1.0 SECURE ENTERPRISE DISTRIBUTED AI HUBArtificial intelligence has rapidly evolved from an emerging capability to a core component of modern digital ecosystems. As organizations deploy generative AI, machine learning models, and autonomous decision-making AI agents, they face an expanding set of security challenges that differ fundamentally from traditional cybersecurity risks. AI agents are highly dynamic, data-driven, and nondeterministic, which introduces new attack surfaces and vulnerabilities that conventional security frameworks were not designed to address.At the same time, AI has become a powerful tool for defenders, enhancing threat detection, automating incident response, and improving cloud security posture. However, malicious actors are also exploiting AI to scale cyberattacks through techniques like deepfakes, automated phishing, prompt injection, goal hijacking, and model poisoning. This dual-use nature of AI underscores the urgent need for organizations to adopt integra