This hands-on role explores machine learning, generative AI, agentic AI, predictive operations, intelligent observability, and automation to determine which capabilities can improve reliability, resilience, incident management, and operational efficiency. Develop rigorous evaluation and testing methods to assess accuracy, reliability, scalability, failure modes, production readiness, and business value.