There’s no contradiction. Consider this thought experiment: the real range of possible outcomes is a number from 1-100, but your model is a six-sided die so it produces a number from 1-6. It is random, unpredictable and non-deterministic and yet you will get “samey” results compared to the real range of possible outcomes.

Does the thought experiment help us to identify a solution for these problems?