{
  "id": 4934,
  "url": "https://arxiv.org/abs/2605.04499v1",
  "title": "Pen-Strategist: A Reasoning Framework for Penetration Testing Strategy Formation and Analysis",
  "summary": "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",
  "authors": "Yasod Ginige, Pasindu Marasinghe, Sajal Jain, Suranga Seneviratne",
  "category": "research",
  "topics": "military-security,agents-autonomy",
  "orgs": null,
  "regions": null,
  "published_at": "2026-05-06T05:02:40.000Z",
  "fetched_at": "2026-07-14T16:31:21.934Z",
  "source_slug": "arxiv-ethics",
  "source_name": "arXiv",
  "source_homepage": "https://arxiv.org",
  "ethics_ai_record_url": "https://ethics.ai/record/4934",
  "original_url": "https://arxiv.org/abs/2605.04499v1",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}