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That is correct - earning limit ONLY affects those below full retirement age.
See here - page 3
If you were born January 2, 1943, through January 1, 1955, then your full retirement age for retirement insurance benefits is 66. If you work, and are full retirement age or older, you may keep all of your benefits, no matter how much you earn.