@wlzh: On the same day, I uncovered two gems — Liu Run's Business Reference Distillation Skills and Luo Zhenyu's Quote Distillation Skills. What does that mean? It's not about learning how Liu Run and Luo Zhenyu write — it's about turning their writing systems into templates that AI can use directly. That is, you feed in a piece of material, and AI will use Liu Run's methods to deconstruct the structure, create analogies, and build SCQA logic chains; then switch to Luo Zhenyu's mode to generate quotes, insights, and personal engagement.
Summary
Introduces two open-source AI writing skill templates that mimic Liu Run's business analysis style and Luo Zhenyu's quote style, enabling AI to produce professional and shareable articles, lowering the barrier to writing.
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Cached at: 07/12/26, 10:53 AM
That day, I found two great things at the same time.
Liu Run’s business reference distilled skills, and Luo Zhenyu’s quote distilled skills.
What does that mean? It’s not telling you to learn how Liu Run and Luo Zhenyu write — it’s turning their writing systems into templates that AI can use directly.
In other words, now you feed in a piece of material, and AI will use Liu Run’s approach to break down the structure, create analogies, build the SCQA logic chain; then switch to Luo Zhenyu’s mode to generate quotes, provide inspiration, and add “rolling up sleeves and jumping in.”
One handles logic, the other handles quotes. When you use both together, the article gets both skeleton and soul.
At the core of Liu Run’s system, I think the three most valuable things are:
- SCQA logical framework (Situation → Conflict → Question → Answer), a magical tool for writing business analysis articles
- Ability to create analogies, translating complex business logic into relatable everyday scenarios
- Three-paragraph structure (3-segment / 10-point / 32-items), each structure suited for a specific reading context
Luo Zhenyu’s system goes in a different direction:
- Quote framework — every article must have that one sentence that can be shared
- Counterintuitive framework — not to persuade you, but to make you go “oh?”
- Jump in and do it — not preaching, but “I’m doing it with you”
Combined, they form a complete writing production line:
- Liu Run is responsible for turning your material into logically clear business analysis
- Luo Zhenyu is responsible for sprinkling quotes and inspiration on top
- You only need to be the person who inputs the material
Why does this excite me?
Because I’ve been thinking about one question: how do you write an article that is “both professional and shareable”? These two needs are inherently conflicting — professional and shareable, one inward-facing, one outward-facing.
But putting these two skills together, it precisely resolves that conflict:
Liu Run’s approach ensures professionalism without being shallow; Luo Zhenyu’s approach ensures shareability without being ugly.
What’s the killer feature?
These two skills are open source. Anyone can use them.
And it’s not just about rewriting articles — it even provides references and a clear quality control checklist.
It shows that the people who created these skills didn’t just write casually — they really polished a writing system.
Seeing both in one day, I can only say:
In the AI era, the barrier to writing has changed.
It’s not about AI writing for you; it’s about AI helping you have a writing style.
Before, you had to spend ten years to develop Liu Run’s sense of logic, ten years to develop Luo Zhenyu’s sense of quotes.
Now you download a set of skills and you can use it today.
That, damn it, is the real dimensionality reduction strike of the AI era.
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 — to help you write long articles with a “writer’s flavor.”
This project includes two complementary Chinese long-form writing skills:
| Skill | Style Positioning | One-Liner | Best For |
|---|---|---|---|
| liurun-bookwriter | Business Insight / Methodology | “I” is not in mind, “You” is | Business commentary, enterprise cases, visit reports |
| luozhenyu-bookwriter | Cognition / Inspiration / Business | People who act, not critics | Cognitive upgrade, AI era response, personal growth |
Quick Selection
| What You Want to Write | Recommended Skill |
|---|---|
| Business commentary, corporate financial analysis, 5-Minute Business School style | liurun-bookwriter |
| Business insight, business methodology, visit reports | liurun-bookwriter |
| Business aphorism quotes (“flying down three thousand feet”) | liurun-bookwriter |
| Cognitive upgrade, inspirational short articles, long-termism advocacy | luozhenyu-bookwriter |
| New Year’s Eve speech, AI era response, personal growth | luozhenyu-bookwriter |
| Self-deprecating opening, parallel short sentences (“As soon as X, then Y”) | luozhenyu-bookwriter |
| Using historical figures to talk about modern principles (Zeng Guofan, Napoleon) | luozhenyu-bookwriter |
| Decision frameworks of 60–150 characters | luozhenyu-bookwriter (Luo Pang 60 seconds) |
Not sure? Look at the core question — is your article about “solving a problem” or “sparking thinking”? For the former, choose Liu Run; for the latter, choose Luo Zhenyu.
