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Continual learning is a core ability behind humans’ ability to perform economically valuable tasks. As frontier AI companies train LLM agents to be increasingly autonomous, they are likely aggressively pursuing approaches to continual learning in LLMs. In this talk, Rohan Subramani and Rauno Arike discuss the potential implications of this development on the capabilities and of LLM agents and its effect on AI safety and alignment.

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