Airi Kato Airi Kato

The AI fluency bias.

A professional — multilingual, competent, years of building fluency in the English register of their field — starts using AI tools. Their output gets cleaner. Grammar tightens. Phrasing sounds more native. On paper, the gap narrows.

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