Yes powder. Lemi-shine or powdered citric acid is what you want.
I don't see anywhere mention of a gallon of water. Maybe that is what people are using in a rotery tumbler? and maybe Duke mentions it in his video?
In my vibrating brass tumbler I barly use any water at all. Just enough to make it damp.
BT