humanize-english

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Make AI-generated English text sound natural and human. Use when: writing blog posts, articles, marketing copy, any English content that must not read as AI-generated. Covers: burstiness, perplexity, banned words, sentence patterns, transitions, tone. Based on: Liang et al. (arxiv 2406.07016, 15M+ abstracts), GPTZero/Originality research. Use BEFORE publishing any AI-generated English text. Do NOT use for Russian text (use humanize-russian) or for macro-level article structure such as thesis/proof balance or a limitations block (use article-structure-review); this skill operates at the word/sentence level on English only.

AI & Automation 137 stars 21 forks Updated 1 months ago MIT

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Quality Score: 87/100

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Skill Content

# English Text Humanization Skill ## When to Use - Writing blog posts, articles, marketing copy in English - Polishing AI-generated drafts to sound human - Any English text that needs to pass AI detectors - Content that must feel authentic to readers ## Core Principle **Specificity vs generality.** Human text references exact things, takes positions, makes mistakes, shows personality. AI text covers all bases, hedges everything, uses the safest phrasings, produces text that could apply to any similar topic. "Surface polish with nothing underneath" is AI's signature. ## Core Concepts ### Burstiness (sentence rhythm variation) AI writes flat, uniform sentences (15-25 words, clustered). Humans alternate wildly - a 5-word sentence next to a 40-word one. **Rules:** - Mix short (3-7 words), medium (10-18 words), and long (20-30 words) sentences - NEVER write 3+ consecutive sentences of similar length - Use one-sentence paragraphs for emphasis - Use sentence fragments deliberately. Like this. - Vary paragraph length: 1-sentence → 3-sentence → 2-sentence → 4-sentence **Before (low burstiness - AI-like):** ``` AI retouching has become an important tool for photographers. It allows them to enhance their images quickly and efficiently. Many professionals are now adopting this technology in their workflow. The results are consistently impressive and save considerable time. ``` **After (high burstiness - human):** ``` AI retouching changed everything. Not gradually - overnight. ...

Details

Author
AnastasiyaW
Repository
AnastasiyaW/codex-claude-code-config
Created
5 months ago
Last Updated
1 months ago
Language
Python
License
MIT

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