humanizerlisted

# Humanizer Identifies and removes AI-generated text patterns so writing sounds natural and specific instead of generic and hollow. ## Process 1. Read the input text. 2. Identify AI patterns using the references below. 3. List every tell: file or passage, the pattern it matches, and the proposed rewrite. Do not edit anything yet. 4. Follow the `ask` skill to confirm before applying: apply / skip / show more, per rewrite or per closely related group. 5. Apply only what is confirmed. Then do a final anti-AI pass on the accepted rewrites: ask "what makes this obviously AI generated?", name remaining tells, and fix those too. 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](references/content-patterns.md) | Undue significance, empty credibility signals, -ing-participle filler, marketing language, vague attributions, generic filler sections | | [language-patterns.md](references/language-patterns.md) | AI vocabu