See §3. Comparison and Complementarity for detailed comparison.
I. liurun-bookwriter · Liu Run Style Business Long-Form Article
Empathy is the most important fundamental skill. What fills your mind is not “I,” but “You.” — Liu Run
A complete replication of Liu Run’s 28 years of business writing experience. Refined from his “My 28 Years of Writing Tips” into 8 major principles, 3 structures, SCQA logical momentum, 5 Business School SCA++ template, and 7 types of callouts, specifically designed for business long-form writing.
What This Skill Can Do
| You Say One Sentence | It Writes |
|---|---|
| “Write a business commentary” | 3-segment long article, ASC straight to the point |
| “Use Liu Run’s style” | Execute by default according to the 8 major principles |
| “Give me a 32-item piece” | 32 sentences, CSA highlighting concerns |
| “Write a 10-point piece” | 10 interlocking points, QSCA highlighting confidence |
| “Make an ASC piece” | Use ASC logical momentum to open |
| “Write a 5-Minute Business School piece” | 5-step SCA++ template |
| “Write a business insight / methodology piece” | Business long article + supporting cases |
| “Write an entrepreneur interview / visit report” | 10-point style is most suitable |
| “Analyze Pinduoduo’s financial report” | 32-item or 3-segment + data annotation |
5-Minute Quick Start
Step 1: Trigger the Skill
Directly say to the Agent:
"Use Liu Run's style to write a 32-item commentary on HarmonyOS"
The Agent will automatically execute the following process:
1. Identify structure type → 32 items
2. Select SCQA variant → CSA (default)
3. Confirm topic angle → 32 items on HarmonyOS
4. Research material (auto) → Cases + data + quotes
5. Write → Follow the 8 major principles
6. QC self-check → 12 quality checks
7. Wait for your confirmation on each item
Step 2: Confirm Each Time
After each paragraph/point/item, the Agent will pause and wait for your confirmation. No manual operation required from you.
Step 3: Export to PDF
python scripts/export_pdf.py article.md
8 Major Writing Principles (Core Mental Models)
| # | Principle | One-Liner | Quantifiable Indicator |
|---|---|---|---|
| 1 | Empathy | What fills your mind is not “I,” but “You” | Empathy anchor must appear within the first 3 paragraphs |
| 2 | Sense of Audience | Write for “Jack Ma” to read | “You” ≥ 8 times per thousand words |
| 3 | Gentleman’s Self-Soiling | Give the good to the other, the bad to yourself | At least 1 self-soiling frame per article |
| 4 | Logical Momentum | Flying down three thousand feet | At least 1 explicit SCQA annotation |
| 5 | 5-Business-School SCA++ | Capture fleeting attention | Complete 5-step structure |
| 6 | 3 Types of Structures | Basic requirements for editors | Strictly match structure with title |
| 7 | SLR Focus | Keep shooting until it’s thorough | At least 1 story/example/analogy per paragraph |
| 8 | Caliper Precision | Short, accurate, revise | Sentence length ≤ 45 characters |
For detailed explanation, see references/style-dna.md
3 Structure Blueprints
| Type | Paragraph Structure | Default SCQA | Length | Best For |
|---|---|---|---|---|
| 3-segment | §01 Introduction + §02–§04 Body + §05 Final Words | ASC | 1500–2500 words | Business commentary, methodology |
| 10-point | Lead-in + 01–10 + Conclusion | QSCA | 2500–4000 words | Case analysis, visit reports |
| 32-item | 32 key points | CSA | 2000–3000 words | Event commentary, hot-topic responses |
| 5-Business-School | Scenario introduction → Break cognition → Core logic → Apply to other contexts → Summary review | ASC | 2000–4000 words | 5-Minute Business School audio |
How to choose?
