human-writing

📁 cdeistopened/content-os 📅 1 day ago
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安装命令
npx skills add https://github.com/cdeistopened/content-os --skill human-writing

Agent 安装分布

amp 1
opencode 1
kimi-cli 1
codex 1
github-copilot 1
antigravity 1

Skill 文档

Human Writing

Transform AI-assisted drafts into authentic prose. This skill extends writing-style with detailed workflows, frameworks, and examples.

Core Philosophy: The best writing is invisible. Readers should feel like they’re reading a real person’s thoughts.


When to Load This Skill

  • Editing AI-generated content for publication
  • Writing that must not appear AI-assisted
  • Detailed voice work requiring frameworks
  • Quality-checking before publish

For quick checks, writing-style (always loaded) has the essentials.


The SUCKS Framework

Before writing, answer these:

S – Specific: Write for ONE person. If you write for everyone, you write for no one.

U – Unique & Useful: Does this change how your reader thinks, feels, or acts?

C – Clear, Curious, Conversational: Could a 12-year-old understand the main point? Does it flow like talking to a friend?

K – Kept Simple: Simple ideas, simple words, clear structure.

S – Sticky: Memorable phrases they’ll repeat.


Sticky Sentence Techniques

Create memorable statements using:

Alliteration – Same starting sounds

  • “Specificity is the secret”
  • “The best jobs are neither decreed nor degreed”

Symmetry – Parallel structure

  • “Read for awareness. Write for understanding.”
  • “It’s not 10,000 hours. It’s 10,000 iterations.”

Contrast – Opposing ideas

  • “To be everywhere is to be nowhere.”
  • “Be clear, not clever.”

Rhythm – Pleasing cadence through sentence length variation

For maximum stickiness, combine techniques.


Human Markers

Add these to sound like a person wrote it:

Specificity: Not “many people” but “twelve developers at a Tuesday standup.”

Opinion: State your take. “Honestly, most voice matching tools overcomplicate this.”

Limitation: Admit what you don’t know. “This approach fails for highly technical content.”

Rhythm Variation:

  • One-word paragraphs. Really.
  • Sentences under 5 words for punch.
  • Sentences over 20 words when building an argument that needs room.
  • Start with “And” or “But” when natural.
  • Parenthetical asides (the kind you’d say to a friend).

Anti-AI Pattern Detection

Beyond the forbidden words/patterns in writing-style:

Overuse of “Just” and “Actually”

AI uses these constantly as softeners. Limit to once per 500 words max.

  • ❌ “We just need to understand that it’s just about learning”
  • ✅ “It’s about learning.”

Hedging Language

Eliminate unless genuinely uncertain:

  • ❌ “This might help you” → ✅ “This will help you”
  • ❌ “It could be argued…” → ✅ State it directly
  • ❌ “Perhaps we should consider…” → ✅ “We should…”

Passive Voice

AI defaults to passive because it’s safer.

  • ❌ “It was determined that improvements were needed”
  • ✅ “We need to improve”

Corporate Jargon

  • ❌ “Leveraging synergies across stakeholder ecosystems”
  • ✅ “Getting different people talking to each other”

Test: Would you say this to a friend? If not, rewrite.

Too Many Transitions

AI overuses transitions trying to seem sophisticated.

  • ❌ “Furthermore, in addition, moreover…”
  • ✅ Strong structure needs fewer transitions. Limit to: but, and, so, then, because.

The Humanization Workflow

Step 1: Understand the Source

  • What’s the core insight?
  • What’s the emotional arc?
  • What’s the 30-second version?

Step 2: Apply SUCKS

  • Who is my ONE reader?
  • Is this unique and useful?
  • Can I make it clear and conversational?
  • What will stick?

Step 3: Write or Edit

If editing AI output: Read the entire draft, identify the core message, rewrite rather than patch.

Step 4: Strengthen Key Statements

Identify 2-3 most important sentences. Apply sticky techniques.

Step 5: Eliminate AI Tells

Systematic pass for:

  • Correlative constructions
  • “Just” / “Actually” overuse
  • Hedge words
  • Passive voice
  • Corporate jargon
  • Forbidden patterns

Step 6: Read Aloud

If you stumble reading it, readers will too.


Quality Checklist

Before publishing:

  • No correlative constructions?
  • No forbidden words/openers?
  • Sentence lengths actually vary?
  • At least one specific number or name?
  • Took at least one opinion?
  • Would a smart friend find this interesting?
  • Read aloud without stumbling?

Before/After Examples

Correlative Construction

Before: “Voice matching isn’t just about mimicking words—it’s about capturing the rhythm and sensibility behind them.”

After: “Voice matching captures rhythm and sensibility, not just words.”

AI Opener

Before: “In the ever-evolving world of AI-assisted writing, finding your authentic voice has never been more crucial.”

After: “AI makes everything sound the same. Here’s how to make it sound like you.”

Hedge Stack

Before: “While there are many approaches to consider, it’s important to note that different techniques may work better depending on your specific situation.”

After: “Start with examples. Everything else is secondary.”

Passive + Jargon

Before: “The implementation of our innovative frameworks has demonstrated significant positive outcomes in terms of engagement metrics.”

After: “Our new approach works. People are paying attention.”


SEO Description Guidelines

For description frontmatter field:

  • 150-160 characters
  • Structure: [What it’s about] + [Key insight] + [What you get]
  • Include primary keyword naturally
  • Still punchy, not generic SEO slop

Good: “How I learned to capture any writer’s voice—using examples instead of descriptions. A wizard for building reusable voice skills.”

Bad: “Learn about voice matching techniques. This comprehensive guide covers everything you need to know.”


Load this skill for detailed writing work. For quick checks, writing-style has the essentials.

Related Skills

  • Enhanced by: anti-ai-writing, voice-analyzer, writing-style
  • Feeds into: ghostwriter, social-content-creation, how-newsletters