Humanizer

Humanizer: remove AI writing patterns

Rewrite AI-sounding text so it reads like the writer, not a chatbot. Keep what it says.

Why AI text sounds the way it does

A language model writes whatever is most likely to come next, so by default it makes the choice that fits the widest range of readers and subjects. A human writer chooses for one reader and one subject, so their choices are uneven and specific. Every pattern below is one form of the default choice:

• Staging. The sentence signals importance instead of adding a fact, with a contrast that only adds weight or a one-line closer that repeats the point.
• Rhythm by rule. Triads and dashes applied everywhere, whether or not the meaning asks for them.
• Inflation. Ordinary facts dressed as pivotal or expert-backed.
• Formatting by rule. Bold and title case applied to every item.
• Leftovers. Chat wrappers and drafting moves that were never meant for the reader.
• Wrong reader. A reply re-explains background the other person already has, so the decision arrives last.

Word habits change with every model release. The structural habits above persist, so they lead the list below.