- Not sure → Default to 3-segment (basic editor requirement)
- Many cases, with interviews → 10-point
- Expressing a stance, need restraint → 32-item
- Creating 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 → Background → Conflict | Straight to the point | Work reports, proposals, default for 3-segment |
| CSA | Conflict → Background → Answer | Highlight concerns | Hot-topic responses, default for 32-item |
| QSCA | Question → Background → Conflict → Answer | Highlight confidence | Big problems with big solutions, default for 10-point |
Explicit annotation method:
**A Answer**: Change the commission system to a bonus system.
[body text expands]
**C Conflict**: But doing so will trigger backlash from the sales team.
[body text expands]
For detailed logical momentum explanation, see “Principle 4” in references/style-dna.md
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 | > **First, admit a mistake**:... |
| Quote Box | Paragraph conclusion / highlight a point | > **Quote**:... |
| Story Box | Tell a story / case | > **Story**:... |
| Example Box | Reduce cognitive cost | > **Example**:... |
| Analogy Box | Peek at essence | > **Analogy**:... |
| Deliberation Box | Word choice comparison | > **Deliberation**:[original] vs [revised] |
For detailed formats, see references/callout-patterns.md
Installation
Method 1: Copy to Agent skills directory
# Claude Code
cp -r liurun-bookwriter ~/.claude/skills/
# WorkBuddy
cp -r liurun-bookwriter ~/.workbuddy/skills/
Method 2: Use as a local Skill directory
Directly tell the Agent the path to the skill; no need to copy.
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 font | Chinese display in PDF | Recommended: Source Han Serif / LXGW WenKai |
Installation by Platform
macOS
brew install pandoc
brew install --cask mactex
brew install --cask font-source-han-serif
brew install --cask font-lxgw-wenkai
Linux (Ubuntu/Debian)
sudo apt install pandoc texlive-xetex texlive-lang-chinese fonts-noto-cjk
Windows
winget install --id JohnMacFarlane.Pandoc
winget install --id MiKTeX.MiKTeX
Verify Dependencies
python scripts/export_pdf.py --list-fonts
echo "# Test" > test.md
python scripts/export_pdf.py test.md
Command Line Tools
1. PDF Export
# 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 Styling (optimized for business long-form articles):
- Font: Source Han Serif (Windows/Linux) / LXGW WenKai (preferred) / Microsoft YaHei (fallback)
- Font size: 11pt
- Line spacing: 1.5
- Margins: 3cm
2. Structure Validation
# Validate long-form structure (auto-detect: 3-segment/10-point/32-item/5-Business-School)
python scripts/validate_structure.py article.md
# Silent mode (only return exit code)
python scripts/validate_structure.py article.md --quiet
Auto-checks 12 items:
✅ Article type identification ✅ SCQA variant identification
✅ Correct number of paragraphs ✅ Paragraph number continuity
✅ Zero tolerance for banned words ✅ Empathy anchor
✅ "I" / "You" frequency ✅ "Everyone" = 0
✅ Callout count ✅ SCQA node annotation
✅ Paragraph end "Final Words" ✅ Fuzzy word check
3. Multi-Agent Collaboration
# Initialize a 32-item 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 stage
python scripts/agent_scheduler.py --advance
5 Agent roles: Editor-in-Chief / Research / Writing / Editing / Typesetting For detailed process, 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 (consulted by Agent 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 major principles complete DNA
│ ├── opening-techniques.md # 6 opening techniques
│ ├── callout-patterns.md # 7 callout formats
│ ├── quality-checkpoints.md # 12+10 QC checklist
│ ├── agent-protocol.md # Agent collaboration process
│ └── research-sources.md # Business research sources
│
├── assets/ # Resource templates
│ ├── templates/
│ │ ├── cover-template.md # 4 long-form article cover templates
│ │ └── toc-template.md # 4 structure table of contents templates
│ └── schemas/
│ └── outline-schema.json # Outline data structure
│
