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50:20ENArvind Narayanan on AI Scaling, Real-World Risks and the Limits of Model BenchmarksGuest Arvind Narayanan · Host Harry StebbingsThe Princeton professor challenges simple claims about scaling, AGI timelines and AI adoption while discussing deepfakes, healthcare, education and security.
1:44:47ENErik Brynjolfsson on the Exponential Mismatch Remaking Work and PoliticsGuest Erik Brynjolfsson · Host Lex FridmanThe Stanford economist tells Lex Fridman why COVID, AI, and social networks all punish linear intuition — and why shared prosperity is the only way the pie-growing story holds.
1:48:55ENThree Fairness Rules That Cannot All Be TrueGuest Michael Kearns · Host Lex FridmanMichael Kearns tells Lex Fridman why algorithmic fairness is messier than privacy, and why a Pareto curve belongs in front of the people who actually have to choose.
47:13ENReid Hoffman's Case Against Doomerism: AI as the Steam Engine of the MindHost Sarah Guo, Elad GilThe LinkedIn and PayPal co-founder explains why he sees AI as a human amplifier, what white-collar workers should do now, how Inflection's Pi was conceived, and why you can't regulate before you innovate.







