At the Machina conference in Paris, All-In host Jason Calacanis sits down with the leaders of four of the world's top robotics companies—ANYbotics, 1X, Boston Dynamics, and Agility Robotics. Across four rapid-fire interviews, the CEOs explain why four-legged 'dog' robots conquered industrial inspection first, why humanoids are finally doing useful work, how teleoperation and internet-scale video data are training the next generation of machines, and where the real money and the real dangers lie—from explosive oil rigs to weaponized robots coming out of China. The through-line: robots are no longer research demos, they're deployed assets measured by ROI, and 'hard takeoff' where robots build robots may be as little as three years away.

Mathematician Po-Shen Loh, the longtime U.S. International Math Olympiad coach, argues that AI is about to erase the promise of a 'stable life' and that the way humanity thrives afterward is by building high-trust networks of curious, caring people. Drawing on visits to a high-poverty fourth-grade classroom in rural South Carolina and to Africa, he describes vast untapped pools of authentic talent, a coaching pipeline where students mentor younger students across borders, and a new 'economic flow system' powered by trust and remote work. He warns about the risks of an interconnected, AI-written, robot-run world, and reframes education around intention, curiosity, and the ability to solve non-standard problems. A brief closing segment features a Stanford instructor describing the rise of the 'AI-native engineer.'