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title: Know which tasks to keep by hand as AI takes the rest | aytm
---

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## Get the protect list

## Know which tasks to keep by hand as AI takes the rest

### Three teaching tasks to protect, and the one rule that keeps a junior building judgment.

The tasks a research team is gladest to hand off, coding open-ends, the first-draft questionnaire, sitting with a real consumer, were doing a second job nobody costed. They’re how the next senior researcher learns to think. Automate them all at once and the work speeds up while the training quietly stops, and the bill lands in about ten years when today’s seniors retire.

This lens names the tasks worth keeping by hand, and shows how to run the apprenticeship on purpose while AI handles the bulk. Same speed, and the bench still holds.

- The three tasks worth protecting, and the judgment each one builds
- The one rule that keeps a junior’s discernment forming, at full speed
- A two-person team’s fix that kept both the throughput and the teaching

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