{"type":"rich","version":"1.0","provider_name":"Transistor","provider_url":"https://transistor.fm","author_name":"Future of Life Institute Podcast","title":"Reasoning, Robots, and How to Prepare for AGI (with Benjamin Todd)","html":"<iframe width=\"100%\" height=\"180\" frameborder=\"no\" scrolling=\"no\" seamless src=\"https://share.transistor.fm/e/2e56762e\"></iframe>","width":"100%","height":180,"duration":5221,"description":"Benjamin Todd joins the podcast to discuss how reasoning models changed AI, why agents may be next, where progress could stall, and what a self-improvement feedback loop in AI might mean for the economy and society. We explore concrete timelines (through 2030), compute and power bottlenecks, and the odds of an industrial explosion. We end by discussing how people can personally prepare for AGI: networks, skills, saving/investing, resilience, citizenship, and information hygiene.  \n\nFollow Benjamin's work at: https://benjamintodd.substack.com  \n\nTimestamps: \n\n00:00 What are reasoning models?  \n\n04:04 Reinforcement learning supercharges reasoning \n\n05:06 Reasoning models vs. agents \n\n10:04 Economic impact of automated math/code \n\n12:14 Compute as a bottleneck \n\n15:20 Shift from giant pre-training to post-training/agents \n\n17:02 Three feedback loops: algorithms, chips, robots \n\n20:33 How fast could an algorithmic loop run? \n\n22:03 Chip design and production acceleration \n\n23:42 Industrial/robotics loop and growth dynamics \n\n29:52 Society's slow reaction; \"warning shots\" \n\n33:03 Robotics: software and hardware bottlenecks \n\n35:05 Scaling robot production \n\n38:12 Robots at ~$0.20/hour?  \n\n43:13 Regulation and humans-in-the-loop \n\n49:06 Personal prep: why it still matters \n\n52:04 Build an information network \n\n55:01 Save more money \n\n58:58 Land, real estate, and scarcity in an AI world \n\n01:02:15 Valuable skills: get close to AI, or far from it \n\n01:06:49 Fame, relationships, citizenship \n\n01:10:01 Redistribution, welfare, and politics under AI \n\n01:12:04 Try to become more resilient  \n\n01:14:36 Information hygiene \n\n01:22:16 Seven-year horizon and scaling limits by ~2030","thumbnail_url":"https://img.transistorcdn.com/fFhIC-s2qSlHXzmJI7qMGts2WuLwImi4tWmRLH9EdPg/rs:fill:0:0:1/w:400/h:400/q:60/mb:500000/aHR0cHM6Ly9pbWct/dXBsb2FkLXByb2R1/Y3Rpb24udHJhbnNp/c3Rvci5mbS81MmU5/MDZjZGQ5OTI0MDc5/YTk2ZTAxYTgwYTNk/M2VlOC5qcGc.webp","thumbnail_width":300,"thumbnail_height":300}