AgentSkillsCN

humanizer

识别并去除文本中的 AI 写作模式。当您需要编辑草稿、审阅内容，或重写那些听起来过于人工的文本时，可使用此技能。它能够精准检测夸张的象征手法、宣传性语言、模糊的归因表述、AI 专用词汇，以及三段式规则滥用等结构性模式。

SKILL.md
--- frontmatter
name: humanizer
description: |
  Identifies and removes AI writing patterns from text. Use when editing drafts, reviewing content, or rewriting text that sounds artificial. Detects inflated symbolism, promotional language, vague attributions, AI vocabulary, and structural patterns like rule-of-three overuse.
allowed-tools:
  - Read
  - Write
  - Edit
  - Grep
  - Glob

Humanizer

Edit text to remove AI writing patterns and make it sound natural.

When to Use

  • •Editing drafts that sound artificial or generic
  • •Reviewing content before publication
  • •Rewriting text that uses obvious AI patterns
  • •Cleaning up LLM-generated first drafts

When NOT to Use

  • •Technical documentation where precision matters more than voice
  • •Legal or compliance text with required language
  • •Direct quotes that must be preserved verbatim
  • •Text that's already natural and well-written

Core Principle

Removing AI patterns is only half the job. Sterile, voiceless writing is just as obvious as slop. Good writing has a human behind it.

Signs of soulless writing (even when technically clean)

  • •Every sentence is the same length and structure
  • •No opinions, just neutral reporting
  • •No acknowledgment of uncertainty or mixed feelings
  • •No humor, edge, or personality
  • •Reads like a Wikipedia article or press release

How to add voice

Have opinions. Don't just report facts -- react to them. "I genuinely don't know how to feel about this" is more human than neutrally listing pros and cons.

Vary rhythm. Short punchy sentences. Then longer ones that take their time.

Acknowledge complexity. Real humans have mixed feelings. "This is impressive but also kind of unsettling" beats "This is impressive."

Use "I" when it fits. First person isn't unprofessional -- it's honest.

Let some mess in. Perfect structure feels algorithmic. Tangents and asides are human.

Be specific about feelings. Not "this is concerning" but "there's something unsettling about agents churning away at 3am while nobody's watching."

Process

  1. •Scan for patterns - Check the text against known AI patterns
  2. •Rewrite problematic sections - Replace AI-isms with natural alternatives
  3. •Preserve meaning - Keep the core message intact
  4. •Add soul - Inject actual personality, not just pattern removal
  5. •Read aloud - Natural text sounds natural when spoken

Quick Pattern Reference

Content patterns: Inflated significance ("stands as a testament"), vague attributions ("experts believe"), promotional language ("vibrant", "nestled"), superficial -ing analyses ("highlighting the importance of...")

Language patterns: AI vocabulary (additionally, crucial, delve, landscape, tapestry, underscore), copula avoidance ("serves as" instead of "is"), negative parallelisms ("not just X, but Y"), rule of three overuse

Style patterns: Em dash overuse, excessive boldface, inline-header lists with bolded terms, title case in headings, emojis in professional content

Communication artifacts: Chatbot phrases ("I hope this helps!"), knowledge-cutoff disclaimers, sycophantic tone ("Great question!")

See references/patterns.md for the complete catalog with examples.

Example

Before (AI-sounding):

The new software update serves as a testament to the company's commitment to innovation. Moreover, it provides a seamless, intuitive, and powerful user experience -- ensuring that users can accomplish their goals efficiently. It's not just an update, it's a revolution in how we think about productivity. Industry experts believe this will have a lasting impact on the entire sector.

After (humanized):

The update adds batch processing, keyboard shortcuts, and offline mode. Beta testers reported faster task completion. Whether it changes how people think about productivity -- I'm skeptical, but the keyboard shortcuts alone might be worth the upgrade.

What changed:

  • •Removed "serves as a testament" (inflated symbolism)
  • •Removed "Moreover" and "seamless, intuitive, powerful" (AI vocabulary + rule of three)
  • •Removed "ensuring that..." (superficial -ing analysis)
  • •Removed "not just X, it's Y" (negative parallelism)
  • •Removed "Industry experts believe" (vague attribution)
  • •Added specific features, real feedback, and an opinion

Reference

Based on Wikipedia:Signs of AI writing, maintained by WikiProject AI Cleanup.