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Zhao-Run Chen

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#artificial intelligence Preprint Sep 2026

AgentXploit: Autonomous Repository-to-Runtime Red-Teaming for AI Agents

AI agents combine language models with external data and tools that can modify files, call APIs, or execute code. Security failures can arise when adversarial content changes an agent's tool use or when the surrounding software contains vulnerabilities such as path traversal or command injection. We study authorized wh...

Wei-Da Liang, Shi Qiu, Zhun Wang et al. · 0 citations
Jul 2026

Twin Agent: Context Residual Compression for Privilege Separated Agents

Large language model (LLM) agents are vulnerable to security risks, such as prompt injection attacks from untrusted context that manipulate downstream reasoning and tool use. Existing secure-by-design approaches mitigate this risk by separating untrusted observations from privileged execution and careful control of inf...

Zhan-Hao Hu, Dennis Jacob, Xiao Huang et al. · 0 citations

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