Our case studies show that brittle ToM can amplify misalignment in agentic systems, driving disproportionate and destructive actions in conversational loops. In parallel, as agents’ social competence increases, the space of emergent behaviors expands alongside competence, highlighting the importance of documenting agents’ behaviors in real-world interactions to anticipate and govern uncharacterized failure modes.
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