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Agent Security Needs Redefinition through a Holistic Framework

arXiv cs.CR LLM Agents Vincent Siu, Jingxuan He, Kyle Montgomery, Zhun Wang, Chenguang Wang, Dawn Song 2026-07-24

TL;DR - This paper reframes agent security as a contextual authorization problem rather than one of detecting malicious-looking actions. It proposes four continuously evaluated properties to better define attacks, defenses, and benchmarks.

  • Source Authorization verifies who issued each command.
  • Task and Action Alignment ensure actions serve the agent’s authorized objective.
  • Data Isolation controls information flow across privilege boundaries.
  • The framework casts indirect prompt injection as an authorization violation and argues snapshot benchmarks cannot adequately assess data isolation.

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