Communication Prose Revision
Purpose
Make communication and social-science writing sound like accountable scholarly
argument rather than generated scaffolding. The target is clearer intellectual agency,
not an “AI probability” score.
Required start
- Lock the permitted passage, language, intervention level, claims, evidence, numbers,
citations, constructs, terminology, and causal strength.
- Identify the section function and study design. A Methods sentence, Results sentence,
and Discussion sentence should not be revised by the same stylistic rule.
- Read references/prose-diagnostics.md for the smell
taxonomy. Read references/defensive-writing.md
when the main problem is over-qualification or claim burial. Read
references/section-sensitive-editing.md
for full-section or manuscript passes.
Revision passes
- Remove scaffolding: delete generic scene-setting, throat-clearing, redundant
previews, and transitions that add no logical relation.
- Recover the claim: place the substantive proposition early and name the actor,
process, comparison, or evidence responsible for it.
- Calibrate commitment: keep the one hedge required by design and uncertainty;
remove stacked hedges, disclaimer chains, and defensive self-protection.
- Repair paragraph logic: one controlling claim, evidence and interpretation in
the appropriate order, a real bridge to the next paragraph.
- Vary rhythm by function: vary sentence length and structure because reasoning
requires it, not by cosmetic synonym swapping or random sentence splitting.
- Restore scientific fidelity: compare before/after claims, numbers, citations,
causal verbs, populations, limitations, and nonclaims.
Defensive writing rule
Do not confuse caution with vagueness. Good qualification names the exact boundary:
sample, design, measurement, uncertainty, or context. Defensive writing delays or
obscures a claim through generic caveats, repeated “may/might/could,” anonymous
authority, excessive citation shielding, or apologies before evidence.
Prefer:
Claim → evidence or reasoning → exact boundary
over:
General caveat → literature shield → method apology → tentative claim → another caveat
Non-negotiable boundaries
- Never remove null, adverse, failed, or contradictory evidence to sound confident.
- Never strengthen association into causation, possibility into evidence, or a measured
path into a demonstrated mechanism.
- Never delete limitations that materially bound interpretation; relocate and specify
them when necessary.
- Never fabricate authorial voice. Use user-approved writing samples only as structural
evidence and do not copy their sentences.
- Never claim text is “human-written,” predict detector outcomes, or help conceal
required AI-use disclosure.
- Do not replace every repeated technical term with a synonym; construct stability is
more important than lexical variety.
Audit tool
Run the optional local diagnostic before and after revision:
python scripts/audit_prose.py manuscript.md
It reports line-located rhetorical patterns, not authorship or detector probabilities.
Treat every flag as a review candidate, not an automatic edit.
Output
Return the revised passage plus a concise ledger of deleted scaffolding, strengthened
agency, hedge changes, paragraph repairs, and preserved scientific boundaries. If a
sentence cannot be made more direct without changing the scientific claim, keep it and
state why.
1---2name: communication-prose-revision3description: Revise communication and social-science prose to reduce formulaic AI-style language, defensive over-hedging, empty metadiscourse, vague agency, repetitive transitions, and uniform sentence rhythm while preserving claims, evidence, citations, numbers, constructs, and uncertainty. Use for 去AI感/降低AI味/减少防御性写作/academic humanization/学术润色. Do not optimize for AI-detector evasion or conceal AI use.4---56# Communication Prose Revision78## Purpose910Make communication and social-science writing sound like accountable scholarly11argument rather than generated scaffolding. The target is clearer intellectual agency,12not an “AI probability” score.1314## Required start15161. Lock the permitted passage, language, intervention level, claims, evidence, numbers,17 citations, constructs, terminology, and causal strength.182. Identify the section function and study design. A Methods sentence, Results sentence,19 and Discussion sentence should not be revised by the same stylistic rule.203. Read [references/prose-diagnostics.md](references/prose-diagnostics.md) for the smell21 taxonomy. Read [references/defensive-writing.md](references/defensive-writing.md)22 when the main problem is over-qualification or claim burial. Read23 [references/section-sensitive-editing.md](references/section-sensitive-editing.md)24 for full-section or manuscript passes.2526## Revision passes27281. **Remove scaffolding:** delete generic scene-setting, throat-clearing, redundant29 previews, and transitions that add no logical relation.302. **Recover the claim:** place the substantive proposition early and name the actor,31 process, comparison, or evidence responsible for it.323. **Calibrate commitment:** keep the one hedge required by design and uncertainty;33 remove stacked hedges, disclaimer chains, and defensive self-protection.344. **Repair paragraph logic:** one controlling claim, evidence and interpretation in35 the appropriate order, a real bridge to the next paragraph.365. **Vary rhythm by function:** vary sentence length and structure because reasoning37 requires it, not by cosmetic synonym swapping or random sentence splitting.386. **Restore scientific fidelity:** compare before/after claims, numbers, citations,39 causal verbs, populations, limitations, and nonclaims.4041## Defensive writing rule4243Do not confuse caution with vagueness. Good qualification names the exact boundary:44sample, design, measurement, uncertainty, or context. Defensive writing delays or45obscures a claim through generic caveats, repeated “may/might/could,” anonymous46authority, excessive citation shielding, or apologies before evidence.4748Prefer:4950```text51Claim → evidence or reasoning → exact boundary52```5354over:5556```text57General caveat → literature shield → method apology → tentative claim → another caveat58```5960## Non-negotiable boundaries6162- Never remove null, adverse, failed, or contradictory evidence to sound confident.63- Never strengthen association into causation, possibility into evidence, or a measured64 path into a demonstrated mechanism.65- Never delete limitations that materially bound interpretation; relocate and specify66 them when necessary.67- Never fabricate authorial voice. Use user-approved writing samples only as structural68 evidence and do not copy their sentences.69- Never claim text is “human-written,” predict detector outcomes, or help conceal70 required AI-use disclosure.71- Do not replace every repeated technical term with a synonym; construct stability is72 more important than lexical variety.7374## Audit tool7576Run the optional local diagnostic before and after revision:7778```bash79python scripts/audit_prose.py manuscript.md80```8182It reports line-located rhetorical patterns, not authorship or detector probabilities.83Treat every flag as a review candidate, not an automatic edit.8485## Output8687Return the revised passage plus a concise ledger of deleted scaffolding, strengthened88agency, hedge changes, paragraph repairs, and preserved scientific boundaries. If a89sentence cannot be made more direct without changing the scientific claim, keep it and90state why.