├── scripts/ # Tool scripts
│ ├── export_pdf.py # PDF export (Source Han Serif / 11pt / line spacing 1.5)
│ ├── validate_structure.py # Structure validation (12-item QC auto-check)
│ └── agent_scheduler.py # Multi-Agent collaboration scheduling
│
└── tests/ # Tests
├── baseline-checks.md # 5 baseline failure modes
├── pressure-scenarios.md # 7 stress test scenarios
└── fixtures/
└── sample-3duan.md # 3-segment sample long-form article
Quality Assurance
Each long-form article automatically executes 12 QC checks:
Structure Checks (4 items)
- Article type matches metadata
- Correct number of paragraphs (3-segment=5, 10-point=12, 32-item=32, 5-Business-School=5)
- Paragraph ends with “Final Words”/“Conclusion” (3-segment, 10-point)
- Numbering is continuous with no breaks
Style Checks (5 items)
- Zero banned words (key: “everyone” = 0)
- “I” frequency ≥ 3 times per thousand words
- “You” frequency ≥ 8 times per thousand words
- Fuzzy words appear consecutively ≤ 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 explicitly annotated SCQA node
For the complete checklist, see references/quality-checkpoints.md
Non-Applicable Scenarios
- Academic paper format
- Pure story/novel-style creation
- Ultra-short copy (WeChat Moments, Weibo)
- Financial reports requiring complex charts
- Legal provisions, technical manuals
Example: 3-Segment Long-Form Article
Refer to the complete example in tests/fixtures/sample-3duan.md. The structure is as follows:
# [Title]
**Creator**: Liu Run
**Source Column**: Official WeChat Account "Liu Run"
**Publication Date**: YYYY-MM-DD
**Structure Type**: 3-segment
**SCQA Variant**: ASC
**Target Readers**: Entrepreneurs · Business Readers
**Core Insight**: [One sentence]
---
## §01 Introduction: Why This Article Was Written
[Empathy anchor]
[Why the reader should keep reading]
## §02 [Body 1: First core argument]
[Start from the answer (A of ASC)]
[Support with story/example/analogy]
[Conclude with a quote]
## §03 [Body 2: Second core argument]
[Connect from the end of §02]
[Deeper insight]
[Conclude with a quote]
## §04 [Body 3: Third core argument]
[Go even deeper]
[Actionable methods or suggestions]
[Conclude with a quote]
## §05 Final Words
[Review the three arguments]
[Elevate to a higher level]
[Conclude with a quote / method / question]
Frequently Asked Questions
Q: Can I write business long-form articles in other styles?
Not recommended. This skill specializes in replicating Liu Run’s style. To write in another style, please disable this skill.
Q: What if I can’t fill 32 items?
Don’t force it. It’s better to say less. You can switch to the 3-segment (5 paragraphs) or 10-point (10 points).
Q: What if Chinese characters are garbled in the PDF?
# Confirm Chinese font is installed
fc-list :lang=zh
# macOS: brew install --cask font-source-han-serif
# Linux: sudo apt install fonts-noto-cjk
Q: Can I reference other writers in the long-form article?
Yes, but you must cite the source and not imply 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 Article
People who act don’t stand on the sidelines and point fingers; they roll up their sleeves and jump in, making themselves the key variable in solving the problem. — Luo Zhenyu
A complete replication of Luo Zhenyu’s 14 years of content creation experience (founder of Dedao App, host of “Luo Ji Si Wei,” host of the “Friend of Time” New Year’s Eve Speech, host of “Civilization Journey”). Refined from his 2012–2026 video scripts of “Luo Ji Si Wei,” 3652 audio clips of “Luo Pang 60 Seconds,” three published books (“The Unworried Achiever,” “Reading as a Method,” “Inspiration”), 11 “Friend of Time” New Year’s Eve speeches, and the “Civilization Journey” program into 12 major principles, 3 structures, 3 SCQA variants, 7 core callouts (+6 extended), specifically designed for cognitive/inspirational/business long-form writing. Core principle: Learn the style, don’t copy sentences; every quote/story/analogy is created fresh on the spot for each piece.
