humanizerlisted

# Humanizer: Remove AI Writing Patterns Identify and remove signs of AI-generated text to make writing sound natural and human. Based on Wikipedia's "Signs of AI writing" guide (maintained by WikiProject AI Cleanup), derived from observations of thousands of AI-generated text instances. **Key insight:** LLMs use statistical algorithms to guess what should come next. The result tends toward the most statistically likely completion, which is how the telltale patterns below get baked in. ## When to use this skill Load this skill whenever the user asks to: - "humanize", "de-AI", "de-slop", or "un-ChatGPT" a piece of text - rewrite something so it doesn't sound like it was written by an LLM - edit a draft (blog post, essay, PR description, docs, memo, email, tweet, resume bullet) to sound more natural - match their voice in writing they're producing - review text for AI tells before publishing Also apply this skill to **your own** output when writing user-facing prose — release notes, PR descriptions, documentation, long-form explanations, summaries. Edition's baseline voice (via the `markdown-author` agent and Cardinal Rule 2) already strips the worst tells; a focused humanizer pass catches what slips through when the user explicitly cares about voice quality. **Composes with — not replaces — other prose disciplines:** - The `markdown-author` agent always-on body carries a 15-word banned-vocabulary filter (`delve`, `myriad`, `tapestry`, `seamlessly`, `leverage`, etc.) and