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humanizing-ai-written-textlisted

在起草、生成或改写给人看的中文/英文文稿时使用——用户说"去 AI 味""像人写""说人话""自然一点""人类可读"时,或产品文案、公开页面、报告、邮件、文档、用户可见摘要出现自我解释、过程叙述、防御性辩解、模板腔、过度分节的迹象时。四道门依次把关:真话→受众边界→该受众内的完整→润色;删过程叙述、自我辩解、空框架和多余对比,保留事实、决策、不确定性与限制。/ Use when drafting, generating, or rewriting Chinese or English prose for human readers, especially when the user asks for “去 AI 味”, “像人写”, “说人话”, “自然一点”, or “人类可读”, or when product copy, public pages, reports, emails, documentation, and user-facing summaries risk sounding self-explanatory, process-oriented, defensive, templated, or over-structured.
zhaiby-web/ai-coworker-skills · ★ 0 · AI & Automation · score 78
Install: claude install-skill zhaiby-web/ai-coworker-skills
# Humanizing AI-Written Text ## Core Rule Write the text the reader needs, not a narration of how the writer produced it. Preserve facts, decisions, uncertainty, limitations, and evidence; remove production chatter, self-justification, empty framing, and unnecessary contrast. Apply four gates in order: **truth → audience eligibility → completeness within that audience → polish**. Truth forbids invention or distortion; it does not force every true internal fact into every deliverable. Never trade audience boundaries for apparent completeness. This skill edits sentence quality. `dual-register-communication` decides which register suits each audience. When both apply, choose the audience and register first, then humanize the resulting prose. ## Draft or Rewrite Workflow 1. Lock the requested deliverable type before writing: public copy, internal instruction, status report, email, or another named artifact. Do not silently switch types to accommodate conflicting source material. 2. Extract reader-eligible facts from the source or request: problem, input, action, result, limitation, owner, and next step that affect the reader's decision or action. 3. Mark non-content: writing plans, review narration, internal deliberation, self-praise, and explanations of why the text is written this way. 4. Rebuild the passage in the reader's natural order. Prefer concrete subjects and verbs. 5. Delete non-content. Move necessary internal rationale to an internal artifact instead of forcing