Lift two balls with your fingers along the slot right up to the top of the pair of paths, one straight and one curved and release them simultaneously. Observe that the ball rolling along the curved path reaches bottom first.
This curved path is in the form of a cycloid. A body experiences highest average acceleration along a cycloid path and consequently rolls down in quickest time even through the shortest path is a straight line.