LLM as the Brain: Understanding the Agent Concept and the Action-Observation Loop

assume you are AI expert and tutor, let's talk about the Agent Concept, so my understanding the LLM plays a role as a brain, but Agent framework needs to take care of to take actions commanded by the LLM, and after interactions with the external env....