This security management system creates a dynamic, evolving knowledge graph that centralizes and contextualizes organizational and industry-wide security insights, enabling AI security operations center (SOC) agents to perform fast, precise, and consistent investigations; it solves problems related to AI trust, data restructuring, incident response efficiency, and analyst workload by infusing institutional wisdom, automating routine tasks, and enhancing decision-making. It is designed for cybersecurity professionals, SOC teams, security analysts, and security leaders seeking to improve threat detection, response accuracy, operational efficiency, and team capabilities through advanced automation, contextual understanding, continuous learning, and seamless integration across security tools and environments.