18 August 2026

Research warns AI adoption could shrink pool of human experts

  • A research paper argues that widespread AI use could eliminate entry-level jobs that have historically trained new professionals in various fields.
  • Without junior workers gaining experience over years, there may not be enough qualified humans left to verify AI's work within a decade.
  • The concern centers on a potential knowledge gap: if AI handles routine tasks, fewer people will develop the skills needed for senior roles.

How it was covered

SuperhumanZain Kahn

A new research paper argues that widespread AI adoption could slowly deplete humanity's collective knowledge base by eliminating entry-level jobs that traditionally trained the next generation of experts. Without junior workers trained over decades, there may be no qualified professionals left to verify AI's work in 10 years.