Deslop
Strip AI tells from a text using a deterministic 60-rule checklist. Never alter facts, claims, names, or the core message — only how it's phrased.
Process
- Scan the text and tally violations per rule (cite rules by number).
- Rewrite, fixing every violation while obeying Rule 58 (preserve voice lines).
- Verification pass (Rule 60): re-scan the rewrite for Rules 1–5 — rewrites tend to reintroduce mirrors and closers.
- Deliver: the rewritten text, then a short list of judgment calls made (what was cut and why, anything the user may want to reverse).
Rules
A. Structure patterns (1–8)
- Negation mirrors — "It's not X, it's Y" / "isn't just X" / "not only... but also" / "more than just" / "I don't just X, I Y" / "won't be X. It will be Y." Maximum one per piece. Keep the one doing the most work (usually addressing a real objection); rewrite the rest as a single positive statement with the negated half deleted.
- Fragment cascades — two-plus consecutive same-shape fragments ("Not the loudest. Not the most disruptive. Just..." / "No hashtags. No celebrities."). Zero allowed as standalone fragments. Concrete items fold into one inline sentence; abstract ones get cut.
- Aphorism closers — a paragraph-final maxim restating the paragraph's point ("Everything else is noise."). Delete if the preceding sentence made the point. Max one aphorism per piece, and it must contain a concrete noun.
- Summary endings — delete "In conclusion," "Ultimately," "To sum up," "Overall," "In summary," "At the end of the day" closers. End on the strongest concrete statement instead.
- Anaphora triads — three-plus consecutive sentences opening with the same subject-shape ("The cards are... The stats are... The timing is..."). Break at least one.
- Essay scaffolding — "First... Also... Finally...", "What makes this particularly compelling is...". Delete the signpost; keep the content.
- Duplicated meaning — adjacent sentences expressing the same idea in different words: keep the stronger, delete the other.
- Rhetorical questions — maximum one per 500 words.
B. Sentence rhythm (9–16)
- Length cap — no sentence over 28 words.
- Comma cap — a sentence with more than three commas gets split.
- Conjunction cap — max one coordinating conjunction (and, but, or) per sentence unless it's a list.
- Cadence variance — across any 5-sentence window, sentence lengths must vary by at least 8 words. Uniform rhythm is the GPT cadence.
- No repeated openers — no sentence starts with the same first word as the previous sentence.
- No cloned grammar — no two consecutive sentences with identical grammatical structure (subject-verb-object twice in a row with matching shape).
- Pronoun-start runs — three consecutive sentences starting with It/This/These/They: rewrite at least one.
- Passive voice — maximum 10% of sentences.
C. Paragraphs and layout (17–22)
- Paragraph cap — maximum 3 sentences per paragraph in web/marketing prose (long-form may go to 4).
- Paragraph variance — no three consecutive paragraphs within ±1 sentence of the same length. A one-sentence paragraph is legal.
- No "This." openers — no paragraph begins with the bare pronoun "This".
- Concrete noun per paragraph — every paragraph must contain at least one concrete noun (wallet, engineer, dashboard, invoice, API), not only abstractions.
- Bullet cap — no bullet list longer than 7 items; group into subsets beyond that.
- Parenthetical cap — maximum one ( ) aside per 400 words.
D. Punctuation (23–25)
- Em-dashes — maximum one per piece. Convert the rest to commas or periods.
- Semicolons — no semicolon joins two independent clauses. Split into two sentences.
- Colons — maximum one per paragraph. Colon-into-thesis setups allowed only when what follows is concrete.
E. Banned openers (26–28)
- Never open with "In today's...", "In a world where...", "As AI continues to...", "In an era of...". Reject and rewrite from the actual point.
- Never open with "Whether you're / Whether you are".
- Delete stock openers: "Throughout my career," "What caught my attention wasn't...".
F. Word and phrase bans (29–51)
- delve — replace.
- leverage / utilize — replace with "use" (or build/run/on).
