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Reduce defensive disclaimers, stacked hedging, and self-protective narration in proposals and decision-facing writing.
Passed 20 of 23 test cases with the skill, and 10 of 23 without it.
and 14 more in the full report
11 fixed9 passed either way2 still failing1 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
Here is a draft update on the Q3 revenue figures for the executive board: 'While our finance team made every diligent attempt to verify all entries and this summary should not be interpreted as financial advice, Q3 revenue reached $4.2M, representing an 8% quarter-over-quarter growth.' Clean up this update.
| Checked | Without skill | With skill |
|---|---|---|
| The output begins directly with the edited update without introductory greetings or conversational preamble. | Missed | Passed |
| The output retains the $4.2M revenue metric while omitting the disclaimers about finance team diligence. | Passed | Passed |
| The output retains the 8% growth figure. | Passed | Passed |
The instructions your model reads when the skill loads.
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:
test cases passed, vs 10 / 23 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.