36eb4a7b3b
- New skills: clawddocs, claude-code-usage, summarize, homeassistant, humanizer, self-improving-agent - Add .learnings/ for self-improvement tracking - Document proaktive cron config (LRN-20260126-001) - Update USER.md: Löchgau as former residence - Update TOOLS.md: Peekaboo workaround - Memory files for 2026-01-25 and 2026-01-26
83 lines
2.8 KiB
Markdown
83 lines
2.8 KiB
Markdown
# Humanizer
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A Clawdbot skill that removes signs of AI-generated writing from text, making it sound more natural and human.
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## Installation
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Install via ClawdHub:
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```bash
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clawdhub install humanizer
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```
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## Usage
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Ask your agent to humanize text:
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```
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Please humanize this text: [your text]
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```
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Or invoke directly when editing documents.
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## Overview
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Based on [Wikipedia's "Signs of AI writing"](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing) guide, maintained by WikiProject AI Cleanup. This comprehensive guide comes from observations of thousands of instances of AI-generated text.
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### Key Insight
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> "LLMs use statistical algorithms to guess what should come next. The result tends toward the most statistically likely result that applies to the widest variety of cases."
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## 24 Patterns Detected
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### Content Patterns
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1. **Significance inflation** - "marking a pivotal moment..." → specific facts
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2. **Notability name-dropping** - listing sources without context
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3. **Superficial -ing analyses** - "symbolizing... reflecting..."
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4. **Promotional language** - "nestled within the breathtaking..."
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5. **Vague attributions** - "Experts believe..."
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6. **Formulaic challenges** - "Despite challenges... continues to thrive"
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### Language Patterns
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7. **AI vocabulary** - "Additionally... testament... landscape..."
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8. **Copula avoidance** - "serves as" instead of "is"
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9. **Negative parallelisms** - "It's not just X, it's Y"
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10. **Rule of three** - forcing ideas into groups of three
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11. **Synonym cycling** - excessive synonym substitution
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12. **False ranges** - "from X to Y" on non-meaningful scales
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### Style Patterns
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13. **Em dash overuse**
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14. **Boldface overuse**
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15. **Inline-header lists**
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16. **Title Case Headings**
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17. **Emoji decoration**
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18. **Curly quotation marks**
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### Communication Patterns
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19. **Chatbot artifacts** - "I hope this helps!"
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20. **Cutoff disclaimers** - "While details are limited..."
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21. **Sycophantic tone** - "Great question!"
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### Filler and Hedging
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22. **Filler phrases** - "In order to", "Due to the fact that"
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23. **Excessive hedging** - "could potentially possibly"
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24. **Generic conclusions** - "The future looks bright"
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## Full Example
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**Before (AI-sounding):**
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> 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.
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**After (Humanized):**
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> The software update adds batch processing, keyboard shortcuts, and offline mode. Early feedback from beta testers has been positive, with most reporting faster task completion.
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## References
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- [Wikipedia: Signs of AI writing](https://en.wikipedia.org/wiki/Wikipedia:Signs_of_AI_writing)
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- [WikiProject AI Cleanup](https://en.wikipedia.org/wiki/Wikipedia:WikiProject_AI_Cleanup)
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## License
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MIT
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