ShellSieve, an LLM-driven pipeline, detects command denylist fragility in terminal AI agents and finds 69.0-98.6% of 1,709 GitHub-collected denylists to be bypassable.
SoK: Taxonomy and Evaluation of Prompt Security in Large Language Models.arXiv preprint arXiv:2510.15476, 2025
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A survey of architectures, threats, defenses, and future directions for security and privacy in RAG systems.
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One Goal, Many Commands: Characterizing Denylist Fragility in AI Agents
ShellSieve, an LLM-driven pipeline, detects command denylist fragility in terminal AI agents and finds 69.0-98.6% of 1,709 GitHub-collected denylists to be bypassable.
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Security and Privacy in Retrieval-Augmented Generation: Architectures, Threats, Defenses, and Future Directions for Building Trustworthy Systems
A survey of architectures, threats, defenses, and future directions for security and privacy in RAG systems.