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The inputs are natural language, they're just also structured into a tree. The first example on that very page shows natural language instructions:

    questions = {
        "refund_requested": Noul(
            instructions="Does the customer request a refund?",
        ),
    }


The hybrid nature of this thing is not a detriment, nor does it make it an LLM.




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