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Sherry Heyl's avatar

AI is increasing productivity for experienced professionals, but it’s also removing many of the learning loops that used to develop judgment. Those loops were never designed intentionally—they just happened because junior people were in the room.

The real challenge now isn’t protecting junior work. Much of that work deserved to disappear.

The challenge is redesigning how judgment is developed when AI handles much of the execution.

Organizations that figure out how to build intentional apprenticeship models around AI will have a huge advantage over the next decade.

Ash B's avatar

There is another perspective to this. Its around whether the process of generation is required to develop the ability to judge. Classic example would be wine sommalier vs wine maker. This analogy essentially compares the wine makers role to AI and sommaliers role to the user. And that we need to be better sommaliers. Eager to hear your take on this. Additionally do you think there could be a difference in developing judgement via generation vs directly developing the skill of evaluation without caring about generation at all?

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