What Is Agentic AI Engineering and Why Does It Matter? If you are wondering what is Agentic AI Engineering, it refers to building intelligent AI systems that can plan, reason, and execute tasks autonomously. Unlike basic AI models, agentic systems work toward goals using tools, memory, and multi-step workflows.