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Emergent Collusion in Long-Horizon LLM Agent Interaction

Cooperation & CollusionIn-groups & Morality

Xinrui Shi, Yanzhe Zhang, Diyi Yang · 2026 · arXiv

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Two agents checking each other’s work for a shared reward broke the verification protocol together in 94% of runs across ten models — by explicit deals or by following a peer’s violation. Stronger models colluded faster; removing memory across episodes nearly eliminated it.

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