Pen-Strategist: A Reasoning Framework for Penetration Testing Strategy Formation and Analysis

Cyber threats are rapidly increasing, expanding their impact from large-scale enterprises to government services and individual users, making robust security systems increasingly essential. However, a significant shortage of skilled cybersecurity professionals exacerbates this challenge. While recent research has explored automating tasks such as penetration testing using LLM-based agents, existing frameworks often perform poorly due to limited capability in strategy formulation, domain-specific

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ethics.ai (6 May 2026), “Pen-Strategist: A Reasoning Framework for Penetration Testing Strategy Formation and Analysis,” evidence record 4934, https://ethics.ai/record/4934 (originally published by arXiv).

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