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Original

English

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Translation

Chinese

What I Do

我的工作内容

Draft LinkedIn posts that apply learnings from the Tweet Lab performance tracker, adapted for LinkedIn's professional audience. This skill bridges the gap between Twitter/X learnings and LinkedIn's different engagement patterns.

撰写能运用Tweet Lab表现追踪工具经验的LinkedIn帖子，适配LinkedIn的专业受众群体。这项技能填补了Twitter/X运营经验与LinkedIn不同互动模式之间的差距。

The Process

操作流程

1. RESEARCH  -> Check Tweet Lab for what hooks/patterns work
2. CONTEXT   -> Review 0 Finance messaging guidelines (avoid SEC red flags)
3. DRAFT     -> Write post using winning patterns
4. ADAPT     -> Adjust tone for LinkedIn (more professional, same authenticity)
5. REVIEW    -> Check against compliance guidelines

1. 调研  -> 查看Tweet Lab，了解哪些钩子/模式有效
2. 上下文  -> 查阅0金融沟通指南（避免SEC红色预警内容）
3. 撰写  -> 运用成功模式撰写帖子
4. 适配  -> 调整语气以适配LinkedIn（更专业，同时保持真实感）
5. 审核  -> 对照合规指南检查

Key Learnings from Tweet Performance Data

从推文表现数据中获得的关键经验

What Works (High Engagement)

有效策略（高互动量）

Pattern	Example	Why It Works
Personal story hook	"I always wished existed"	Creates emotional connection
Demo/Show format	Video + screenshots	Visual proof > claims
Relatable pain point	"Download PDF, read it, find bank details..."	Audience nods along
Casual lowercase	"thank you claude + playwright mcp"	Feels authentic, not corporate
Before/After transformation	Old way vs new way	Clear value proposition
No interface flex	"No login, no dashboard"	Simplicity is aspirational

模式	示例	为何有效
个人故事钩子	"I always wished existed"	建立情感联结
演示/展示格式	Video + screenshots	视觉证明胜于口头宣称
引发共鸣的痛点	"Download PDF, read it, find bank details..."	受众会产生认同感
非正式小写风格	"thank you claude + playwright mcp"	感觉真实，而非企业官方话术
前后对比转型	Old way vs new way	清晰传递价值主张
不展示界面	"No login, no dashboard"	简洁性具有吸引力

What Doesn't Work (Low Engagement)

无效策略（低互动量）

Anti-Pattern	Example	Why It Fails
Generic product description	"Created a small agent that..."	No hook, no story
Feature lists without context	"Features: X, Y, Z"	No emotional resonance
Corporate tone	"We're excited to announce..."	Feels like marketing
No visual	Text-only posts	Scroll-past material

反模式	示例	为何失效
通用产品描述	"Created a small agent that..."	无钩子，无故事性
无上下文的功能列表	"Features: X, Y, Z"	无情感共鸣
企业官方语气	"We're excited to announce..."	感觉像营销广告
无视觉内容	Text-only posts	容易被快速划过

Hook Types (Ranked by Performance)

钩子类型（按表现排序）

Demo/Show - 96K-172K impressions when done well
Bold Claim - Can go viral (9.4M) but risky
Personal Story - Consistent performer
Question - Good for engagement, lower reach
List - Works with visuals, fails without

演示/展示 - 做得好的话能获得9.6万-17.2万次曝光
大胆宣称 - 可能病毒式传播（940万次）但有风险
个人故事 - 表现稳定
提问 - 互动性好，但触达范围较低
列表 - 搭配视觉内容有效，无视觉则失效

LinkedIn Adaptations

LinkedIn适配方案

Tone Shift

语气转变

Twitter	LinkedIn
all lowercase	Sentence case (but still casual)
"lol" / "tbh"	Remove or use sparingly
Thread format	Single post with line breaks
Memes/jokes	Professional humor only

Twitter	LinkedIn
all lowercase	句首大写（但仍保持非正式风格）
"lol" / "tbh"	移除或谨慎使用
Thread格式	带换行的单条帖子
梗图/笑话	仅使用专业类幽默

Structure That Works on LinkedIn

在LinkedIn有效的结构

[Hook - 1-2 lines that stop the scroll]

[Context - Why this matters / the problem]

[The insight / solution - What you built/learned]

