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In our new world of AI, few minds shine as brightly as Bob McGrew's. Until November Bob was the Chief Research Officer at OpenAI, and before that led Palantir’s engineering and product management for the first decade of its existence. He’s seen it all and we were fortunate to get his insights and vision for the future in one of my favorite episodes of Unsupervised Learning to date: 0:00 Intro 0:44 Debating AI Model Capabilities 0:57 Inside vs Outside Perspectives on AI Progress 1:39 Challenges in AI Pre-Training 3:02 Reinforcement Learning and Future Models 3:48 AI Progress in 2025 5:58 New Form Factors for AI Models 8:56 Reliability and Enterprise Integration 18:14 Multimodal AI and Video Models 24:05 The Future of Robotics 32:46 The Complexity of Automating Jobs with AI 34:08 AI in Startups: Tackling Boring Problems 35:33 AI's Impact on Productivity and Consultants 36:43 Traits of Top AI Researchers 40:52 The Evolution of OpenAI's Mission 46:57 The Challenges of Scaling AI 49:16 The Future of AI and Human Agency 54:47 AI in Social Sciences and Academia 1:01:15 Reflections and Future Plans 1:02:57 Quickfire With your co-hosts: @jacobeffron Partner at Redpoint, Former PM Flatiron Health @patrickachase Partner at Redpoint, Former ML Engineer LinkedIn @ericabrescia Former COO Github, Founder Bitnami (acq’d by VMWare) @jordan_segall Partner at Redpoint