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Explore a cutting-edge conference talk that introduces the Agents of S.E.A.L.E.D (Secure, Encrypt, Analyze, Locate, Eliminate, Defend) framework, an innovative agentic ecosystem for cybersecurity that leverages AI-driven cryptography and intelligent agent-based guardrails. Discover how this research-focused approach deploys customizable AI agents that seamlessly integrate encryption, real-time threat analysis, cyber threat localization, targeted elimination, and robust defense tactics to revolutionize cybersecurity strategies. Learn about practical and foundational approaches using advanced frameworks like Semantic Kernel and AutoGen, combined with sophisticated guardrails models including IBM Granite and Meta Llama Guard. Gain insights into RAG (Retrieval-Augmented Generation), RAF, Graph-RAG, and RHLF (Reinforcement Learning from Human Feedback) methodologies specifically applied to cybersecurity contexts, with careful attention to compliance requirements including the Digital Protection Act and US/UK Privacy Acts. Understand how agent-to-agent communication and decentralized framework architectures enable multimodal data integration across text, voice, image, and video formats to create comprehensive security solutions. Examine plug-and-play deployment strategies, agent orchestration techniques, and real-time policy-to-action pipelines that transform traditional cybersecurity approaches into dynamic, AI-powered defense systems.
Syllabus
AGENTS OF S.E.A.L.E.D: AI Agentic Cybersecurity Framework - Krishnendu Dasgupta, AXONVERTEX AI
Taught by
Linux Foundation