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Yuanpei College, Peking University
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Multi-modal models fail to maintain coherent memory across video streams, revealing fundamental weaknesses in their memory architectures.
LLM agents become *less* like humans as you crank up the reasoning, unless you explicitly model value activation with a Value Verifier trained on real-world interaction data.