edf is considered to be minimum 12 why?

Is there any relation between power of test and edf?

I have read in some article that increasing number of observations(n) will increase power of test (means decrease beta) then my quest is if we increase n then there are less chances to commit any type of error (alpha or beta) then why we are only focused on power of test only?

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