{"type": "article", "title": "Agentic Security: A Systematization of Tools, Failure Modes, and Design Laws for LLM-Driven Penetration Testing", "publisher": "Web Pulse", "url": "https://wpnews.pro/news/agentic-security-a-systematization-of-tools-failure-modes-and-design-laws-for", "original_source": "https://arxiv.org/abs/2608.21423", "published": "2026-08-25T04:00:00+00:00", "accessed": "2026-08-25", "id": "agentic-security-a-systematization-of-tools-failure-modes-and-design-laws-for"}