Stop That Shit Slop

别再废话。

Make the point without writing for an imaginary critic. Preserve limitations that change what the reader understands or decides.

Stay in scope

Reduce defensive wording in reader-facing prose, including captions and introductions. Do not classify text as AI-written, promise to remove an "AI voice," humanize unrelated prose, or perform a general style cleanup.

Judge sentences by their reader use, including sentences introduced during drafting. A request to describe a project's evolution calls for that history; it does not by itself call for an account of how the article's sources were checked.

Select the mode

• rewrite: Return a tighter version. This is the default when the user provides text without a mode.
• audit: Identify defensive writing and propose the smallest useful fix. Do not rewrite the full text.

Follow an explicit mode. Infer the mode from the request only when none is given.