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Author

Dennis Jacob

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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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