Evolving Sentinels
Khalil Omar, Jamal Sami Zraqou, Wesam Alkhadour, Jorge Marx Gómez · Advances in computational intelligence and robotics book series · 2025
This chapter introduces the adaptive defense intelligence framework (ADIF), short for the Adaptive Defense Intelligence Framework, a radically new initiative in the field of autonomous cybersecurity systems. ADIF overcomes glaring limitations present in existing security solutions through innovation in four different major spheres: hierarchical reinforcement learning architecture, a contextual analysis engine that drastically reduces false positives, federated knowledge distribution that maintains privacy, and a self-verification feedback loop. Financial, healthcare, and manufacturing operational dashboards showed remarkable improvements in detection rates, response times, and operational continuity during active threats. Though faced with startup challenges in terms of initial training requirements and computational intensiveness, this marks the shift from reactive to proactive security postures, offering the capability of continuous self-learning and further evolving the system with ever-growing threats.