creative-humanizer

# 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 - audit a draft for AI tells without rewriting it yet Also apply this skill to **your own** output when writing user-facing prose such as release notes, pull-request descriptions, documentation, long-form explanations, and summaries. A focused pass catches patterns that general editing often misses. ## How to use it The text usually arrives one of three ways: 1. **Inline** — user pastes the text directly into the message. Work on it in-place, reply with the rewrite. 2. **File** — user points at a file. Use `read_file` to load it, then `patch` or `write_file` to apply edits. For markdo...