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#Attack Chains


Inside the New AI Pentest Daemons Turning Toolboxes into Attack Chains

Published: 20 July 2026 10:05Category: Research, Exploits & Offensive SecurityAuthor: DEBUGSAGE

A newly surfaced open-source project has put a familiar security paradox back in focus: when an LLM starts orchestrating real penetration-testing tools, automation can become both a defender’s shortcut and a governance headache.

When AI Starts Thinking in Attack Chains, Defense Gets a Clock

Published: 22 May 2026 17:18Category: AI Security & Agentic SystemsGeo: Europe / United KingdomAuthor: KERNELWATCHER

A UK security benchmark suggests frontier models are moving faster on multi-step cyber work, turning AI capability into an operational problem for defenders, not just a lab metric.

Behind the Curtain: Why Penetration Tests Fail-and How Hackers Keep Winning

Published: 08 December 2025 15:37Category: Security Awareness & Social EngineeringAuthor: AUDITWOLF

As cyber threats evolve, even well-intentioned penetration tests can leave organizations exposed-unless CISOs learn from real-world mistakes.