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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Aarjan Chaudhary

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Jul 2026

Baselines Before Architecture: Evaluating Coding Agents for Autonomous Penetration Testing

A controlled study on the 104-task XBOW benchmark using default coding CLI agents as plain-agent baselines to identify the strongest same-model baseline and tests whether security-specific prompt variants improve its observed score.

Ananda Dhakal, Krishna Neupane, Aarjan Chaudhary · 2 citations · ⚡1

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