CONCEPT
Distrust of Fluency
The cognitive discipline of treating fluent presentation as orthogonal to substantive quality — the evaluative capacity that AI-era reading demands and that centuries of correlation between eloquence and expertise make difficult to acquire.
Distrust of fluency is the evaluative discipline that AI-generated text demands: the willingness to treat the quality of the prose as independent of the quality of the thinking, and to evaluate the thinking on its own terms rather than inferring its quality from the quality of its expression. The discipline runs against deep cognitive habits. Centuries of correlation between fluency and expertise — in a world where fluent expression required effortful understanding — have trained readers to use fluency as an evaluative shortcut. AI has broken the heuristic, because large language models produce fluency at industrial scale independently of the substantive correctness of what they produce. The distrust is not cynicism; it is calibration to the new medium.
In The You On AI Field Guide
The heuristic that fluency indicates expertise was imperfect but generally reliable in a pre-AI information landscape. A human author who wrote fluently about a subject had, in most cases, spent considerable time understanding it,