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X 涨粉不是表演,而是混进对话网络

这篇文章最有价值的判断是“X 更像派对而不是舞台”,但它把个人增长经验包装成通用方法,明显低估了 AI 赛道红利、平台权重机制和自身产品导流的影响。
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2026-03-23 原文链接 ↗
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核心观点

  • “派对模型”是对的 把 X 理解为加入既有对话,而不是单向发言,这个判断比多数“埋头输出内容”的建议更贴近平台现实;回复、互动、站进语境里,通常比空降发帖更容易获得注意力。
  • 先改信息流,再谈创作 作者强调用“不感兴趣”和高质量互动来调教推荐流,这个做法是有效的,因为输入质量决定输出质量;如果 feed 里全是垃圾,创作者大概率只会复制垃圾。
  • 持续输出靠流程嵌入,不靠意志力 “公开学习 / 公开反馈 / 公开构建”这三套动作之所以成立,不是因为它们新,而是因为它们把发帖嵌进原本就会发生的工作流里;这比把内容创作当独立项目更可持续。
  • “先形成声音,再用 AI”站得住 作者反对新手过早用 AI 代写,这个提醒是正确的,因为在没有审美和表达判断前,AI 只会放大平庸;问题在于他自己最后又卖 AI 发帖产品,这让原则显得有条件适用。
  • 方法论被赛道红利放大了 这套策略在 AI、开发者工具、创业 demo 领域尤其有效,因为这些话题本来就在 X 上有高传播性;如果换到冷门垂类、中文本地话题或非技术领域,复制效果大概率会显著下降。

跟我们的关联

  • 对 ATou 意味着什么 不要再把社媒当“发观点的广播塔”,而要当“进入高手对话的雷达网”;下一步可以先列 20 个高价值账号,连续两周只做高质量回复和信息流清洗,再决定自己发什么。
  • 对 Neta 意味着什么 这篇文章本质上是在讲“先优化输入上下文,再优化输出行为”,这和 agent/内容系统设计是一致的;下一步可以把“公开学习 / 反馈 / 构建”抽象成个人内容 SOP,测试哪类信号最能形成复利。
  • 对 Uota 意味着什么 “真实感比精修感更值钱”不是鸡汤,而是 AI 泛滥后的稀缺资产判断;下一步不是盲目追求 polished,而是识别哪些表达保留人的颗粒度,哪些已经掉进模板化。
  • 对投资/产品判断意味着什么 作者反复提到公开反馈和 demo 容易被创始人、官方号放大,这说明开发者生态里“可展示的半成品”比“完整但不可传播的产品”更容易获客;下一步看项目时要更重视其社交传播性,而不只是功能完成度。

讨论引子

1. 如果脱离 AI / vibe coding 这个强势赛道,这套“派对式增长”还有多大可复制性? 2. 在今天的 X 生态里,真诚互动和 Premium/头部权重,哪个对增长的决定性更大? 3. “保持本色”到底是表达原则,还是一种更高级的增长包装?

大多数人在 X 上做不起来,是因为心智模型用错了。他们把 X 当成一个舞台,自己走上台,对着观众发表演讲。

对 X 更正确的心智模型是派对。走进一个派对,不会直接躲到角落里,对着空气自说自话。要先找到一群已经聊起来的人,听他们正在聊什么,然后加入对话。

下面所有方法,都建立在这个心智模型之上:

1. 调教你的信息流

把这件事理解成搞清楚该参加哪些派对、想跟哪群人待在一起。如果信息流里都是垃圾内容和标题党,你根本不会被激发去发帖,你也会一直在参与错误的对话。

在开始规律发帖之前,我先花了两周刻意调教 X 的推荐算法。具体来说,每次看到标题党或自己不关心的话题,就点三个点 -> "不感兴趣"。每次看到有思考、有用的内容,就用点赞、转推、回复或收藏去互动。时间久了,算法就会学会把更多高质量内容推给你。现在我的 X 信息流里,几乎都是关于 AI、新产品发布,以及我真的愿意参与的深度讨论,既能启发人也很有信息量。

