humanizer-zh-academic-student

What problem does it solve?

This Skill eliminates the mechanical, template-heavy, and pretentious tone common in AI-generated Chinese student academic writing. It transforms AI-generated papers, lab reports, and assignments into authentic, rigorous, and natural student expressions without sacrificing factual accuracy or academic clarity.

Core Features & Use Cases

• Interactive Parameter Collection: Automatically confirms writing seriousness (low/medium/high) and role (course paper, thesis, lab report, defense speech) before rewriting, ensuring the output matches the intended academic scenario.
• Four-Dimension De-AI Cleaning: Removes AI traces from vocabulary, syntax, structure, and formatting by targeting show-off expressions, mechanical transitions, hollow summaries, and dangerous formatting patterns.
• Controlled Custom Roles: Supports custom role definition by collecting only three bounded parameters—discipline background, education stage, and text purpose—preventing unbounded style drift.

Quick Start

Use the humanizer-zh-academic-student skill to process the attached Chinese academic text by first confirming the desired seriousness level and writing role, then returning the rewritten text with a parameter confirmation and change log.