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Aditya Agarwal

@adityaag ↗

General Partner @SouthPkCommons, Co-Founder @Bevel_Health | Ex: Early Eng @facebook, CTO @Dropbox, Board @Flipkart | Optimist, Builder, Dad

1 最新61 累计37 期
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2026 年 7 月 23 日 · 1 条 →

So much of conversation is on company Strategy…but Culture always eats strategy for breakfast. So what does Culture for startups mean? How does it get created? Where does it come from? Startup culture stems from 3 areas: —> The founder’s personality and DNA —> The early team’s personality and DNA —> The early products personality and DNA A lot of these overlap and reinforce each other. Some of it is top down….some of it is emergent. It sucks when the emergence is artificially dampened..because perhaps the founder is too weak to instittuionalize. It also sucks when there is so much difference of opinion that you end up getting pockets of different culture. I don’t want to get dragged into DEI nonsense. We can be from different backgrounds but all agree to be part of the same company culture.

人们谈论公司的 Strategy(战略)很多……但 Culture(文化)总是会把战略当早餐吃掉。那么,对 startups(初创公司)来说,Culture 意味着什么?它是如何被创造出来的?它来自哪里?初创公司的文化源自 3 个方面:—> founder(创始人)的 personality 和 DNA —> early team(早期团队)的 personality 和 DNA —> early products(早期产品)的 personality 和 DNA。这里面有很多内容会相互重叠、彼此强化。有些是自上而下形成的……有些则是自然涌现出来的。当这种涌现被人为压制时,情况就很糟糕……比如 founder 太弱,无法将其制度化。同样,如果分歧太大,最后形成一个个不同文化的小圈子,那也很糟糕。我不想被卷入 DEI 这类 nonsense。我们可以来自不同背景,但仍然一致同意成为同一种公司文化的一部分。

♥ 46↻ 2💬 87/22 · 18:16x.com ↗
2026 年 7 月 22 日 · 2 条 →

Put yourself in the best environment to maximize your ambition.

让自己处在最能最大化你雄心的环境里。

♥ 16↻ 3💬 17/21 · 18:42x.com ↗

Memory "loss" and compaction still feels like a huge issue with all harnesses. A tendency to forget and get confused is pretty frustrating for the end user. The "interpretability" when these errors occur is also pretty poor. Skills as a way to store this information feels like one of the root issues. Would be cool to have some kind of format/language to make this better.

在所有 harnesses 中,memory“丢失”和 compaction(压缩)仍然像是一个很大的问题。容易遗忘、容易混淆的倾向,对终端用户来说相当令人沮丧。出现这些错误时的“interpretability(可解释性)”也很差。把 skills 当作存储这类信息的方式,感觉像是其中一个根本问题。如果能有某种格式或语言来把这件事做得更好,那就很酷了。

♥ 43↻ 1💬 147/21 · 12:13x.com ↗
2026 年 7 月 19 日 · 1 条 →

I love capitalism.

我热爱资本主义。

♥ 98↻ 2💬 67/18 · 15:25x.com ↗
2026 年 7 月 17 日 · 3 条 →

If you have something very valuable....but letting people use it allows them to recreate it...then maybe it wasn't very valuable in the first place?

如果你拥有某样非常有价值的东西……但一旦让别人使用它,他们就能把它复现出来……那也许它从一开始就没那么有价值?

♥ 38↻ 1💬 47/17 · 05:07x.com ↗

I am literally switching models off of Fable right now for our systems. This isn't trying to be hyperbolic....but why would you pay the price if there is a good and free alternative?

我现在真的正在把我们系统里的 models 从 Fable 切换掉。这不是想故意夸张……但如果已经有一个不错而且免费的替代方案,你为什么还要付那个价格?

♥ 68↻ 3💬 127/17 · 05:07x.com ↗

A lot of people assume that as you get more successful, the LESS you get said No to This is actually false if you are operating at the edge of your ambition At higher stakes, you get told No a lot. I see this with all founders who are punching up I got told No 5 times today.

很多人以为,随着你越来越成功,你被别人说 No 的次数会更少。其实如果你是在自己 ambition(抱负)的边界上运作,这恰恰不是真的。赌注更高的时候,你会经常被告知 No。我在所有一心向上突破的 founders 身上都看到了这一点。我今天就被说了 5 次 No。

♥ 95↻ 2💬 27/16 · 22:39x.com ↗
2026 年 7 月 16 日 · 2 条 →

The thing that is amazing about innovation...is that you can just do things. Proud to be Day -1 supporters.