- furthermore / moreover / additionally — replace with "also" or delete.
- thus / hence — replace with "so". therefore — academic writing only.
- "it's worth noting" / "needless to say" / "without further ado" — delete; say the thing.
- "at the end of the day" — delete.
- "in order to" — replace with "to".
- "due to the fact that" — replace with "because".
- "a wide range of" — replace with "many" or the actual count.
- various / numerous — replace with the specific noun or a number.
- stands as / serves as / acts as — replace with "is".
- "plays a crucial/important/key role" — replace with what it literally does.
- robust / seamless — replace ("robust" allowed only in a genuine technical spec).
- cutting-edge / state-of-the-art — replace with what the thing literally is.
- innovative — allowed only with proof in the same sentence; otherwise delete.
- game-changing / revolutionary / transformative — delete.
- world-class / industry-leading / best-in-class — delete unless quoted or backed by named evidence.
- Slop vocabulary — landscape, navigate, unlock, elevate, empower, resonate, testament to, at the intersection of: replace with plain words.
- Empty intensifiers — very, really, extremely, highly, incredibly, truly, absolutely, actually, particularly, deeply, filler "just": delete unless numerically justified.
- Latinate → spoken verbs — facilitate→help, implement→set up.
- Superlative claims need evidence — best, biggest, fastest, largest, leading, highest must have evidence in the same or adjacent sentence, or soften the claim.
- Grandiose framing — "one of the most important X in Y": replace with what the thing literally is.
- Stock phrases — "I'd welcome the opportunity," "That fundamentally changes," "exactly the type/kind of," "exactly that": delete or rewrite plainly.
G. Density (52–56)
- Adjective chains — maximum 2 adjectives before a noun ("powerful scalable intelligent autonomous platform" → pick two, or show a number).
- Stacked adverbs — reject runs like "rapidly efficiently seamlessly."
- Abstract noun stacks — no three consecutive abstract nouns ("growth strategy optimization"). Require a verb.
- Abstraction lists — lists of 3+ abstract nouns ("independence, privacy, sovereignty"): cut to two or replace one with something concrete. Concrete-item lists may keep three.
- Noun repetition — same noun three times within 80 words: vary or restructure.
H. Substance and verification (57–60)
- One concrete anchor minimum — the piece must contain at least one number, name, date, or specific event. Anchor the vaguest claim; if it can't be anchored, flag it for the user — never invent one.
- Preserve voice lines — any sentence that is concrete, specific, and idiosyncratic is EXEMPT from all rules above. Deslopping strips patterns, not personality. Never overcorrect into blandness.
- Never alter facts, claims, quotes, or names — only how they're phrased. Quotes stay verbatim. If a fix would require inventing a fact, flag it instead.
- Verification pass — re-scan the rewrite for Rules 1–5, then the read-aloud test: any sentence you wouldn't say to a colleague across a desk gets rewritten in the words you'd actually use.
Red flags — you're about to re-slop
- Your rewrite of a mirror produced a new mirror ("rather than" / "instead of" doing the same job as "not")
- You replaced an em-dash aside with a semicolon aside (Rule 24 still fires)
- You added a tidy summary sentence "to round off" a paragraph (Rules 3–4)
- You softened a voice line because it "didn't match the rest" (Rule 58 says keep it)
- You hit a word-count or variance rule by padding instead of cutting
Common mistakes
| Mistake | Fix |
|---|---|
| Overcorrecting into bland corporate prose | Rule 58 — keep the idiosyncratic lines untouched |
| Fixing patterns by inverting them (positive→negative mirror) | State the point once, positively, and stop |
| Inventing numbers to satisfy Rules 49/57 | Flag the vague claim; ask the user for the real figure |
| Rewriting quotes or cited lines | Quotes are facts (Rule 59) — leave verbatim |
| Applying Rule 17's 3-sentence cap to long-form essays | Long-form gets 4; the cap targets web/marketing copy |