For detailed documentation, see luozhenyu-bookwriter/README.md
What This Skill Can Do
| You Say One Sentence | It Writes |
|---|---|
| “Write one in Luo Zhenyu’s style” | Execute by default according to the 12 major principles (quotes/stories created fresh) |
| “Write a Luo Pang 60 Seconds” | 60–150 character short piece, PEI phenomenon-explanation-inspiration |
| “Write a Luo Ji Si Wei long-form article” | 2000–4000 character long piece, TQA trigger-question-answer |
| “Make a New Year’s Eve Speech style piece” | 10,000+ character speech, CAA concrete-abstract-action |
| “Write about what ordinary people can do in the AI era” | New Year’s Eve speech style or long-form, soul-searching questions + historical figures |
| “Write about Zeng Guofan” | Long-form + historical figure + inspiration |
| “Write about long-termism” | New Year’s Eve speech style + jump in and do it + inspiration |
| “Write about personal growth” | Long-form + historical figure + quotes |
| “Write a hot-topic response” | 60 seconds or long-form, TQA variant |
12 Major Writing Principles (Core Mental Models)
⚠️ Most important: Quotes/stories/analogies must be created fresh on the spot for the current topic; reproducing original sentences from representative works is prohibited.
| # | Principle | One-Liner | Quantifiable Indicator |
|---|---|---|---|
| 1 | Jump In and Do It | People who act, not critics | At least 1 “jump in” frame per article |
| 2 | Long-Termism | Do one valuable thing, keep doing it | At least 1 “long-termism” frame per article |
| 3 | Inspirational Output | Give inspiration, not answers | At least 1 “inspiration” frame |
| 4 | Be Specific, Be Profound | Don’t talk in the abstract; give examples | At least 2 specific stories per thousand words |
| 5 | Take Action, Innovate | Don’t daydream; start doing | At least 1 call to action per article |
| 6 | Get Confused, Step Out | Don’t work behind closed doors | At least 1 “step out” scene |
| 7 | Story Details | Key is in the details, new story each article | At least 2 per thousand words, no repetition across consecutive articles |
| 8 | Quote-ism | Every paragraph has a quote, must be created fresh | ≥ 3 quotes per thousand words, no copying original lines from representative works |
| 9 | Use Analogies | Translate the abstract into the concrete | At least 1 original analogy per article |
| 10 | Examples Reduce Cognitive Load | Use specific people to talk about specific things | At least 1 original example per article |
| 11 | Verb-Driven | Use actions to let readers see | Verbs ≥ 1/3 of the entire text |
| 12 | Humble & Self-Deprecating | 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 characters | Short content, decision frameworks, hot-topic responses |
| Luo Ji Si Wei Long-Form | §01 Introduction + §02–§04 Body + §05 Conclusion | TQA (trigger-question-answer) | 2000–4000 characters | Business commentary, cognitive upgrade, character analysis |
| New Year’s Eve Speech | Opening + multiple sub-themes + action principles + elevation | CAA (concrete-abstract-action) | 10,000+ characters | New Year’s Eve speech, annual summary, large speeches |
How to choose?
- Not sure → Default to Luo Ji Si Wei long-form (TQA trigger-question-answer)
- Short content, need speed → Luo Pang 60 Seconds (PEI phenomenon-explanation-inspiration)
- New Year’s Eve speech, need momentum → New Year’s Eve speech (CAA concrete-abstract-action)
For detailed blueprints, see book-blueprints.md
3 SCQA Logical Momentum Variants (Specific to Luo Zhenyu)
| Variant | Order | Effect | Typical Scenario |
|---|---|---|---|
| TQA | Trigger → Question → Answer | Story + interrogation + answer | Default for Luo Ji Si Wei long-form |
| CAA | Concrete → Abstract → Action | Be specific 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:
**T Trigger**: When Zeng Guofan first arrived in Changsha to train troops, his Hunan soldiers were unruly. Instead of getting anxious, he first built sturdy camps and dug deep trenches.
[body text expands]
**Q Question**: Why does "doing the task at hand" break through entanglement better than "thinking about the past"?
[body text expands]
**A Answer**: Because the essence of entanglement is "thinking about the past"; the antidote is to shift attention from the past to the present.
