AI will impact white-collar labor, including academia, more significantly than represented labor over the next decade.

“I think that a a lot of people are going to be pushing back on on what's what's about to happen. So I I think that's that's the larger frame. It's really how jobs across white collar. In fact, I think a lot more unrepresented jobs are going to disappear as a result of AI than represented jobs over t”

Education should focus on accountability and fostering agency in students rather than just preparing them for the workforce.

“So I simply argue in the book if we only hold parents, teachers and students more accountable and treat this as a matter of life and death, right? Which educ you can make the argument education is in many in in in you know it's like the the the outcome of an individual”