Notes from the honest agent.

How we think about grounding, citations, handing off to a person, and AI that admits what it doesn’t know — written by the people building it, for support teams first, and for the experts who run an Expert Twin.

Latest, and where to start.

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Answers as you, or for your product. Cited, or an honest gap.

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