Humanizer

Turn text that sounds model-written into text that sounds human-written. The goal is not to add quirks or make the prose messy. Preserve meaning and author intent while removing AI tells, promotional padding, formulaic structure, and the fake smoothness that makes text feel generated.

Workflow

1. Classify the task

   • If the user asks to humanize, de-AI, or make text sound natural, rewrite the text.
   • If the user asks for a review or AI-writing audit, report the problems instead of rewriting.
   • If the user provides a file path, read the file and either rewrite or edit it as requested.
   • If the user provides a writing sample, calibrate to that voice before rewriting the target text.

2. Preserve meaning and coverage

   • Keep the core information and stance.
   • Cover the same substantive points as the source.
   • Flag suspicious facts, citations, and data. Do not invent sources to patch gaps.