Stop That Shit Slop

别再废话。

Make the point without writing for an imaginary critic. Preserve any limitation that changes the reader's decision.

Stay in scope

Reduce defensive wording in decision-facing text. 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 decision use, not by who or what may have written them.

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.