humanize
Humanize: AI Pattern Detection and Removal
Remove AI-generated writing patterns from text. Produce natural, human-sounding output that preserves meaning.
This is not a generic rewriter. It targets specific, documented AI-writing patterns catalogued by Wikipedia's WikiProject AI Cleanup from thousands of observed instances.
Workflow
Five phases. Each phase has a clear input, transformation, and output. Do not skip phases.
Phase 1: Detection Scan
Read the input text. Load references/detection-patterns.md. Scan for two categories of signals:
A. Lexical patterns (the 24 catalogued AI-writing patterns):
| Category | Patterns | Priority |
|---|---|---|
| Content inflation | Significance puffing, notability claims, superficial -ing analyses, promotional language, vague attributions, formulaic challenges sections | HIGH — loudest AI tells |
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