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Chernobyl was not their first round with that sort of disaster. It was however the first 'public' one.

What's the evidence of this? Is the theory that there was a meltdown in Siberia or something where there aren't many neighbors to notice?

There's the Kyshtym disaster:

The Soviets were also even less careful than the US about tests of high nuclear yield weapons.