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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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Informações da origem

Repositório
wethinkin/aigc-interview-book
Última atividade na origem
13 de setembro de 2026 às 07:17
Idioma detectado do SKILL.md
inglês
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4.726
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465

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SKILL.md
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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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