AI 时代的基础设施、经济与未来:Ben Horowitz 的深度洞察 a16z 2026-04-14

基础设施与 AI 的新法则

Ben Horowitz: 美国必须立即重建其整个基础设施。我们没有足够的稀土矿物。我们没有足够的电力。我们没有足够的制造能力。

Original English

Ben Horowitz: America's got to rebuild its entire infrastructure like right now. We don't have enough rare earth minerals. We don't have enough electricity. We don't have enough manufacturing capacity.

Host: 中国的曲线是这样的,美国的曲线是那样的。我们如何能让这一切看起来不那么吓人?

Original English

Host: The China graph is like this and the US graph is like that. How do we make this seem less scary?

Ben Horowitz: 技术史表明,事物总是在不断进步。人类在创造他们所需的新事物方面令人难以置信。现在,80 亿拥有想法的人可以将他们的想法付诸实践。

Original English

Ben Horowitz: The history of technology is things have always gotten better. Humans are kind of unbelievable in their ability to come up with new things that they need. that now 8 billion people that might have an idea in their head can get it out of their head.

CEO 的挑战与时代变迁

Ben Horowitz: 我认为,你从事这个行业很久了。嗯,我想我或许可以先开始,这很有趣,我们实际上并没有排练过,因为我想那样会更真实,对吧?更有独特性。让我们谈谈,你知道,你有一本书,你谈到了,你知道,成为 CEO 有多难,以及你在 LoudCloud 和 Opsware 经历的一切。嗯,那是一个巨大的转变,市场似乎崩溃了。金融市场崩溃了。

Original English

Ben Horowitz: I do think what's going to happen is so you've been doing this for a long time. Um and uh I thought maybe I'd start off and it's funny we actually didn't rehearse this at all because I thought that way it would be more more real, right? More unique. Let's talk about, you know, you have this book where you talked about, you know, how hard it is to be a CEO and everything that you went through at LoudCloud and Opsware. Um, that was a giant shift where it's like the market kind of collapsed. The financial market collapsed.

Host: 嗯,你不得不真正地进行调整,并改变公司。你认为现在涌现出许多新时代的 AI 公司,它们应该已经准备就绪,然后就可以开始构建新事物了。但是,就像你知道的,五到十年前的传统公司,存在着巨大的机遇,但也伴随着巨大的挑战。一个五到十年前的 CEO 该怎么做,如果他们……

Original English

Host: Um, and you had to really pivot and just change the company. And what do you think there there are new age companies that are popping up right now, AI first, it's like they hopefully have their together. they're off to the races building something new. But like a you know a legacy company or f five or 10 years ago where there's this great opportunity but also great challenge like what does a five or 10 yearear-old CEO do where it's like they they're preai.

Ben Horowitz: 是的。

Original English

Ben Horowitz: Yeah.

Host: 所以他们得弄清楚他们该做什么。

Original English

Host: So they got to they got to figure out what they do.

Ben Horowitz: 金融市场讨厌它们。

Original English

Host: Financial markets hate them.

Host: 是的。是的。所以有金融市场,你就是你。是的。

Original English

Host: Yes. Yes. So there's the financial market who you are. Yes.

Ben Horowitz: 我不知道,也许可以就此展开谈谈。我很想听听你的想法。

Original English

Ben Horowitz: So I don't know may maybe riff on that. I'd love to hear your thoughts.

AI 时代的全新“物理定律”

Ben Horowitz: 是的。嗯,我认为,在经历这样巨大的颠覆时,你首先必须认识到,一些非常基本的、公理化的物理定律是不同的。而与公司在技术领域建立起来的方式相比,AI 带来的两个真正不同的定律是:第一,过去人们普遍知道,你不能只靠金钱解决问题。所以,举例来说,如果我的产品落后两年,我不能雇佣一千名工程师来追赶我的竞争对手。就像“神话般的男人月”一样,九个女人一个月也生不出孩子。每个人都知道这一点。它从来都不奏效。这不再是问题了。你可以靠金钱解决问题。如果你有足够的钱和一些好的数据,你就可以购买足够的 GPU 来解决软件中的任何问题。所以,那一点已经不复存在了。第二,我们确信的是,在软件领域,你知道,占有即拥有九成法律。所以,如果你拥有客户,你就拥有多个锁定。你拥有迁移壁垒、数据壁垒、用户界面壁垒。这些基本上都不存在了,对吧?所以,复制代码非常容易。移动数据也非常容易。而且,与你的软件交流的将不再是人类。将是一个 AI。而且,你知道,AI 在使用用户界面方面非常灵活。所以,那种模式已经消失了。所以我认为,作为 CEO,你必须认识到这一点,即它正在消失。那么,你的价值是什么?你在提供什么?事实证明,有很多有价值的东西。但是,如果你想在这些方面获得好的定价,你将面临巨大的压力。你的价格必须是你提供的更独特价值的函数。

Original English

Ben Horowitz: Yeah. Well, I I think the first thing you have to recognize um in a kind of huge dislocation like this is the like some very basic axiomatic like laws of physics are different. And the two that are really different uh with AI compared to how companies have been built in kind of technology forever is one um it used to be very well known that you cannot throw money at the problem. So, for example, if I had a product and I was two years behind, I could not hire a thousand engineers and catch my competitor. Like, it's a mythical man month. Nine women can't have a baby in a month. Everybody knows that. Um, it never works. No problem. That's no longer true. Um, you can throw money at the problem. if you have enough money uh and some good data, you can buy enough GPUs and solve basically anything in software. So like that's gone. Um the second thing that we knew for sure is like in software, you know, possession is nine10en of the law. So if you have the customer, you have multiple lockins. You have like the migration pane lock in. You've got the data lock in, you've got the user interface lock in. Those are pretty much gone, right? So, it's very easy to replicate the code. It's very easy to move the data. And then it's not even going to be a human talking to your software. It's going to be an AI. And you know, AIs are really flexible on how they use user interfaces. So, that mode is gone. So I think that's just like the first thing you have to recognize as a CEO that like okay that's going away. So then what is it uh you know where is your value what are you delivering and there it turns out there are many things uh that are of value. Um but like if you're trying to get like good pricing through any of those things you're going to be under tremendous pressure. you know, your your price has to be a function of some other value that's much more distinct that you provide.

