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It is tasks that get automated, not jobs

The single most important distinction in this whole debate.

A job is a bundle of tasks. AI does not arrive and take the whole bundle; it takes some tasks, leaves others, and changes the shape of what is left. The research that scores whole occupations tends to overstate the threat. The research that scores tasks gives a calmer, more useful picture: most jobs change, fewer disappear.

What the evidence shows

// the honest counterpoint

This is not a reason to relax. A job can survive as a title while most of its day-to-day tasks are hollowed out, the pay falls, or the number of people needed drops. 'The job still exists' and 'your job is safe' are not the same sentence.

what it means for you

Stop asking whether your job will be automated. Ask which of your tasks will be, and what that leaves you doing.

Work it through with the cards

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