@QingQ77: Give the AI assistant a set of Chinese writing skills, imitating the tone of Liu Run or Luo Zhenyu to automatically produce business long-form articles or inspirational articles with personal style. Learn Liu Run's business insights and methodology; luozhenyu-bookwriter learns Luo Zhenyu's cognitive inspiration and business vagueness. One leans toward "explaining things thoroughly", the other leans toward "enlightening..."
Summary
Introducing two open-source Chinese long-form writing skills (liurun-bookwriter and luozhenyu-bookwriter), which allow AI assistants to automatically generate business long-form articles or inspirational articles by imitating the styles of Liu Run and Luo Zhenyu, including mental models, structure templates, and quality check processes.
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Inject an AI assistant with a set of writing skills in the Chinese style, following the tone of Liu Run or Luo Zhenyu, automatically generating long-form business or inspirational articles with personal flair.
Learn Liu Run’s business insights and methodology; luozhenyu-bookwriter learns Luo Zhenyu’s cognitive inspiration and business strategy. One is more about “thoroughly explaining things”, the other is more about “waking people up”. Liu Run’s approach compresses his 28 years of writing experience into 8 core principles, 3 structures, SCQA’s three types of logical momentum, the 5 Business School SCA++ template, and 7 special content blocks, and runs a 12-item quality self-check before writing.
In actual use, you just give the Agent one command: “Write a 32-point commentary about X in Liu Run’s style.” It will pick the structure, select the momentum, find material, start writing, and wait for your approval after each section. Finally, a Python script connects pandoc and XeLaTeX to output a PDF.
liangdabiao/liurun-bookwriter-skills
Source: https://github.com/liangdabiao/liurun-bookwriter-skills
liurun-bookwriter · Dual-Style Long-Form Writing Skill Set
Two skills, two styles, one goal — help you write long-form articles with a “writer’s taste.”
This project includes two complementary Chinese long-form writing skills:
| Skill | Style Orientation | One Sentence | Best For |
|---|---|---|---|
| liurun-bookwriter | Business Insights / Methodology | In my heart, it’s not “me”, it’s “you” | Business commentary, corporate case studies, company visit reports |
| luozhenyu-bookwriter | Cognition / Inspiration / Business | People who do things, not critics | Cognitive upgrade, AI era responses, personal growth |
Quick Selection
| What you want to write | Recommended Skill |
|---|---|
| Business commentary, corporate earnings analysis, 5-Minute Business School style | liurun-bookwriter |
| Business insights, business methodology, company visit reports | liurun-bookwriter |
| Business aphorisms (“flying down three thousand feet”) | liurun-bookwriter |
| Cognitive upgrade, inspirational short articles, long-termism manifesto | luozhenyu-bookwriter |
| New Year’s Eve speeches, AI era responses, personal growth | luozhenyu-bookwriter |
| Self-deprecating opening, parallel short sentences (“once X, then Y”) | luozhenyu-bookwriter |
| Using historical figures to explain modern principles (Zeng Guofan, Napoleon) | luozhenyu-bookwriter |
| 60-150 word decision-making frameworks | luozhenyu-bookwriter (Luo Pang’s 60 seconds) |
Not sure? Consider the core question — is your article about “solving problems” or “stimulating thinking”? For the former, choose Liu Run; for the latter, choose Luo Zhenyu.
For detailed comparison, see §III Comparison and Complementarity.
I. liurun-bookwriter · Liu Run Style Business Long-Form Text
Empathy is the most important foundational skill. In your heart, it’s not “me”, it’s “you”. — Liu Run
A complete replication of Liu Run’s (former Microsoft Strategic Cooperation Director, founder of Runmi Consulting, host of “5-Minute Business School”) 28 years of business writing experience. Distilled from his “28 Years of Writing Principles” into 8 core principles, 3 structures, SCQA logical momentum, the 5 Business School SCA++ template, and 7 callout types, designed specifically for business long-form creation.
