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In short, what Claude aims to disrupt and replace the current workflows like this basic "agent" system from llama index: [Figure 1] With this: [Figure 2]

In the 2nd figure, I think we have a viable pattern if you consider "Human" to be part of "Environment". Hypothetically, if one of the available functions to the LLM is something like AskUserQuestion(), you can flip the conversation mode around and have the human serve as a helpful agent during the middle of their own request.

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