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Occam's razor
Occam's razor is often described as 'the simplest solution is often the correct one'.
What it really means is: Among competing hypotheses, the one with the fewest assumptions should be selected. This is not the same as the "simplest solution".
Reducing assumptions which may or not be correct - reduces the likelihood overall of being incorrect. That doesn't mean the simple solution must be the right one.