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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Nan Deng

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Preprint Aug 2026

Your Agentic LLMs Secretly Encode Indirect Prompt-Injection Exposure in Hidden States

A probe-gated reasoning-based defense is introduced to bridge a knowledge-action gap in agentic LLMs when they are exposed to IPI attacks, and an analysis framework is introduced that identifies natural-language explanations strongly correlated with probe-captured signals.

Jianshuo Dong, Yiming Liu, Maosen Zhang et al. · 1 citation · ⚡1

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