What This Skill Can Do
| You say one sentence | It helps you write |
|---|---|
| “Write a business commentary” | A 3-section long article, ASC straight to the point |
| “Write in Liu Run’s style” | Execute according to the 8 core principles by default |
| “Give me a 32-point piece” | 32 sentences, CSA highlighting concerns |
| “Write a 10-point article” | 10 interconnected points, QSCA highlighting confidence |
| “Write an ASC article” | Use ASC logical momentum to open |
| “Write a 5-Minute Business School style” | 5-step SCA++ template |
| “Write a business insight / methodology article” | Business long-form text + case support |
| “Write an entrepreneur interview / company visit report” | The 10-point style works best |
| “Analyze Pinduoduo’s financial report” | 32 points or 3-section format with data annotations |
Get Started in 5 Minutes
Step 1: Trigger the Skill
Directly say to the Agent:
"Write a 32-point commentary about HarmonyOS in Liu Run's style"
The Agent will automatically execute the following workflow:
``
- Identify structure type → 32 points
- Select SCQA variant → CSA (default)
- Confirm topic angle → HarmonyOS 32 points
- Research material (automatic) → Cases + data + quotes
- Write → Follow the 8 core principles
- QC self-check → 12 quality checks
- Wait for your confirmation for each point ``
Step 2: Confirm After Each Section
After finishing each section/point/item, the Agent will pause and wait for your confirmation. No manual action needed.
Step 3: Export to PDF
bash python scripts/export_pdf.py article.md
8 Core Writing Principles (Core Mental Models)
| # | Principle | One Sentence | Quantitative Metric |
|---|---|---|---|
| 1 | Empathy | In your heart, it’s not “me”, it’s “you” | An empathy anchor must appear within the first 3 paragraphs |
| 2 | Sense of Audience | Write for “Jack Ma” to read | Use “you” ≥ 8 times per thousand words |
| 3 | Gentleman Self-Soiling | Give the good to the other, the bad to yourself | At least one self-soiling frame per article |
| 4 | Logical Momentum | Flying down three thousand feet | At least one explicit SCQA annotation |
| 5 | 5 Business School SCA++ | Capture fleeting attention | Complete 5-step structure |
| 6 | 3 Structures | Basic editor requirements | Structure and title must strictly match |
| 7 | SLR Focus | Keep hitting until it penetrates | Each paragraph ≥ 1 story/example/analogy |
| 8 | Vernier Caliper | Short, precise, polished | Sentence length ≤ 45 characters |
For detailed explanation, see references/style-dna.md
3 Structure Blueprints
| Type | Paragraph Structure | Default SCQA | Length | Best For |
|---|---|---|---|---|
| 3-Section | §01 Intro + §02-§04 Body + §05 Final Words | ASC | 1500-2500 words | Business commentary, methodology |
| 10-Point | Prologue + 01-10 + Conclusion | QSCA | 2500-4000 words | Case analysis, company visit reports |
| 32-Point | 32 key points | CSA | 2000-3000 words | Event commentary, hot topic responses |
| 5 Business School | Scene Introduction + Break Cognition + Core Logic + Apply to Other Scenarios + Review Summary | ASC | 2000-4000 words | 5-Minute Business School audio |
How to choose?