[Proof - Demo, screenshot, or specific example]

[CTA - Soft ask, not salesy]

[钩子 - 1-2行内容，吸引用户停留]

[上下文 - 为何重要 / 存在的问题]

[见解/解决方案 - 你构建的内容/学到的经验]

[证明 - 演示、截图或具体示例]

[行动号召 - 温和引导，而非推销式]

LinkedIn-Specific Tips

LinkedIn专属技巧

First line is everything - Only ~150 chars show before "see more"
Line breaks = readability - Use them liberally
Bullet points work - But don't overdo it
Tag sparingly - Only if genuinely relevant
No hashtags in body - Put 3-5 at the very end if at all
Video > Image > Text - Same as Twitter

第一行至关重要 - 仅约150字符会在“查看更多”前显示
换行=可读性 - 大量使用换行
项目符号有效 - 但不要过度使用
谨慎提及他人 - 仅在真正相关时才标记
正文中不要加话题标签 - 如果要加，在末尾放3-5个即可
视频>图片>文字 - 与Twitter一致

0 Finance Messaging Compliance

0金融沟通合规要求

NEVER Say (SEC Red Flags)

绝对不能说（SEC红色预警内容）

"Earn X% APY"
"We manage your funds"
"AI automatically allocates"
"Guaranteed returns"
"Start earning today"

"Earn X% APY"
"We manage your funds"
"AI automatically allocates"
"Guaranteed returns"
"Start earning today"

ALWAYS Say Instead

Safe Messaging Patterns

安全沟通模式

"Your wallet can be configured to..."
"Non-custodial architecture"
"You maintain full custody"
"Direct protocol interaction"
"Withdraw anytime"

"Your wallet can be configured to..."
"Non-custodial architecture"
"You maintain full custody"
"Direct protocol interaction"
"Withdraw anytime"

Template: Video Teaser Post

模板：视频预告帖子

[Personal hook about the problem]

I do most of my work in [X] interfaces:
- [Tool 1]
- [Tool 2]
- [Tool 3]

But [specific task] still felt stuck in [year].

[Describe the old painful way - be specific]

So we built something different.

[Describe the new way - focus on simplicity]

No [thing]. No [thing]. Just [simple action].

Full demo dropping soon. Here's a preview.

[Video/Image]

[关于问题的个人钩子]

我的大部分工作都在以下[X]个界面完成：
- [工具1]
- [工具2]
- [工具3]

但[具体任务]仍然像[年份]一样繁琐。

[描述过去的痛苦流程 - 具体详细]

所以我们打造了不一样的解决方案。

[描述新方式 - 聚焦简洁性]

无需[某功能]。无需[某功能]。只需[简单操作]。

完整演示即将发布。先看预览。

[视频/图片]

Template: Product Demo Post

模板：产品演示帖子

[Bold claim or question hook]

[1-2 sentences of context]

Here's how it works:

1. [Step 1 - user action]
2. [Step 2 - what happens]
3. [Step 3 - outcome]

That's it.

[What this means / why it matters]

[Soft CTA]

[Video/Image]

[大胆宣称或提问式钩子]

[1-2句话的上下文介绍]

运作方式如下：

1. [步骤1 - 用户操作]
2. [步骤2 - 发生的变化]
3. [步骤3 - 结果]

就是这么简单。

[这意味着什么 / 为何重要]

[温和行动号召]

[视频/图片]

Template: Behind-the-Scenes Post

模板：幕后故事帖子

[What you've been working on]

For the past [time period], I've been [doing X].

The problem: [specific pain point]

What we tried:
- [Approach 1] - didn't work because [reason]
- [Approach 2] - got closer but [limitation]
- [Approach 3] - this is the one

[What you learned / the insight]

[Optional: what's next]

[你一直在做的工作]

在过去的[时间段]里，我一直在[做X事]。

遇到的问题：[具体痛点]

我们尝试的方案：
- [方案1] - 无效，原因是[理由]
- [方案2] - 接近目标但存在[局限性]
- [方案3] - 这个方案可行

[你学到的经验 / 获得的见解]

[可选：下一步计划]

Checklist Before Posting

发布前检查清单

Notion Integration

Notion集成

Finding Tweet Learnings

查找推文经验

Search the Tweet Lab database:
notion_notion-search with query: "worked video demo"
data_source_url: "collection://a6913492-bfdc-4f6a-b539-ea98b57a2738"

