Building AI-Driven Cloud-Native Applications with Kubernetes and Containerization Prudhvi Naayini Abstract Modern enterprises increasingly deploy AI-driven services in cloud environments, demanding scalable infrastructure that aligns machine learning operations (MLOps) with cloud-native principles. This paper proposes a Kubernetes-based architecture for developing and deploying AI applications, emphasizing containerization, orchestration, and continuous delivery.