The law of conservation of energy can be difficult to understand. Fear not, A Moment of Science is here to help!
No matter HOW fast the "fast" ball is moving, it will still fall at the same speed as the ball that just meanders over the edge.
Energy can neither be created out of nothing, nor disappear into nothing, all it does is change forms. Learn more on this Moment of Science.