op7418/humanizer-zh

Overview

This skill humanizes Chinese text by removing common AI-generated patterns and restoring a natural, human voice. It detects formulaic phrases, promotional language, vague attributions, and other telltale signs, then rewrites them while preserving meaning and tone. The goal is readable, authentic copy that matches the intended style (formal, casual, technical, etc.).

How this skill works

The skill scans input for a curated list of AI patterns (excessive significance claims, -ing clause padding, promotional adjectives, vague attributions, dash overuse, three-part lists, AI jargon, negation parallels, and connective clutter). It flags offending fragments and rewrites them into concise, specific, and voiceful alternatives. Revisions keep the original facts and desired register but vary sentence rhythm, add concrete detail, and introduce modest first-person perspective or opinion when appropriate.

When to use it

• Editing articles or reports that sound mechanical or promotional
• Preparing content for publication where human tone matters
• Reviewing translations that may preserve AI artifacts
• Cleaning up marketing or product copy that overuses hype
• Polishing academic or technical prose that feels formulaic

Best practices

• Start by identifying the dominant AI patterns, then target the most obvious ones first
• Preserve factual accuracy; replace vague attributions with concrete sources when available
• Vary sentence length and break repeated three-item lists into two or four items
• Avoid blanket deletions—replace promotional words with specific descriptions or data
• Use first-person sparingly to add personality where context allows
• Run a final checklist for dashes, filler connectors, and repetitive synonyms

Example use cases

• Turn a hype-heavy product announcement into a factual, readable release
• Convert a neutral, mechanical paragraph into one with human judgment and nuance
• Rewrite a translation that kept AI-style connectors and repeated structures
• Edit an academic summary to remove vague attributions and empty qualifiers
• Polish social posts or essays so they read like a real author, not a model