I feel like LLMs refers to a model that for a given message responds with its own message. And I feel like AI agents (powered by some LLM) are qualitatively so

I feel like LLMs refers to a model that for a given message responds with its own message. And I feel like AI agents (powered by some LLM) are qualitatively something else.