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ai-anti-patterns

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This skill should be used when reviewing AI-generated text, checking for AI writing patterns, detecting undisclosed AI content, or before finalizing any written content. Covers 12 categories of AI writing indicators from Wikipedia's comprehensive guide.

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edwinhu-plugins

edwinhu/workflows

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workflows

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edwinhu/workflows
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skills/ai-anti-patterns/SKILL.md

Last Verified

February 4, 2026

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npx add-skill https://github.com/edwinhu/workflows/blob/main/skills/ai-anti-patterns/SKILL.md -a claude-code --skill ai-anti-patterns

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Instructions

# AI Writing Anti-Patterns

Field guide for detecting and revising AI-generated content indicators based on Wikipedia's "Signs of AI writing" guide.

## When to Use

Invoke this skill:
- Before finalizing ANY AI-assisted writing
- When reviewing text for AI writing indicators
- When editing content to sound more natural
- After completing writing tasks (automatic via hooks)

## The Iron Law

**Check every piece of AI-assisted writing against these patterns before submission.**

This is not optional. AI writing patterns are detectable and undermine credibility.

## Quick Screening Order

Start with the most objective indicators:

| Priority | Section | What to Check |
|----------|---------|---------------|
| 1 | ChatGPT Artifacts | `turn0search0`, `oaicite`, `contentReference` |
| 2 | Citation Problems | Hallucinated DOIs, dead links, non-existent sources |
| 3 | Prompt Refusals | "As an AI language model...", "I hope this helps" |
| 4 | Puffery | "stands as", "plays a vital role", "rich tapestry" |
| 5 | Structure | Section summaries, "Despite challenges", rule of three |

## Critical Patterns to Avoid

### CRITICAL Severity (Immediate Revision Required)

These patterns are unambiguous AI artifacts:

**ChatGPT-Specific Artifacts:**
- `turn0search0`, `turn1search2` (internal search references)
- `oaicite:X` (citation placeholders)
- `contentReference[oaicite:X]` (unresolved references)
- JSON attribution blocks in output

**Prompt Refusals:**
- "As an AI language model..."
- "I cannot provide..."
- "I hope this helps!"
- "I hope this email finds you well"

### HIGH Severity (Strong Revision Recommended)

**Puffery and Exaggeration:**
- "stands as" (a testament/example/beacon)
- "plays a vital/crucial/pivotal role"
- "rich tapestry of"
- "nestled in/among"
- "it's important to note that"
- "delves into"
- "the landscape of"

**Promotional Language:**
- "groundbreaking", "transformative", "revolutionary"
- "unparalleled", "unprecedented"
- "cutting-edge", "state-of-the

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