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 | | Vocabulary | AI-frequency words, copula avoidance, filler phrases, excessive hedging | HIGH — statistically detectable | | Structure | Rule of three, negative p...