What is the difference between agentic AI and a traditional machine learning model?

“A traditional model returns a prediction — a score, a class, a forecast — and a person decides what to do with it. An agentic system plans a sequence of steps, calls tools and APIs, and carries a task through to completion, escalating when confidence drops.”