创新最令人惊叹的一点……就是你可以直接把事情做出来。很自豪能从 Day -1 就开始支持。

♥ 75↻ 0💬 37/15 · 20:35x.com ↗

Dude, where's my car????

老兄,我的车呢????

♥ 5↻ 0💬 07/15 · 17:50x.com ↗
2026 年 7 月 15 日 · 2 条 →

Is there any move involving Lamine Yamal where Yamal doesn't end up on the floor rolling around?

有没有任何与 Lamine Yamal 有关的动作,不会让 Yamal 最后倒在地上翻滚?

♥ 27↻ 1💬 47/14 · 20:59x.com ↗

I appreciate the in-depth feature set of the new "ChatGPT" app... But there is a real tradeoff. I used ChatGPT (Legacy) 15-20 times a day for queries... And now it feels so heavyweight for that use case. Shame.

我很欣赏新版 “ChatGPT” app 深入而丰富的功能集……但这确实存在一种权衡。我以前每天会用 ChatGPT (Legacy) 提问 15 到 20 次……而现在对于这种使用场景来说,它感觉太笨重了。可惜。

♥ 18↻ 0💬 57/14 · 20:39x.com ↗
2026 年 7 月 14 日 · 1 条 →

I don't know if I am using Codex or ChatGPT (wtf) But I do know that I am asking a AGI LEVEL coding agent: "What necklaces does Benson Boone wear? (for my daughter)

我不知道我现在用的是 Codex 还是 ChatGPT(wtf),但我确实知道,我正在问一个 AGI LEVEL 的 coding agent(编程智能体):“Benson Boone 戴的是什么项链?(帮我女儿问的)”

♥ 11↻ 0💬 17/14 · 00:08x.com ↗
2026 年 7 月 10 日 · 2 条 →

Watch the full @southpkcommons episode

观看完整的 @southpkcommons 节目

♥ 5↻ 0💬 07/10 · 02:59x.com ↗

.@gagan_shux applied to the Indian Air Force without telling his parents. Decades later he became the 2nd Indian in history to reach space. We spoke at @spc_india about life aboard the ISS, what really happens to the body in microgravity, and the power of human perseverance. 00:00) Becoming Comfortable With the Uncomfortable (01:54) Why Saying "Yes" Changed the Course of His Life (07:15) What It Really Takes to Become an Astronaut (11:40) The Physical, Medical, and Psychological Tests (15:21) What It Feels Like to See Earth From Space (17:20) Microgravity: How Space Changes Your Body and Mind (25:35) The Pressure and Responsibility of Representing India in Space (28:29) The New Space Economy and Why the Next Decade Will Be Different (35:03) Advice for Entrepreneurs Building the Future of Space (44:19) The Future of Human Space Exploration: Moon, Mars, and Beyond

.@gagan_shux 在没有告诉父母的情况下申请加入 Indian Air Force。几十年后,他成为印度历史上第 2 位进入太空的人。我们在 @spc_india 谈到了他在 ISS 上的生活、微重力究竟会对身体造成什么影响,以及人类坚持不懈的力量。00:00)学会对不适感到自在(01:54)为什么说一句“Yes”改变了他的人生轨迹(07:15)成为一名宇航员究竟需要什么(11:40)身体、医疗和心理测试(15:21)从太空看地球是什么感受(17:20)微重力:太空如何改变你的身体和心智(25:35)代表印度进入太空所承受的压力与责任(28:29)新的太空经济,以及为什么未来十年将会不同(35:03)给正在建设太空未来的创业者的建议(44:19)人类太空探索的未来:Moon、Mars,以及更远的地方

♥ 31↻ 2💬 37/10 · 02:59x.com ↗
2026 年 6 月 27 日 · 1 条 →

An interesting side effect of AI is that I have zero tolerance for shallow interactions with humans. I really deep connection and depth in my relationships. More ways to do that are so valuable. And for everything else: give me agents. I suspect our world will become both smaller and more rich in it's relationship depth.

