The failures documented in this paper are not just the well-known weaknesses of language models in isolation, which include hallucination, bias and toxicity, inconsistent social reasoning, and refusal errors. They are emergent failures that surface when models are embedded in realistic social environments with tool access, persistent memory, multiple interlocutors, and delegated authority. Several patterns recur across our case studies.
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