搜索Tweet Lab数据库：
notion_notion-search with query: "worked video demo"
data_source_url: "collection://a6913492-bfdc-4f6a-b539-ea98b57a2738"

Checking Compliance

合规检查

Fetch the marketing audit:
notion_notion-fetch with id: "2b58ed524fef813384e1c63e6ae17186"

获取营销审核内容：
notion_notion-fetch with id: "2b58ed524fef813384e1c63e6ae17186"

Example: AI Email Agent Video Teaser

示例：AI邮件代理视频预告

Input

输入

Video showing: Forward email to AI, AI reads invoice, queues transfer
Key features: No login, no dashboard, email-native

视频内容：将邮件转发给AI，AI读取发票，排队等待转账
核心功能：无需登录，无需仪表盘，原生邮件集成

Output (Recommended)

输出（推荐版本）

I do most of my work in 3 interfaces:

- ChatGPT
- Gmail
- An agentic coding platform

This year, AI has automated away tasks I used to hate but couldn't avoid.

But one thing still felt stuck in 2015: paying invoices.

Download PDF. Read it. Find bank details. Open banking app. Type everything in. Hope I didn't make a typo.

So we built something different.

Now when I get an invoice from a contractor, I just forward the email to our AI agent. It reads the PDF, extracts the bank details, checks if we have enough funds, and queues the transfer for my approval.

No dashboard. No login. Just email.

Full demo dropping soon. Here's a preview.

[Video]

I do most of my work in 3 interfaces:

- ChatGPT
- Gmail
- An agentic coding platform

This year, AI has automated away tasks I used to hate but couldn't avoid.

But one thing still felt stuck in 2015: paying invoices.

Download PDF. Read it. Find bank details. Open banking app. Type everything in. Hope I didn't make a typo.

So we built something different.

Now when I get an invoice from a contractor, I just forward the email to our AI agent. It reads the PDF, extracts the bank details, checks if we have enough funds, and queues the transfer for my approval.

No dashboard. No login. Just email.

Full demo dropping soon. Here's a preview.

[Video]

Why This Works

为何有效

Hook: "3 interfaces" - specific, relatable to knowledge workers
Pain point: Invoice payment friction - universal problem
Transformation: Old way (5 steps) vs new way (1 step)
Proof: Video demo
Compliance: No yield promises, focuses on automation not returns
CTA: Soft teaser, not salesy

钩子："3 interfaces" - 具体，与知识工作者产生共鸣
痛点：发票支付的繁琐流程 - 普遍存在的问题
转型：旧方式（5步）vs 新方式（1步）
证明：视频演示
合规：无收益承诺，聚焦自动化而非收益
行动号召：温和预告，而非推销

Anti-Patterns to Avoid

需避免的反模式

The Corporate Announcement

企业官方公告

We're excited to announce our new AI-powered email agent!
This innovative solution helps businesses streamline their
financial operations with cutting-edge technology.

Learn more: [link]

Why it fails: No hook, corporate voice, no specifics, no proof

We're excited to announce our new AI-powered email agent!
This innovative solution helps businesses streamline their
financial operations with cutting-edge technology.

Learn more: [link]

为何失效：无钩子，企业官方口吻，无具体细节，无证明

The Feature Dump

功能堆砌

New features in our AI agent:
- Invoice processing
- Balance checking
- Transfer queuing
- Email integration
- PDF parsing

Try it today!

Why it fails: No story, no context, no "so what?"

New features in our AI agent:
- Invoice processing
- Balance checking
- Transfer queuing
- Email integration
- PDF parsing

Try it today!

为何失效：无故事，无上下文，未说明“有什么用”

The Humble Brag

自夸式内容

Just hit 10,000 users on our platform!
So grateful for this amazing community.
Here's to the next 10,000!

Why it fails: Self-congratulatory, no value for reader

Last Updated: January 2026 Based on: Tweet Lab performance data + 0 Finance messaging guidelines

Just hit 10,000 users on our platform!
So grateful for this amazing community.
Here's to the next 10,000!

为何失效：自我祝贺，对读者无价值

最后更新：2026年1月基于：Tweet Lab表现数据 + 0金融沟通指南