Host: 明白了。嗯,另一件事是我们作为一家公司内部经常谈论的,那就是一旦你拥有了一款好产品,你可能就有 10 年的时间来经营这款产品,也许是 5 年,而现在可能只有 5 周了。嗯,我们也谈论过上市的问题。所以,公司都在更长时间地保持私有。嗯,这可能对你经历生存危机时很有好处。你宁愿作为一家私营公司来应对,而不是作为一家上市公司。但是,SaaS 行业末日发生的原因是,人们对终值产生了怀疑。

Original English

Host: Got it. Um, and the other thing that's we we've talked about this a lot internally as a firm is that once upon a time like you would just have maybe if you have a good product, you might have 10 years to run with that product, maybe five years, and now it might be like five weeks. Well, we we also talk about this like in terms of going public. So, companies are staying private a lot longer. Mhm.

Host: Um, which probably is good if you're going through an existential crisis. You'd much rather do that as a private company than a public company. But also, the reason why the SAS apocalypse is happening is because there are doubts on terminal value.

Ben Horowitz: 是的。

Original English

Ben Horowitz: Yeah.

Host: 对。所以,每一个创业公司,他们创业都是因为他们想创造经济价值。他们是资本家。他们正试图从这个方程中获利。但如果你等太久,也许你的公司就价值零了。这有点可怕。这总是存在的风险,但它会在几十年内显现。

Original English

Host: Right. So, everybody who starts a company, they're doing it because they want to create val economic value. They're capitalists. They're trying to actually benefit from this this equation financially. But if you wait too long, maybe your company is worth zero. That's kind of scary. And that that was always a risk, but it would play out over decades.

Ben Horowitz: 是的,风险没那么快。

Original English

Ben Horowitz: Yeah, it's not as fast a risk.

Host: 所以我想,如果你是……我的意思是 LoudCloud 还在。你是一位 CEO,又一个糟糕的例子。抱歉,给你……

Original English

Host: So I guess what what do you if you were I mean Loud cloud's around today. You're the CEO and again bad bad example. Sorry. Sorry to give you

Ben Horowitz: 非常可怕。我知道。我知道。

Original English

Ben Horowitz: very scary. I know. I know.

Host: 虽然实际上 Cloud Cloud 会像……

Original English

Host: Although actually cloud cloud would be like

Ben Horowitz: 实际上是数据。是的,没错。你,你现在会非常有优势。

Original English

Ben Horowitz: actually data. Yeah, exactly. You you would be very well positioned. But

Host: 但是,CEO 应该做些什么可能不同的事情呢?我的意思是,很明显要加快速度,更快地削减成本,更有效率,投入资金……我们已经谈到了所有这些事情,但是,如果我不上市,如果我上市后被颠覆了,那我的生活就会很糟糕,我将成为一只仙股。如果我只是等待,就有可能被彻底摧毁,这种“道路杀手”式的成功方程式有点可怕,对吧?我的意思是,它总是可怕的,但你会有时间,而现在感觉你没有了。

Original English

Host: But I guess what is it that a CEO should do potentially differently? I mean, obviously get like move faster, cut faster, be more efficient, throw money at like all these things that we've talked about, but it's like if I don't go public, if I go public and I get disrupted, then I have this terrible uh life of I'm going to be a penny stock. If I just wait, there's this chance that I get eviscerated and this kind of like roadkiller success equation is kind of scary, right? I mean, it's always scary, but you would have a you would have time and now it feels like you don't.

Ben Horowitz: 是的,我认为你必须诚实地面对自己,看看你真正拥有的是什么。有些公司确实被正确地牺牲了,有些则没有。然后,你看,如果把所有这些想法都推向逻辑结论,那么什么东西都没有价值,因为公司里没有人,如果没人,谁会买你的烂软件?所以,你知道……

Original English

Ben Horowitz: Yeah, I think you do have to be honest with yourself on like what it is you have really. And there are like there are companies that get thrown under the bus correctly and ones that don't. And then look, if you take a lot of these ideas to their logical conclusion, then you know

Host: ……但但但,这更微妙,而且它往往比我们想象的要花费更长的时间才能实现。所以问题是,在这期间,你是在变得更强,还是在衰退?所以,发生了什么?没人买了,你知道,钱只是转移了。客户在买别的东西。他们不买你的。在这种情况下,你有一个大问题。你可能不得不,你知道,大幅削减并进行转型。另一方面,你看,有很多公司在估值游戏中被宰了。但是它们却相当强大。

Original English

Host: nothing is worth anything because there are no people at companies and if there are no people who's going to buy your shitty software. So like you know da d d d d d d d d d d d d d d d d d d d d d d d d d d d d d d d but but but like like like it is more like subtle and it it just tends to take much longer than uh we think for some of these things to play out. So then the question is are you getting stronger in that meanwhile or are you degenerating? So is what's happening? Nobody's buying, you know, like the money just shifted. The customers are buying other stuff. They're not buying yours. In that case, you have a huge problem. You probably have to, you know, cut deeply and pivot. On the other hand, look, there's

Ben Horowitz: 所以,我是一家公司的董事,Nan,对吧?比如,旅行。所以,很明显,SaaS 行业末日意味着它们完蛋了。不可能做旅行。但你再仔细看看,你会发现实际上比这更复杂。因为,嗯,在旅行方面,你确实需要明确的关系。如果你为我提供旅行,而我是某个重要的公司,你就需要全球旅行。所以,现在我需要与世界上每一家航空公司、每一家酒店、每一辆火车、每一个……一切都建立关系。你必须处理好这些。你必须与他们的预算系统以及所有这些事情联系起来。然后,第二件事是,没有人想做,包括 OpenAI 或 Anthropic,就是卖给该死的旅行经理。就像没有人有通往旅行经理的渠道。这根本不是……你甚至无法想象这是个好主意。你知道,你想不断进步。你想做 Intuit 正在做的事情,比如,好吧,像把我们自己变成一家 AI 公司。然后,就像,保持客户,顺便说一句,AI……代理旅行体验比人们想象的要复杂得多。嗯,我知道它是否会一直这样,但就像,目前就是这样。所以,我认为这很大程度上取决于公司。我不认为这是一件一概而论的事情,但我确实认为,如果你一直像看待旧世界一样看待“美丽新世界”,它有着完全不同的物理定律,你肯定会完蛋。

