They didn't.

[Medicine to hide symptoms would never be as good as a true cure, just a way of pretending things could get better.]

But they did find something else, while exploring space. A database of long lost weapons, all of them powerful enough to defeat any army.

...All of them powerful enough to destroy those who had left them there.