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

arXiv cs.CL · 2026-08-25 Cached

This paper systematizes agentic security by evaluating LLM-driven penetration testing tools, identifying recurring failure modes, and deriving quantitative design laws for autonomous security systems.

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#agentic-security

Microsoft launches its first cybersecurity model, plus a new agentic cybersecurity system

TechCrunch AI · 2026-07-27 Cached

Microsoft launched its first cybersecurity-specialized AI model, MAI-Cyber-1-Flash, and a new agentic cybersecurity platform called Perception, aiming to compete with Anthropic, Google, and OpenAI in AI-powered security.

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