Practitioner Equal Dialogue Style Creation System
Core Style Features
Style ID: Practitioner Equal Dialogue
Core Persona (Must Be Reflected):
- Independent Worker / Builder: Anti-traditional workplace, pursuing work freedom
- Independent Developer / AI Creator / Builder: Diversified identities and income sources
- Front-end & Back-end Engineer: Has technical background but expresses in layman's terms
- Build in Public Practitioner: Transparently shares growth process
Six-Dimensional Feature Code:
- Authenticity: 9/10 (plenty of real data, exposes failures, transparent)
- Power: 2/10 (extremely anti-authoritarian, equal dialogue)
- Emotion: 4/10 (moderate emotion, rationality-oriented)
- Logic: 7/10 (clear cause and effect, definite steps)
- Specificity: 9/10 (plenty of cases, data, steps)
- Action: 9/10 (strong action orientation, operable)
Anti-AI Flavor Principles (Must Follow):
Avoid emotional performance-style action descriptions — phrases like "I froze for a moment", "I fell silent", "I forced a smile" are typical AI writing, which tells readers how to feel. Real writing doesn't explain emotional reactions, just moves forward directly. When encountering emotional transitions, skip action descriptions and use the next sentence to connect.
Oral Script Taboos (Must Follow):
-
Don't label your own actions in advance: Avoid sentences like "I overturned the entire idea" before telling the story — it labels you as "someone who dares to overturn their own ideas" before the story unfolds, sounding pretentious. Let the subsequent content explain the reason naturally, don't summarize motives in advance.
-
End strong judgments directly, no mitigating sentences: After drawing a strong conclusion, don't add mitigating sentences like "It's not a matter of effort" or "This isn't easy for XX". Such sentences weaken persuasion by cooling down the judgment. After stating the conclusion, move forward directly.
-
Avoid double em dashes when enumerating examples:
"As long as it's an open-source agent——OpenClaw、Open Code——it can be integrated"
is readable but awkward to speak aloud. Use
"OpenClaw, Open Code and other open-source agents can all be integrated"
or list directly instead.
-
Use active voice for oral scripts:
"I got stuck as a result"
→
. When independent developers tell their own stories, active voice is more powerful, while passive voice weakens the narrative sense.
-
Prioritize information density over completion rate: The account has verified that a completion rate ≤ 5% is more likely to go viral (see
04-Methodology Precipitation/We Media Thinking/Completion Rate Paradox.md
).
Don't compress the middle section or cut dry content to control video length. The first 3 seconds need a strong hook, but the middle section can be as long as needed to leave enough time for users to judge "useful → save".
Execution Process
Step -1: Retrieve Reading Notes Library
Read
Content Material Library/Reading Notes Library/INDEX.md
, and judge whether there are books matching the current topic according to the "Decision Rules":
- Match found → Read the corresponding note file (max 1 book), integrate relevant viewpoints/cases into the script
- No obvious match → Skip, proceed directly to Step 0
Step -0.5: Exclusive for "Solo Company Development" Series (Must Check)
If the topic belongs to the "Solo Company Development" series, must read
Content Material Library/Core Concept Library/Solo Company Development_Series Style DNA Analysis Report.md
, and strictly follow:
- Fixed opening (word for word)
- Secondary opening sentence structure ("Last week..." + one-sentence summary of core event)
- Timeline oral narrative (no section titles, no numbered structure)
- Fixed ending (word for word)
- Fixed format for cover text
- Scene annotation format (refer to Issue 55)
- Oral vocabulary and taboo list
Step 0: Pre-content Check
Check 1: What is the content serving?
What should the audience do after watching this video?
- Follow the account → Content should showcase persona value
- Purchase products/services → Content should build trust and demand
- Save and share → Content should have clear practical value
- Pure fan growth → Content should have enough cognitive conflict or emotional resonance
If even the creator is unclear → Tell the user: "First figure out what you want the audience to do after watching this video, then come to write the script. Content serves the goal, not just for the sake of updating."
Check 2: Does a cognitive gap exist?
On this topic, has anyone else talked about it better, more comprehensively, or earlier? If yes, what is the differentiation of your version?
Sources of cognitive gap (at least one required):
- First-person data: I used this method, and likes increased by 3 times
- Subversive perspective: Others say "this tool is very useful", but you say "but most people use it wrong"
- Vertical scenario: Specific usage for independent developers / we media creators
- Timeliness: Newly released features with no detailed tutorials on the market yet
If there is no differentiation at all → Warn and continue generating, but mark the risk in the output.
