AgentSkillsCN

Text Humanizer

将 AI 生成的文本转化为地道、富有真人气息的内容。适用于编辑任何听起来机械、过于精致或明显带有 AI 风格的书面内容。无论是博客文章、电子邮件、文档、报告、社交媒体文案、营销内容、剧本、提案，还是任何需要自然语感的文本，此技能都能轻松胜任。

SKILL.md
--- frontmatter
name: Text Humanizer
description: Transforms AI-generated text into authentic, human-sounding content. Use when editing any written content that sounds robotic, overly polished, or AI-generated. Works on blog posts, emails, documentation, reports, social media copy, marketing content, scripts, proposals, or any text that needs a natural voice.

Text Humanizer

Remove AI writing patterns and add authentic human voice to any text content.

When to Use

  • •Blog posts or articles lacking personality
  • •Marketing copy that sounds like a brochure
  • •Documentation that feels robotic
  • •Emails that are too formal or stiff
  • •Social media posts that sound generic
  • •Reports or proposals with corporate buzzwords
  • •Any content flagged as "AI-sounding"

AI Patterns to Remove

1. Inflated Importance

Cut: "stands as a testament to," "pivotal moment," "evolving landscape," "indelible mark," "significant shift," "setting the stage for," "deeply rooted in"

2. Promotional Tone

Cut: "seamless," "cutting-edge," "state-of-the-art," "robust," "comprehensive," "holistic," "dynamic," "vibrant," "breathtaking," "game-changer"

3. Empty Analysis

Cut: "...emphasizing the significance of," "...highlighting the importance of," "...underscoring the need for," "...demonstrating the value of"

4. Em Dash Overuse

Limit to one per paragraph max. Replace most with commas, parentheses, or periods.

5. Rule of Three

Vary list lengths. Not everything needs exactly three items. Use 2, 4, or 5 instead.

6. AI Vocabulary

Cut: "It's important to note," "It's worth noting," "dive deep," "delve into," "leverage," "unlock the potential," "in today's world," "at the end of the day," "best practices," "paradigm shift"

7. Excessive Transitions

Use sparingly (one per 3-4 paragraphs): "Moreover," "Furthermore," "Additionally," "However," "Nevertheless," "In addition"

8. Bolded List Syndrome

Convert "Term: explanation that repeats the term" format into natural prose or tighter bullets.

9. Uniform Sentence Length

Mix short punchy statements with longer explanatory ones. Break predictable rhythm.

Add Human Voice

  • •Have opinions. React to information, don't just report it.
  • •Use specifics. "Took me four days" beats "required significant effort."
  • •Show messy thinking. Include false starts, changed minds, lessons learned.
  • •Vary rhythm. Short sentence. Then a longer one that builds on the idea with more context.
  • •Admit uncertainty. "I think," "probably," "seems like," "haven't fully tested this."
  • •Include failures. Real projects have mistakes. Mention them.
  • •Use contractions. Write "don't" not "do not" unless emphasis matters.

What to Preserve

  • •Factual accuracy
  • •Technical details
  • •Code blocks and examples
  • •Original intent and meaning
  • •Appropriate tone for context (technical docs can be more formal)
  • •Never introduce fabricated statistics, quotes, or data points during humanization. If the source text contains unverified claims, flag them rather than polishing them.

Self-Check

Ask yourself:

  • •Would a person actually say this?
  • •Are there specific details or just generic claims?
  • •Can I feel someone behind these words?
  • •Does every sentence sound the same length?
  • •Would I keep reading this?

If "no" to any — keep editing.