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Economic interactions among agents can spontaneously generate sophisticated reasoning strategies, outperforming traditional monolithic approaches.
LLM agents can be tricked into ignoring user instructions and misusing tools in over 90% of trials via a new "Memory Control Flow Attack" that exploits persistent memory influence.