humanizerlisted

# Humanizer Improve prose by removing clustered, predictable writing habits without flattening legitimate style. Preserve information and authorial intent rather than optimizing for an AI detector. Adapted and condensed from `blader/humanizer` at commit `523374dee72d67c7b2b5f858ea0094ffda49c3ac`, MIT license. This adaptation replaces hard punctuation bans with voice-relative checks, removes detector-oriented framing, and moves the pattern catalog into a reference. ## Establish The Invariants Before editing, inventory: - factual claims, names, numbers, dates, units, quotations, and citations - code blocks, commands, frontmatter, data, Markdown structure, and link targets - terms of art and deliberate wording - the requested audience, register, and author perspective - any supplied voice sample Never add a fact, anecdote, quote, source, reaction, date, name, or specific detail that is not present in the source or explicitly supplied by the user. If specificity would improve a sentence but the source lacks it, keep the plain version or mark the gap. ## Calibrate To The Author When a sample exists, note sentence-length distribution, vocabulary, contractions, paragraph openings, punctuation, recurring phrases, formality, point of view, humor, uncertainty, and asides. Match those tendencies instead of imposing a generic house style. Without a sample, preserve the document's appropriate register. Neutral technical or reference prose does not need manufactured personality. B