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.
Elimina los artefactos de escritura de IA de la documentación y el código. Úselo al editar prosa generada por LLM, revisar archivos README, pulir documentos antes de publicarlos o limpiar código generado por IA. Úselo para limpieza de emdash, eliminación de frases formuladas, calibración de tonos, código sobrecomentado, denominación detallada y detección de olores de código AI. Fuente: oakoss/agent-skills.