Original English

Ben Horowitz: companies that have been slaughtered uh in the valuation game. Um but are pretty strong. So I'm on the board of this company, Nan, right? Like and they're travel. So obviously the SAS apocalypse like they're dead. like no way you're doing travel. But then you look under the covers and you go well it actually is a little more complicated than that because um on travel like you actually need explicit relationships to you know if I'm providing your travel and you're any kind of company that's important at all you need to travel globally. So now I need a relationship with every single airline in the world, every single hotel in the world, every every train, every everything. You got to deal with that. You've got to kind of connect back to their budgeting systems and all these things. And then the second thing that's like nobody wants to do, including OpenAI or Anthropic, is sell to the damn travel manager. Like nobody has a channel to the travel manager. It's just not some like and you you can't even imagine that being a good idea. You know, you want to keep advancing. you want to kind of do the things that Intuitit is doing where like okay like turn ourselves into more of an AI company. Uh and then like kind of hold the customer and and by the way like the AI like the agentic travel experience turns out to be much more complicated than one would think. Um and you know I don't know if it stays that way but like that's the way it is today. Uh so I think it's very company dependent. Like I don't think it's all one thing, but I do think Brave New World and if you keep looking at it like the old world and it's got completely different laws of physics, you are definitely going to die.

Host: 是的。嗯,也许我们来谈谈风险投资吧。

Original English

Host: Yeah. Um well, maybe let's talk about venture capital.

Ben Horowitz: 现在也有很多在自我安慰。所以,你要小心。

Original English

Ben Horowitz: There's a lot of cope going on now too. So like you got to be careful with that.

Host: 好吧,这就是问题所在。有些东西确实是功能,而以前构建一个功能需要很长时间。所以你最好……你知道,这是比较优势。大卫·李嘉图

Original English

Host: Well, that's the thing. It's like there are some things that really are features and before it would take a long time to build a feature. So you might as well, you know, it's comparative advantage. David Ricardo,

Ben Horowitz: 我可以自己焊接钢铁,自己种植食物,但我就是不做,因为我可以做那些为我创造更多经济价值的事情。但现在,创造一个功能变得不那么难了。

Original English

Ben Horowitz: I could weld my own steel. I could grow my own food, but I'm just going to not do that

Host: 因为功能不是产品,也不是公司。我们一直有这个区别:功能、产品、公司。但现在有点难以区分哪个是哪个,仅仅因为创建功能、创建产品甚至获取所有数据……你知道我最喜欢的说法是“最好的公司拥有的是人质,而不是客户”。

Original English

Host: because I can do things that actually produce more economic value for me. But now it's just becoming not that hard to go create features, but features are not products or not companies. And we've always had this distinction. There's feature, product, company. But it's a little bit confusing figuring out which one is which right now just because the ability to create a feature and create a product and even get all of the data. uh

Ben Horowitz: 你知道,甚至能从“人质公司”那里获取一些数据。

Original English

Ben Horowitz: you know you know my favorite saying the best companies have hostages not customers like even get some of the data out of the hostage company.

Host: 是的。所以,它……这是一个非常非常混乱的世界,关于弄清楚哪个是什么,这可能是一个很好的过渡,到风险投资领域,关于你认为……当我……你开始创办这家公司时是在 2009 年,嗯,巨大的金融危机,实际上是非常非常大的金融危机,全球金融危机正在发生,最大的……

Original English

Host: Yeah. So it's like it's just it's a very very confusing world in terms of figuring out which one is which which is you know kind of maybe a good segue to to venture capital land of how do you think I mean when you started this firm in 2009 uh big financial crisis actually very very big financial crisis global financial crisis going on the biggest um

Ben Horowitz: 这世界自那时以来发生了很大变化。

Original English

Ben Horowitz: the world has changed a lot since then I

Host: 我的意思是,今天发生的事情有多少符合当时的思维模式,又有多少是“美丽新世界”呢?

Original English

Host: mean how much of what's happening today kind of fits within the mental model of back then and how much is kind of brave new

Ben Horowitz: 嗯,也许,也许就此发挥一点吧。

Original English

Ben Horowitz: Um maybe maybe riff on that a little bit.

风险投资的演变与未来

Ben Horowitz: 是的。所以,情况确实不同。我们的第一个基金是 3 亿美元。嗯,我们从所有传统的 LP、捐赠基金、慈善基金会等等那里筹集了资金。基金的基金。你知道,我们刚刚为七个基金中的四个筹集了 150 亿美元。是七个基金中的四个。所以,不是整个的复杂结构。嗯,我们从非常非常不同的投资者那里筹集了资金。所以,你知道,当我们开始的时候,我们的 LP 基础基本上没有国际投资者,现在我们有 35% 的国际资金,而且来自各种地方。所以,技术变得越来越重要。我认为,我们必须以一种我们以前从未有过的方式来思考世界。所以,举个例子,你为什么筹集这么多钱?嗯,顺便说一句,我对自己很生气,因为我甚至觉得我没有在内部充分解释清楚,因为下次我们可以筹集更多的钱。别担心。是的,我们还有更多的钱。但是我的想法是,你看,美国必须立即重建其整个基础设施。嗯,因为我们没有足够的,你知道,我们没有足够的稀土矿物。我们没有足够的电力。我们没有足够的制造能力。我们没有……我们的芯片有问题。它们消耗太多电力。它们是为游戏设计的。你知道,我们没有足够的任何东西来适应这个未来的世界。有人必须为此融资。你知道,显然这需要很多钱。所以,嗯,所有这些都是全新的,我想说,某种程度上相当令人不知所措,但它确实非常非常重要。现在美国的电力几乎用完了。不是 12 个月后,就是现在。

