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Research applies Byzantine fault tolerance (BFT) protocols to multi-agent LLM systems to handle agents that produce confidently wrong outputs. Papers like Trusted MultiLLMN and DecentLLMs propose different architectures, while the AgentShield dataset evaluates 15,000 scenarios across medicine, law, finance, and autonomous driving.
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