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One of the biggest problems with Monte Carlo simulations is that it easily misses rare events unless you're using an ungodly number of samples. And an unfortunately large chunk of the time those rare events have large effects.
But hybrid approaches, Monte Carlo combined with other methods for rare cases, is astoundingly powerful.