Generative AI is rapidly evolving beyond chat interfaces toward autonomous systems capable of reasoning, planning, and acting. This session explores how developers can design production-ready Agentic AI solutions using Azure AI, OpenAI models, tool calling, memory architectures, and orchestration frameworks. Through practical demonstrations and implementation patterns, attendees will learn how to build intelligent applications that interact with enterprise data, execute workflows, and maintain reliability at scale. We'll discuss design considerations, evaluation techniques, security controls, and governance practices that help organizations move from experimentation to real-world deployment of trustworthy AI-powered systems.