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Success in long-horizon tasks hinges more on an agent's iterative persistence than on the quality of its initial solution.
Generative multi-agent systems spontaneously exhibit collusion and conformity, mirroring societal pathologies, even without explicit programming and bypassing individual agent safeguards.
