Emergent collusion in long-horizon LLM agent interaction

Studies collusive behavior emerging spontaneously in long-horizon strategic interactions between LLM agents — a safety-relevant failure mode that only appears once agents plan and trade off over multi-step horizons rather than in one-shot games.