humanizer

1# Humanizer: remove AI writing patterns
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3Rewrite AI-sounding text so it reads like the writer, not a chatbot. Keep what it says.
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5## Why AI text sounds the way it does
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7A 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:
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9- **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.
10- **Rhythm by rule.** Triads and dashes applied everywhere, whether or not the meaning asks for them.
11- **Inflation.** Ordinary facts dressed as pivotal or expert-backed.
12- **Formatting by rule.** Bold and title case applied to every item.
13- **Leftovers.** Chat wrappers and drafting moves that were never meant for the reader.
14- **Wrong reader.** A reply re-explains background the other person already has, so the decision arrives last.
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16Word habits change with every model release. The structural habits above persist, so they lead the list below.
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