I haven't read anything in the link, but I guess that if the simulation system is of sufficient precision and that it is accurate enough for known chemical reactions, such a simulation system should be able to be pushed further and it may end up simulating events and phenomena that have not been observed in the real world before.

Bonus points if they observe real world reactions that agree with the model after the simulation has run.