2. 真诚地回复

不要用 AI 机器人替你批量回复。再强调一次,不要用 AI 机器人替你批量回复。

为了回复而回复毫无意义。当我在自己帖子下面看到那种明显是 AI 生成、只是把我说的话改写一遍的回复时,真的会觉得被冒犯。那种感觉非常敷衍、不真诚、还很偷懒。

回到派对的类比里,回复就像把头探进一圈正在聊天的人里,参与他们已经在聊的对话。你得说点真正有意思的东西,别人才会注意到你,并欢迎你进入他们的圈子。

比如你是 A,想通过在 B 的帖子下面回复来跟 B 互动,而 B 的关注者要多得多。当你给出有内容、又真诚的互动,B 往往也会回应你:给你的回复点赞、再回你一句,甚至回关。这相当于在告诉算法:"这两个人彼此喜欢;那就把 A 的内容多推给 B"。于是下次你在自己的时间线上发点什么,就更有可能出现在 B 的时间线上,也就有机会被他们转推。这就是增长的方式。

3. 持续发帖,形成条件反射

这是最重要的一条规则。不做到这一点,其他都没意义。我给自己定的目标是每天发 3 条。

这不是时间管理问题。再忙的创始人、CEO 和投资人,也能做到每天发 5-10 条。关键在于把门槛降到足够低,低到它会变成一种条件反射。它得变成你每天本来就在做的事的自然延伸。别想太多。

哪些行为可以变成这种反射?下面这些习惯,真的帮我保持了持续输出:

1. 公开学习:我经常看 AI 和创业相关的视频播客与邮件简报。每次看到有共鸣的内容,就截图,把那段引用发到 X 上。重要的是,一定会 @ 出真正说这句话的人。这既是礼貌的署名,也会让对方注意到你。他们有可能会转推(人都爱听别人夸自己),或者回关你。学到新东西,就把它分享给世界。我把 X 当作公开的笔记本。

2. 公开给反馈:工作的一部分是试用很多新的 AI 产品。每次遇到让人眼前一亮的产品或功能,就会在 X 上公开夸一声或写一条反馈,并确保 @ 他们的官方账号和创始人。创业公司的创始人,尤其是早期阶段的,特别爱产品反馈。按我的经验,如果你以用户身份给出认真、具体的反馈,九成情况下创始人都会回复你、转推你,或者私信你。

3. 公开构建:今年开始迷上 vibe coding,很多最出圈的帖子都是我用 vibe coding 做出来的产品演示。X 特别爱产品演示。各大实验室的开发者关系负责人都在主动看大家用他们的技术做了什么(我的两个项目被 Google AI Developer 的官方 X 账号推荐过)。用 Screen Studio 这类工具,同时录屏和录自己,做 1-2 分钟的演示视频。不用太花哨。尤其是新模型刚发布的时候,立刻用它做点东西分享出来,哪怕只是个粗糙的原型。

不要一上来就只宣传自己的产品或公司。这些习惯的共同点,是先给社区提供价值,不指望马上得到回报。别人先把你当成一个真诚、能提供价值的人,之后才会愿意回应你,也才会愿意听你将来想说或想卖的东西。

4. 在形成自己的审美与声音之前,不要用 AI

用 AI 写作本身不坏。危险在于,你在还没形成对好内容的判断之前就先用 AI 来写。AI 吐出来的是垃圾时,你甚至分不出那是垃圾。

X 最看重真实。粗粝胜过精修。重点不在语法完不完美,也不在辞藻华丽不华丽。就像你在现实生活里说话那样写。

多读,才能知道好内容长什么样。多发,才能知道自己的声音听起来是什么样。等到这两件事都有了,再让 AI 帮你写,但要确保读起来真的像你。

目标并不是在 X 上增长本身。目标是:增长的同时,仍然是你自己。

P.S. 我刚上线了一个产品 mysay.ai,能帮你在 X 上持续发帖,同时保持自己的声音;在这里看看:

Most people fail to grow on X because they have the wrong mental model. They think of X as a stage, where you come up and make a speech to an audience.

大多数人在 X 上做不起来,是因为心智模型用错了。他们把 X 当成一个舞台,自己走上台,对着观众发表演讲。

The right mental model for X is a party. When you walk into a party, you don't just go to a corner and start talking into the void. You find an existing cluster of people, listen to what they're already talking about, and join the conversation.

对 X 更正确的心智模型是派对。走进一个派对,不会直接躲到角落里,对着空气自说自话。要先找到一群已经聊起来的人,听他们正在聊什么,然后加入对话。

This mental model is the basis for all my following tactics:

下面所有方法,都建立在这个心智模型之上:

1. Tune your feed

1. 调教你的信息流

Think of this as "figuring out which parties to join and which crowds you wanna hang out with". If your feed is full of slop and clickbait, you won't be inspired to post. You'll be participating in the wrong conversations.

