Fluency is not accuracy. A polished Claude output , clean prose, tidy table, confident chart , is not itself evidence that the output is correct. The human gate is a specific discipline: you decide what evidence would confirm each claim, then you check that evidence before acting. Verification is not one thing. A citation needs source-opening. A number needs recalculation. A figure needs data and axis review. A workflow action needs permission and log review.