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humanize-korean

星标101

分支13

更新时间2026年7月7日 10:14

Korean prose humanizer for Codex and Superloopy that rewrites Korean text so it sounds naturally human while preserving meaning, register, facts, protected tokens, and evidence. Use when the user asks to remove Korean AI tells, make Korean copy sound human, fix 번역투, remove ChatGPT/Claude/Gemini tone, polish Korean without changing meaning, or says "AI 티 없애줘", "AI 윤문", "번역투 고쳐", "사람이 쓴 것처럼", "humanize Korean", "한글 AI 티 제거", "글 자연스럽게 다듬어줘". Inspired by Korean AI-tell ideas from https://github.com/epoko77-ai/im-not-ai. Handles Korean rewriting only; not for translation, fact expansion, SEO rewriting, legal drafting, or generic proofreading.

安装

用 Codex 或 Claude 帮你安装复制这段 Prompt，粘贴到 Codex、Claude 或其他助手里，让它检查 Skill 页面并帮你完成安装。

在 Manus 中运行

来源

beefiker

beefiker/superloopy

打开 GitHub 仓库查看创作者相关仓库

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在 Manus 中运行

Humanize Korean

SUPERLOOPY HUMANIZE KOREAN ENABLED

What This Skill Is

Use this skill as a Korean prose post-editor: it takes already-written Korean text and removes AI-like rhythm, translationese, repetitive endings, formulaic transitions, and over-polished phrasing without changing the underlying message.

Shout out to https://github.com/epoko77-ai/im-not-ai for the Korean AI-tell inspiration. This Superloopy version keeps the workflow local, adds protected-span preservation, file-backed audits, and Superloopy evidence receipts.

Comparison Examples

Use these as calibration examples for the amount of change this skill should make. The Before side is intentionally more AI-like so the repair shape is obvious: remove stock transitions, translationese, inflated significance claims, and ~인 것입니다-style endings while preserving product names and facts.

Before	After
`결론적으로, Fileloom은 무료로 사용할 수 있는 파일 뷰어 앱이라고 할 수 있습니다.`	`Fileloom은 무료로 사용할 수 있는 파일 뷰어 앱입니다.`
`이 앱은 PDF, EPUB, DOCX, PPTX, HWP, ZIP 등 다양한 파일 포맷을 열 수 있다는 점에서 주목할 만합니다.`	`이 앱은 PDF, EPUB, DOCX, PPTX, HWP, ZIP 등 다양한 파일 포맷을 열 수 있습니다.`
`또한 광고 없이 제공되기 때문에 사용자는 파일을 확인하는 과정에 있어 방해 요소 없이 문서를 읽을 수 있는 것입니다.`	`광고 없이 제공되기 때문에 사용자는 파일을 확인하는 과정에서 방해 요소 없이 문서를 읽을 수 있습니다.`
`따라서 Superloopy는 Codex 작업을 수행함에 있어 안정성을 높여주는 도구라고 할 수 있습니다.`	`Superloopy는 Codex 작업의 안정성을 높여주는 도구입니다.`
`이는 계획, 검증, 증거 기록을 통해 작업의 진행 상황을 관리할 수 있다는 점에서 매우 중요한 의미를 가지고 있습니다.`	`계획, 검증, 증거 기록으로 작업 진행 상황을 관리할 수 있습니다.`

These examples scored audit grade A with protected tokens preserved and a 29.43% change rate. Do not copy their product claims into unrelated text; use them only as a rewrite-shape reference.

Contract

Rewrite only Korean text.
Preserve meaning, claims, facts, numbers, dates, URLs, code, product names, model names, acronyms, and quoted spans.
Preserve register: formal text stays formal, conversational text stays conversational, official text stays official.
Prefer fewer, sharper edits over broad smoothing.
Do not add examples, metaphors, facts, citations, or marketing claims that were not in the source.
Load references/quick-rules.md before rewriting.
Load references/quality-rubric.md before grading or finalizing.
Use scripts/audit-humanize-output.mjs to validate any file-backed output.
If adapting upstream rule text, respect references/upstream-notice.md.

Workflow

Identify source text from the prompt or from a .txt or .md path supplied by the user.
Refuse non-Korean source text with 한국어 텍스트만 처리할 수 있습니다.
Estimate genre as 공적, 리포트, 블로그, 칼럼, or 대화체; user-provided genre wins.
Mark protected spans before editing: numbers, dates, units, URLs, emails, code spans, quoted spans, English acronyms, product names, model names, and legal/article references.
Detect AI-tell patterns from references/quick-rules.md, prioritizing S1 then repeated S2.
Rewrite paragraph by paragraph in this order: protected spans unchanged, signature phrases, translationese, passive/hedging, structure/list rhythm, sentence endings, visual formatting.
Keep total character-change rate under 30% whenever possible; stop and report risk above 50%.
Write outputs:
- Active Superloopy loop: .superloopy/evidence/humanize-korean/<run-id>/source.md, final.md, summary.md, audit.json.
- No active loop: _workspace/humanize-korean/<run-id>/source.md, final.md, summary.md, audit.json.
Run node skills/humanize-korean/scripts/audit-humanize-output.mjs --source <source.md> --final <final.md> --report <audit.json>.
If audit fails, repair once. If it still fails, keep the safest version and report the failing audit reason.
Respond concisely with output path, change rate, grade, preserved-token status, and 3 to 5 before/after highlights. Do not paste the full rewritten body unless the user asks.