把这件事理解成搞清楚该参加哪些派对、想跟哪群人待在一起。如果信息流里都是垃圾内容和标题党,你根本不会被激发去发帖,你也会一直在参与错误的对话。

Before I even started posting regularly, I took a couple weeks to deliberately tune my X algorithm. Specifically, every time I saw clickbait or topics that I didn't care about, I clicked on the three dots -> "Not interested". Every time I saw thoughtful and useful content, I engaged with it by liking, retweeting, replying, or bookmarking. Over time, the algorithm learns to push more of the high-quality content to you. My X feed is now full of inspiring and educational content about AI, new product launches, and thoughtful discussions that I actually wanna engage in.

在开始规律发帖之前,我先花了两周刻意调教 X 的推荐算法。具体来说,每次看到标题党或自己不关心的话题,就点三个点 -> "不感兴趣"。每次看到有思考、有用的内容,就用点赞、转推、回复或收藏去互动。时间久了,算法就会学会把更多高质量内容推给你。现在我的 X 信息流里,几乎都是关于 AI、新产品发布,以及我真的愿意参与的深度讨论,既能启发人也很有信息量。

2. Reply authentically

2. 真诚地回复

Do not use an AI bot to mass reply on your behalf. I repeat, do not use an AI bot to mass reply on your behalf.

不要用 AI 机器人替你批量回复。再强调一次,不要用 AI 机器人替你批量回复。

Replying for replying's sake is useless. When I see replies under my posts that are clearly AI-generated and just paraphrasing what I said, I actually feel offended. It feels extremely sloppy, insincere, and lazy.

为了回复而回复毫无意义。当我在自己帖子下面看到那种明显是 AI 生成、只是把我说的话改写一遍的回复时,真的会觉得被冒犯。那种感觉非常敷衍、不真诚、还很偷懒。

If we go back to the party analogy, replying is like poking your head into a circle of people and participating in their existing conversation. You need to say something actually interesting so that the people will pay attention and welcome you into their circle.

回到派对的类比里,回复就像把头探进一圈正在聊天的人里,参与他们已经在聊的对话。你得说点真正有意思的东西,别人才会注意到你,并欢迎你进入他们的圈子。

Let's say you're person A and trying to engage with person B - who has a much larger following - by replying under their post. When you engage meaningfully and sincerely, person B will engage back with you - through liking/replying to your reply, or following you back. This tells the algorithm "these 2 people like each other; now let me push more of person A's content to person B". Then the next time you say something on your timeline, it's more likely to appear on person B's timeline, and there's a chance that they'll retweet. This is how you grow.

比如你是 A,想通过在 B 的帖子下面回复来跟 B 互动,而 B 的关注者要多得多。当你给出有内容、又真诚的互动,B 往往也会回应你:给你的回复点赞、再回你一句,甚至回关。这相当于在告诉算法:"这两个人彼此喜欢;那就把 A 的内容多推给 B"。于是下次你在自己的时间线上发点什么,就更有可能出现在 B 的时间线上,也就有机会被他们转推。这就是增长的方式。

3. Post consistently, reflexively

3. 持续发帖,形成条件反射

This is the most important rule. If you don't follow this rule, everything else doesn't matter. I made a goal of posting 3 times a day.

这是最重要的一条规则。不做到这一点,其他都没意义。我给自己定的目标是每天发 3 条。

This is not a matter of time management. Extremely busy founders, CEOs and investors manage to post 5-10 times a day. It's a matter of lowering the barrier so much that it becomes a reflex. It needs to become a natural extension of what you already do every day. Do not overthink.

这不是时间管理问题。再忙的创始人、CEO 和投资人,也能做到每天发 5-10 条。关键在于把门槛降到足够低,低到它会变成一种条件反射。它得变成你每天本来就在做的事的自然延伸。别想太多。

What are those reflexes? Here are several habits that have really helped me stay consistent:

哪些行为可以变成这种反射?下面这些习惯,真的帮我保持了持续输出:

1. Learn in public: I regularly consume video podcasts and newsletters about AI and startup building. Every time I see something that resonates, I take a screenshot and post the quote on X. Importantly, I make sure to tag the person who actually said that thing. This is both a nice gesture of attribution, and also makes that person notice you. There's a chance they'll retweet (people love hearing nice things about themselves) or follow you. If you learned something new, share that knowledge with the world. I use X as a public notebook.

