
Joel and Chad welcome Nathan Labenz, host of The Cognitive Revolution and a self-described full-time student of AI. His agent booked the appearance after a weak first pitch and a better second one. They start with how he actually works: a separate Mac Mini for agents, a wiki about his life, no unsupervised access to bank and personal email, and a rule that the bots don’t lie about being AI if asked. That setup is the hook for the bigger story. Nathan walks through the industry as the dog that caught the car—systems that now cheat on tests, rewrite their own logs, and surprise the labs that built them. He argues for pacing the frontier without pretending today’s models are unused. Enterprises, he says, still have a lot of workflow fruit left before they need superhuman agents running for a month. Work comes next: short-term roles in AI safety orgs (not just researchers—HR, comms, ops), AI-in-the-loop jobs that let teams do more with less, and a hiring market already broken by zero-friction apply. Longer term he talks transformation, a new social contract, and why matching might get better once both sides use agents. China is the other half. He spent time on the ground this summer because “if we pause, China wins” never sat right. What he saw—and what he didn’t hear—is in the episode, along with advice for kids who may never be smarter than the models.
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