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In this presentation at SECURENET 2026, Edgardo Montes de Oca, CEO of Montimage, explores how Large Language Models (LLMs) and Generative AI can transform cybersecurity operations, security testing, and continuous monitoring. The talk examines how generative AI can automate the creation of sophisticated attack scenarios for proactive security testing, while also enabling the rapid generation of detection rules and algorithms for identifying emerging and unknown threats. The presentation further introduces the role of agentic AI in building autonomous workflows for continuous security monitoring and incident response. A key focus of this session is the importance of Explainable AI (XAI) in cybersecurity, showing how complex AI-driven outputs can be translated into verified, actionable insights and reliable decision support for human operators. This talk highlights how AI-native approaches are shaping the future of secure 5G, 6G, and critical digital infrastructures. #SECURENET2026 #CyberSecurity #LLMs #GenerativeAI #AgenticAI #ExplainableAI #5G #6G #SecurityTesting #NetworkSecurity #AIforSecurity