AI 的一个有趣副作用是,我对与人类进行肤浅互动的容忍度已经降到了零。我真的很需要在关系中拥有深度连接与深度。任何能实现这一点的更多方式都非常有价值。至于其他一切:把 agent 给我。我怀疑,我们的世界会在关系深度上同时变得更小,也更丰富。

♥ 67↻ 5💬 116/26 · 21:31x.com ↗
2026 年 6 月 26 日 · 1 条 →

It is stupidly hard to start a pure software company right now. Customers don't want software, they want outcomes. So you end up having to do a lot of custom work for them. Anything horizontal is on a ticking clock. Every customer wants to deeply customize. There are opportunities. But you need to have a very heretical 2-3 year view of the world in order to build something good.

现在要创办一家纯软件公司,难得离谱。客户并不想要软件,他们想要的是结果(outcomes)。所以到头来,你往往不得不为他们做大量定制化工作。任何横向型(horizontal)的东西都像是在倒计时。每个客户都想做深度定制。机会当然有。但如果你想做出真正好的东西,你需要对未来 2 到 3 年的世界有一种非常异端(heretical)的看法。

♥ 568↻ 26💬 616/25 · 16:18x.com ↗
2026 年 6 月 25 日 · 3 条 →

The power of @southpkcommons is that you can get a chance to interact with some of the world's sharpest minds in a very intimate setting.

@southpkcommons 的力量在于,你有机会在非常私密的环境里,与这个世界上一些最敏锐的头脑交流互动。

♥ 3↻ 0💬 06/24 · 19:12x.com ↗

It is a strange time to be a leader right now. You have to be fearless. You have to be optimistic. You have to be empathetic about upcoming changes. You have to retain a lot of humility. I was struck by how well @RamaswmySridhar is navigating this moment at @Snowflake.

现在对领导者来说,是一个很不寻常的时期。你必须无所畏惧。你必须保持乐观。你必须对即将到来的变化抱有同理心。你还必须保有很大的谦逊。我很受触动的一点是,@RamaswmySridhar 在 @Snowflake 应对这一时刻的方式是如此出色。

♥ 50↻ 2💬 16/24 · 19:12x.com ↗

A space economy doesn't just need rockets and space guns. It needs ways to communicate as efficiently as we do on the ground. Very excited about the work Qosmic is doing.

太空经济需要的不只是火箭和太空武器。它还需要像我们在地面上一样高效的通信方式。对 Qosmic 正在做的工作感到非常兴奋。

♥ 19↻ 2💬 16/24 · 16:17x.com ↗
2026 年 6 月 18 日 · 3 条 →

Apply to SPC

申请加入 SPC

♥ 3↻ 0💬 06/17 · 17:59x.com ↗

Read through all of the questions

通读所有问题

♥ 3↻ 0💬 16/17 · 17:59x.com ↗

The questions SPC members explore signal where the frontier is heading next.

SPC 成员所探讨的问题,反映了前沿接下来将走向何处。

♥ 11↻ 3💬 16/17 · 17:59x.com ↗
2026 年 6 月 17 日 · 2 条 →

Apply to SPC if you'd like to join us

如果你想加入我们,请申请 SPC

♥ 3↻ 0💬 06/16 · 16:08x.com ↗

You didn't miss this one. @RamaswmySridhar is dropping by @southpkcommons next week. He grew Google's ad business from $1.5B to $ 100B+. Now he's running Snowflake through the AI shift.

你没错过这次。@RamaswmySridhar 下周会来 @southpkcommons。此前他将 Google 的广告业务从 15 亿美元做到 1000 多亿美元。现在他正带领 Snowflake 穿越 AI 转型。

♥ 38↻ 5💬 46/16 · 16:08x.com ↗
2026 年 6 月 14 日 · 2 条 →

I have been thinking about this photo a lot. It's a beautiful testament to human civilization and our ability to reach for the stars. But the thing that I can't get over is that a *human being* took this photo. From a tin cylinder flying on the other side of the moon. A machine could have taken it and it would have still been cool. But man was there. And that makes it so much more evocative.

我一直在反复想这张照片。它是人类文明以及我们仰望星辰、伸手触及星空能力的美丽见证。但让我始终无法释怀的是,这张照片是由一个*人类*拍下的。是在月球背面另一侧飞行的一个金属圆筒里拍下的。即便是机器拍的,它依然会很酷。但当时人就在现场。而这让它变得更加令人动容。

♥ 49↻ 1💬 16/14 · 02:52x.com ↗

Watching Brazil play Morocco at 30K feet using Starlink is a visceral reminder of SpaceX.