Superloopy Evidence

When a Superloopy loop is active, the final line of the completion note must include:

SUPERLOOPY_EVIDENCE: .superloopy/evidence/humanize-korean/<run-id>/audit.json

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name

humanize-korean

description

Humanize Korean

SUPERLOOPY HUMANIZE KOREAN ENABLED

What This Skill Is

Comparison Examples

Before	After
`결론적으로, Fileloom은 무료로 사용할 수 있는 파일 뷰어 앱이라고 할 수 있습니다.`	`Fileloom은 무료로 사용할 수 있는 파일 뷰어 앱입니다.`
`이 앱은 PDF, EPUB, DOCX, PPTX, HWP, ZIP 등 다양한 파일 포맷을 열 수 있다는 점에서 주목할 만합니다.`	`이 앱은 PDF, EPUB, DOCX, PPTX, HWP, ZIP 등 다양한 파일 포맷을 열 수 있습니다.`
`또한 광고 없이 제공되기 때문에 사용자는 파일을 확인하는 과정에 있어 방해 요소 없이 문서를 읽을 수 있는 것입니다.`	`광고 없이 제공되기 때문에 사용자는 파일을 확인하는 과정에서 방해 요소 없이 문서를 읽을 수 있습니다.`
`따라서 Superloopy는 Codex 작업을 수행함에 있어 안정성을 높여주는 도구라고 할 수 있습니다.`	`Superloopy는 Codex 작업의 안정성을 높여주는 도구입니다.`
`이는 계획, 검증, 증거 기록을 통해 작업의 진행 상황을 관리할 수 있다는 점에서 매우 중요한 의미를 가지고 있습니다.`	`계획, 검증, 증거 기록으로 작업 진행 상황을 관리할 수 있습니다.`

These examples scored audit grade A with protected tokens preserved and a 29.43% change rate. Do not copy their product claims into unrelated text; use them only as a rewrite-shape reference.

Contract

Rewrite only Korean text.
Preserve meaning, claims, facts, numbers, dates, URLs, code, product names, model names, acronyms, and quoted spans.
Preserve register: formal text stays formal, conversational text stays conversational, official text stays official.
Prefer fewer, sharper edits over broad smoothing.
Do not add examples, metaphors, facts, citations, or marketing claims that were not in the source.
Load references/quick-rules.md before rewriting.
Load references/quality-rubric.md before grading or finalizing.
Use scripts/audit-humanize-output.mjs to validate any file-backed output.
If adapting upstream rule text, respect references/upstream-notice.md.

Workflow

Identify source text from the prompt or from a .txt or .md path supplied by the user.
Refuse non-Korean source text with 한국어 텍스트만 처리할 수 있습니다.
Estimate genre as 공적, 리포트, 블로그, 칼럼, or 대화체; user-provided genre wins.
Mark protected spans before editing: numbers, dates, units, URLs, emails, code spans, quoted spans, English acronyms, product names, model names, and legal/article references.
Detect AI-tell patterns from references/quick-rules.md, prioritizing S1 then repeated S2.
Rewrite paragraph by paragraph in this order: protected spans unchanged, signature phrases, translationese, passive/hedging, structure/list rhythm, sentence endings, visual formatting.
Keep total character-change rate under 30% whenever possible; stop and report risk above 50%.
Write outputs:
- Active Superloopy loop: .superloopy/evidence/humanize-korean/<run-id>/source.md, final.md, summary.md, audit.json.
- No active loop: _workspace/humanize-korean/<run-id>/source.md, final.md, summary.md, audit.json.
Run node skills/humanize-korean/scripts/audit-humanize-output.mjs --source <source.md> --final <final.md> --report <audit.json>.
If audit fails, repair once. If it still fails, keep the safest version and report the failing audit reason.
Respond concisely with output path, change rate, grade, preserved-token status, and 3 to 5 before/after highlights. Do not paste the full rewritten body unless the user asks.

Superloopy Evidence

When a Superloopy loop is active, the final line of the completion note must include:

SUPERLOOPY_EVIDENCE: .superloopy/evidence/humanize-korean/<run-id>/audit.json