The Cutting Edge: AI’s Inevitable Rise in Offensive Security by Strahinja Janjusevic

This report analyzes the emergence of AI-powered offensive security, providing a comparative review of contemporary LLM-based penetration-testing frameworks, three principal architectural approaches (fine-tuned specialists, modular/team-based systems, and autonomous agentic operators), key technical challenges (context loss, hallucination, memory management), and prospective high-impact developments such as AI-generated zero-day exploits, autonomous swarm attacks, hyper-personalized social engineering, and a Machine Context Protocol for agent interoperability.