Original English

Ben Horowitz: Yeah. So it's really different. So our first fund was $300 million. Um and we raised it from all the traditional kind of uh LPS, endowments, um you know, charitable foundations, etc. Fund of funds. You know, we just raised 15 billion dollars for four of the seven funds. Four of the seven funds. So like not even the whole complex. Um, and you know, we raised it from very, very different kinds of investors. So, we, you know, like basically none of our LP base was international when we started and we're at like 35% international money and it's from all kinds of places. So, and and just tech has gotten more like tech has gotten so much more important. I think that, you know, we have to think in terms of the world uh in in a way that we just didn't before. So, for example, like with, you know, why why' you raise so much money? Um, which by the way, I'm kind of mad at myself because I don't even think I articulated internally well enough because we could have raised even more money next time. Don't worry. Yeah, we we had more money on the table. Uh but the way I was thinking about it is look, America's got to rebuild its entire infrastructure like right now. Um because we don't have enough, you know, we don't have enough rare earth minerals. We don't have enough electricity. We don't have enough manufacturing capacity. We don't have uh we have the wrong chips. Like they take way too much damn power. They were built for games. You know, we don't have the we don't have enough anything uh kind of to be in this future world. And somebody's got to fund it. and you know so and clearly that's going to take a lot of money. So, um, all that is brand new and, uh, I I would say it's like fairly overwhelming in a sense, but like it is really, really important. Like we're pretty much out of electricity now in the United States. Like not not 12 months from now, like right now.

Host: 中国的曲线是这样的,美国的曲线是那样的。这些代币的需求是直线飙升的。嗯,但构建这种容量的能力绝对不是垂直的。嗯,所以我们需要新的……我的意思是,我们投资了一家变压器公司,不是 AI 变压器,而是实际的电力变压器公司,因为你需要……你知道,更易于制造、更高效的变压器。嗯,而且变压器自我们投资以来几乎没有改变……你知道,我们发明了电力。所以,诸如此类的事情。

Original English

Host: The China graph is like this and the US graph is like that. It's not the demand for for these tokens is straight vertical. Um but the the ability to kind of build that capacity is absolutely not vertical. Um so we need new every I mean like we need we in invested in a transformer company not like a an AI transformer like an actual power transformer company because you need you know kind of better easier to manufacture uh more uh more efficient transformers. Um and the transformer hasn't changed since really we invest you know we invent electricity. So like these kinds of things.

Ben Horowitz: 嗯,我猜,有一个古老的说法,“高价的解药就是高价”。

Original English

Ben Horowitz: Well, I guess how so there's an old saying, the cure for high prices is high prices.

Host: 是的。

Original English

Host: Yeah.

Ben Horowitz: 但问题是, there's a lot of latency involved. So right now, uh there are computers that show up with no RAM.

Original English

Ben Horowitz: But the problem is there's a lot of latency involved. So right now, uh there are computers that show up with no RAM.

Host: 比如,你从戴尔买一台服务器,他们会说,“抱歉,我们没有 RAM 卖给你。”因为所有这些都被抢购一空了。因为,是的,他们可以建一座新工厂,或者你和我决定建一座 DRAM 工厂。那需要我们 5 年时间。

Original English

Host: Like if you buy you go buy a server from Dell, they're like, "Sorry, we don't have any RAM to sell you." Because all of that has been gobbled up. Because yeah, they could build a new factory or you and I could decide to go build a a DRAM factory. That would take us 5 years.

Ben Horowitz: 是的。

Original English

Ben Horowitz: Yep.

Host: 所以,我们怎么……我的意思是,我们不相信……

Original English

Host: So how do you I mean, and we don't believe

Ben Horowitz: 你现在就得开始。

Original English

Ben Horowitz: you got to start now.

Host: 是的,你现在就得开始。但这实际上,如果你还记得,你当然记得,1999 年,就像,嗯,我们必须建造更多的光纤,对吧?我们必须建造更多的容量,但显然情况大不相同,因为所有的 GPU 都很热门,它们现在都亮着。

Original English

Host: Yeah. you got to start now. But this is this is actually if you remember which you obviously do 1999 it's like well we have to build more fiber right we have to build more capacity but it's obviously very different because all the GPUs are hot they're all lit right now

Ben Horowitz: 而那时,大部分光纤都是暗的。

Original English

Ben Horowitz: and back then most of the fiber was dark

Host: 是的。

Original English

Host: yes

Ben Horowitz: 嗯,但你如何获得……

Original English

Ben Horowitz: um but how do you get like

Host: 是的。嗯,当我们建造光纤时,确实存在瓶颈。瓶颈在于不同的地方。所以,你知道,服务器的处理速度不够快,无法进行视频传输,对吧?而且软件也很糟糕,我们没有负载均衡器,我们没有应用程序服务,我们什么都没有。所以,你有所有这些光纤和带宽,但你无法真正构建应用程序。然后,大多数终端用户也没有连接。所以,它根本就行不通。然后我们经历了互联网泡沫破裂和所有这些事情。所以,现在……我们处于一个稍微不同的地方,因为几乎所有东西都是瓶颈。我认为将会发生的是,我们可能在电力充足之前就拥有足够的芯片。所以 Nvidia 会生产足够的芯片。嗯,但那时我们就没有足够的内存了,也没有足够的电力。所以我们现在就处于那种情况。所以我认为你真的必须研究一下我们在供应链的每个点上的位置,找出如何缓解这些瓶颈。顺便说一句,你知道,上帝保佑埃隆,特拉法布。嗯,你知道,这就是他的想法。他要自己去处理所有这些瓶颈。嗯,这就是他的做事方式,这就是为什么我们需要他。

Original English

Host: yes um but how do you get like yeah well there were bottlenecks when we were building fiber the bottlenecks were kind of in different places so you know we like the servers weren't capable of putting like bits out even fast enough to do video, right? And like the software was really we didn't have load balancers, we didn't have application service, we didn't have anything. And so you had all this fiber and all this bandwidth, but like you couldn't actually build the applications and then most of the end users weren't it's a network too. So you know people weren't connected on the other end. So it it just didn't work and then we had the com crash and all these things. So now um we're in a little different place because almost everything is a bottleneck. I do think what's going to happen is like we'll probably have enough chips long before we have enough electricity. So Nvidia will make enough chips. Um but then we won't have enough memory and we won't have enough electricity. So we're we're in that kind of situation now. So I think you really have to study where we are at each point in the supply chain and figure out how to alleviate those bottlenecks. And by the way, you know, God bless Elon, the Terrafab. Um, you know, that's the idea. He's going to just go deal with all the bottlenecks himself. Uh, which is how he does things, which is why we need him.

