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I don't know if this is what you're referring to, but a common application for government-owned supercomputers is simulating the degredation of nuclear warheads. The degradation of the fissile material as well as its surroundings is highly critical to a nation's security, and also very hard to model well.

Of course in an ideal world those cycles would be used to help cure cancer, but given that these warheads exist, it's probably a good idea to invest resources into getting an idea of what shape they're in.



The old way to do that was to blow one of them up every so often. The Nuclear Test Ban Treaty put a stop to that.




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