What is an example of a situation in which this is desirable:

> come close to outputting all possible numbers once before getting into re-runs

In a dice rolling game, you want as close to true random as your PRNG can get. In card drawing, you typically want EXACTLY all possible cards once before getting "repeats". Where do you want something in between?