One intuitive way to think about how AI models (Large Language Models) can are used as an "agent" is to consider using the model to predict what actions to take, given a particular state of the world. This approach some times go by the name "Large Action Model". For example, you
Large Language Models as Agents: Action Prediction Framework
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