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Author

Tarannum Ahmed Nowshin

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Preprint Aug 2026

Agentic Security: A Systematization of Tools, Failure Modes, and Design Laws for LLM-Driven Penetration Testing

A four-dimensional Integration Friction Index is introduced that separates one-time engineering cost from recurring organisational, legal, and maintenance cost and shows why scope and budget enforcement cannot be delegated to system prompts.

Israt Moyeen Noumi, Tarannum Ahmed Nowshin, Md. Mehedi Hasan Bhuiyan Nipu et al. · 0 citations

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