Humanizing Bilingual AI Writing

Core Rule

Make the text sound human by making it more specific, proportionate, and context-aware. Do not fake lived experience, invent details, add unsupported claims, or hide uncertainty.

If the user gives target audience, medium, voice, length, or formality, follow it. If not, infer a conservative professional-natural voice from the source and preserve its purpose.

Workflow