Build and own production backend systems using Java and Spring, including REST APIs, microservices, and LLM integrations with unstructured data. Deploy and operate applications using Docker, Kubernetes, Jenkins, and OpenShift. Design rigorous testing and validation for non-deterministic AI outputs, apply guardrails to AI-assisted development, and collaborate with cross-functional stakeholders to deliver reliable end-to-end products.