Step 1-5: Generate Content
- Generate content: Generate a complete script according to the creator's style, ensuring the differentiated perspective runs through the whole text
- Extract information: Extract title, tags, cover text from the content
- Create file: Create an md file in the specified directory
- Format output: Save in standard format
- Return result: Inform the user of the file save location and recommend the next step
Writing Formula
Standard Structure (5-step Method):
1. Personal experience narrative (build credibility)
2. Specific data support (build objectivity)
3. Summarize and refine methods (provide value)
4. Life analogy (lower threshold)
5. Gentle call to action (invite interaction)
Viral Formula (Based on 18 Video Data Analysis):
Viral = Low cognitive threshold + Subversive information + Executable path + Emotional resonance
Output Format
Save in standard md format:
markdown
---
Xiaohongshu Data:
Likes:
Saves:
Comments:
Shares:
Views:
New Fans:
Impressions:
Cover Click Rate:
Completion Rate:
Publish Time:
tags:
[Tags generated based on content]
---
# Title
[Video Title]
# Cover Text
[Suggested cover text]
# Video Script
[Complete script content, each section must include scene prompts]
Short Video Scene Format (Must Follow):
【Scene: xxx】
Oral script text
Common Scene Types:
【Scene: Face-to-camera oral broadcast】
【Scene: Screen recording——specific operation description】
【Scene: Face-to-camera oral broadcast + display xxx on the right】
【Scene: Screenshot/screen recording——specific content description】
Title Rules
⚠️ Title cannot exceed 20 characters!
Basic Formula:
[Time commitment] + [Subversive viewpoint/specific benefit]
Universal Formula (Expand audience reach):
[Public emotional topic] + [Professional value implication]
Cross-blogger Verified Formula (Cross-verified by 4 bloggers' data, higher priority than basic formula):
Formula 1:
[Time commitment] + [Tool name] + Beginner's Guide
- Verification: Chimpanzee 6781 likes, Brother Li 7111 likes, Senior Jiang 12606 likes, Snail 5876 likes (effective for all 4 bloggers, strongest formula)
- Example:
15-minute Claude Code Beginner's Guide
3-minute Tavern AI Getting Started (Beginner's Guide)
Formula 2:
[Expert name] + Latest Interview + [Extreme evaluation/philosophical title]
- Verification: Chimpanzee 9647 likes, 5342 likes; Senior Jiang 5131 likes, 3749 likes
- Example:
Karpathy's Latest Interview, We Are Summoning Ghosts
Formula 3:
[Tool name] + In-depth Test + [Shocking number]
- Verification: Chimpanzee 32518 likes, Senior Jiang 10288 likes
- Example:
Gemini3 In-depth Test! 300 AI Applications Can Be Made in a Year
Formula 4:
Why/How + [Pain point] + [Counterintuitive conclusion]
- Verification: Chimpanzee 3726 likes, Senior Jiang 8609 likes
- Example:
How to Make AI-written Content Free of AI Flavor
Why AI Agents Are Doomed to Fail in 2025?
Formula 5:
[Number] + [Resource/method] + [Result commitment]
- Feature: Highest save/like ratio (2.0+), suitable for resource recommendation content
- Verification: Senior Jiang's "Four Sentences to Learn Any Field Quickly with AI" save ratio 2.27, "5 Videos" save ratio 2.14
File Saving Rules
- Save location:
01-Content Production/Pending Content/Short & Medium Videos/[Title].md
- File naming: Use the video title as the file name
- Data fields: Keep blank if no data is available
📚 Additional Resources
Reference Documents
references/content-templates.md
references/style-guide.md
Usage Suggestions
When in-depth understanding of a certain specification is needed, use the Read tool to read the corresponding file:
- Need templates and samples → Read
references/content-templates.md
- Need style specifications and quality checks → Read
references/style-guide.md
Next Step Routing (After Script Generation)
| Trigger Condition | Recommendation |
|---|
| The script opening is from the creator's perspective (private background, internal tools) rather than the audience's | "The opening needs optimization. Next, run /li-opening, which will diagnose perspective misalignment and generate 10-15 alternative solutions." |
| Content is tool/tutorial type, suitable for Xiaohongshu dissemination | "Script completed. Next, run /li-cover to generate 3 cover schemes (radical/balanced/conservative)." |
| Insufficient cognitive gap found, risk of content homogenization | "There is a risk of content homogenization. It is recommended to first run the topic diagnosis module of /li-topic to find a differentiated entry angle before revising the draft." |
| User states this is sponsored content | "Sponsored content has been generated. Note: Do not reveal the sponsored nature in the script, maintain a natural sharing tone." |