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Jing-Kai Liu

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#artificial intelligence Preprint Oct 2026

Blocking at the Boundary: Auditing Long-Horizon Agents against Staged Prompt Injection

Long-horizon agents consume external content, invoke tools, and modify persistent state. Indirect prompt injection can exploit task-specific context, propagate across causally connected stages, and alter a consequential action while the workflow continues; we term this staged prompt injection. We build an automated, fe...

Jing-Kai Liu, Yu-Fei Han, Xiaoting Lyu et al. · 0 citations

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