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Equation 8 · Reliable AI Agents Are Control Systems, Not Chatbots

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zz

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zz

Symbol z

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where the retriever assigns probability to documents z and the generator conditions on a selected set Zk(x)\mathcal{Z}_k(x) [ 6 ] . The decomposition matters because retrieval and generation fail differently.

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