Unslop

poteto/noodle/.agents/skills/unslop

作者 poteto82d2921c52370f23f29086de81ccfb600939c037無授權條款收錄於 2026年10月9日更新於 2026年10月9日

Remove AI writing patterns from prose. Use for docs, READMEs, blog posts, any non-code text that should sound human. Triggers: "unslop", "humanize", "make this sound human", "clean up this writing", "edit for voice", "de-AI this text".

僅含說明Writing & Content
AI 產生的概覽

編輯文字,去除 AI 寫作痕跡並加入更像真人的語氣。

功能
提供一份 AI 寫作模式清單,涵蓋內容、語言、風格、溝通痕跡與填充語,並引導改寫文字以消除這些問題。它也提出加入個人聲音的建議,例如變化節奏、表達觀點和寫得具體。產出是保留原意但讀起來不那麼像機器生成的改寫文字。
適用情境
適用於文件、README 或部落格文章等非程式碼文字,希望讀起來像人寫的場合。也適合要求「人性化」「去 AI 味」或清理文字、調整語氣的請求。
執行需求
無需指令碼或工具;這是純指令型技能,除代理外不需要其他相依項目。

Unslop

Edit text to remove AI patterns and add human voice.

Process

  1. Scan for the patterns below
  2. Rewrite — preserve meaning, match intended tone
  3. Add soul (see next section)
  4. Self-audit: "What makes this obviously AI generated?" Fix remaining tells.

Adding soul

Removing patterns is half the job. Sterile, voiceless writing is just as obvious.

  • Have opinions. React to facts instead of neutrally listing pros and cons.
  • Vary rhythm. Short sentences. Then longer ones that take their time. Mix it up.
  • Acknowledge complexity. "Impressive but also kind of unsettling" beats "impressive."
  • Use "I" when it fits. First person isn't unprofessional.
  • Let some mess in. Perfect structure feels algorithmic.
  • Be specific. Not "this is concerning" but "there's something unsettling about agents churning away at 3am."

Patterns to detect and fix

Content

  1. Significance inflation — "pivotal moment", "testament to", "evolving landscape", "setting the stage for", "indelible mark", "deeply rooted". Cut puffery, state what happened.
  2. Notability name-dropping — listing media outlets without context. Pick one, say what was said.
  3. Superficial -ing phrases — "highlighting...", "ensuring...", "reflecting...", "showcasing...", "fostering...". Delete or expand with real sources.
  4. Promotional language — "nestled", "vibrant", "breathtaking", "groundbreaking", "renowned", "stunning", "must-visit". Use neutral descriptions.
  5. Vague attributions — "Experts believe", "Industry reports suggest", "Some critics argue". Name the source or delete.
  6. Formulaic challenges — "Despite challenges... continues to thrive." Replace with specific facts.

Language

  1. AI vocabulary — Additionally, crucial, delve, enduring, enhance, fostering, garner, interplay, intricate, landscape (abstract), pivotal, showcase, tapestry (abstract), testament, underscore, vibrant. Replace with plain words.
  2. Copula avoidance — "serves as", "stands as", "boasts", "features". Just say "is" or "has".
  3. Negative parallelisms — "It's not just X, it's Y." State the point directly.
  4. Rule of three — forcing ideas into groups of three. Use the natural number.
  5. Synonym cycling — protagonist/main character/central figure/hero in one paragraph. Pick one, repeat it.
  6. False ranges — "from X to Y" where X and Y aren't on a meaningful scale. List topics directly.

Style

  1. Em dash overuse — avoid em dashes entirely. Use periods, commas, or parentheses. Em dashes are an AI tell.
  2. Colon overuse — colons are fine before a list or example. Not as mid-sentence connectors. "If you're coming from traditional automation: instead of registering event handlers, you describe conditions" adds nothing with the colon. Rewrite to let the point stand on its own without comparison framing. "Describing when the scheduler should fire works best as plain English." Same meaning, no crutch punctuation.
  3. Boldface overuse — don't bold every proper noun or acronym.
  4. Inline-header lists — "Performance: Performance improved..." Convert to prose.
  5. Title case headings — use sentence case.
  6. Decorative emojis — remove from headings and bullets.
  7. Curly quotes — replace with straight quotes.

Communication artifacts

  1. Chatbot phrases — "I hope this helps!", "Let me know if...", "Of course!", "Certainly!" Remove.
  2. Cutoff disclaimers — "While specific details are limited..." Find sources or remove.
  3. Sycophantic tone — "Great question! You're absolutely right!" Respond directly.

Filler

  1. Filler phrases — "In order to" → "To". "Due to the fact that" → "Because". "It is important to note that" → delete.
  2. Excessive hedging — "could potentially possibly be argued that it might" → "may".
  3. Generic conclusions — "The future looks bright." State specific plans or facts.

來源與署名

來源:poteto/noodle位於.agents/skills/unslop提交82d2921

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