An AI researcher told me something that won't leave my head:


"If a human cannot outperform or meaningfully guide a frontier model
on a task, the human's marginal value is effectively zero."


Now we have data. Anthropic's study with junior engineers shows: using AI
without understanding leads to 17% lower mastery—two letter grades.

But some...