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):