I think it needs some mechanism to keep it from going on indefinitely. Yes, sure, you can say that someone will get tired (or bored) enough to finally lose 3 in a row, or just quit and forfeit - but that's not a very interesting way to go about things.
Now - you didn't specify WHICH game you...