Might be an element binding issue if the graph writes stuff to Revit. This post has some good info, and I happen to know there is some good content coming on this at AU this year: Element Binding in Revit.
Beyond that I would need to see the graph to know why, but the ‘slow when the 3rd node and every other node on canvas errors our is kind of a smoking gun.