[body text expands]
7 Core Callout Special Content Blocks
There are also 6 extended callouts (SCQA nodes / SCQA variants / decision frameworks / enlightened confused person / binary deconstruction / counterintuitive), see callout-patterns.md.
| Name | Trigger Scenario | Format |
|---|---|---|
| Jump In Box | Against critics, encourage action | > **Person who acts**:[action] |
| Long-Termism Box | Micro-actions, persistence | > **Long-termism**:[micro-action] |
| As soon as X, then Y Box | Parallel quote | > **Be specific, be profound**:[case] |
| Story Box | Tell a story, character | > **Story**:[scene + detail] |
| Quote Box | Paragraph conclusion, highlight | > **Quote**:[a catchy sentence] |
| Inspiration Box | Paragraph conclusion, give perspective | > **My inspiration**:[perspective] |
| Era Interrogation Box | Soul-searching question, hot topic | > **Era interrogation**:[question] |
Installation
# Already in the 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; it’s ready to use.
Dependencies
| Dependency | Purpose | Required |
|---|---|---|
| Python 3.8+ | Run validation scripts | Required |
Command Line Tools
1. Structure Validation
# Validate long-form structure (auto-detect: Luo Pang 60 Seconds / Luo Ji Si Wei Long-Form / 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
Auto-checks 12 items:
✅ Article type identification ✅ SCQA variant identification
✅ Correct number of paragraphs ✅ Paragraph number continuity
✅ Zero tolerance for banned words ✅ "Jump in" anchor
✅ "I" / "You" frequency ✅ "Everyone" = 0
✅ Callout count ✅ SCQA node annotation
✅ Paragraph end "Conclusion" ✅ Fuzzy word check
2. Multi-Agent Collaboration
# 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 / Research / Writing / Editing / Typesetting For detailed process, see agent-protocol.md
3. PDF Export
# Convert Markdown long-form article 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 (consulted by Agent 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 major principles complete DNA + generation formulas
│ ├── opening-techniques.md # 6 opening techniques
│ ├── callout-patterns.md # 7 core callouts + 6 extended callout formats
│ ├── quality-checkpoints.md # 12+10 QC checklist
│ ├── agent-protocol.md # Agent collaboration process
│ ├── research-sources.md # Luo Zhenyu content research sources
│ └── real-works-extraction.md# Extraction of real features from 20 representative works
│
├── assets/ # Resource templates
│ ├── templates/
│ └── schemas/
│
├── scripts/ # Tool scripts
│ ├── validate_structure.py # Structure validation (12-item QC auto-check)
│ ├── agent_scheduler.py # Multi-Agent collaboration scheduling
│ └── export_pdf.py # PDF export
│
└── tests/ # Tests
├── baseline-checks.md
├── pressure-scenarios.md
Similar Articles
@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..."
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.
@0xCheshire: I researched how to remove the AI tone and found 7 different GitHub projects: for Chinese rewriting, English rewriting, technical writing, and complete writing workflows, each with corresponding options. 1. qu-ai-wei (299 stars) Chinese de-AI Skill, which handles clichés, abstract expressions...
Introduces 7 GitHub projects for removing AI writing traces, covering both Chinese and English texts, including tools like qu-ai-wei and Humanizer, to help users write articles that sound more human.
@noahduck283: https://x.com/noahduck283/status/2069030402048893317
A comprehensive guide to de-AI writing, from identifying 22 characteristics of AI writing to providing rewriting workflows and prompts, helping users eliminate traces of AI writing.
@yunxi0623: https://x.com/yunxi0623/status/2066861480579125719
This article introduces five core skills for AI-powered content creation (topic radar, persona profiling, content generation, human-like polishing, distribution and review), helping creators build a reusable content production pipeline and move beyond relying on inspiration.
@Xudong07452910: This SkillOpt paper is quite interesting—it actually addresses a very important point: AI agents in the future won't just rely on humans writing prompts; they can train their own 'job descriptions'. Currently, many skills/prompts are written one-off, and when real tasks pile up, various edge cases start to fail...
SkillOpt introduces a systematic controllable text-space optimizer that enables AI agents to train and improve their own skills (like 'work instructions') through iterative edits and validation, outperforming human-crafted and one-shot prompts across multiple benchmarks and models.