Time paradox.
Since the guardians warned about the the darkness, the golden age could prepare and defeat it.
That would mean the ghosts shouldn't exist, therefore no guardians either.
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How about this though: what if the guardians going back in time was actually the catalyst? Humans decided to try and make a defence because of the warning, weren't able to, failed, guardians were made which brings us back to current day