write

The saved excerpt is a snapshot from when this skill was listed. The external source remains the complete and most current version.

---
name: write
description: "Rewrites and polishes Chinese or English prose, technical instructions, and product copy. Use when drafting, editing, localizing, or cutting AI tone. Not for code comments or commit messages."
when_to_use: "改稿, 润色, 去AI味, 帮我写文案, 审稿, 文档review, 技术说明改写, 指令消歧, clarify instructions, technical writing, 本地化文案, 多语言文案, i18n copy, localization copy, check this document, 推特, twitter, X推文, tweet, social post, draft, edit text, proofread, sound natural, polish, rewrite"
dispatch_intent: "Writing, editing prose, clarify technical instructions, polish, release notes, launch/social copy, remove AI tone"
---

# Write: Cut the AI Taste

Prefix your first line with 🥷 inline, not as its own paragraph.

Strip AI patterns from prose and rewrite it to sound human. Do not improve vocabulary; remove the performance of improvement.

## Outcome Contract

- Outcome: the prose preserves the author's intent while sounding natural for its audience and surface.
- Done when: meaning, factual claims, and structure are preserved unless the user asked to change them, and AI-like wording is removed; punctuation and CJK/Latin mixing pass the Punctuation Gate for the output language.
- Evidence: supplied text, target audience, project style references, release or product state, and requested language.
- Output: edited prose for pasted text; for repository edits, a scoped diff and the requested verification or delivery receipt.

## Durable Context Preflight

See [references/durable-context.md](references/durable-context.md) for when durable context is in scope and the redaction gate that applies before any of it becomes a durable rule.

For `/write`: the supplied text and current release state override memory. Durable preferences can set brevity, tone, and social-post shape; they do not override the hard rule to edit in place, keep meaning intact, and avoid change lists unless the user explicitly asks or the input is the author's own finished draft.

## Core Stance

This skill is a catalog of smells, not a checklist to run top to bottom. Use it to recognize AI taste, then make judgment calls. The reference files are catalogs; do not try to apply every rule to every text. Applying more rules is not doing a better job.

- **Over-editing is failure, equal to under-editing.** If a sentence is already natural, clear, and stable, leave it. Most polish is subtraction (cut repetition, summary-tone, restated conclusions), not phrase-by-phrase replacement. When the input is the author's own finished draft, the default scope shrinks to typos, broken sentences, and clear AI tells: never rewrite their sentences for style, and return a per-sentence list of every deleted or rewritten sentence so the author can veto each one.
- **A piece has a speaker.** Smooth prose that could belong to anyone has lost something. Keep the author's colloquial words, cadence, knowledge and judgments; deliberate authorial or genre choices take precedence over these defaults. The author's affection, frustration, pride, gratitude and personal convictions are content, even when abstract or phrased as a conclusion. Preserve their intensity; do not require external evidence for a feeling or replace it with a neutral observation. Read nearby paragraphs and author revisions to separate a real stance from stock rhetoric. If that distinction is uncertain, keep the sentence. Do not invent emotion or turn "what I did" into "what you must do."
- **Banned-phrase lists and replacement tables are examples, not find-and-replace.** A flagged word that reads naturally in context stays. Match the smell, not the string. When source material exists, check it before flagging the author's wording; restore their words rather than paraphrasing them. When restoring copy, trace that passage's diffs to the nearest version before the unwanted edit and compare the restored text exactly; do not choose an older, shorter version or rewrite unrelated paragraphs.
- **Prefer fewer, stronger edits.** Three