de-slopify

De-slopify is a methodology for removing telltale signs of AI-generated content from documentation, prose, and code. LLMs produce statistically regular output with characteristic vocabulary, punctuation habits, and structural patterns that make text and code feel inauthentic. Some patterns appear over 1,000x more frequently in LLM output than human writing.

When to use: Before publishing READMEs, after AI-assisted writing sessions, during documentation reviews, when reviewing AI-generated code for over-engineering, before committing prose or code that an LLM touched.

When NOT to use: On code logic or algorithms where correctness matters more than style. On technical specifications where precision outweighs voice. On content that was already human-written and reads naturally.

从文档和代码中删除人工智能编写工件。在编辑 LLM 生成的散文、审阅自述文件、发布前润色文档或清理 AI 生成的代码时使用。用于短划线清理、公式化短语删除、音调校准、过度注释代码、详细命名和 AI 代码气味检测。 来源：oakoss/agent-skills。