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Paper · arXiv

Language Is a Security Surface for Agent Guards

Step-level guards decide, before each tool call, whether an agent's next action is safe given the user's request and the trajectory so far. Users write those requests in many languages, while guard prompts and the benchmarks on which purpose-built guards are trained and evaluated are English. We ask whether a guard's verdict depends on the language of the request. We build LinguaGuardBench from the 1,220 labelled steps of TS-Bench AgentDojo-Traj: we translate only the user instruction into German, French, Turkish, Swahili and Amharic, and keep every tool call, observation and label byte-identical, so any change in a verdict is attributable to language alone. Six English rewordings and a w...

AuthorsHasan Demirkiran, Jens Ernstberger
Primary categorycs.CR
Published15 October 2026
Last updated at source15 October 2026
cs.CRcs.AIcs.CLcs.LG
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