De-AI: Humanize Technical Documents

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Removes AI-style patterns from technical documents (especially game development and rendering), replacing emojis, tables, and rigid structures with natural prose, personal opinions, and real-world examples. Great for making AI-generated or overly formal text feel human-written and authentic.

Sby Skills Guide Bot
ContentIntermediate
6/2/2026
Claude CodeCursorWindsurf
#writing-style#humanize-text#technical-writing#content-polish#ai-detox

Recommended for

Automated summary

Transforms AI-generated technical documents into a more natural human writing style by removing common AI patterns.

Strengths

  • Removes decorative symbols and rigid tables
  • Adds colloquial tone and first-person pronouns for subjectivity
  • Incorporates real-world examples and speculative analysis
  • Simplifies section structure to avoid rigid numbering

Limitations

  • May not suit formal documents requiring an objective tone
  • Subjective opinions might be inappropriate in some contexts
  • Relies on user judgment to apply each rule appropriately
When to use it

When you have AI-generated technical content that reads synthetically and you want it to feel like it was written by a human expert.

When not to use it

When you need to maintain strict formal language or objective factual reporting without personal opinions.

Security analysis

Safe
Quality score85/100

The skill only instructs text transformation (removing emojis, adjusting tone, etc.) without any code execution, network access, or file system operations beyond reading/writing documents for the user. No dangerous commands or tools are invoked.

No concerns found

How this analysis is made

Examples

De-AI a file
/de-ai /path/to/rendering_guide.md
De-AI inline text
/de-ai 本段内容是由AI生成的,它包含很多符号和表格,需要被改写为更自然的风格。✓ 检查点 ✅ 完成项 ⚠️ 注意项。以下是一些技术要点:
Humanize a technical blog post
Please humanize this game development document: The rendering pipeline can be optimized using occlusion culling. Advantages include reduced draw calls and improved performance. Disadvantages include added complexity.

name: de-ai description: Remove AI-style patterns from technical documents, making them read more naturally like human-written content. Trigger when user asks to "de-AI", "humanize", or "polish" a document.

De-AI: Remove AI Writing Patterns

Transform AI-assisted technical documents (especially game development & rendering docs) into more natural, human-like writing.

Usage

/de-ai <file path or text content>

Instructions

You are helping the user remove AI-style patterns from technical documents. Apply the following transformations:

1. Remove Decorative Symbols

  • Delete all emoji-like symbols: ✓ ✗ ❌ ✅ ⚠️ 💡 🎯 📌 🔥 ⭐ etc.
  • Express "correct/incorrect" or "pros/cons" using plain text instead

2. Minimize Table Usage

  • Do not use tables for comparisons or summaries
  • Convert tables to concise prose paragraphs or simple bullet lists
  • Example: Instead of a comparison table, write: "方案A的优点是xxx,缺点是xxx;方案B则..."

3. Add Colloquial Tone and Subjectivity

  • Use first-person pronouns: "我们"、"我认为"、"我的理解是"
  • Allow uncertainty expressions: "也许"、"可能"、"大概"、"应该是"
  • Be honest about uncertain information rather than stating everything as fact
  • Add personal judgments: "我觉得这样做的原因可能是..."

4. Include Subjective Opinions and Real-World Examples

  • When introducing a technique, proactively mention how other games or projects use it
  • Examples:
    • "《原神》的渲染管线也采用了类似的方案"
    • "UE5的Nanite在处理这个问题时..."
    • "我猜测他们这样设计是因为..."
  • Add speculative analysis: "这可能是出于性能考量"
  • These examples and opinions add depth and authenticity

5. Simplify Section Structure

  • Avoid deep nested numbering (like 1.1.1, 1.1.2)
  • Use flexible structure instead:
    • Major sections: ## headings
    • Subsections: ### or bold text as lead-ins
    • No strict numbering required; use descriptive titles
  • Humans rarely maintain rigid hierarchical numbering due to high maintenance cost

6. Additional Guidelines

  • Vary sentence length; avoid uniform sentence patterns
  • Use colloquial connectors: "说白了"、"换句话说"、"简单来说"
  • Add transitional sentences between paragraphs instead of rigid enumeration
  • Don't end every section with a summary sentence

Output Requirements

  1. If user provides a file path, read the file and rewrite it
  2. If user provides text directly, rewrite that text
  3. Output the rewritten result directly without explaining what was changed
  4. Preserve technical accuracy; only adjust the writing style

From the file to a first result

The download contains exactly the content displayed on this page. This copy may differ from the latest version in the source repository.