在 30K 英尺高空用 Starlink 观看 Brazil 对 Morocco 的比赛,会让人从切身感受上再次意识到 SpaceX 的存在。

♥ 23↻ 0💬 26/14 · 00:03x.com ↗
2026 年 6 月 13 日 · 2 条 →

It's a good day to be called SPC. We are temporarily renaming ourselves to Space Park Commons.

对于名叫 SPC 来说,今天是个好日子。我们将暂时把自己的名称改为 Space Park Commons。

♥ 75↻ 3💬 26/12 · 16:14x.com ↗

Very very excited to welcome Ryan Atkins to the team as a Partner. We have a lot to build @southpkcommons!

非常非常高兴欢迎 Ryan Atkins 以 Partner 的身份加入团队。我们在 @southpkcommons 还有很多东西要打造!

♥ 42↻ 5💬 36/12 · 15:45x.com ↗
2026 年 6 月 12 日 · 2 条 →

This is what production-grade visual AI looks like.

这就是达到 production-grade(生产级)标准的 visual AI 的样子。

♥ 12↻ 0💬 06/11 · 19:34x.com ↗

Things are only impossible to build until someone builds them.

一件事在被人造出来之前,看起来都只是“不可能做到”。

♥ 13↻ 2💬 06/11 · 19:32x.com ↗
2026 年 6 月 10 日 · 1 条 →

As an investor, these are the moments that remind you why you fund startups to do important things.

作为一名投资者,这样的时刻会提醒你:你之所以投资 startups(初创公司),是为了让它们去做重要的事情。

♥ 37↻ 5💬 46/9 · 16:58x.com ↗
2026 年 6 月 8 日 · 1 条 →

I have had the chance to go through two IPOs (Meta and Dropbox). Fabulous wealth tends to amplify deeper desires, not create new ones. The mainstream narrative is: "Early Employees make lots of money and buy mansions and go to the beach". For some: Yes, they want to chill. That is great. I am happy for them. But for a lot of folks, it is a chance to do even crazier and wackier stuff. Start new things. Fund new things. Keep the crazy loop of Silicon Valley going. It's going to be awesome to have a lot of folks with liquidity in the coming months. Onwards!.

我有机会经历过两次 IPO(Meta 和 Dropbox)。巨额财富往往会放大一个人更深层的欲望,而不是创造出新的欲望。主流叙事通常是:“早期员工赚了很多钱,然后买豪宅、去海边度假。” 对有些人来说:是的,他们就是想放松一下。这很好。我也为他们高兴。但对很多人来说,这反而是一个去做更疯狂、更离奇事情的机会。创办新东西。资助新东西。让 Silicon Valley 的这套疯狂循环继续转下去。在接下来的几个月里,会有很多人拥有 liquidity(流动性),这将会非常棒。继续前进!

♥ 385↻ 9💬 146/7 · 21:16x.com ↗
2026 年 6 月 6 日 · 2 条 →

[1]

♥ 4↻ 0💬 06/5 · 15:18x.com ↗

Sometimes speed is just impatience disguised as ambition.

有时候,速度不过是把不耐烦伪装成了雄心。

♥ 77↻ 7💬 86/5 · 15:18x.com ↗
2026 年 6 月 5 日 · 1 条 →

A lot of roles will now have engineering infused into them. Marketing Engineer is a great example of this.

现在,很多岗位都会融入 engineering(工程)能力。Marketing Engineer 就是一个很好的例子。

♥ 16↻ 1💬 16/4 · 22:00x.com ↗
2026 年 6 月 4 日 · 1 条 →

Very excited to welcome Harshit Madan and Rohan Choudhary to the team!

非常高兴欢迎 Harshit Madan 和 Rohan Choudhary 加入团队!

♥ 20↻ 0💬 06/4 · 05:07x.com ↗
2026 年 6 月 3 日 · 1 条 →

Schrep and the Gigascale team are building something special. They have been incredible partners to @southpkcommons portfolio companies. @schrep is someone who I have looked up to for a long time and I am very excited to continue to collaborate with him.

