Agent-based AI (agent-based workflow) is an approach to deploying artificial intelligence in which the model autonomously chains together individual steps, continuously evaluates the results, and decides on the next course of action toward a specified goal, rather than waiting for human instructions at every step. This approach forms the basis of modern AI agents and complex automation systems capable of solving tasks that go beyond simple question-and-answer scenarios.