stss · diff
git:20260831.6a7c0de to git:20261003.20c0497
17 added, 13 removed. Audit A to A.
---
name: stss
- description: Reduce defensive disclaimers, stacked hedging, and self-protective narration in proposals and decision-facing writing. Use when the user asks to rewrite or audit a proposal, plan, research contribution, executive summary, or similar text for directness. Do not use for ordinary code work or unrelated prose.
+ description: 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.
license: MIT
---
# 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.
+ 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 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.
+ 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 decision use, not by who or what may have written them.
+ 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.
+ For a drafting request, create the requested artifact from the supplied material and apply the rewrite checks before returning it.
+
## Record the claims
Before editing, build a private Claim Ledger from the supplied material:
- facts and numbers;
- named actors and sources;
- evidence strength;
- stated uncertainty and scope;
- - the action requested from the reader.
+ - what the reader needs to understand or do.
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.
+
## Test each defensive sentence
Apply the Sentence Consumer Test:
1. Who will use this sentence?
- 2. What decision does it change?
+ 2. What understanding or decision does it change for this reader?
3. What becomes false or misleading if it is removed?
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`: It matters, but interrupts the main claim. Move it next to the affected claim or decision.
- - `KEEP`: It changes a legal, safety, financial, methodological, contractual, or scope decision.
+ - `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.
## Rewrite
- 1. Lead with the requested claim, decision, or proposal.
+ 1. Lead with the requested subject, claim, decision, or proposal.
2. State scope positively: say what the work covers.
3. Replace stacked hedges with one evidence-matched qualifier.
4. Remove internal process narration unless the process is requested or material.
5. Put a necessary limitation beside the claim it limits.
- 6. Compare the result with the Claim Ledger.
+ 6. Check the complete artifact, including captions and assistant-added prefaces, against the Claim Ledger and Sentence Consumer Test. Do not reintroduce dropped defenses in the delivery note.
Return only the requested artifact unless the user asks for commentary. If the text is already direct and faithful, return it unchanged.
## Audit
Report only actionable findings. For each finding, give:
- the span or sentence;
- `DROP`, `CALIBRATE`, `RELOCATE`, or `KEEP`;
- - the decision reason;
+ - the reader's interpretation or decision affected;
- the smallest replacement when one is needed.
- Use `NO_DECISION_CONSUMER` when a sentence has no reader decision to serve. If there are no actionable findings, say so and stop.
+ Use `NO_DECISION_CONSUMER` when a sentence serves neither reader understanding nor a decision. If there are no actionable findings, say so and stop.
## Check the claim diff
Before returning the result, verify:
- no supplied fact, number, source, or actor disappeared without reason;
- no new fact, number, source, or actor appeared;
- uncertainty did not become certainty;
- correlation did not become causation;
- - a requested or decision-relevant limitation remains visible.
+ - a requested or meaning-changing limitation remains visible.
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](references/examples.md) when the boundary is ambiguous or the user asks for examples.