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We've seen multiple times in archeology when we've originally thought of places as "failed state" or "collapsed" it's actually turned out to be a conscious rejection of that way of life. Most famously Cahokia. Which at one point was a larger city than any city in Europe. We now know that it didn't "collapse" so much as there was a political revolution and people decided to move towards different ways of life.
It's best not to assume failure when you have no evidence for it.