Question · Seed idea · last reconsidered August 17, 2026

Where will future expertise come from?

A question about how expertise forms once the tasks that used to build it are delegated away.

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Diagnostic · Second-order

About the pipeline that produces expert judgment, and what happens to that pipeline when entry-level tasks — historically how expertise was built — are the first to be delegated.

Why it matters

Expertise has always been made in the lower rungs of real work — the routine cases, done badly, corrected by someone who could see why. Those rungs are the first thing automation takes, and no one has yet described a replacement that produces the same judgment without the same years.

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