Agent vulns

"In this paper, we analyze security and privacy vulnerabilities that are unique to LLM agents. 

"We first provide a taxonomy of attacks categorized by threat actors, objectives, entry points, attacker observability, attack strategies, and inherent vulnerabilities of agent pipelines. 

"We then conduct a series of illustrative attacks on popular open-source and commercial agents, demonstrating the immediate practical implications of their vulnerabilities. 

"Notably, our attacks are trivial to implement and require no understanding of machine learning."

 

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