1. 公开学习:我经常看 AI 和创业相关的视频播客与邮件简报。每次看到有共鸣的内容,就截图,把那段引用发到 X 上。重要的是,一定会 @ 出真正说这句话的人。这既是礼貌的署名,也会让对方注意到你。他们有可能会转推(人都爱听别人夸自己),或者回关你。学到新东西,就把它分享给世界。我把 X 当作公开的笔记本。

2. Give feedback in public: As part of my job, I try out lots of new AI products. Every time I come across a product/feature that impresses me, I write a public shoutout or feedback post on X, and make sure to tag their official account and the founder. Startup founders - especially early-stage ones - LOVE product feedback. In my experience, if you share thoughtful feedback as a user, 90% of the time the founder will reply/retweet/DM you.

2. 公开给反馈:工作的一部分是试用很多新的 AI 产品。每次遇到让人眼前一亮的产品或功能,就会在 X 上公开夸一声或写一条反馈,并确保 @ 他们的官方账号和创始人。创业公司的创始人,尤其是早期阶段的,特别爱产品反馈。按我的经验,如果你以用户身份给出认真、具体的反馈,九成情况下创始人都会回复你、转推你,或者私信你。

3. Build in public: This year I got into vibe coding, and many of my most viral posts were demos of products that I vibe coded. X LOVES product demos. The head of developer relations at all the major labs are actively looking to see what people are doing with their technologies (Two of my projects were featured by Google AI Developer's official X account). Use tools like Screen Studio to record your screen and yourself at the same time, and make 1-2 minute demo videos. Doesn't need to be fancy. Especially when new models drop, build something with it quickly and share it, even if it's a rough prototype.

3. 公开构建:今年开始迷上 vibe coding,很多最出圈的帖子都是我用 vibe coding 做出来的产品演示。X 特别爱产品演示。各大实验室的开发者关系负责人都在主动看大家用他们的技术做了什么(我的两个项目被 Google AI Developer 的官方 X 账号推荐过)。用 Screen Studio 这类工具,同时录屏和录自己,做 1-2 分钟的演示视频。不用太花哨。尤其是新模型刚发布的时候,立刻用它做点东西分享出来,哪怕只是个粗糙的原型。

Don't just come in and promote your product or company. For all these habits, I'm giving value to the community without expecting anything back. People need to see you as a sincere individual who can offer value before they in turn engage with whatever you wanna say or sell in the future.

不要一上来就只宣传自己的产品或公司。这些习惯的共同点,是先给社区提供价值,不指望马上得到回报。别人先把你当成一个真诚、能提供价值的人,之后才会愿意回应你,也才会愿意听你将来想说或想卖的东西。

4. Don't use AI until you develop your own taste and voice

4. 在形成自己的审美与声音之前,不要用 AI

Using AI to write isn't inherently bad. The danger is using AI to write before you've developed your taste for what is good content. If the AI produces slop, you won't even recognize it as slop.

用 AI 写作本身不坏。危险在于,你在还没形成对好内容的判断之前就先用 AI 来写。AI 吐出来的是垃圾时,你甚至分不出那是垃圾。

X values authenticity above anything else. Raw beats polished. It's not about having perfect grammar or using flowery words. **Just write like how you talk in real life. **

X 最看重真实。粗粝胜过精修。重点不在语法完不完美,也不在辞藻华丽不华丽。就像你在现实生活里说话那样写。

Read a lot to figure out what good looks like. Post a lot to know what your voice sounds like. Only then, use AI to help you write, but make sure it actually sounds like you.

多读,才能知道好内容长什么样。多发,才能知道自己的声音听起来是什么样。等到这两件事都有了,再让 AI 帮你写,但要确保读起来真的像你。

The goal isn't to grow on X per se. It's to grow while still being yourself.

目标并不是在 X 上增长本身。目标是:增长的同时,仍然是你自己。

P.S. I just launched a product mysay.ai that helps you post consistently on X while maintaining your own voice; check it out here:

P.S. 我刚上线了一个产品 mysay.ai,能帮你在 X 上持续发帖,同时保持自己的声音;在这里看看:

Most people fail to grow on X because they have the wrong mental model. They think of X as a stage, where you come up and make a speech to an audience.

