People have made very good arguments that the atomic bombs didn't cause Japan to surrender: http://foreignpolicy.com/2013/05/30/the-bomb-didnt-beat-japa...

Like you say, it's arguable, but it's arguable both ways. That's what makes working on atomic weapons such a morally questionable enterprise.