Newbie Mistakes

I thought it would be a fun idea to have a thread dedicated to dumb newbie mistakes that you made. I used to think that steel wool, no matter the grade, was equivalent to metal polish. I nearly ruined quite a few nice parts trying to "shine them up" and not understanding why they wouldn't be shiny...