Schrep 和 Gigascale 团队正在打造一些特别的东西。他们一直是 @southpkcommons 被投公司极其出色的合作伙伴。@schrep 是我长期以来一直很敬佩的人,我也非常期待继续与他合作。

♥ 17↻ 1💬 26/2 · 04:20x.com ↗
2026 年 6 月 1 日 · 1 条 →

Indian Dynamism. @arctusaerospace

印度的活力。@arctusaerospace

♥ 826↻ 37💬 136/1 · 05:03x.com ↗
2026 年 5 月 31 日 · 1 条 →

Most people I talk to in India have 1 child. Some have 2. When I tell them I have three, their first reaction is total surprise followed by "well, accidents happen". The main reason for one? Raising kids is just really hard, especially for nuclear families in cities.

我在 India 接触到的大多数人都只有 1 个孩子,也有些人有 2 个。当我告诉他们我有三个时,他们的第一反应是完全吃惊,接着就会说一句“唉,意外总会发生”。只生一个的主要原因是什么?养孩子实在太难了,尤其是对城市里的 nuclear families(核心家庭)来说。

♥ 217↻ 3💬 195/30 · 08:48x.com ↗
2026 年 5 月 28 日 · 2 条 →

Legendary run my dear friend. Proud to have played a part in the journey. I cannot wait to see what you do next.

了不起的一段历程,我亲爱的朋友。很自豪能在这段旅程中贡献一份力量。我已经迫不及待想看看你接下来会做什么了。

♥ 47↻ 1💬 05/27 · 02:44x.com ↗

Building at the frontier? Exploring what's worth building? Both are good reasons to apply to @southpkcommons.

正在前沿领域进行构建?在探索什么值得去构建?这两点都是申请 @southpkcommons 的充分理由。

♥ 41↻ 4💬 45/26 · 18:59x.com ↗
2026 年 5 月 21 日 · 3 条 →

This is a really big deal.

这真的是一件非常重大的事。

♥ 16↻ 1💬 15/20 · 19:52x.com ↗

It was amazing to have Feross do his -1 journey @southpkcommons and to have been an early partner. Very proud of the progress the company has made. Lots to build!

Feross 能在 @southpkcommons 完成他的 -1 旅程,而且我们能成为早期合作伙伴,真的很了不起。公司取得的进展让我非常自豪。还有很多东西要继续建设!

♥ 29↻ 5💬 15/20 · 16:50x.com ↗

Apply to @southpkcommons if you'd like to join us

如果你想加入我们,就申请 @southpkcommons 吧。

♥ 4↻ 0💬 05/20 · 15:46x.com ↗
2026 年 5 月 20 日 · 1 条 →

The future is bright. We will have amazing things at the intersection of AI+Atoms.

未来一片光明。我们将在 AI+Atoms 的交汇处迎来令人惊叹的事物。

♥ 27↻ 4💬 15/19 · 14:43x.com ↗
2026 年 5 月 18 日 · 1 条 →

On Friday I used AI to write a lot of code. And then on Saturday I watched humans play sports (FA Cup Final) and dance (my kid's dance recital). I am not worried that we won't have meaning and purpose.

周五我用 AI 写了很多代码。然后周六我看人类进行体育比赛(FA Cup Final)和跳舞(我家孩子的舞蹈汇演)。我并不担心我们会失去意义和目标。

♥ 51↻ 0💬 55/17 · 14:15x.com ↗
2026 年 5 月 15 日 · 1 条 →

[1]

♥ 957↻ 91💬 375/14 · 17:26x.com ↗
2026 年 5 月 8 日 · 3 条 →

This is such an insane POV. @AOC if you join @southpkcommons we can help you find your life’s work and also make you a billion dollars. Seriously, you can just do things.

这真是一个离谱到爆的 POV(观点)。@AOC,如果你加入 @southpkcommons,我们可以帮你找到你一生真正要做的事业,还能让你赚到 10 亿美元。说真的,你完全可以直接去做事情。

♥ 140↻ 5💬 145/8 · 00:20x.com ↗

Apply to join the Embodied AI Hackathon at @southpkcommons by May 12th ⬇️

在 5 月 12 日前申请加入位于 @southpkcommons 的 Embodied AI Hackathon ⬇️

♥ 9↻ 1💬 05/7 · 17:32x.com ↗

We have an incredible group of hard tech founders at @southpkcommons right now. Come compete with them. Embodied AI Hackathon, SF, May 15-17.