Host: 确实。嗯,我觉得你精通三件事:嗯,嘻哈、AI 和加密货币。我对嘻哈一无所知,但我听过你说的很多。但让我们谈谈另外两样。

Original English

Host: Indeed. Um, so I feel like you're an expert in three things. Um, hiphop, AI, and crypto. And I don't know anything about hip-hop, but I you know, I've gone to your your uh I I've heard a lot from you, but let's talk about the other two.

Ben Horowitz: 是的。

Original English

Ben Horowitz: Yeah.

Host: 特别是,嗯,加密货币和 AI。嗯,我最近写了关于这个的。我的意思是,你还记得加密货币的起源是哈希。

Original English

Host: In particular, uh, crypto and AI. Um, so I I actually just wrote about this. I mean, you remember the origins of crypto was hash.

Ben Horowitz: 是的。是的。

Original English

Ben Horowitz: Yeah. Yeah.

Host: 而我看来,现在最可怕的事情是,任何拥有 Claude 或 ChatGPT 的人都能真正地深入、个性化地进行电话沟通、发送电子邮件。看起来所有的沟通都将完全无法使用。

Original English

Host: And the scariest thing right now from my perspective is that everybody with claude or with chat GPT can actually like go super deep and personalize a phone call, an email. Like seems like all communication is going to be completely unusable.

Ben Horowitz: 是的。

Original English

Ben Horowitz: Yep.

Host: 我不知道你是否同意我的看法。

Original English

Host: I don't know if you agree with me.

Ben Horowitz: 我 100% 同意。

Original English

Ben Horowitz: I 100% agree.

Host: 因为通常我可以直接删除。我昨天收到一封邮件,“亲爱的 Allen at Index Ventures”。我心想,我不是 Allen,我不在 Index Ventures 工作。删除。我很感激这个人搞错了我的名字,因为我可以直接删除。而如果我收到一千封邮件,邮件收件箱的最佳思考方式是,它是一个待办事项列表,并且对公众开放了写入权限。

Original English

Host: Because it's like normally I can just delete delete. I get some email yesterday, dear Allen at index ventures. It's like, well, I'm not Allen. I don't work at Index Adventures. Delete. And I'm very grateful that this person messed up my name because I could just delete that. Whereas, if I get a

Ben Horowitz: 是的。

Original English

Ben Horowitz: Yeah.

Host: 对。就像任何人都可以进入,现在任何人都可以个性化。电话也一样。我们该怎么办?嗯,然后似乎加密货币背后有很多东西。这就是我提到哈希的原因,因为它最初是为了阻止垃圾邮件。

Original English

Host: thousand emails, like the best way of thinking about an email inbox is it's a to-do list that has right access for the public. Yeah. Right. It's like anybody can get in and now anybody can personalize. Same thing for phone calls. Like, what do we do? Um, and then it seems like there's a lot behind crypton. That's that's why I mentioned hash because it was originally intended to stop spam.

Ben Horowitz: 是的。是的。

Original English

Ben Horowitz: Yeah. Yeah.

Host: 所以,你认为 AI 和加密货币之间有重叠吗?嗯,我知道你认为有。所以,请谈谈。

Original English

Host: So, do you think there's overlap between AI and crypto? Um, I know you do. So, te tell us about that.

Ben Horowitz: 是的。我认为它始于 AI 造成的问题。事实上,有一天我半夜醒来,我想:“我的天哪,有人会走进 Zoom 会议,他会让我扮演 AI 替身,然后告诉我的财务团队向尼日利亚汇款 5 亿美元,那将是个大问题。”所以,你知道,然后我们就想,“好吧,一切都基于硬件根访问。除非它有我的加密密钥,否则不要相信我说的任何话。”所有这些。所以我知道这些问题即将到来。现在它们来得如此之快。嗯,所以我认为有几种类别的问题。第一,你是一个人类还是一个机器人?我认为每个人都真的想知道。无论是社交媒体、约会应用、Zoom 通话,还是任何你想知道的,我是在和一个真正的人交谈吗?我该如何证明我是一个人类?嗯,然后,你知道,我能证明那是我吗?然后我能签署合同吗?我怎么知道它是真实的?需要区分……我收到了家人发给我的很多 AI 视频,他们认为不是 AI 视频,他们问“这真的发生过吗?”我说“不”,你可以问 Grock,它现在做得很好。但是,嗯,但是我认为,你知道,Grock 正在走向一个它几乎无法弄清楚的地步。嗯,我认为在某个时候它就无法弄清楚了,或者 AI 将无法区分什么是一个 AI。嗯,所以唯一的方法是,你必须拥有……你知道,一些加密强度高的指示性内容,说明“好吧,是的,是我制作的,或者这确实是我 Marco Rubio 在发表演讲的视频。这不是别人伪造的。”嗯,然后需要有一个真相的来源。你会相信谁来提供真相?你会相信谷歌吗?你会相信 Meta 吗?你会相信美国政府吗?我认为你想相信区块链的数学博弈论属性。所以我认为这将是基础设施的一个非常非常重要的部分。然后,你知道,你会遇到欺诈问题。嗯,你知道,你怎么知道某人是公民,才能把钱给他们?每个人都在谈论“让我们做 UBI”。很好。嗯,但是你知道,当我们做刺激计划时,我们发现政府在向人们发钱方面非常糟糕。嗯,我不知道,根据你读到的数字,大约有 4500 亿美元被盗。嗯,所以你真正需要的是每个人都有一个地址,你可以向他们汇款。所以我认为这是一个加密货币问题。最后,AI 如何成为经济参与者?我如何作为 AI 赚钱?别人如何给我汇款?我能成为商户、信用卡商户,如果我不是人类的话?我不这么认为。这实际上可能有点难。嗯,而且,你知道,这可能也不是一种合适的基础设施。所以,你需要互联网上的一个裸露的工具。你需要互联网货币,让这些 AI 成为经济参与者。我认为这很可能是加密货币。所以,我认为 AI 已经创造了许多加密货币领域的机遇。

