In this episode of The Cognitive Revolution, Nathan welcomes back Div Garg, Co-Founder and CEO of MultiOn, for his third appearance to discuss the evolving landscape of AI agents. We explore how agent development has shifted from open-ended frameworks to intelligent workflows, MultiOn's unique approach to agent development, and their journey toward achieving human-level performance. Dive into fascinating insights about data collection strategies, model fine-tuning techniques, and the future of agent authentication. Join us for an in-depth conversation about why 2025 might be the breakthrough year for AI agents. Check out MultiOn: https://www.multion.ai/ Help shape our show by taking our quick listener survey at https://bit.ly/TurpentinePulse

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CHAPTERS: (00:00:00) Teaser (00:00:40) About the Episode (00:04:10) The Rise of AI Agents (00:06:33) Open-Ended vs On-Rails (00:10:00) Agent Architecture (00:12:01) AI Learning & Feedback (00:14:01) Data Collection (Part 1) (00:18:27) Sponsors: Oracle Cloud Infrastructure (OCI) | SelectQuote (00:20:51) Data Collection (Part 2) (00:22:25) Self-Play & Rewards (00:25:04) Model Strategy & Agent Q (00:33:28) Sponsors: Weights & Biases RAG++ (00:34:39) Understanding Agent Q (00:43:16) Search & Learning (00:45:39) Benchmarks vs Reality (00:50:18) Positive Transfer & Scale (00:51:47) Fine-Tuning Strategies (00:55:16) Vision Strategy (01:00:16) Authentication & Security (01:03:48) Future of AI Agents (01:16:14) Cost, Latency, Reliability (01:19:30) Avoiding the Bitter Lesson (01:25:58) Agent-Assisted Future (01:27:11) Outro

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