It might help you think of it in terms of tossing coins or rolling dice. Say you toss a bunch of coins every minute and get rid of all the ones that turn up tails. TheThe coin collection would have a half life-life of a minute. The point is that the coins (atoms) don't know anything about how many others there are or how long they've been waiting around to decay for.