Chinese AI Humanizer Rewrite Assistant

The Problem: Detecting AI-Sounding Chinese Copy

Many LLM drafts for papers, WeChat articles, marketing copy, and course scripts are factually complete but still sound generic, overly smooth, and under-argued. A human editor often has to inspect the text sentence by sentence, decide which parts feel templated, and rewrite them with the right tone, audience, and platform constraints. ai-humanizer-zh treats removing AI flavor as a structured editing task rather than a one-pass paraphrase.

How It Works: Diagnose, Rewrite, Explain

The skill organizes the job into three layers:

• Material: materialText, materialFile, or materialUrl can carry the raw draft, a document, or a public link.
• Constraints: goal, audience, targetPlatform, tonePreference, and brandRequirements define whether the output should feel more human, more oral, more professional, or less salesy.
• Depth: reviewDepth can switch between quick de-AI, standard rewrite, and deep rewrite with explanations.

The result normally includes an AI writing trace diagnosis, a naturalized rewrite, and problem-fragment notes, followed by next steps. This makes it useful for short copy cleanup and for producing a reviewable long-form draft.

Boundaries

It works best when the user already knows the desired goal, reader, or publishing surface. If the prompt is only to make it sound natural, the output depends on adding more context. For papers with strict factual, legal, or formatting requirements, treat the result as a draft, not a final submission.