Show what the system recognized, what it inferred, and what remains uncertain. Prioritize one useful insight over a wall of generated detail.
Make corrections lightweight and preserve the original result for debugging. Avoid false precision and explain what changes when a field is edited. Correction is not an admission of failure; it is the interface that lets user knowledge improve an uncertain system.