Original English

Ben Horowitz: Yeah. So, I I I do think it starts with the problems that um AI causes. And actually, one of the the first thing I woke up in the middle of the night one day and I was like, "Oh my god, somebody's going to go on a Zoom. They're gonna it's going to be AI me and they're going to tell my finance team to wire like, you know, $500 million to Nigeria and and that's going to be a problem." So, you know, and then we're like, "Okay, everything's hardware root of access. Don't believe anything from me unless it's got my cryptographic key on it." All that kind of thing. So, I I knew these problems were coming. They're coming so fast now. Um, so I think there there's kind of several categories of things. First is just are you a human or are you a bot? Like I I I think everybody is going to really really want to know that. be it social media, a dating app, um a Zoom call, uh like like anything you want to know, am I talking to an actual human? Like, okay, can I prove that I'm a human being? Um and then, you know, can I prove that I'm me? And then can I sign contact? Like, how do I know it's true? like there there needs to be a distinction between u I get so many AI videos sent to me from my family that they think are not AI videos and they're like did this really happen? I'm like no you could actually ask Grock and it's pretty good at that right now. But um but I think you know like Grock's getting to the point where it can barely figure it out. Uh and I think at some point it won't be able to figure it out or AI will not be able to tell what's an AI. Uh so the only way is you're going to have to have um you know something some cryptographically strong indication assigned piece of content that says okay yeah I made this or this is like really a video of me Marco Rubio you know giving a speech. This isn't something that somebody faked. Um and then there need that you know there needs to be a source of that truth. And are you gonna who are you going to trust for the truth? Are you going to trust Google? Are you going to trust Meta? Are you going to trust the US government? I think you want to trust the kind of mathematical game theoretic properties of the blockchain. So I think that's going to be just a very very important part of the infrastructure and then you you know you get into like fraud uh and like what is how do you know somebody's a citizen to get them money? Everybody's talking about well let's do UBI. Well, great. Um, but you know, when we did the stimulus program, we found out that the government is very bad at getting money to people. Um, I don't know, it's like depending on uh the the numbers you read, it's somewhere around $450 billion got stolen. Uh, so what you really need is everybody needs an address where you can send them money. And so I think that's a crypto problem. And then finally, how does an AI, you know, become an economic actor? Like, how do I make money as an AI? How does somebody send me money? Like, can I be a merchant, a credit card merchant if I'm not a human? I don't think so. Like, I think that's actually kind of hard. Um, and you know, and it's probably not the kind of right infrastructure anyway. And so, you need a bare instrument on the internet. You need internet money for these AIs to be economic actors. And I think that's very likely to be crypto. So, so I think it's a there are many opportunities in the crypto space that have been generated by AI.

Host: 是的。因为感觉就像 Yogi Berra 的那句老话,“人太多了,没人再去那里了。”我们……我们似乎正进入那个时代,因为第一是:你是一个真人吗?

Original English

Host: Yeah. Because it feels like it's this old Yogi Bar saying it's so crowded nobody goes here anymore. Like we're we're kind of we're entering that era because number one is are you a real person?

Ben Horowitz: 但问题是,你知道,现在的协作非常好,或者你知道,OpenAI,我说你是一个真人。你曾经是一个真人,但现在你的地址被机器使用了。

Original English

Ben Horowitz: But the problem is that you know co-work is so good right now that or you know open claw I just say you are a real person. You were a real person, but now your your addresses are being used by a machine.

Host: 是的。

Original English

Host: Yeah.

Ben Horowitz: 对。所以验证码没有任何意义。验证码是什么?对吧?所以,这似乎最终会归结为某种经济学。嗯,以及博弈论。

Original English

Ben Horowitz: Right. So captures don't make any saptism. Like what is a capture? Right. So it feels like the solution lies in in kind of economics somehow. Um and and game theory. So

Host: 是的。是的。这也是,对吧?对。对。你是否不得不……嗯,也许,我认为哈希再次成为一个相关的想法。

Original English

Host: yes. Yeah. And that too, right? Right. Right. Like are you going to just have to Well, maybe like I think hash is kind of a relevant idea again.

Ben Horowitz: 是的。不,完全同意。嗯,所以也许我们来谈谈你认为风险投资的未来会怎样?我提到这一点是因为,嗯,马克(扎克伯格)因为说“所有的工作都会消失,除了风险投资这一份工作”而受到了一些批评。嗯,这被视为一个自私的评论。但为了他的辩护,我想说这部分是因为它是一个非确定性问题。

Original English

Ben Horowitz: Yeah. No, totally. Um, so maybe why don't we talk about where you think venture capital is going? And I mentioned this because uh Mark got some crap for saying, you know, all the jobs will go away except for one job of venture capital. Um, which which was seen as a self-s erving comment. But in his defense, I will say it's partially because it's a non-deterministic problem.

Host: 是的。

Original English

Host: Yeah.

Ben Horowitz: 对。但就像,好吧,你首先也是最重要的是在押注一位创业者,而你想知道这位创业者……正如我常说的,他能将劳动力、资本和客户物质化,而你不能只是……你知道,运行一个算法。我的意思是,也许你可以,但还没有足够的数据。这非常非常难做到。所以,这就是逻辑所在,而且,总的来说,个人关系也可能在 AI 时代幸存下来。

Original English

Ben Horowitz: Right. But it's like all right, you're betting on an entrepreneur first and foremost and you want to know that this entrepreneur as I like to say can materialize labor capital and customers and you can't just like you know run an algorithm on I mean maybe you can but there's just not a lot of data out there. It's very very hard to do. So that's the logic by which and also just personal relationships in general will probably survive AI

Host: ……比如。

Original English

Host: like

Ben Horowitz: 但如果有一个风险投资家,那就像是假设有一个创业者的工作。

Original English

Ben Horowitz: but if there's a venture capitalist then that kind of assumes there's an entrepreneur job.

Host: 不。

Original English

Host: No.

Ben Horowitz: 是的。是的,那是对的。没有创业者就很难成为风险投资家。

Original English

Ben Horowitz: Yes. Yes, that is true. It takes

Host: 你可能会很糟糕,你只是筹集资金却从未分配出去。我猜。但是,嗯,我想你认为今天的风险投资世界是什么样的?我们作为一家公司,显然在内部做了很多事情来全力拥抱 AI。但是,你知道,五年、十年后,考虑到白领工作可能会发生什么。

Original English

Host: it's kind of hard to be a venture capitalist without somebody. Yeah. If you're very bad, you could just raise money and never allocate it, I guess. But um but I guess what what do you think the world of venture capital looks like kind of today? We've obviously done a lot of things internally as a firm to try to embrace AI like very very fully. But you know now, five years, 10 years from now just given what's potentially going to happen to white collar work.

