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I imagine that most people saying "CoC" out loud are not saying "cock", instead either "Code of conduct", or "cee oh cee".

I also imagine the same people pronounce the other word "cee oh cee kay".

I myself pronounce it so it rhymes with and sounds identically to "cock", for several reasons.