the blacklist
90patterns our generator refuses to ship: the machine tells, the linkedin formula, the corporate filler. every other AI-writing blog tells you to "avoid clichΓ©s". we can show you the regex.
this page is generated from the sanitizer's own pattern table at build time. if the code changes, the page changes. it cannot drift, and it cannot lie.
Thrilled to announce a truly transformative milestone π In today's fast-paced world, we leverage cutting-edge AI to unlock synergies across the entire ecosystem β a robust, scalable, game-changing paradigm shift. Moreover, this journey will empower every stakeholder to delve deeper and elevate their impact β because growth isn't luck. It's math. Let that sink in.
house rule: every public page on this site must pass the slop detector with a grade a. including this one. specimens like the block above are marked as exhibits and excluded, the way a courtroom quotes the crime.
ai tells
the shapes a language model falls into when nobody stops it. these get rewritten or deleted from every generation before you ever see them.
the em-dash
auto-rewritten β "-"chatgpt's favorite key. real people press comma.
/[^\S\n]*[ββ][^\S\n]*/g
the semicolon
auto-rewritten β "."nobody has ever typed one into a social post on purpose.
/;[^\S\n]*/g
"not just about x"
auto-rewritten β "it's"false modesty for sentences. say what it is.
/(?:it'?s |this is )not (?:just |only )about ([^,.;]+)[,;]\s*it'?s (?:about )?/gi
the negate-then-reveal
auto-rewritten β "$1: $3""x isn't y. it's z." the single most machine-shaped sentence in english.
/([a-z][^.!?]*?) (?:isn'?t|is not) ([^.!?]+)\.\s*it'?s ([^.!?]+\.)/gi
the negate-then-reveal, compact
auto-rewritten β "$1 is $3"same trick squeezed into one sentence. still a tell.
/([a-z][^,.!?]*?) (?:isn'?t|is not) ([^,.!?]+),\s*it'?s ([^.!?]+)/gi
"less about x, more about y"
auto-rewritten β "$1"a dichotomy nobody asked for.
/\bless about [^,.!?]+? and more (about )/gi
"essentially"
deleted on sightthe throat-clear. delete it and nothing is lost.
/\bessentially,?\s*/gi
"fundamentally"
deleted on sighta philosophy degree clearing its throat.
/\bfundamentally,?\s*/gi
"arguably"
deleted on sightthen argue it.
/\barguably,?\s*/gi
"interestingly"
deleted on sightthe reader decides what's interesting.
/\binterestingly,?\s*/gi
"undoubtedly"
deleted on sightdoubt.
/\bundoubtedly,?\s*/gi
"importantly"
deleted on sightif you have to label it important, it wasn't.
/\bimportantly,?\s*/gi
"significantly"
deleted on sightcompared to what.
/\bsignificantly,?\s*/gi
"moreover"
deleted on sightno human has ever said this out loud.
/\bmoreover,?\s*/gi
"furthermore"
deleted on sightmoreover's attorney.
/\bfurthermore,?\s*/gi
the formula
the openers, closers, and engagement bait that ate linkedin. each of these once worked. then everyone used them, and now they read as a template with your name on it. deleted on sight.
"let's be real"
deleted on sightwe were already being real.
/\blet'?s be real:?\s*/gi
"unpopular opinion:"
deleted on sightit has 40,000 likes. it's popular.
/^unpopular opinion:?\s*/i
"hot take:"
deleted on sightlabel removed. takes must survive at room temperature.
/^hot take:?\s*/i
"confession:"
deleted on sightfather, forgive the format.
/^confession:?\s*/i
"true story:"
deleted on sightsuspicious that you have to say it.
/^true story:?\s*/i
"is it just me or"
deleted on sightit's never just you. 9,000 posts this week.
/^is it just me,? or\s*/i
"i've noticed that"
deleted on sightskip to the noticing.
/^i'?ve noticed that\s*/i
"here's the thing:"
deleted on sightjust say the thing.
/^here'?s the thing:?\s*/i
"let me tell you:"
deleted on sightyou were already telling us.
/^let me tell you:?\s*/i
"here's what i've learned:"
deleted on sightthe lesson never survives this opener.
/^here'?s what i'?ve learned:?\s*/i
"here's why:"
deleted on sightclickbait's little brother.
