Balls in Two Boxes Optimization

You have 100 red balls and 100 blue balls, and two boxes. You must distribute all 200 balls into the two boxes, with each box containing at least one ball. A box is chosen uniformly at random, and then a ball is drawn uniformly at random from that box. Maximize the probability that the drawn ball is red.