The enterprise risk nobody is modeling: AI is replacing the very experts it needs to learn from

AI may improve in knowledge work only if humans stay in the loop to evaluate outputs and teach models.

But automation is already cutting entry-level jobs that build the next generation of experts.

That creates a risk of expertise erosion: fewer junior roles, weaker feedback loops, and less reliable AI over time.

The article contrasts stable games like Go with messy real-world fields such as law, medicine, finance, and software.