- Not sure → Default to 3-section (basic editor requirement)
- Many cases, includes interviews → 10-point
- Express a stance, be restrained → 32-point
- Produce 5-Minute Business School audio → 5 Business School SCA++
For detailed blueprints, see references/book-blueprints.md
3 SCQA Logical Momentum Variants
| Variant | Order | Effect | Typical Scenario |
|---|---|---|---|
| ASC | Answer → Situation → Complication | Straight to the point | Work reports, proposals, default for 3-section |
| CSA | Complication → Situation → Answer | Highlight concerns | Hot topic responses, default for 32-point |
| QSCA | Question → Situation → Complication → Answer | Highlight confidence | Big questions & big solutions, default for 10-point |
Explicit annotation method:
``markdown A Answer: Change the commission system to a bonus system. [Body content expands]
C Complication: But doing this will provoke backlash from the sales team. [Body content expands] ``
For detailed logical momentum explanation, see references/style-dna.md “Principle 4”
7 Callout Special Content Blocks
| Name | Trigger Scenario | Format |
|---|---|---|
| Empathy Box | Opening / Paragraph transition | > **What you're thinking**:... |
| Self-Soiling Box | Humble opening / Self-deprecation | > **Admit a mistake first**:... |
| Quote Box | Paragraph conclusion / Highlight point | > **Quote**:... |
| Story Box | Tell a story / Case | > **Story**:... |
| Example Box | Reduce cognitive cost | > **Example**:... |
| Analogy Box | Get to the essence | > **Analogy**:... |
| Word Choice Box | Word comparison | > **Word Choice**:[Original] vs [Revised] |
For detailed formats, see references/callout-patterns.md
Installation
Method 1: Copy to Agent skills directory
``bash
Claude Code
cp -r liurun-bookwriter ~/.claude/skills/
WorkBuddy
cp -r liurun-bookwriter ~/.workbuddy/skills/ ``
Method 2: Use as local skill directory
Directly tell the Agent the path to the skill; no copying required.
Dependencies
| Dependency | Purpose | Required |
|---|---|---|
| Python 3.8+ | Run validation / PDF scripts | Required |
| pandoc | Markdown → PDF | Required for PDF export |
| XeLaTeX | Chinese font rendering | Required for PDF export |
| Chinese fonts | Chinese display in PDF | Recommended: Source Han Serif / LXGW WenKai |
Platform-specific Installation
macOS
bash brew install pandoc brew install --cask mactex brew install --cask font-source-han-serif brew install --cask font-lxgw-wenkai
Linux (Ubuntu/Debian)
bash sudo apt install pandoc texlive-xetex texlive-lang-chinese fonts-noto-cjk
Windows
powershell winget install --id JohnMacFarlane.Pandoc winget install --id MiKTeX.MiKTeX
Verify Dependencies
bash python scripts/export_pdf.py --list-fonts echo "# Test" > test.md python scripts/export_pdf.py test.md
Command Line Tools
1. PDF Export
``bash
Basic usage
python scripts/export_pdf.py article.md
Specify output file
python scripts/export_pdf.py article.md -o output.pdf
Specify font
python scripts/export_pdf.py article.md –font “Source Han Serif SC”
Verbose output
python scripts/export_pdf.py article.md -v
List available Chinese fonts
python scripts/export_pdf.py –list-fonts ``
PDF Styles (optimized for business long-form text):
- Font: Source Han Serif (Windows/Linux) / LXGW WenKai (preferred) / Microsoft YaHei (fallback)
- Font size: 11pt
- Line spacing: 1.5
- Margins: 3cm
2. Structure Validation
``bash
Validate long-form structure (auto-detect 3-section/10-point/32-point/5 Business School)
python scripts/validate_structure.py article.md
Silent mode (only return exit code)
python scripts/validate_structure.py article.md –quiet ``
Automatically checks 12 items:
✅ Article type detection ✅ SCQA variant detection ✅ Paragraph count correctness ✅ Paragraph number continuity ✅ Zero tolerance for forbidden words ✅ Empathy anchor ✅ Frequency of "I" / "you" ✅ "everyone" = 0 ✅ Callout count ✅ SCQA node annotation ✅ "Final words" at paragraph end ✅ Fuzzy word check
