Agentic AI for Autonomous Cybersecurity Operation: Transforming Security Data into Actionable Intelligence and Automated Response

In an era when rapidly evolving adversarial tactics render traditional rule based defenses inadequate, this dissertation designs and develops a next generation cybersecurity framework that unifies agentic AI reasoning with graph grounded retrieval to automate cybersecurity operations through intelli