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arxiv:2510.06445

A Survey on Agentic Security: Applications, Threats and Defenses

Published on Oct 7
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Abstract

A survey of the security landscape for autonomous LLM-agents, covering applications, threats, and defenses, identifies trends and research gaps in agent architecture and modality.

AI-generated summary

The rapid shift from passive LLMs to autonomous LLM-agents marks a new paradigm in cybersecurity. While these agents can act as powerful tools for both offensive and defensive operations, the very agentic context introduces a new class of inherent security risks. In this work we present the first holistic survey of the agentic security landscape, structuring the field around three interdependent pillars: Applications, Threats, and Defenses. We provide a comprehensive taxonomy of over 150 papers, explaining how agents are used, the vulnerabilities they possess, and the countermeasures designed to protect them. A detailed cross-cutting analysis shows emerging trends in agent architecture while revealing critical research gaps in model and modality coverage.

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