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Alex Reynolds
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Writing

AI writing: avoid the slop

Any of these patterns used once might be fine. The problem is clustering. My rule of thumb: two or three tells close together is where I start to notice. Write like a person: varied, imperfect, and specific.

Adapted from tropes.fyi by ossama.is, with additions from practice.

Hard bans

Never use these. They are AI tells regardless of context.

Verbs & adjectives

delveutilizeleverage (as verb)robuststreamlineharnessnavigate (metaphorical)demystifyseamlessseamlesslyboastsshowcaseelevateunderscore (as verb)fostercrucialpivotalmyriadplethoramultifaceted

Nouns & metaphors

tapestrylandscape (for domains)paradigmsynergyecosystemrealmbeaconsymphonyjourney (metaphorical)load-bearing (metaphorical)

Drama inflation

transformativerevolutionarygame-changerunleashunlockcutting-edge

Filler phrases

serves asstands asmarks a pivotalrepresents aa testament toaims toIt's worth notingIt's important to noteIt bears mentioningImportantlyInterestinglyNotably

False engagement

Here's the kickerHere's the thingHere's where it gets interestingThe good news isThe short version isThink of it as...Think of it like...Imagine a world where...In today's fast-paced worldWhen it comes to...Picture this...As a [role], you know...

Structural crutches

Let's break this downLet's unpack thisLet's exploreLet's dive inIn conclusionTo sum upIn summaryExperts argueIndustry reports suggestObservers have citedDespite these challenges...

Structural patterns to avoid

  • Negative parallelism

    "It's not X, it's Y." The single biggest AI tell.

  • Dramatic countdown

    "Not X. Not Y. Just Z."

  • Self-answered rhetorics

    "The result? Devastating."

  • Anaphora abuse

    The same sentence opening three or more times in a row.

  • Tricolon abuse

    Rule-of-three used more than once per page. Watch list length too: when every list lands on exactly three or five items, that's a tell of its own.

  • Superficial -ing analysis

    "highlighting its importance", "reflecting broader trends"

  • False ranges

    "from X to Y" where X and Y aren't on a real scale.

  • Short punchy fragments

    One-word or two-word paragraphs for fake emphasis.

  • Listicle in a trench coat

    "The first... The second... The third..."

  • Fractal summaries

    Summarizing what you just said, at every level.

  • One-point dilution

    Restating the same argument ten ways across thousands of words.

  • Hollow fluency

    Clean, grammatical sentences that say nothing. The test: after each paragraph, can the reader say what they just learned? If not, cut it. This is the strongest tell I know of, because it survives every word swap.

  • Hedged symmetry

    Balancing every point with a counterpoint so no stance is ever taken. Real writing commits somewhere.

  • Escalation cascade

    The same claim restated across consecutive short sentences, each pitched a notch hotter than the last, with nothing new added. Annoying, then infuriating, then the root cause of everything. A ladder of synonyms standing in for an argument.

  • Unearned gravitas tag

    Ending a sentence with ", and that matters" or ", and that's the key insight" to manufacture stakes. Delete the tag. If the sentence goes empty without it, it was empty with it.

  • Two-beat verdict headlines

    A headline that pairs the finding with a spin: "Fundraiser turnout dipped, and the families who came gave more than ever." It reads as a pitch. Write the finding as one plain sentence and let the body do the interpreting.

  • Stakes inflation

    Everything is "fundamentally reshaping" civilization.

  • Copula avoidance

    Swapping "is" and "has" for "boasts", "features", "offers", or "maintains".

  • Historical analogy stacking

    "Apple didn't build Uber. Facebook didn't build Spotify..."

  • Signposted conclusions

    Announcing "In conclusion" instead of just concluding.

  • Dead metaphor

    Repeating the same metaphor five or more times in one piece.

Tone traps

  • False vulnerability

    Polished, risk-free self-awareness ("And yes, I'm openly...").

  • "The truth is simple"

    Asserting clarity instead of proving it.

  • Pedagogical voice

    A teacher-student dynamic with expert audiences.

