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.
Supprime les artefacts d’écriture d’IA de la documentation et du code. À utiliser pour éditer de la prose générée par LLM, réviser des README, peaufiner des documents avant de les publier ou nettoyer le code généré par l'IA. À utiliser pour le nettoyage d'emdash, la suppression de phrases formulées, l'étalonnage des tonalités, le code sur-commenté, la dénomination verbeuse et la détection d'odeur de code AI. Source : oakoss/agent-skills.