The right mental model for X is a party. When you walk into a party, you don't just go to a corner and start talking into the void. You find an existing cluster of people, listen to what they're already talking about, and join the conversation.

This mental model is the basis for all my following tactics:

1. Tune your feed

Think of this as "figuring out which parties to join and which crowds you wanna hang out with". If your feed is full of slop and clickbait, you won't be inspired to post. You'll be participating in the wrong conversations.

Before I even started posting regularly, I took a couple weeks to deliberately tune my X algorithm. Specifically, every time I saw clickbait or topics that I didn't care about, I clicked on the three dots -> "Not interested". Every time I saw thoughtful and useful content, I engaged with it by liking, retweeting, replying, or bookmarking. Over time, the algorithm learns to push more of the high-quality content to you. My X feed is now full of inspiring and educational content about AI, new product launches, and thoughtful discussions that I actually wanna engage in.

2. Reply authentically

Do not use an AI bot to mass reply on your behalf. I repeat, do not use an AI bot to mass reply on your behalf.

Replying for replying's sake is useless. When I see replies under my posts that are clearly AI-generated and just paraphrasing what I said, I actually feel offended. It feels extremely sloppy, insincere, and lazy.

If we go back to the party analogy, replying is like poking your head into a circle of people and participating in their existing conversation. You need to say something actually interesting so that the people will pay attention and welcome you into their circle.

Let's say you're person A and trying to engage with person B - who has a much larger following - by replying under their post. When you engage meaningfully and sincerely, person B will engage back with you - through liking/replying to your reply, or following you back. This tells the algorithm "these 2 people like each other; now let me push more of person A's content to person B". Then the next time you say something on your timeline, it's more likely to appear on person B's timeline, and there's a chance that they'll retweet. This is how you grow.

3. Post consistently, reflexively

This is the most important rule. If you don't follow this rule, everything else doesn't matter. I made a goal of posting 3 times a day.

This is not a matter of time management. Extremely busy founders, CEOs and investors manage to post 5-10 times a day. It's a matter of lowering the barrier so much that it becomes a reflex. It needs to become a natural extension of what you already do every day. Do not overthink.

What are those reflexes? Here are several habits that have really helped me stay consistent:

1. Learn in public: I regularly consume video podcasts and newsletters about AI and startup building. Every time I see something that resonates, I take a screenshot and post the quote on X. Importantly, I make sure to tag the person who actually said that thing. This is both a nice gesture of attribution, and also makes that person notice you. There's a chance they'll retweet (people love hearing nice things about themselves) or follow you. If you learned something new, share that knowledge with the world. I use X as a public notebook.

2. Give feedback in public: As part of my job, I try out lots of new AI products. Every time I come across a product/feature that impresses me, I write a public shoutout or feedback post on X, and make sure to tag their official account and the founder. Startup founders - especially early-stage ones - LOVE product feedback. In my experience, if you share thoughtful feedback as a user, 90% of the time the founder will reply/retweet/DM you.

3. Build in public: This year I got into vibe coding, and many of my most viral posts were demos of products that I vibe coded. X LOVES product demos. The head of developer relations at all the major labs are actively looking to see what people are doing with their technologies (Two of my projects were featured by Google AI Developer's official X account). Use tools like Screen Studio to record your screen and yourself at the same time, and make 1-2 minute demo videos. Doesn't need to be fancy. Especially when new models drop, build something with it quickly and share it, even if it's a rough prototype.

Don't just come in and promote your product or company. For all these habits, I'm giving value to the community without expecting anything back. People need to see you as a sincere individual who can offer value before they in turn engage with whatever you wanna say or sell in the future.

4. Don't use AI until you develop your own taste and voice

Using AI to write isn't inherently bad. The danger is using AI to write before you've developed your taste for what is good content. If the AI produces slop, you won't even recognize it as slop.

X values authenticity above anything else. Raw beats polished. It's not about having perfect grammar or using flowery words. **Just write like how you talk in real life. **

Read a lot to figure out what good looks like. Post a lot to know what your voice sounds like. Only then, use AI to help you write, but make sure it actually sounds like you.

The goal isn't to grow on X per se. It's to grow while still being yourself.

P.S. I just launched a product mysay.ai that helps you post consistently on X while maintaining your own voice; check it out here:

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