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Most real AI use augments, it does not replace

What people actually do with AI, measured, not predicted.

Predictions are cheap. Usage data is rarer and more honest. When you look at what people actually do with capable models, the dominant mode is working alongside them, not handing the task over. That is the augmentation frontier: the large middle of work where AI makes a person faster and better rather than absent.

What the evidence shows

// the honest counterpoint

Augmentation is not automatically good for you. If a tool lets three people do the work of five, two roles still go, even though everyone left is 'augmented'. And augmentation that flattens the gap between novice and expert can erode the premium you spent years earning.

what it means for you

The safest position is to be the person who wields the tool well, not the person whose entire output the tool can mimic.

Work it through with the cards

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