CAESAR decomposes LLM-based intrusion workflows into five roles with bounded coordination protocols, yielding higher success rates and lower variance than single-agent baselines on 25 CTF tasks.
Agentchain: Blockchain-empowered multi-agent coordination for trustworthy llm question-answering systems
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When LLMs Team Up: A Coordinated Attack Framework for Automated Cyber Intrusions
CAESAR decomposes LLM-based intrusion workflows into five roles with bounded coordination protocols, yielding higher success rates and lower variance than single-agent baselines on 25 CTF tasks.