3. Multi-Agent Collaboration
``bash
Initialize a 32-point long-form article
python scripts/agent_scheduler.py –init “32-tiao-hongmeng” –type “32条” –scqa “CSA”
Initialize a 10-point long-form article
python scripts/agent_scheduler.py –init “hua-wei-10” –type “10点式” –scqa “QSCA”
Check current status
python scripts/agent_scheduler.py –status
Get next batch of tasks
python scripts/agent_scheduler.py –next
Advance to next phase
python scripts/agent_scheduler.py –advance ``
5 Agent roles: Editor-in-Chief / Researcher / Writer / Editor / Typesetter For detailed workflow, see references/agent-protocol.md
File Structure
liurun-bookwriter/ ├── SKILL.md # Main skill definition (Agent auto-loads) ├── README.md # This file ├── LICENSE # MIT License │ ├── references/ # Reference documents (Agent consults during writing) │ ├── book-blueprints.md # 3 structure blueprints + SCQA pairings │ ├── chapter-templates.md # 3 structure templates + 5 Business School SCA++ template │ ├── style-dna.md # 8 core principles complete DNA │ ├── opening-techniques.md # 6 opening techniques │ ├── callout-patterns.md # 7 callout formats │ ├── quality-checkpoints.md # 12+10 item QC checklist │ ├── agent-protocol.md # Agent collaboration workflow │ └── research-sources.md # Business research sources │ ├── assets/ # Resource templates │ ├── templates/ │ │ ├── cover-template.md # 4 long-form cover templates │ │ └── toc-template.md # 4 structure table of contents templates │ └── schemas/ │ └── outline-schema.json # Outline data structure │ ├── scripts/ # Utility scripts │ ├── export_pdf.py # PDF export (Source Han Serif / 11pt / line spacing 1.5) │ ├── validate_structure.py # Structure validation (12 items automatic QC check) │ └── agent_scheduler.py # Multi-Agent collaboration scheduler │ └── tests/ # Tests ├── baseline-checks.md # 5 baseline failure modes ├── pressure-scenarios.md # 7 stress test scenarios └── fixtures/ └── sample-3duan.md # 3-section sample long-form article
Quality Assurance
Each long-form article automatically runs 12 QC checks:
Structure Checks (4 items)
- Article type consistent with metadata
- Correct paragraph count (3-section=5, 10-point=12, 32-point=32, 5 Business School=5)
- Paragraph ends with “Final Words” / “Conclusion” (3-section, 10-point)
- Continuous numbering without breaks
Style Checks (5 items)
- Zero forbidden words (key: “everyone” = 0)
- Frequency of “I” ≥ 3 times per thousand words
- Frequency of “you” ≥ 8 times per thousand words
- Consecutive fuzzy words ≤ 3 times
- Sentence length ≤ 45 characters
Content Checks (3 items)
- Empathy anchor within first 3 paragraphs
- Callout count ≥ 1 (Quote/Story/Example/Analogy)
- At least 1 explicit SCQA node annotation
For complete checklist, see references/quality-checkpoints.md
Scenarios Not Suitable
- Academic paper format
- Pure fiction/novel creation
- Ultra-short copy (social media, Weibo)
- Financial reports requiring complex charts
- Legal clauses, technical manuals
Example: 3-Section Long-Form Article
Refer to the complete example in tests/fixtures/sample-3duan.md. The structure is as follows:
``markdown
[Title]
Creator: Liu Run Source Column: WeChat Official Account “Liu Run” Publication Date: YYYY-MM-DD Structure Type: 3-Section SCQA Variant: ASC Target Readers: Entrepreneurs · Business Readers Core Insight: [One sentence]
§01 Introduction: Why This Article
[Empathy anchor] [Why readers should continue reading]
§02 [Body 1: First core argument]
[Start from the answer (ASC’s A)] [Support with story/example/analogy] [Conclude with a quote]
§03 [Body 2: Second core argument]
[Follow from §02’s ending] [Deeper insight] [Conclude with a quote]
§04 [Body 3: Third core argument]
[Go even deeper] [Actionable method or suggestion] [Conclude with a quote]
§05 Final Words
[Review the three arguments] [Elevate to a higher level] [Conclude with a quote / method / question] ``
Common Questions
Q: Can I write other styles of business long-form articles?
