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Inference Scaling, AI Agents, and Moratoria (with Toby Ord)

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Exploring AI Scaling Laws and Model Performance

This chapter examines the intricate relationship between scaling laws in AI and the performance limitations seen in language models like GPT 4.5. It discusses the critical importance of data quality over quantity and the implications of using low-quality data sources during training, emphasizing the potential ceiling of AI capabilities. The conversation also addresses the challenges in enhancing reasoning processes within models and the complexities of ensuring their accuracy in diverse applications.

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