Trend watch · originally published August 20, 2026

"Does AI let the weak catch up with the strong, or let the strong pull further ahead?" A CEO, citing no research, described the same split that five academic papers add up to.

Aaron Levie co-founded and runs Box, a cloud content-management company. On August 20 he weighed in on "expert or generalist in the AI era", and the argument comes in three moves. First he concedes the leveling: "AI makes it 10X easier to get started with any kind of task." His second move claims an expert premium on judgment: "having the right judgment for how to direct the agent... all requires a high degree of skill." Then, in a third move, he holds that AI itself accelerates skill acquisition. His conclusion, though, is one unsplit sentence: "AI will be a technology that exacerbates differences in skill levels because the experts have far more leverage than ever before." (@levie, 2026-08-20)

The skill leveler (born 2023, old news by 2026)on tasks with a quality template, AI pulls the weaker toward the template — the direction replicates across writing, customer service, legal and creative work

The fight over the shape of the distribution (ongoing)what is leveled work still worth — commodity repricing, an escalator, or a kingmaker?

Open ?

Path Aescalator, everyone rises in proportion (the only randomized trial that directly measured senior people, METR, found the reverse, −19%, n=16, one field: limited weight but zero support)

Path Bkingmaker, a few AI power users take all (the most-cited empirical anchor, Toner-Rodgers, was disavowed by MIT; narrow kingmaking has only selection-biased market observations left, no clean evidence)

Source

This item ran in the brief of Sep 6, 2026, alongside 10 other items.

Cite this item

SecondSource (2026). ""Does AI let the weak catch up with the strong, or let the strong pull further ahead?" A CEO, citing no research, described the same split that five academic papers add up to.." https://secondsource.io/en/expert/2026-09-06-1/. Accessed access date.