The AI Daily Brief · Sunday, August 16, 2026
Zaraang highlights a new challenge termed 'the tragedy of the cognitive commons,' where AI output requires deep expertise, but the process of gaining that expertise through junior roles is being eliminated by AI adoption. This creates a situation where systems need expert supervision, yet the traditional path to developing experts is being dismantled, leading to a future where professionals may not be able to catch AI's mistakes.
“Checking AI output requires deep expertise. Deep expertise comes from doing grunt work for years. And grunt work is the first thing AI eats.”
“So we're building systems that need expert supervision while dismantling the only process for making experts.”
“In other words, who checks AI's homework in 15 years?”