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Even the best multimodal LLMs are surprisingly bad at understanding and remembering the "self" in egocentric video, lagging human performance by 40-50% on personalized question answering.
LLM agents can internalize skills via in-context RL, achieving zero-shot autonomous behavior without the token overhead and retrieval noise of traditional methods.
