It is discussed in the article on how AI and Kubernetes security merge together where importance of AI-driven threat detection is given. With covering the details of AI technology including biased algorithms, adversarial attacks, and model drift, yet also pointing the arguments of improved threat detection capabilities. Scalability, multi-instance learning and concept drift issues are inspected and talked about AI deficiency. AI systems while suffering from shortcomings, the article emphasize the need of further development to make cyber security a powerful tool. The last point is to strike a balance by applying AI where its strengths lie and dealing with the fault only to combat the imminent cyber attacks.