Personally, I disagree that evolution encourages diversity. It seems to me that diversity occurs in spite of it, as a result of our ever changing, dynamic, earth.
Consider a genetic variation that if you inherit one copy you communicate well but if you inherit two copies you stutter. Communicating well will be selected for, but stuttering will be selected against. If the probability of having one copy is P, then the probability of having two copies is P squared. For example, if 5% of people have one copy, then 0.25% will have two. The variation will be selected for until it is so common that the gain in fitness for one-copy people is balanced by the loss in fitness two-copy people. (The real situation is more complicated, since variations in many genes interact to affect each other's fitness.)