/^here'?s why:?\s*/i
"spoiler alert:"
deleted on sightthe spoiler is that nothing surprising follows.
/^spoiler alert:?\s*/i
"plot twist:"
deleted on sightthere was no plot.
/^plot twist:?\s*/i
"imagine this:"
deleted on sightwe're readers. we were already imagining.
/^imagine this:?\s*/i
"picture this:"
deleted on sightno.
/^picture this:?\s*/i
"and that's okay"
deleted on sighttoxic positivity's signature.
/\s*and that'?s okay\.?\s*$/i
"read that again"
deleted on sightwe read it the first time. once was plenty.
/\s*read that again\.?\s*$/i
"let that sink in"
deleted on sightit sank. it drowned. 2019 wants its closer back.
/\s*let that sink in\.?\s*$/i
"think about that"
deleted on sightwe were, until you asked.
/\s*think about that\.?\s*$/i
"chew on that"
deleted on sightspat it out.
/\s*chew on that\.?\s*$/i
"sit with that"
deleted on sightstood up.
/\s*sit with that\.?\s*$/i
\bdoing the heavy lifting\b
auto-rewritten β "doing the work"/\bdoing the heavy lifting\b/gi
\bthe (?:baseline|ground|goalposts?) (?:has |have )?(?:shifted|moved)(?:\s+(?:under|beneath) (?:their|your) feet)?
deleted on sight/\bthe (?:baseline|ground|goalposts?) (?:has |have )?(?:shifted|moved)(?:\s+(?:under|beneath) (?:their|your) feet)?/gi
\bmoved the goalposts\b
deleted on sight/\bmoved the goalposts\b/gi
\b(?:the|here'?s the)\s+(?:wild|crazy|insane|scary)\s+part[?:.]
deleted on sight/\b(?:the|here'?s the)\s+(?:wild|crazy|insane|scary)\s+part[?:.]/gi
\bhere'?s what nobody (?:tells|is telling|told) you[?:.]?
deleted on sight/\bhere'?s what nobody (?:tells|is telling|told) you[?:.]?/gi
\bthe part nobody (?:talks about|mentions|wants to talk about)[?:.]?
deleted on sight/\bthe part nobody (?:talks about|mentions|wants to talk about)[?:.]?/gi
\bmost people (?:still )?(?:haven'?t|don'?t|never) (?:noticed|realized?|see|get)\b
deleted on sight/\bmost people (?:still )?(?:haven'?t|don'?t|never) (?:noticed|realized?|see|get)\b/gi
\bnobody(?:'?s| is)? (?:even )?talking about\b
deleted on sight/\bnobody(?:'?s| is)? (?:even )?talking about\b/gi
\bwhile everyone(?:'?s| is| was)?\s+(?:distracted|busy|focused|arguing|sleeping)\b
deleted on sight/\bwhile everyone(?:'?s| is| was)?\s+(?:distracted|busy|focused|arguing|sleeping)\b/gi
"what's your take?"
deleted on sightyou don't want a take. you want a comment for the algorithm.
/\s*what'?s your take\??\s*$/i
"what do you think?"
deleted on sighta question mark doing sales.
/\s*what do you (?:think|reckon)\??\s*$/i
"thoughts?"
deleted on sightthe laziest word in engagement farming.
/\s*thoughts\??\s*$/i
"agree?"
deleted on sightno.
/\s*agree\??\s*$/i
"am i wrong?"
deleted on sightstructurally, yes.
/\s*am i wrong\??\s*$/i
"am i missing something?"
deleted on sightan ending.
/\s*am i missing something\??\s*$/i
"curious to hear your thoughts"
deleted on sightcuriosity has never once looked like this.
/\s*curious (?:to hear |what )?(?:your |everyone'?s )?(?:thoughts|take)\??\s*$/i
"let me know in the comments"
deleted on sightwe know why you want that.
/\s*let me know(?: in the comments)?[.!?]?\s*$/i
"fight me"
deleted on sightnobody is fighting. everyone is scrolling.
/\s*fight me[.!?]?\s*$/i
"change my mind"
deleted on sighta folding table nobody sat down at.
/\s*change my mind[.!?]?\s*$/i
"tell me i'm wrong"
deleted on sightfine: the closer is wrong.
