If having large numbers of offspring results in high fitness, why don't all females have very large numbers of offspring?

"They are limited by the amount of energy they can devote to reproduction in any one season." is the best answer.

Having children comes with a cost, lowering the female's survival skills due to time and energy spent in raising offspring. A trade-off between reproduction, longevity and parental investment exists.