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The Reds optioned Richardson to Triple-A Louisville on Thursday.
Richardson did not make an appearance during his brief time in the majors this week. The right-hander will now slide back into the Louisville rotation, where he has a 4.29 ERA and 1.52 WHIP over 77.2 innings this season.