You can smell it now — the throat-clearing intro, the "it's not just X, it's Y" cadence, the em-dash sprayed across every other line. stop-slop is a skill file that strips those tells out of AI writing before anyone else clocks them. Point it at a draft and it hunts the giveaways: the windup paragraphs that say nothing, the false-contrast tics, the punctuation overdose. What comes out reads like a person wrote it, not a model performing thoughtfulness.