This interactive workshop delves into the integration of AI capabilities into Java applications using Spring AI within Kubernetes environments. Participants will gain practical experience in developing and deploying AI-enhanced Java applications, leveraging the Spring ecosystem's robustness. Through hands-on exercises, attendees will learn to build a Spring Boot application, incorporate AI features with Spring AI, deploy it on Kubernetes, and implement observability. This session is ideal for software engineers and architects aiming to elevate their applications by seamlessly embedding AI functionalities into cloud-native Java applications.