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Home/Authors/Charafeddine Mouzouni

Charafeddine Mouzouni

1 indexed paper

Recent (6 mo)
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26

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Crypto×1AI×1NLP×1

Research Timeline

2026
Mapping the Exploitation Surface: A 10,000-Trial Taxonomy of What Makes LLM Agents Exploit Vulnerabilities

The paper systematically maps LLM agent vulnerabilities by testing 10,000 prompt variations, finding that 'goal reframing' language is the primary trigger for exploitation, rather than broad adversarial prompts.

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Papers

cs.CRcs.AIcs.CLRecentApr 6, 2026

Mapping the Exploitation Surface: A 10,000-Trial Taxonomy of What Makes LLM Agents Exploit Vulnerabilities

Charafeddine Mouzouni

The paper systematically maps LLM agent vulnerabilities by testing 10,000 prompt variations, finding that 'goal reframing' language is the primary trigger for exploitation, rather than broad adversari…

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