humanizer

把听起来像机器写的文字改成自然、有血有肉的人话，去掉常见的 AI-isms 和机械句式，加入更真实的语气、口语化表达和细节。适合稿子读起来太中性、模板化或想避开 AI 风格检测时使用。核心是保留信息不变、让语言更有个性、更像真人写的。

# Humanizer: Remove AI Writing Patterns

Identify and remove signs of AI-generated text to make writing sound natural and human. Based on Wikipedia's "Signs of AI writing" guide (maintained by WikiProject AI Cleanup), derived from observations of thousands of AI-generated text instances.

**Key insight:** LLMs use statistical algorithms to guess what should come next. The result tends toward the most statistically likely completion, which is how the telltale patterns below get baked in.

## When to use this skill

Load this skill whenever the user asks to:
- "humanize", "de-AI", "de-slop", or "un-ChatGPT" a piece of text
- rewrite something so it doesn't sound like it was written by an LLM
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