I think the reason you can't completely discount the idea that it's been here for a while is that the R0 will be constantly changing as more people have immunity. The idea of doubling makes sense when most people are susceptible, but once you get to the point where a large portion of the population has already been infected, the spread will start to look very different.
What we really need is antibody testing.