现在 @southpkcommons 聚集了一批非常厉害的 hard tech 创始人。来和他们同场竞争吧。Embodied AI Hackathon,SF,5 月 15 日至 17 日。

♥ 51↻ 10💬 25/7 · 17:32x.com ↗
2026 年 5 月 6 日 · 1 条 →

We have never desired to be an accelerator. Velocity is not interesting without a grounding towards true north.

我们从未想过要成为一个 accelerator(加速器)。如果没有朝向 true north(真正北方、根本目标)的稳固锚定,velocity(速度)就没有意义。

♥ 65↻ 3💬 55/4 · 15:56x.com ↗
2026 年 5 月 5 日 · 1 条 →

We have never desired to be an accelerator. Velocity is not interesting without a grounding towards true north.

我们从未想过要成为一个 accelerator(加速器)。如果没有朝向 true north(真正北方、根本目标)的稳固锚定,velocity(速度)就没有意义。

♥ 65↻ 3💬 55/4 · 15:56x.com ↗
2026 年 5 月 3 日 · 1 条 →

If you get out of the console and terminal, you will start to see that there is a lot of hard tech being built in America. It is deeply deeply inspiring and exciting. Let’s shoot things into space ✅

如果你走出 console 和 terminal,你就会开始看到,美国正在打造大量真正硬核的 tech(技术)。这非常、非常鼓舞人心,也令人兴奋。让我们把东西发射到太空去吧 ✅

♥ 37↻ 1💬 45/2 · 19:37x.com ↗
2026 年 5 月 1 日 · 3 条 →

We’re going through a critical inflection point for cybersecurity in real time.

我们正在实时经历 cybersecurity(网络安全)的一个关键拐点。

♥ 28↻ 7💬 04/30 · 19:56x.com ↗

YouTube: Spotify:

YouTube:Spotify:

♥ 3↻ 0💬 04/30 · 15:31x.com ↗

The attackers have AI. So do the defenders. Cybersecurity has a new shape: AI is both the threat and the only viable solution. @nikesharora, CEO of @PaloAltoNtwks, joined me at @southpkcommons to break down what’s next. (00:30) Big problems vs. fast wins (04:00) Joining Google (07:00) Larry Page's product obsession (10:00) He read every hiring packet himself (13:00) What Silicon Valley gets wrong about Masa Son (16:00) Successful founders never wish they took less risk (17:00) Joining Palo Alto knowing nothing about cybersecurity (20:00) What incumbents got wrong when ChatGPT launched (23:00) Security was never built into AI (28:00) No enterprise knows what's running inside its stack (31:00) AI finds bad code faster than humans ever could (35:00) The only way to fix the chaos is more AI (38:00) AI won't just automate work—it raises the floor (41:00) Foundation models vs. specialized stacks (45:00) Why communication is 30% of the job at scale

攻击者拥有 AI。防御者也一样。cybersecurity(网络安全)呈现出一种新形态:AI 既是威胁,也是唯一可行的解决方案。@nikesharora,@PaloAltoNtwks 的 CEO,与我一同在 @southpkcommons 讨论了接下来会发生什么。(00:30)重大问题 vs. 快速见效的成果(04:00)加入 Google(07:00)Larry Page 对产品的痴迷(10:00)他亲自阅读每一份招聘材料(13:00)Silicon Valley 对 Masa Son 的误解(16:00)成功的创始人从不会希望自己当初承担更少风险(17:00)在对 cybersecurity 一无所知的情况下加入 Palo Alto(20:00)ChatGPT 发布时,老牌 incumbents(既有企业)犯了什么错(23:00)安全性从未被内建到 AI 中(28:00)没有哪家企业真正知道自己的技术栈内部在运行什么(31:00)AI 发现糟糕代码的速度比人类快得多(35:00)解决这种混乱的唯一方法,是更多 AI(38:00)AI 不只会自动化工作——它还会抬高最低水平(41:00)foundation models(基础模型)vs. specialized stacks(专用技术栈)(45:00)为什么在规模化之后,沟通占工作内容的 30%

