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I'm personally excited for when the AGI-nauts start trotting out figures like...

> An H100 on low-carbon grid is only about 1–2% of one US person’s total daily footprint!

The real culprit is humans after all.



Humans have been measuring between human only vs augmented labor for literal centuries.

Frederick Taylor literally invented the process you describe in his “principles of scientific management”

This is the entire focus of the Toyota automation model.

The consistent empirical pattern is:

Machine-only systems outperform humans on narrow, formalizable tasks.

Human-machine hybrid systems outperform both on robustness, yieldjng higher success probability

Good enough?


I was making a joke.




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