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Unsupervised Learning

Ep 49: OpenAI Researcher Noam Brown Unpacks the Full Release of o1 and the Path to AGI

Dec 6, 2024
Noam Brown, renowned AI researcher at OpenAI and key developer behind the o1 model, discusses groundbreaking advancements in AI. He dives into the unique capabilities of the o1 release, exploring how it surpasses previous models. Brown shares insights on scaling AI, economic realities, and the future of AGI. He highlights the exciting use cases for specialized AI tools and the transformative role of AI in social science research. Listeners will gain a deep understanding of the innovative shifts occurring within the AI landscape.
47:12

Episode guests

Podcast summary created with Snipd AI

Quick takeaways

  • Noam Brown discusses the transformative potential of test time compute, emphasizing its ability to improve AI model performance beyond traditional pre-training methods.
  • The journey of developing o1 at OpenAI showcases the importance of fostering an organizational culture that supports innovative research and exploration.

Deep dives

Exploring Scaling Limits in LLMs

There is an ongoing debate about the scaling limits of large language models (LLMs), specifically whether they are approaching a performance wall. While costs for scaling these models have significantly increased—from thousands for earlier models like GPT-2 to potentially hundreds of millions for current advancements—Noam Brown believes there is still room for improvement, particularly in pre-training. He suggests that although the economics of scaling may become impractical at extreme levels, the potential for enhancements through increased resources remains. Brown emphasizes that the future may involve pushing forward through test time compute, which he views as an untapped resource with substantial low-hanging fruit for advancements.

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