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.

문서와 코드에서 AI 쓰기 아티팩트를 제거합니다. LLM에서 생성된 문장을 편집하거나, README를 검토하거나, 게시하기 전에 문서를 다듬거나, AI 생성 코드를 정리할 때 사용하세요. 엠대시 정리, 공식 문구 제거, 어조 보정, 과다한 주석 처리된 코드, 자세한 이름 지정 및 AI 코드 냄새 감지에 사용합니다. 출처: oakoss/agent-skills.