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

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Navigating AI Task Complexities and Reliability

This chapter analyzes the exponential drop in success rates of AI models as task complexity and duration increase, particularly focusing on how failures can cascade through subtasks. It contrasts AI performance with human problem-solving abilities, highlighting resilience and the nuances of reliability across different time horizons. The discussion also delves into future predictions for AI advancements by 2030, questioning the effectiveness of current models in handling long-term planning and critical failures.

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