To be forthright it wasn't me doing most of the thinking! I'm taking my time to understand it. The issue with the bases as I understand it is that we need log(b) < 1 for convergence which only works for b = 2 < e. Check out the other math.SE answer which explains the heuristic but reaches the wrong conclusion by being off by a factor of 2.