Why polished AI output still needs expert human judgement Generative tools can produce material that looks complete in moments. Museum-quality interpretation still depends on the slower, more demanding work of judgement. Spot the problems before they reach visitors The accompanying museum image was intentionally generated to look plausible. Its six marked failures are not hidden: a classical statue wears a modern watch; a display case reflects a ship that is not present; the