humanizer

# Humanizer Strip the visible signature of LLM-generated writing from a piece of text. Use when reviewing your own drafts, editing a teammate's, or rewriting AI output before it goes anywhere a reader will see it. The point is not to be undetectable. The point is to be honest — text that reads like a real person made it because a real person made the calls. ## When to use - You wrote a draft alongside an LLM and the seams show. - A doc, README, blog post, PR description or product copy needs a final pass. - You are reviewing someone else's writing and it feels off but you can't say why. ## What to look for - **Inflated symbolism.** "X represents a paradigm shift in how we think about Y." Cut. - **Promotional voice in neutral contexts.** "Robust, scalable, cutting-edge." Replace with concrete claims or delete. - **Superficial -ing analyses.** "Highlighting", "showcasing", "emphasizing" stacked end to end. Pick verbs that do work. - **Vague attribution.** "Some experts argue" — name them or drop the claim. - **Em dash flood.** One per paragraph at most. Otherwise rewrite. - **Rule of three.** Three-item lists where two would do, especially when items are near-synonyms. Compress. - **AI vocabulary.** "Delve", "leverage", "tapestry", "underscores", "in the realm of", "navigate the complexities of". Replace. - **Negative parallelism.** "Not just X, but Y." Most of the time Y alone is the actual sentence. - **Filler.** "It's important to note that…", "In conclusion…", "Ultima...