Not recommended. This skill specializes in replicating Liu Run’s style. If you want to write in other styles, turn off this skill.
Q: What if I can’t fill all 32 points?
Don’t force it. It’s better to say less. You can switch to the 3-section (5 paragraphs) or 10-point (10 points) style.
Q: How to fix garbled Chinese text in PDF?
``bash
Confirm Chinese fonts are installed
fc-list :lang=zh
macOS: brew install –cask font-source-han-serif
Linux: sudo apt install fonts-noto-cjk
``
Q: Can I quote other writers in the long-form article?
Yes, but you must indicate the source and avoid implying it’s Liu Run’s own opinion. See the “Quote Material Library” in references/research-sources.md.
Q: How should business data be handled?
Must annotate timeliness (“as of September 2024”) and source (company announcement / authoritative media / well-known research institution). See references/research-sources.md.
II. luozhenyu-bookwriter · Luo Zhenyu Style Inspirational Long-Form Text
People who do things are not armchair generals pointing fingers, but roll up their sleeves and make themselves the key variable in solving problems. — Luo Zhenyu
A complete replication of Luo Zhenyu’s (founder of Dedao App, host of “Luoji Thinking”, host of the “Friends of Time” New Year’s Eve speech, host of “Journey of Civilization”) 14 years of content creation experience. Distilled from the video scripts of “Luoji Thinking” (2012-2026), 3652 audio entries of “Luo Pang’s 60 Seconds”, three published books (“Those Who Achieve Greatness Don’t Get Entangled”, “The Method of Reading”, “Inspiration”), 11 “Friends of Time” New Year’s Eve speeches, and the “Journey of Civilization” program into 12 core principles, 3 structures, 3 SCQA variants, 7 core callouts (+6 extensions), designed specifically for cognitive/inspiration/business long-form creation. Core principle: Learn the style, don’t copy sentences; every quote/story/analogy must be original to the piece.
For detailed documentation, see luozhenyu-bookwriter/README.md
What This Skill Can Do
| You say one sentence | It helps you write |
|---|---|
| “Write an article in Luo Zhenyu’s style” | Execute according to the 12 core principles by default (quotes/stories original to the piece) |
| “Write a Luo Pang 60 seconds” | 60-150 word short article, PEI phenomenon-explanation-inspiration |
| “Write a Luoji Thinking long article” | 2000-4000 word long-form, TQA trigger-question-answer |
| “Write a New Year’s Eve speech style” | 10000+ word speech, CAA concrete-abstract-action |
| “Write about what ordinary people should do in the AI era” | New Year’s Eve speech style or long-form, soul-searching question + historical figure |
| “Write about Zeng Guofan” | Long-form + historical figure + inspiration |
| “Write about long-termism” | New Year’s Eve speech style + roll up sleeves + inspiration |
| “Write about personal growth” | Long-form + historical figure + quotes |
| “Write a hot topic response” | 60 seconds or long-form, TQA variant |
12 Core Writing Principles (Core Mental Models)
⚠️ Most Important: Quotes/stories/analogies must be original to the current topic, do not copy original sentences from representative works.
