zhijunio Humanizer
In-place language polish on finished or near-finished text. Default: do not reorder sections, change heading levels, or add/remove factual claims.
Produces: revised text; optional QA report (references/report-template.md).
Does not produce: new articles, DAG reorder, or platform-specific social copy (user provides style constraints separately).
Hard rules
- Preserve facts — numbers, names, dates, links, code, quotes stay unless clearly wrong and user allows correction.
- Preserve structure — same headings and section order unless user explicitly asks to restructure.
- No invented sources — do not add citations, studies, or anecdotes to "sound human."
- Match draft language — polish Chinese in Chinese rules, English in English rules; bilingual drafts follow
references/bilingual.md. - Smallest change — fix tells first; avoid full rewrite when local edits suffice.
Effort level
| touch | standard (default) | deep | |
|---|---|---|---|
| Scope | One section or <800 chars | Full piece | Full piece + QA report |
| Passes | Detect → rewrite | + soul pass → vet | + L1–L4 (references/qa-layers.md) |
| Output | Revised text only | Revised text | Text + 质检报告 |
Workflow
- Scope — Read
references/workflow.md. Confirm path or paste, language lane, tone (technical / casual / formal), and forbidden edits. - Detect — Scan
references/patterns.md; applyreferences/zh-tells.mdorreferences/en-tells.md. - Rewrite — Local fixes first; vary rhythm; remove chatbot artifacts.
- Soul pass — Read
references/soul-pass.md; add human texture without new facts. - Vet — Read
references/vet.md; revert over-edits. - Deliver — Revised text in place (file edit or paste). Deep: append QA report.
Anti-pattern finale (standard+)
After draft rewrite, ask internally: What still sounds obviously AI-generated? Fix remaining tells in one more pass. Do not narrate this loop to the user unless they want a deep QA report.
Scope boundaries
| Use this skill | Use instead |
|---|---|
| 去 AI 味 on existing finished text | Blank-page writing → article-write |
| Neutral register polish (no author persona) | article-write refine — author voice + qa-layers publish-ready |
| Light texture without new claims | Chapter reorder / DAG fix |
| Optional structured QA (deep) | Fact-checking / topic mastery → topic-learn |
References
references/workflow.md— intake and deliveryreferences/patterns.md— 24-pattern index (language-agnostic)references/zh-tells.md— Chinese tells and replacementsreferences/en-tells.md— English tells and replacementsreferences/bilingual.md— mixed ZH/EN spacing and lane rulesreferences/soul-pass.md— voice without slopreferences/vet.md— false positives and stop conditionsreferences/qa-layers.md— L1–L4 gates (deep mode)references/report-template.md— 质检报告 shapereferences/patterns-full.md— extended EN examples (Wikipedia-derived)