The patterns that give AI writing away, and the stances that prevent them.
Two collectibles, one prompt. Patterns name the surface tells to avoid. Principles name the upstream stance that makes the patterns rare in the first place. Pick from both; the assembled prompt keeps them in separate sections so the model treats stance and don't-list distinctly. How to read this →
Em-dash overuse
StylisticEm-dashes deployed as a universal connective tissue — between clauses, inside lists, instead of commas, colons, and parentheses.
"It's not just X — it's Y"
RhetoricalSetting up a small claim only to dramatically upgrade it in the same sentence. Manufacturing stakes the reader didn't ask about.
Hedging soup
EpistemicEvery claim wrapped in softeners until nothing has actually been asserted. Uncalibrated humility as a uniform safety wrapper.
False-balance "on the other hand"
EpistemicReflexively presenting 'both sides' on questions that have a clear answer, manufacturing controversy where none exists.
Vapid intro paragraph
StructuralOpens with content-free throat-clearing. Restates the topic in inflated language and conveys zero new information.
Tricolon padding
StylisticReflexively listing three near-synonyms where one word would do. Form imitating substance.
Reflexive bullet-listing
FormattingTurning continuous reasoning into disconnected bullets. Visible structure substituted for actual structure.
Sycophantic opener
AffectiveGeneric compliments to the user before the answer. Affect divorced from any actual evaluation.
Closing meta-summary
StructuralRestates what was just said, or offers generic continuation invitations. Bookends without a body that needs them.
"Delve / leverage / robust / nuanced" vocabulary
StylisticA small word cloud of inflated vocabulary that signals 'AI wrote this' on its own. Costume rather than precision.
Bold-keyword spam
FormattingBolding random nouns and verbs throughout body text. Emphasis applied uniformly conveys nothing.
Refusal / disclaimer reflex
EpistemicCaveats and 'consult a professional' framings on benign requests. Risk management without risk evaluation.
Rhetorical-question scaffolding
RhetoricalPosing questions the reader didn't ask, just to answer them. Borrowed dialogue used to pace the writer's own thinking.
"Part of what makes" multi-causality gesture
RhetoricalConstructions that gesture at multiple causes without naming a single one of the others. Nuance-signalling without nuance.
Base-rate blindness / hallucinated probability
EpistemicConfidently stating frequencies the model has no way to know. Substituting the prior on a phrase for the prior on the thing.
Syntax over semantics (orphan-blaming)
ReasoningProposing a locally-correct fix without tracing the call path. Pattern-matching the shape of a solution and skipping the data-flow audit.
Confidence theater
EpistemicPerforming certainty on guesses. Fabricating specific names, numbers, signatures, or citations to make fluency look like knowledge.
Premature closure
StructuralWrapping the answer before the work is done: 'bottom line up front' or a final-sounding sentence used as an escape hatch from actually reasoning through it.
Flag-don't-fix (TODO theater)
ReasoningSurfacing a problem and moving on. Naming an issue in the response without resolving it when resolution was the job.
Abstraction-layer drift
ReasoningPatching at the wrong layer. Fixing a data-shape bug in CSS, swallowing a logic error in a try/catch, regex-fixing a parser problem.