This is a Golf Croquet stroke from the 2025 Queensland Open Final. The black ball is being struck. The CroquetClaude auto-classifier initially called this a positioning shot. The scoreboard, the crowd consensus, and a careful watch all say something else — a hoop ran a few seconds later.

It's the kind of moment where the visual signal of a ball passing through the wires is too small and too fast for a generic vision model to catch, and where a human's split-second judgement is exactly what the system needs. Crowd answers like this become the training set that eventually retires the auto-classifier's mistakes.