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AINeutralarXiv – CS AI · 6h ago6/10
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Decoupling Reconnaissance and Exploitation: Measuring the Capability Boundaries of LLM-Based Web Penetration Testing

Researchers propose a decoupled evaluation framework for testing LLM-based penetration testing agents by separating reconnaissance from exploitation tasks. The study reveals significant capability gaps: agents achieve 90% success with accurate vulnerability context but only 50% autonomous reconnaissance performance, with distinct strengths across different architectural designs.