  • Magic adverbs

    "quietly", "deeply", "fundamentally", "remarkably"

  • Invented concept labels

    Compound labels ("supervision paradox", "acceleration trap") used as if they were established terms.

  • Promotional puffery

    Press-release or travel-guide voice for a person, place, or organization: "renowned", "vibrant", "nestled in the heart of". State facts and skip the brochure.

  • Ranked praise

    Inventing a comparison just to pay a compliment ("the best version of this we've seen"). Nobody asked for the ranking and nobody can check it. Say what the thing did.

  • Honesty theater

    "The honest take is", "to be completely honest", "here's the real answer". Candor that announces itself before it speaks. Just be candid.

Formatting tells

  • Em-dash addiction

    I don't use them, and my email send gate blocks them outright. If dashes come naturally to you, two or three in a piece reads as human. Twenty reads as a model. Restructure the sentence instead of swapping in a double hyphen.

  • Bold-first bullets

    Every list item starting with a bold keyword followed by a description.

  • Unicode decoration

    Fancy arrows and smart quotes. Use straight quotes and plain punctuation.

  • Horizontal rules in flowing text

    Using a row of hyphens to break up prose. Use whitespace or paragraph breaks instead.

  • Short predictable sentence patterns

    Back-to-back sentences of the same length and structure are a dead giveaway.

  • Title Case headings

    Capitalizing every word in a heading. Use sentence case (Next steps, not Next Steps).

Claude-specific tells

Claude's own fingerprint, distinct from the generic tropes above. Watch for these in anything it generates.

  • Sycophantic openers

    "You're absolutely right", "Great question", "Good catch", "Smart approach". Cut the praise and answer.

  • Validate-then-decorate

    Three moves stacked: praise the question, promise to sharpen it, then call the result the key insight. Cut all three and state the correction.

  • Reflexive hedging

    Stacking qualifiers on every claim ("it could potentially possibly"). State it, or admit uncertainty once.

  • False-depth phrases

    "at its core", "the real question is", "what really matters". They promise insight and deliver filler.

  • Assistant artifacts in deliverables

    "I hope this helps", "Certainly!", "Rest assured". Fine in chat. Never in emails, docs, or content.

  • Stock offer closers

    "say the word", "just give the word", "don't hesitate to reach out". Use "let me know" instead.

  • False-reassurance fillers

    "nothing on your end", "no action needed on your part", "nothing to worry about". It patronizes, and it's often wrong, because it gets written as comfort before anyone knows the cause. Test it against the next paragraph. If that paragraph explains how their change set things off, the reassurance has to go.

  • Engineering words as prose metaphor

    "gated on", "the last real gate", "gating factor". Anyone outside software hears jargon. Say "waiting on her reply" or "the last approval it needed".

  • Industry shorthand

    The trade's word where a plain one exists: "the gate" for attendance, "cohort" for a six-month period. It's technically right, and it makes the reader translate. Would they use the word unprompted? If not, write the ordinary one.

  • Wordy filler

    "in order to" becomes "to", "due to the fact that" becomes "because", "at this point in time" becomes "now".

Enforce it in code

Reading a list is not the same as checking against it. I run a small checker script that matches the mechanical half of this page. It prints its findings on every draft, and it blocks an email send only on the hard tells: a banned phrase, an em dash, or an invisible character pasted in from a model's output.

Everything softer prints and never blocks. A gate that cries wolf gets routed around, and then it catches nothing.

It matches strings, so a clean run tells you the draft has no mechanical tells. Whether the draft is any good is still a question for a reader. Hollow fluency, hedged symmetry, and puffery are invisible to it.

When you add a ban, add the whole family. A checker that knew one phrase let its close cousin walk right past on the day it was built. And it can't tell your prose from a quote, so when a send is blocked over words inside someone else's quotation, a person has to make the call.

The test

Would a real person type this in a first draft? If not, rewrite it. Code comments and technical documentation get a pass where some patterns (like bold-first bullets in API docs) are conventional. Everything else gets the full checklist: emails, proposals, content, and blog posts.

Updated October 2026

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