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human-tone-polish

Polish Chinese technical, educational, and public-facing drafts to reduce mechanical or template-like AI tone while preserving the author's voice, technical accuracy, inline citations, figures, captions, and article structure. Use when the user asks to 去 AI 味、人味儿润色、打磨文章、精简啰嗦段落、改掉模板话术、优化技术文章语气、保留作者风格、润色正稿或润色稿,including but not limited to WeChat public-account, blog, course note, research explainer, and MagicAI/魔方AI空间 article workflows.

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Quellinformationen

Repository
wethinkin/aigc-interview-book
Letzte Quellaktivität
13. September 2026 um 07:17
Erkannte Sprache von SKILL.md
Englisch
Sterne
4.726
Forks
465

Installationsoptionen

Standardmäßig ist der Prompt ausgewählt, der zuerst die Quelle prüft. Sie können zu einem direkten Befehl wechseln oder eine lokale Kopie herunterladen.

Quelldateien prüfen

Lesen Sie SKILL.md und alle von SkillsMP angezeigten Begleitdateien, bevor Sie sich für eine Installation entscheiden.

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SKILL.md wird angezeigt

SKILL.md
Quellanweisungen · Schreibgeschützte Vorschau
name
human-tone-polish
description
Polish Chinese technical, educational, and public-facing drafts to reduce mechanical or template-like AI tone while preserving the author's voice, technical accuracy, inline citations, figures, captions, and article structure. Use when the user asks to 去 AI 味、人味儿润色、打磨文章、精简啰嗦段落、改掉模板话术、优化技术文章语气、保留作者风格、润色正稿或润色稿,including but not limited to WeChat public-account, blog, course note, research explainer, and MagicAI/魔方AI空间 article workflows.
# Human Tone Polish ## Purpose Polish Chinese technical and explanatory drafts so they read like the author's own article, not a generic AI rewrite. Prioritize, in order: 1. Preserve technical correctness. 2. Preserve the author's position and phrasing habits. 3. Remove mechanical rhythm, template transitions, and over-explained prose. 4. Improve public-reading rhythm. 5. Keep citations, image placeholders, figure numbers, and tables coherent. ## Workflow 1. **Read the draft and nearby context.** - Inspect the target article first. - If available, inspect the outline, collaboration draft, final draft, user-edited version, image prompt file, or reference article in the same topic folder. - Treat the latest user-edited draft as the strongest style signal. 2. **Decide how much to touch.** - For a requested section polish, edit only that section unless the surrounding transition clearly breaks. - For a whole-article polish, keep the structure unless the draft has duplicated or obviously slow sections. - Prefer small, visible improvements over rewriting every paragraph. 3. **Apply the human-polish pass.** - Use [references/rewrite-principles.md](references/rewrite-principles.md) for editing decisions. - Keep direct technical sentences when they already work. - Remove writing-process phrases and empty scaffolding. - Shorten repeated examples, caveats, and conclusion padding. 4. **Apply the final check.** - Use [references/ai-tone-checklist.md](references/ai-tone-checklist.md) before delivery. - Check headings, image numbering, captions, links, and Markdown rendering. - Run a lightweight diff or Markdown check when files are edited. 5. **Learn from useful feedback.** - When the user flags a phrase, rhythm, heading, or rewrite as AI-like, decide whether the feedback is reusable beyond the current article. - If it is reusable, update the relevant reference file in this skill during the same turn. - Store style rules, not one-off facts. Do not add article-specific names, claims, links, or temporary preferences as permanent rules. - Keep each new rule concrete enough to guide a future edit. ## Editing Rules - Do not make the prose uniformly polished. Some asymmetry is author voice. - Do not turn every section into the same pattern. - Do not add invented scenes, emotions, or personal anecdotes. - Do not remove a caveat if the remaining technical claim becomes misleading. - Do not rewrite a clear definition just to make it sound more stylish. - Do not add slogans such as `未来可期`, `全面赋能`, `革命性突破`, or `生态闭环` unless the author explicitly wants that tone. ## Output When editing files: - Create `-润色稿.md` when polishing an existing `-正稿.md`, unless the user asks to overwrite. - Preserve existing image references and placeholders. - Briefly summarize the main changes and any claims that still need source verification. When giving inline suggestions: - Provide the improved sentence or paragraph directly. - Explain only the key reason, such as `更短`, `少一点模板感`, `技术边界更稳`.
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