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.

從文件和程式碼中刪除人工智慧編寫工件。在編輯 LLM 產生的散文、審閱自述文件、發布前潤色文件或清理 AI 產生的程式碼時使用。用於短劃線清理、公式化短語刪除、音調校準、過度註釋代碼、詳細命名和 AI 代碼氣味檢測。 來源：oakoss/agent-skills。