haohao-shuohua

Rewrites Chinese drafts to remove translationese and AI-style phrasing while preserving facts.

76|3|Updated Aug 7, 2026
One-click install
npx skills add https://github.com/Job-Yang/jobbyang-ai-skills --skill haohao-shuohua-job-yang
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: haohao-shuohua
Source: https://github.com/Job-Yang/jobbyang-ai-skills/tree/main/skills/haohao-shuohua
Command: npx skills add https://github.com/Job-Yang/jobbyang-ai-skills --skill haohao-shuohua-job-yang

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) and assets (resource) components.

What problem does it solve? AI-generated Chinese often reads as translationese: noun-heavy sentences, suffixes like 化/性/度, forced triads, decorative dashes, and inflated endings. This Skill cleans Chinese drafts so they read like natural human writing without changing facts, numbers, terms, or causal direction. ## Core Features & Use Cases - Fact-preserving rewriting: Locks an 8-item fact ledger (numbers, commands, terms, predicate direction, mechanisms, citations) before editing, so meaning never drifts. - Five-layer AI-flavor scan: Detects punctuation, sentence-pattern, vocabulary, structural, and parallel-structure symptoms, with regex-based mechanical scans for zero-tolerance issues like half-width punctuation in Chinese text. - Chinese rhythm restoration: Adds back verb-driven sentences, concrete details, breathing room in long sentences, and restrained endings, with a read-aloud proxy checklist. - Use Case: Paste an AI-drafted weekly report or announcement and ask for a cleanup pass; the Skill rewrites it into natural Chinese and returns a revision report listing every change and any suggested deletions. ## Quick Start Ask the agent to run the haohao-shuohua pass on your Chinese draft, for example: 把这段用好好说话过一下,去 AI 味、保住事实.

Frequently Asked Questions about haohao-shuohua

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I remove AI flavor from Chinese writing?

Run a structured cleanup pass: first lock facts (numbers, terms, causal direction), then scan for symptoms like noun-heavy phrasing, 化/性/度 suffixes, dash overuse, and forced triads, then restore verb-driven sentences and concrete details. This Skill automates that workflow with checklists and regex scans.

How to make AI-generated Chinese sound natural?

Natural Chinese relies on verbs carrying the sentence, concrete examples before abstract claims, short rhythmic sentences, and trusting the reader instead of summarizing. The Skill applies these four principles after removing translationese patterns inherited from English sentence structures.

What is translationese in Chinese writing?

Translationese (欧化中文) is Chinese written on an English sentence skeleton: nominalized verbs, passive overuse, 是……的 judgment patterns, and long clauses strung with 的. A quick test is back-translation—if a sentence converts to English too smoothly, it likely follows English structure.

Does this rewriting change facts or technical terms?

No. Fact preservation is the highest-priority rule: numbers, commands, technical terms, predicate direction, mechanisms, and citations must stay verbatim. Technical terms like 重构 or 解耦 are never replaced with looser paraphrases, and no promises or figures absent from the original may be added.

When should I not use this Chinese cleanup skill?

Avoid it for pure foreign-language translation, code and API documentation rewrites, and legal or compliance texts where precision requirements outweigh naturalness. Casual chat replies only need a mental pass of the principles, not the full workflow with reports.