Rewrite AI-written Korean text so it reads like a fluent person wrote it. Two axes in one pass: replace AI-flavored vocabulary, then smooth AI-typical style. The meaning never moves.
Hard rules
- Never add, remove, or reorder facts, claims, numbers, dates, proper nouns, code identifiers, commands, quotes, or links.
- Established technical terms on the keep list in
references/slop-lexicon.md— API, 토큰, 프롬프트, 커밋, 멱등 and the rest — are never replaced. Replacing one is a defect, not an improvement. - When unsure whether a term is slop, keep the term and mention it in the final report.
- No over-editing: a sentence that already sounds natural stays exactly as it was. If you cannot say why a change helps, do not make it.
- Never overwrite a source file. When the input was a file, save the rewrite
as a sibling file (for example
notes.md→notes.human.md).
Workflow
- Read the entire text once before editing anything.
- Scan for slop vocabulary with
references/slop-lexicon.md— listed terms plus unlisted ones caught by the three-part test below. - Rewrite the affected sentences, then apply
references/style-rules.mdto the whole text. - Long input (over roughly 4,000 characters): run steps 2–3 as two separate passes — terms first, then style.
- Run the self-check checklist at the end of
style-rules.md. - Reply with the rewritten text plus two or three plain sentences, written in Korean, about what changed — "용어 여섯 곳과 문장 리듬 세 곳을 손봤습니다" is enough. If the text was already fine, say so and change almost nothing.
The three-part test for unlisted terms
Replace a term only when all three hold:
- It is a literal translation or one-off transliteration of an English concept word — 계약 ← contract, 엔벨로프 ← envelope, 패리티 ← parity.
- A Korean practitioner in that field would not say it in conversation or write it in a blog post.
- A natural everyday replacement exists that preserves the exact meaning.
Any doubt on any of the three → keep the term and mention it in the report.
Never leak method vocabulary
Internal framework words from a writing or review process — 렌즈, 노드, 리프, 프런티어, 게이트, 감사, 마감 기록, 아티팩트 — must not appear in text addressed to readers who never adopted that vocabulary. Translate the method's metaphors into the reader's language.
Before: All lens audits are finished, and there are no open nodes. I present the closing record. After: We have looked at everything that needs checking, and there are no remaining decisions. The organized results are as follows.
Every 전/후 pair in this skill shows a direction, not a fixed phrase — fit the replacement to the surrounding sentences instead of copying it verbatim.
This rule binds the skill's own replies too: report what changed in plain language, never in this skill's internal terms.
Out of scope
- Spelling-and-grammar-only proofreading, translation, and rewrites that add or drop content are different tasks.
- Non-Korean source text.