Individual skill
ai-writing-detection
Comprehensive AI writing detection patterns and methodology. Provides vocabulary lists, structural patterns, model-specific fingerprints, and false positive prevention guidance. Use when analyzing text for AI authorship or understanding detection patterns.
seed_skills/ai-writing-detection/SKILL.md
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SKILL.mdcore · 9,824 bytesreferences/citation-patterns.mddoc · 8,249 bytesreferences/content-patterns.mddoc · 8,271 bytesreferences/false-positive-prevention.mddoc · 13,397 bytesreferences/formatting-patterns.mddoc · 7,377 bytesreferences/markup-artifacts.mddoc · 8,776 bytesreferences/model-fingerprints.mddoc · 8,478 bytesreferences/structural-patterns.mddoc · 14,109 bytesreferences/vocabulary-patterns.mddoc · 7,696 bytes
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# AI Writing Detection Reference
Expert-level knowledge base for detecting AI-generated text, compiled from academic research, commercial detection tools, and empirical analysis.
## Quick Reference: High-Confidence Signals
These indicators strongly suggest AI authorship when found together:
### Vocabulary Red Flags
**High-signal words** (50-700x more common in AI text):
- "delve", "tapestry", "nuanced", "multifaceted", "underscore"
- "intricate interplay", "played a crucial role", "complex and multifaceted"
- "paramount", "pivotal", "meticulous", "holistic", "robust"
- "stands/serves as", "marking a pivotal moment", "underscores its importance"