Self-Play: Advances and Challenges in AI

This chapter examines the role of self-play in AI, particularly in game-based environments compared to real-world applications. It discusses the issues of reward optimization, especially the necessity for human feedback and robust performance metrics. The conversation highlights the evolution of AI architectures, focusing on Agent Q's capabilities, limitations, and the significance of application-specific optimization.

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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/

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SPONSORS:

Oracle Cloud Infrastructure (OCI): Oracle's next-generation cloud platform delivers blazing-fast AI and ML performance with 50% less for compute and 80% less for outbound networking compared to other cloud providers13. OCI powers industry leaders with secure infrastructure and application development capabilities. New U.S. customers can get their cloud bill cut in half by switching to OCI before December 31, 2024 at https://oracle.com/cognitive

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Weights & Biases RAG++: Advanced training for building production-ready RAG applications. Learn from experts to overcome LLM challenges, evaluate systematically, and integrate advanced features. Includes free Cohere credits. Visit https://wandb.me/cr to start the RAG++ course today.

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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)