View the source and supporting files

This download contains SKILL.md only. Any scripts, references, templates and dependencies are not included. Get the required files from the source, preserving their directory structure, before continuing.

1. Download the file

Download SKILL.md

From the root of a test project, save the file as .skill-downloads/de-ai-humanize-technical-documents-mma3js2b/SKILL.md, or use the command below. This folder is for inspecting the skill before installation.

Command for macOS/Linux or WSL: requires a POSIX shell and curl. On Windows without WSL, use the download button and create the folder manually.

mkdir -p '.skill-downloads/de-ai-humanize-technical-documents-mma3js2b' && curl --fail --show-error --location 'https://skills-guides.com/api/skills/de-ai-humanize-technical-documents-mma3js2b/download' --output '.skill-downloads/de-ai-humanize-technical-documents-mma3js2b/SKILL.md.part' && mv '.skill-downloads/de-ai-humanize-technical-documents-mma3js2b/SKILL.md.part' '.skill-downloads/de-ai-humanize-technical-documents-mma3js2b/SKILL.md'

2. Check prerequisites

Read SKILL.md before using it. If it references scripts or external services, inspect them and prepare the required access in your test environment.

No recognized prerequisites section in this file. This does not mean it is self-contained: libraries, tools and access requirements may be mentioned elsewhere in the content or source repository.

The platforms on this page are catalog indications. The paths below follow tool documentation; they do not prove this skill has been run in those tools. No minimum tool version is confirmed for this listing.

3. Load the skill

After inspection, copy the complete folder into your project using one of the commands below, then open a new tool session. The command stops if a folder with the same name already exists: compare the files before replacing it.

Claude Code
test -f '.skill-downloads/de-ai-humanize-technical-documents-mma3js2b/SKILL.md' && test -s '.skill-downloads/de-ai-humanize-technical-documents-mma3js2b/SKILL.md' && mkdir -p '.claude/skills' && test ! -e '.claude/skills/de-ai' && cp -R '.skill-downloads/de-ai-humanize-technical-documents-mma3js2b' '.claude/skills/de-ai'

Cursor
test -f '.skill-downloads/de-ai-humanize-technical-documents-mma3js2b/SKILL.md' && test -s '.skill-downloads/de-ai-humanize-technical-documents-mma3js2b/SKILL.md' && mkdir -p '.cursor/skills' && test ! -e '.cursor/skills/de-ai' && cp -R '.skill-downloads/de-ai-humanize-technical-documents-mma3js2b' '.cursor/skills/de-ai'

OpenSkills

OpenSkills must already be installed. The local install/read procedure is checked with OpenSkills 1.5.0, which requires Node.js ≥ 20.6.0. Catalog slugs are not resolved automatically.

Official OpenSkills installation
openskills install './.skill-downloads/de-ai-humanize-technical-documents-mma3js2b'

openskills read 'de-ai-humanize-technical-documents-mma3js2b'

Reading should display the installed file content and its base directory. It does not run the skill or install its dependencies.

For an agent that reads AGENTS.md, then sync the index. This command changes AGENTS.md: review the diff before using it.

openskills sync

Manual method or another tool: attach SKILL.md to a conversation, or open it in an agent that can read files. Include any required supporting resources. No universal folder is recognized by every tool.

4. Try a first task

Use a short, synthetic input: an API endpoint, a small document or an interface brief. In a new conversation, attach the file or give the agent its path, then adapt this request:

Read .skill-downloads/de-ai-humanize-technical-documents-mma3js2b/SKILL.md and apply its instructions to this example: [describe a test input]. Identify any missing files, dependencies or access. Produce the result requested by the skill without inventing data or running unreviewed scripts.

Expected result: output matching the skill instructions, or a precise list of missing prerequisites. A read confirmation alone does not validate a first use. If an external resource is unavailable, that path remains untested.

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