Natural Writing

Edit Chinese and English articles so they read as deliberate human writing rather than a generic generated draft. Preserve the article's language unless the user asks for translation.

Preserve what matters

• Keep facts, quotations, numbers, links, technical terms, the author's viewpoint, and stated uncertainty intact. Flag a questionable claim instead of silently repairing it with invented detail.
• Match the requested or apparent audience, genre, and level of formality. A report, personal essay, product announcement, and academic introduction should not end up with the same voice.
• Retain distinctive phrasing when it carries personality or precision. Do not make every sentence casual, short, or colloquial.
• Reorganize only where it improves the argument or readability. Do not add headings, lists, examples, calls to action, or a conclusion merely to fill a familiar template.

Find and revise AI-like patterns

Treat these as signals to examine, not prohibited words. A phrase is fine when it is specific, necessary, and sounds natural in its surrounding paragraph.