Modern enterprise networks face an ever-expanding threat landscape characterized by zero-day exploits, polymorphic malware, distributed denial-of-service campaigns, and sophisticated insider threats that consistently evade signature based detection systems. Traditional Intrusion Detection Systems (IDS), despite decades of refinement, suffer from high false-positive rates, inability to detect novel attacks, and an absence of contextual explanation that forces security analysts to manually interpr