| # | Principle | One Sentence | Quantitative Metric |
|---|---|---|---|
| 1 | Roll Up Sleeves | People who do things, not critics | At least 1 “roll up sleeves” box per article |
| 2 | Long-Termism | Do something valuable, keep doing it | At least 1 “long-termism” box per article |
| 3 | Inspirational Output | Give inspiration, not answers | At least 1 inspiration box |
| 4 | Be Concrete, Be Profound | Don’t ramble, give cases | At least 2 specific stories per thousand words |
| 5 | Take Action, Be Innovative | Don’t daydream, start doing | At least 1 call to action per article |
| 6 | Get Confused, Go Out | Don’t work in a vacuum | At least 1 “going out” scene |
| 7 | Story Details | The key is details, change stories for each piece | At least 2 per thousand words, no repetition across consecutive pieces |
| 8 | Quote-ism | Every paragraph has a quote, must be original to the piece | ≥ 3 quotes per thousand words, no copying original sentences from representative works |
| 9 | Use Analogies | Translate the abstract into the concrete | At least 1 original analogy per article |
| 10 | Examples to Lower Cognitive Burden | Use specific people to talk about specific things | At least 1 original example per article |
| 11 | Verb-Driven | Use actions to let the reader see | Verbs account for ≥ 1/3 of the full text |
| 12 | Humility and Self-Deprecation | I am Luo Pang (don’t make up weight loss numbers) | Open with “I am Luo Pang” to establish identity |
For detailed explanation, see style-dna.md
3 Structure Blueprints
| Type | Paragraph Structure | Default SCQA | Length | Best For |
|---|---|---|---|---|
| Luo Pang 60 Seconds | 1 phenomenon + 1 explanation + 1 inspiration | PEI (Phenomenon-Explanation-Inspiration) | 60-150 words | Short content, decision frameworks, hot topic responses |
| Luoji Thinking Long Article | §01 Intro + §02-§04 Body + §05 Conclusion | TQA (Trigger-Question-Answer) | 2000-4000 words | Business commentary, cognitive upgrade, character analysis |
| New Year’s Eve Speech | Opening + multiple sub-topics + action principles + elevation | CAA (Concrete-Abstract-Action) | 10000+ words | New Year’s Eve speech, annual summary, large speeches |
How to choose?
- Not sure → Default to Luoji Thinking long article (TQA Trigger-Question-Answer)
- Short content, need speed → Luo Pang 60 Seconds (PEI Phenomenon-Explanation-Inspiration)
- New Year’s Eve speech, need impact → New Year’s Eve Speech (CAA Concrete-Abstract-Action)
For detailed blueprints, see book-blueprints.md
3 SCQA Logical Momentum Variants (Luo Zhenyu Specific)
| Variant | Order | Effect | Typical Scenario |
|---|---|---|---|
| TQA | Trigger → Question → Answer | Story + soul-searching + answer | Default for Luoji Thinking long articles |
| CAA | Concrete → Abstract → Action | Be concrete to be profound + elevation + action | Default for New Year’s Eve speech |
| PEI | Phenomenon → Explanation → Inspiration | Short, fast, inspirational | Default for Luo Pang 60 Seconds |
Explicit annotation method:
``markdown T Trigger: When Zeng Guofan first arrived in Changsha to train troops, his Hunan soldiers were unmanageable. Instead of panicking, he first built solid camps and dug deep trenches.
[Body content expands]
Q Question: Why does “doing the task at hand” break entanglements better than “thinking about the past”?
[Body content expands]
A Answer: Because the essence of entanglement is “thinking about the past.” The antidote is to move your attention from the past back to the present.
[Body content expands] ``
7 Core Callout Special Content Blocks
There are also 6 extended callouts (SCQA nodes / SCQA variants / decision frameworks / confused wise people / binary deconstruction / counter-intuition), see callout-patterns.md.
| Name | Trigger Scenario | Format |
|---|---|---|
| Roll Up Sleeves Box | Oppose critics, encourage action | > **People who do things**:[action] |
| Long-Termism Box | Small actions, persistence | > **Long-termism**:[small action] |
| Once X, Then Y Box | Parallel quotes | > **Be concrete, be profound**:[case] |
| Story Box | Tell a story, character | > **Story**:[scene + detail] |
| Quote Box | Paragraph conclusion, highlight | > **Quote**:[memorable sentence] |
| Inspiration Box | Paragraph conclusion, give perspective | > **My inspiration**:[perspective] |
| Era Soul-Searching Box | Soul-searching question, hot topic | > **Era soul-searching**:[question] |
Installation
``bash
Already in project’s .workbuddy/skills/ directory (default location)
ls d:/liurun-bookwriter-main/.workbuddy/skills/luozhenyu-bookwriter/
Or copy to another location
cp -r .workbuddy/skills/luozhenyu-bookwriter ~/.claude/skills/ ``
Directly tell the Agent the path to the skill to use it.