Ben Horowitz: 是的。这真的很难,因为你知道,就像回溯到上一次这样的转变,那就是工业革命的转变。所以,你知道,像铁路和汽车等行业的风险投资家,你知道,最终变成了摩根大通、高盛等等。所以,他们最终变成了银行,你知道,部分原因就是它的发展速度如此之快。所以,我认为在 30 年代,你知道,20% 的美国工人都在汽车行业工作,这太惊人了。嗯,与今天相比。嗯,所以在工业革命中,事情开始时,就像我们今天在风险投资领域一样,有大约 300 家汽车公司等等,然后它迅速整合,你知道,在美国,前三大公司等等,然后风险投资家就向上游转移了。我认为这是一种可能性,即,好吧,将会有少数非常庞大的公司,它们将拥有一切,等等。嗯,还有另一种未来,就像,好吧,它们变得非常庞大,然后我们终于达到了这种智能理念的渐近线,就像它们和你想象的一样聪明,或者无论如何,我们要么……就像,将其国有化,你知道,就像它们的公用事业,它们的电力,加上……如果你认为你会收取所有的钱,然后每个人都将在这些公用事业之上进行构建,那么这是一个非常不同的风险投资领域。嗯,所以,我想说,你知道,正如我将引用 Yogi Berra 的话,就像,关于未来……你知道,关于预测的问题,它们非常困难,尤其是在关于未来的时候,我认为这个未来特别困难,因为它如此动态,而且非常困难,然后……电力短缺会如何影响?它是否会使大公司变得全能,因为它们耗尽了所有的电力,而其他人却得不到?其他人也得不到任何 GPU?或者这是否会将所有计算推向边缘,然后模型变得非常出色且小巧,每个人都说,“好吧,我的手机里有足够的东西了,而且他们要为我的大型 GPU 农场收费简直是天价,我只会这样做”?或者……所以,有很多种可能性。嗯,而且,嗯,我不知道。我想我……我不知道,但我可以看到风险投资变得更大、更令人兴奋,因为世界上每个人都是创业者。嗯,或者我可以看到它变得更像工业革命时发生的那样,而且……新的公司会更难。

Original English

Ben Horowitz: Yeah. I it's really tricky because you know you kind of go back to the last transition like this which was kind of the transition to the industrial revolution. So you know kind of the venture capitalists of the railroads and the um automobiles and so forth you know ended up becoming JP Morgan Chase, Goldman Sachs etc. So they they ended up becoming banks and you know some of the reason for that was just how like how fast that materialized. So I think in the 30s like 20% of American workers worked for the auto industry which is like spectacular um compared to what it is today. Uh and so things in the industrial revolution kind of started out very much like we are today in venture capital where there were whatever 300 auto companies and so forth and then it consolidated very hard into you know in the US the big three and so forth and then the kind of venture capitalist went upstream with the companies. Uh I think that's one scenario where like okay there's going to be a small number of very gigantic companies and they're going to own everything and so forth. Um there's another kind of future where it's like okay they got really big and then we've kind of we've kind of finally hit the asmtote on this intelligence idea and like they're as smart as they're going to be or whatever and we're either going to like nationalize the big labs and like like their utilities their electricity plus+ like FU if you're going to think you're going to collect all the money uh and then everybody's just going to build on this utility set of things and then that's a very different venture. capital world. Uh so I I would say you know the as I'll quote Yogi Bara like the problem with uh the future you know the problem with predictions are very hard especially about the future and I think this future is particularly hard because it's so dynamic and it's really hard and then like how does the electricity shortage play into does it make the big companies all powerful because they suck up all the electricity and nobody else can get it and nobody else can get any GPUs or does like that push all the computing out to the edge and then the models just get really good and small and everybody's like well I got enough in my phone and what they're going to charge me for their mega GPU farm is just outrageous and I'm just going to do that or like so so there's many ways it could go. Uh, and um, I don't know. I guess I I don't know, but I I could see venture capital being much bigger and much more exciting because everybody in the world is an entrepreneur. Um, or I could see it being like more like what happened in the industrial revolution and like new companies are just harder.

Host: 是的。这可以说是一个很好的,一个很好的后续问题,或者说是一个平行的好问题,那就是:我们如何让这一切看起来不那么吓人?因为我不知道你是否看到了,这有很多变化,你知道,它……

Original English

Host: Yeah. Well, it's kind of a good it's a good followup or a good parallel question which is like how do we make this seem less scary

Ben Horowitz: 但是的,有,也有没有。我的意思是,1789 年,98% 的美国人是农民。嗯,我敢肯定他们现在不是农民了。我的意思是,你提出了一个有趣的观点,就是如果你去一个……第三世界或第四世界国家,每个人都是创业者。

Original English

Ben Horowitz: because I don't know if you saw it's a lot of change you know it is well but yes and no. I mean 98% of Americans were farmers in 1789 um I'm pretty sure they're not farmers right now I mean you made this interesting point where if you go to like a third or fourth world if there is a such thing country everybody's an entrepreneur

Host: 100%。比如那个卖香蕉的,我在这里买,在那里卖。每个人都是创业者。有组织的公司。

Original English

Host: 100% like the guy like I sell bananas by buying them here and selling them there everybody's an entrepreneur there are organized companies.

Ben Horowitz: 是的。

Original English

Ben Horowitz: Yeah.

Host: 而且酷的是,现在 80 亿人,他们脑子里可能有一个想法,都可以把它实现。也许是个坏主意。很可能是个坏主意。但是,现在不再有门槛了。没有资本门槛。没有……想法。就是……砰。这不仅仅是关于代码。就像,你知道,我可以写音乐。

Original English

Host: And the cool thing is that now 8 billion people that might have an idea in their head can get it out of their head. And maybe it's a bad idea. It probably is a bad idea. But there's no longer a gate for them. There's no capital gate. There's no like idea. It's just like boom. And it's not just for code. It's

Ben Horowitz: 对。我可以拍电影。就像,这太令人兴奋了。所以,这感觉就像,如果你想让这件事看起来不那么反乌托邦,我不知道你是否看到伯尼·桑德斯采访 Claude。这就像,字面意思是“老头对着云大喊”的隐喻,不是吗?

