| name | humanizer |
| description | Remove AI writing patterns to make documentation sound natural, specific, and human. Covers content patterns, language patterns, style patterns, and communication patterns. |
Humanizer
Identifies and removes AI-generated text patterns so writing sounds natural and specific
instead of generic and hollow.
Process
- Read the input text.
- Identify AI patterns using the references below.
- Rewrite the problematic sections.
- Do a final anti-AI pass: ask "what makes this obviously AI generated?", name the remaining
tells, and fix them.
Ensure the result sounds natural read aloud, varies sentence structure, uses specific details,
and keeps the right tone.
Adding voice
Removing patterns is only half the job. Sterile, voiceless writing is just as obvious. Have
opinions and react to facts instead of only reporting them. Vary sentence rhythm: short punchy
sentences, then longer ones that take their time. Acknowledge complexity ("it works, but it
also feels like a workaround"), use specific details, and let natural asides appear.
Pattern references
Load the category you need:
| Reference | Covers |
|---|
| content-patterns.md | Undue significance, empty credibility signals, -ing-participle filler, marketing language, vague attributions, generic filler sections |
| language-patterns.md | AI vocabulary, copula avoidance, negative parallelisms, rule-of-three, elegant variation, false ranges, filler and hedging, words to cut |
| style-patterns.md | Dashes and semicolons as punctuation, unnecessary bold, inline-header lists, title-case headings, emojis |
| communication-patterns.md | Chatbot artifacts, sycophantic openers |
