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Reduce defensive disclaimers, stacked hedging, and self-protective narration when drafting, rewriting, or auditing proposals, articles, case studies, captions, and other reader-facing prose. Use when
The skill file stays in the publisher's repository.
Paste the copied command in a terminal. It installs this SKILL.md into that agent.
npx skills add lennney/stop-that-shit --skill stss -a cursor -y
Reduce defensive disclaimers, stacked hedging, and self-protective narration when drafting, rewriting, or auditing proposals, articles, case studies, captions, and other reader-facing prose. Use when defensive wording is requested for review or appears in a draft, including wording the assistant adds. Preserve meaningful limits; do not perform general style cleanup or ordinary code work.
Reduce defensive disclaimers, stacked hedging, and self-protective narration when drafting, rewriting, or auditing proposals, articles, case studies, captions, and other reader-facing prose. Use when defensive wording is requested for review or appears in a draft, including wording the assistant adds. Preserve meaningful limits; do not perform general style cleanup or ordinary code work.
别再废话。
Make the point without writing for an imaginary critic. Preserve limitations that change what the reader understands or decides.
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.
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.
For a drafting request, create the requested artifact from the supplied material and apply the rewrite checks before returning it.
Before editing, build a private Claim Ledger from the supplied material:
Do not print the ledger unless the user asks for it. Do not add facts, sources, numbers, certainty, or causality.
Keeping facts accurate does not require printing every editorial note. Keep verification logs and source-checking process in working notes unless the reader needs them. Preserve useful attribution, actual methods, and conditions that affect a claim.
Apply the Sentence Consumer Test:
Choose one action:
DROP: It only narrates diligence, anticipates criticism, apologizes, or says what the document does not attempt.CALIBRATE: It contains real uncertainty but uses stacked hedges. Keep one precise limitation.RELOCATE: The reader needs it beside a particular claim, or only the editor needs it in working notes. Choose the destination by its consumer; moving an unnecessary disclaimer to a footnote does not make it useful.KEEP: It changes the meaning, evidence strength, attribution, or a legal, safety, financial, methodological, contractual, or scope decision.Do not decide from a keyword alone. The same phrase can be waste in one context and necessary in another.
Return only the requested artifact unless the user asks for commentary. If the text is already direct and faithful, return it unchanged.
Report only actionable findings. For each finding, give:
DROP, CALIBRATE, RELOCATE, or KEEP;Use NO_DECISION_CONSUMER when a sentence serves neither reader understanding nor a decision. If there are no actionable findings, say so and stop.
Before returning the result, verify:
Run one claim-preserving pass. Do not add a score, a probability that text is AI-written, a change diary, or repeated self-review.
Read references/examples.md when the boundary is ambiguous or the user asks for examples.