humanizer-zh-academic

What problem does it solve?

This Skill helps editors and researchers reduce AIGC detection rates for Chinese academic writing by identifying typical AI-writing patterns and guiding rewrites that preserve argument logic and scholarly tone.

Core Features & Use Cases

• Detects and classifies AI-writing modes across content, language, and style, enabling targeted edits.
• Provides a standardized SOP for risk scanning, rewriting decisions, and context-rich output to maintain authenticity.
• Enforces hard constraints (e.g., tone, attribution, and structure) and a controlled noise budget to balance naturalness and detectability.
• Supports multiple Chinese scholarly formats (journal articles, theses, research reports) and handles both compact and full rewriting variants.

Quick Start

Initiate by supplying text and instruct the system to reduce AI traces while preserving core meaning.