Unslop is a specialized editing skill designed to detect and eliminate common AI-generated prose patterns (known as 'slop'). It employs a multi-pass flow—diagnosis then reconstruction—to strip away throat-clearing, inflated significance, and robotic scaffolding, replacing them with crisp, human-like communication.
Activate this skill when editing AI-generated drafts that sound robotic or cliché. It is specifically triggered by requests to 'humanize' text, 'de-slop' content, or when the user notes that a draft 'sounds like ChatGPT'.
Compatible with any LLM-based agent capable of running Python scripts for validation and using a reference-based routing system (e.g., Codex, Claude Code).
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