Dependencies
| Dependency | Purpose | Required |
|---|---|---|
| Python 3.8+ | Run validation scripts | Required |
Command Line Tools
1. Structure Validation
``bash
Validate long-form structure (auto-detect Luo Pang 60 Seconds / Luoji Thinking long article / New Year’s Eve speech)
python scripts/validate_structure.py article.md
Silent mode (only return exit code)
python scripts/validate_structure.py article.md –quiet ``
Automatically checks 12 items:
✅ Article type detection ✅ SCQA variant detection ✅ Paragraph count correctness ✅ Paragraph number continuity ✅ Zero tolerance for forbidden words ✅ "Roll up sleeves" anchor ✅ Frequency of "I" / "you" ✅ "everyone" = 0 ✅ Callout count ✅ SCQA node annotation ✅ "Conclusion" at paragraph end ✅ Fuzzy word check
2. Multi-Agent Collaboration
``bash
Initialize a New Year’s Eve speech
python scripts/agent_scheduler.py –init “ai-1000days” –type “跨年演讲稿” –scqa “CAA”
Initialize a Luo Pang 60 seconds
python scripts/agent_scheduler.py –init “60s-decision” –type “罗胖60秒” –scqa “PEI”
Check current status / advance
python scripts/agent_scheduler.py –status python scripts/agent_scheduler.py –next python scripts/agent_scheduler.py –advance ``
5 Agent roles: Editor-in-Chief / Researcher / Writer / Editor / Typesetter For detailed workflow, see agent-protocol.md
3. PDF Export
``bash
Convert Markdown long-form to PDF
python scripts/export_pdf.py article.md -o article.pdf
Specify font
python scripts/export_pdf.py article.md –font “Microsoft YaHei” ``
File Structure
.workbuddy/skills/luozhenyu-bookwriter/ ├── SKILL.md # Main skill definition (Agent auto-loads) ├── README.md # This file ├── LICENSE # MIT License │ ├── references/ # Reference documents (Agent consults during writing) │ ├── book-blueprints.md # 3 structure blueprints + 3 SCQA pairings │ ├── chapter-templates.md # 3 structure templates + New Year's Eve speech SCA template │ ├── style-dna.md # 12 core principles complete DNA + generation formulas │ ├── opening-techniques.md # 6 opening techniques │ ├── callout-patterns.md # 7 core callout + 6 extended callout formats │ ├── quality-checkpoints.md # 12+10 item QC checklist │ ├── agent-protocol.md # Agent collaboration workflow │ ├── research-sources.md # Luo Zhenyu content research sources │ └── real-works-extraction.md# Feature extraction from 20 representative works │ ├── assets/ # Resource templates │ ├── templates/ │ └── schemas/ │ ├── scripts/ # Utility scripts │ ├── validate_structure.py # Structure validation (12 items automatic QC check) │ ├── agent_scheduler.py # Multi-Agent collaboration scheduler │ └── export_pdf.py # PDF export │ └── tests/ # Tests ├── baseline-checks.md ├── pressure-scenarios.md └── fixtures/ └── sample-3duan.md # Luoji Thinking long article sample
Quality Assurance
Each long-form article automatically runs 12 QC checks:
Structure Checks (4 items)
- Article type consistent with metadata
- Correct paragraph count (Luo Pang 60 Seconds = 1 paragraph / Luoji Thinking long article = 5 paragraphs / New Year’s Eve speech = multiple sub-topics)
- Paragraph ends with “Conclusion” (Luoji Thinking long article, New Year’s Eve speech)
- Continuous numbering without breaks
Style Checks (5 items)
- Zero forbidden words (key: “everyone” = 0)
- Frequency of “I” ≥ 4 times per thousand words
- Frequency of “you” ≥ 6 times per thousand words
- Consecutive fuzzy words ≤ 3 times
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