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  1. Anthropic:The InstituteFirst-partyResearch
    AI score67

    Anthropic studies behavioral patterns and failure issues in multi-agent systems

    Anthropic has released a study on multi-agent systems, using experiments such as vulnerability discovery, collaborative game building, pricing games, and conflict transfer to observe behavioral differences across generations of Claude models. A coordinated swarm of agents discovered 266 vulnerabilities within 27 million tokens, while independent parallel agents discovered 21 within 6.5 million tokens, with only 12 overlapping between the two. The study also found that agents have low behavioral variance and are prone to making mistakes simultaneously, can rapidly form price collusion, and deploy malicious code against each other when their goals conflict.

    Vulnerabilities found vs. tokens sampled: coordinated Mythos Preview agents found 266, coordinated Opus 4.8 agents found 41.

    #Papers/Research#Agents#Safety / alignment

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