♥ 86↻ 13💬 44/30 · 15:31x.com ↗
2026 年 4 月 30 日 · 1 条 →

Some observations on agents from a lot of time spent installing, using, debugging and building things with OpenClaw, Hermes, etc. - Most people who rave about OpenClaw, HermesAgent etc. have not actually used it. Facts. - Agents are developer products today. They are so so so far from being consumer grade in terms of delight, simplicity, reliability etc. - I wish the agents generated more dynamic interfaces. Don't give me chat. Give me interactive, dynamic apps/webpages. I suspect this will be a next big vector of innovation. - The agents are ultimately a wrapper to code-generation and tool-calling....not to "generative AI". This is important to grok. These agents are doing most of their "work" through iterative tool calling. - Once you understand the core loop behind agentic AI, old school "chat AI" doesn't make sense. The idea of an "always-on" agent that actually adapts, learns and maintains state is a LOT more compelling than a one-off chat prompt. The latter feels much more like a search query. - So much of mangling with agents today is basically setting it up to use browsers and/or your computer. And there are so many constraints! - Installing and running openclaw feels a lot like running Linux in the early 2000s. You spend a lot of time compiling device drivers, setting up configurations etc. You feel a real sense of accomplishment from jerry-rigging everything together but it is a LOT of work to get to the point of utility

关于 agent 的一些观察,来自我花了大量时间安装、使用、debug(调试)以及用 OpenClaw、Hermes 等搭东西的经验。—— 大多数对 OpenClaw、HermesAgent 等赞不绝口的人,其实并没有真正用过它。事实如此。—— 如今的 agent 还是开发者产品。无论在愉悦感、简洁性、可靠性等方面,它们距离 consumer grade(消费级)都还差得非常非常远。—— 我希望这些 agent 能生成更多动态界面。别只给我 chat(聊天界面),给我可交互、动态的 app / webpage(应用 / 网页)。我怀疑这会是下一个重要的创新方向。—— 这些 agent 归根结底是 code-generation(代码生成)和 tool-calling(工具调用)的 wrapper(封装)……而不是“generative AI(生成式 AI)”本身。理解这一点很重要。这些 agent 的大部分“工作”,实际上都是通过迭代式工具调用完成的。—— 一旦你理解了 agentic AI(智能体式 AI)背后的核心循环,老派的“chat AI”就显得不太说得通了。相比一次性的聊天 prompt(提示词),那种“always-on(始终在线)”、能够真正适应、学习并维持 state(状态)的 agent,要有吸引力得多。后者更像是一条搜索查询。—— 如今折腾 agent 的很大一部分,本质上就是把它配置好,让它能使用浏览器和/或你的电脑。而且限制多得惊人!—— 安装并运行 openclaw 的感觉,很像在 2000 年代初运行 Linux。你会花很多时间编译设备驱动、设置各种配置等。把一切东拼西凑起来时,你会有一种真正的成就感,但要走到“真正有用”那一步,工作量实在太大了。

♥ 361↻ 23💬 594/29 · 16:46x.com ↗
2026 年 4 月 29 日 · 1 条 →

I cannot explain how awesome this is.

我简直无法形容这有多棒。

♥ 423↻ 22💬 54/28 · 22:48x.com ↗
2026 年 4 月 28 日 · 3 条 →

Bevel 3.0 The point was never to be a tracking and analytics company. Each release of @bevel brings us closer to our long-term goal: To be the most intelligent health and biology companion that truly understands you and can help you lead a healthier and happier life. It was to be intelligent enough to help you truly be healthy. We are taking another step towards that with Bevel 3.0.

Bevel 3.0 的目标从来都不是成为一家 tracking 和 analytics 公司。@bevel 的每一次发布,都让我们离长期目标更近一步:成为最智能的健康与生物学 companion(陪伴助手),真正理解你,并帮助你过上更健康、更快乐的生活。它的目标,是足够智能,能够真正帮助你保持健康。通过 Bevel 3.0,我们正朝这个方向再迈进一步。

♥ 72↻ 1💬 34/27 · 20:53x.com ↗

[1]

♥ 2↻ 0💬 04/27 · 18:55x.com ↗

Before @RamaswmySridhar was CEO of @Snowflake, he was the guy who scaled Google's ads business from $1.5B to $ 100B. He's coming by @southpkcommons next week. Join us.

在 @RamaswmySridhar 成为 @Snowflake 的 CEO 之前,他就是那个把 Google 的 ads 业务从 15 亿美元扩张到 1000 亿美元的人。他将于下周来到 @southpkcommons。欢迎加入我们。

♥ 70↻ 6💬 34/27 · 18:55x.com ↗
BuildSpeak — 关于本项目BUILT IN PUBLIC · 跟随 builders 而非 influencers