/\s*tell me i'?m wrong[.!?]?\s*$/i
buzzwords
corporate filler. these get flagged, never auto-rewritten. we used to fix them in post until the sanitizer turned a joke about synergy into a joke about combos and killed it. irony is legal here. the flag is a warning, not a verdict.
"delve"
flagged, not touchedno one delved between 1987 and 2023. one model revived it alone.
/\bdelv(e|es|ed|ing)\b/gi
"tapestry"
flagged, not touchedyour q3 review is not a textile.
/\btapestry\b/gi
"leverage"
flagged, not touchedyou mean 'use'. you always meant 'use'.
/\bleverag(e|es|ed|ing)\b/gi
"journey"
flagged, not touchedit was a signup flow.
/\bjourney\b/gi
"landscape"
flagged, not touchedcontent is not terrain. stop surveying it.
/\blandscape\b/gi
"robust"
flagged, not toucheda word for software that has never once crashed for you personally.
/\brobust\b/gi
"seamlessly"
flagged, not touchedthe seams are visible from here.
/\bseamlessly\b/gi
"foster"
flagged, not touchedthe metrics are not orphans. stop raising them.
/\bfoster(s|ed|ing)?\b/gi
"game-changer"
flagged, not touchedthe game remains unchanged.
/\bgame-?chang(er|ing)\b/gi
"unlock"
flagged, not touchedyour insights were never locked.
/\bunlock(s|ed|ing)?\b/gi
"elevate"
flagged, not touchedit's a blog post, not an elevator.
/\belevat(e|es|ed|ing)\b/gi
"paradigm"
flagged, not touchedretired in 2003. exhumed by AI.
/\bparadigm\b/gi
"synergy"
flagged, not touchedlegal only as a joke. we checked.
/\bsynerg(y|ies|istic)\b/gi
"holistic"
flagged, not touchedyour marketing plan does not have chakras.
/\bholistic\b/gi
"multifaceted"
flagged, not touchedso is a rock.
/\bmultifaceted\b/gi
"nuanced"
flagged, not touchedcalling it 'nuanced' is the least nuanced move available.
/\bnuanced\b/gi
"pivotal"
flagged, not touchednothing pivoted.
/\bpivotal\b/gi
"groundbreaking"
flagged, not touchedthe ground is fine.
/\bgroundbreaking\b/gi
"navigate"
flagged, not touchedyou read an email.
/\bnavigat(e|es|ed|ing)\b/gi
"resonate"
flagged, not touchedit got four likes.
/\bresonat(e|es|ed|ing)\b/gi
"empower"
flagged, not touchednobody received any power.
/\bempower(s|ed|ing)?\b/gi
"transformative"
flagged, not touchednothing transformed.
/\btransformative\b/gi
"ecosystem"
flagged, not touchedthere is no pond.
/\becosystem\b/gi
"stakeholder"
flagged, not touchedpeople. they're people.
/\bstakeholder(s)?\b/gi
"actionable"
flagged, not touchedthe word is 'useful'.
/\bactionable\b/gi
"impactful"
flagged, not touchednot a word. never was.
/\bimpactful\b/gi
"scalable"
flagged, not touchedyour anecdote does not need to scale.
/\bscalable\b/gi
"innovative"
flagged, not touchedif it were, you wouldn't need the adjective.
/\binnovative\b/gi
banned before the model speaks
some patterns never reach the sanitizer because the model is forbidden from writing them at all. the prompt carries dozens more bans than fit on one page. these are the ones the public detector also checks.
"stop x-ing" openers
banned upstreamthe format that ate linkedin. yes, our own slogan matches it. one exemption, framed on the wall.
/^stop [a-z]+ing\b/i
"in today's [anything]"
banned upstreamtoday's date is available. use it.
/\bin today'?s [^,.\n]{0,40}?(?:world|landscape|environment|market|age)\b/i
"thrilled to announce"
banned upstreamnobody thrilled has ever typed 'thrilled'.
/\b(?:thrilled|humbled|excited|honou?red) to (?:announce|share)\b/gi
"let's dive in"
banned upstreamthere is no water.
/\blet'?s dive in\b/gi
"without further ado"
banned upstreamthe ado was you.
/\bwithout further ado\b/gi
the rocket emoji
banned upstreamthat rocket has carried more bad news than nasa.
/π/g
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