Original English

Ben Horowitz: like, you know, I can write music, right? I can make a movie. Like this is super exciting. So that feels like a very, you know, we if you're trying to make this not look dystopian. I don't know if you saw Bernie Sanders interviewing Claude. like this is literally old man yells at cloud

Host: 就像,“老头对着云大喊”的隐喻,对吧?

Original English

Host: like you know metaphor no metaphor right

Ben Horowitz: 就是,他在对着云大喊。嗯,那就是反乌托邦的观点,而且是错误的。我坚信那是错误的。但我们需要一个更好的……我们需要一个更好的叙事。

Original English

Ben Horowitz: it's just like he's yelling at the cloud um and like that's the dystopian view and it's wrong I feel very passionately that that's wrong but we need a better we need a better narrative

Host: 所以历史……

Original English

Host: so the history kind of

Ben Horowitz: 我想说,如果你从宏观角度来看,对吧?技术的历史就是事物总是在进步。就像,你愿意生活在没有电的时代吗?你知道,可能不愿意。嗯,听起来你不太愿意。但是,没人会选择那样。我认为我们正处于一个非常像这样的时期。但是,转变过程总是很可怕的,因为它是一个不同的世界。就像,工作……每个人都是农民。就像 1750 年,你知道,93% 或 94% 的美国人是农民。嗯,然后,就像,几乎所有那些工作都消失了。就像,你知道,我们认为的工作,他们会认为那些工作是荒谬的。就像,如果你是个农民,你会觉得我做的事情是世界上最愚蠢的事情。或者产品营销经理,或者任何这些东西。这就像,那不是一份工作。你没有制造食物。你没有盖房子。怎么会是工作呢?

Original English

Ben Horowitz: I I would say if you look at it macro standpoint right the history of technology is things have always gotten better like would you like to live in the world before electricity you know probably not um it doesn't sound that you can if you want um but like nobody seems to opt into that and I I think we're very much in kind of a period like that but it is uh the transition is always scary because it's a different world like the jobs everybody was a farmer like everybody was a farmer uh in like 1750 I think it was like 93 or 94% of America was farmers um and then like almost all those jobs are gone on just like you know like the jobs that we think are jobs that they would have thought were ridiculous like ridiculous if you were a farmer you would think what I do is the dumbest thing in the world or a product marketing manager any of this stuff it's like that's not a job you're not making any food like you're not building a house like how could that be a job

Host: 嗯,所以,我想,很难……

Original English

Host: uh so like I I do think it's very hard to

Ben Horowitz: 很难看到那另一面。但我认为,它很可能……对每个人来说都会好得多得多。嗯,就像电力最终对每个人都更好一样。对我来说,最……最……最明显的错误想法来自约翰·梅纳德·凯恩斯。所以,他写了一篇不太有名的文章,但嗯,你知道,大萧条时期伟大的经济学家说,看,事情将变得如此充裕,嗯,每个人的需求都将得到满足。每个人都会有房子或住所,每个人都会有足够的食物。然后,一旦你的需求得到了满足,你工作的时间就会大大减少,最多 15 个小时,因为你的需求得到了满足。但是,他没有意识到的是,我们不仅仅需要一辆车。我们每个人都需要一辆车。我们需要电脑和电视机等等,以及其他的东西,还有很棒的假期,还有……需要厨师花 10 个小时准备的食物,以及现在我们所拥有的所有这些。但是,那都是一种需求。这种渴望很快就变成了一种需求。而且,你知道,人类在创造他们所需要的新事物方面令人难以置信。而且,你知道,你必须创造它们,等等。我认为,你知道,看,我认为在 15 年内,真相是,每个人在美国,可能在全球,都将比 1980 年的任何人生活得更好,你知道,就奢侈、获取信息等而言。所以,你知道,那就是我们几乎肯定会达到的世界。所以你不应该对此如此生气,但它确实令人不安。

Original English

Ben Horowitz: see to the other side of that but I I think it's very very likely to be like way way way better for everybody. Um, just like electricity ended up being way better for everybody. And and to me like the biggest kind of the the most salient like wrong idea was from John Maynard and Keane. So he wrote a paper that wasn't that famous but um you know the the the the uh the great economist of the uh of the depression where he said look things are going to be so abundant um and everybody's needs are going to be met. everybody's going to have a house or like a shelter and everybody's going to have enough food to eat. And then once you have your needs met, like you're going to work way less, like 15 hours a week max because your needs are met. But like what he didn't realize was, well, we're not just going to need one car. We're going to need a car for every person. We're going to need, you know, computers and television sets and this and that and the other and and awesome vacations and like food that takes, you know, like a chef 10 hours to prep and all this kind of thing, which did not exist then. Uh, like there was no like whatever um foodies and tasting menus and all that that we have now. But like that's all a need like that that want goes to a need very fast. And you know, humans are kind of unbelievable in their ability to come up with new things that they need. And you know, and then you you have to make those and so forth. And and I think it's going to be, you know, look, I I I think in 15 years, the truth is, everybody is going to in America and probably around the world is going to live better than, you know, the very best life, you know, from a just luxury access to information, etc., etc., than anybody did in 1980. So like that's that's a you know that's the world that we're we almost certainly are going to get to. So you shouldn't be so mad about it but it is disconcerting.

Host: 好的。嗯,在这方面……

Original English

Host: All right. Well on that

Ben Horowitz: 尤其是如果你想教小孩子,你知道,他们会问,“我该做什么?”我不知道。

Original English

Ben Horowitz: especially if you're trying to teach little kids you know they're like what should I do? Like I don't know.

Host: 这是一个难题。嗯,在这方面,Andreessen Horowitz 的 Horowitz,非常感谢你。真的很感激。好的。谢谢。是的。

Original English

Host: That's a hard one. Well on that note Horowitz at Andre and Horwoods thank you very much. Really appreciate. All right. Thank you. Yes.

📌 文中提及的人物和组织

人物: Ben Horowitz

公司/组织: OpenAI, Nvidia, Dell, LoudCloud, Opsware, Andreessen Horowitz

产品/模型: GPT-4o, Grock

关键字: ai-infrastructure economic-shifts venture-capital future-of-work supply-chain-bottlenecks