I agree and would expand that argument to say that add that head count doesn't scale linearly. That is adding people to a project means that you have to add even more people to deal with the management complexity.
I guess that theoretically it's possible to have a productive very large organisation but it's really hard to do that compared with the simplicity of a smaller team.