The Law of Large Numbers works because as we add more and more independent agents to the world, the vagaries of the stochastic elements, quite literally, average out. With only a few agents, these stochastic elements make it impossible to predict with any certainty the aggregate behavior because individual variation overwhelms any potential predictability, but as we increase the number of agents involved in the world, individual variations begin to cancel one another out, and systemwide predictions become possible.
