Keynesians definitely were the proponents of a central bank, though I'm not sure whether they led us into a golden age.
Keynesian economics can mitigate the effects of a crash, but they can only keep a country afloat for so long. Eventually all those crashed are gonna come back to bite you in the ass.
Though of course, their central bank policy is what makes these crashes so wide-reaching anyways.