CONCEPT
The Confidence Artifact
The central diagnostic concept of Daston's AI volume: a <em>surface property of a knowledge technology's output that activates learned trust heuristics beyond the epistemic warrant the underlying process provides</em>.
A confidence artifact is not a lie. The technology that produces it is not necessarily deceptive. The artifact is a structural feature of the relationship between a technology's outputs and the evaluative heuristics that its users bring to those outputs. It arises when a surface property — a feature users have learned through long experience to associate with a depth property like accuracy or reliability — is present in cases where the depth property is absent. The surface property activates the learned association, the association generates trust, and the trust exceeds the warrant. The scientific illustration's aesthetic skill, the photograph's sharpness, the statistical table's decimal places, and AI's prose fluency all operate as confidence artifacts in this precise sense.
In The You On AI Field Guide
The concept has its clearest diagnostic utility when applied across historical cases. The illustrator's clean lines suggested mastery, and mastery was a proxy for accuracy. The correlation was real but imperfect: a skillful illustrator could render a specimen with breathtaking technical