README.md

metadata

title: AI Humanizer
emoji: 🧠
colorFrom: pink
colorTo: yellow
sdk: gradio
sdk_version: 5.12.0
app_file: app.py
pinned: false

AI Text Humanizer

3-Agent Sequential Pipeline for transforming AI-generated text into natural, human-sounding writing.

Architecture

Input Text -> [Semantic Analyzer] -> [Draft Generator] -> [Humanizer] -> [Verifier] -> Output
                                                              ^                |
                                                              |  (loop if AI)  |
                                                              +----------------+

Models Used (all free HF Inference)

Agent	Model
Semantic Analyzer	mistralai/Mistral-7B-Instruct-v0.3
Draft Generator	mistralai/Mistral-7B-Instruct-v0.3
Humanizer	HuggingFaceH4/zephyr-7b-beta
Verifier	roberta-base-openai-detector

How It Works

1. Agent 1 extracts topic, tone, audience, and arguments (read-only analysis)
2. Agent 2 rewrites text naturally while preserving 100% of facts
3. Agent 3 injects human imperfections: contractions, fillers, hedging, varied sentence lengths
4. Verifier checks with AI detector -- loops back to Agent 3 if flagged (max 3x)