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benchmark evaluation 1coding agents 1large language models 1model scaling 1penetration testing 1security harnesses 1

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1 paper

cs.CR2026

Baselines Before Architecture: Evaluating Coding Agents for Autonomous Penetration Testing

Ananda Dhakal, Krish Neupane, Aarjan Chaudhary

The paper conducts a controlled evaluation of plain coding agents versus specialized penetration‑testing architectures on the XBOW benchmark, showing that baseline agents already s…