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这是iHeartPodcast。
This is an iHeartPodcast.
保证是真人。
Guaranteed human.
错过了最新的Roland Martin unfiltered播客吗?
Didn't catch the latest Roland Martin unfiltered podcast?
这是你错过的内容。
Here's what you missed.
人们醒来后,哎呀,天哪。
People wake up and go, oh, damn.
等等。
Wait.
等一下。
Hold up.
他们把所有东西都改了?
They changed all of that?
是的。
Yes.
这是真的。
It's real.
这是一场全面的攻击。
This is a wholesale attack.
它针对的是每个联邦机构中的黑人。
It is targeting black people in every federal agency.
这很残酷。
It's raw.
白人从来不允许那种清算持续超过十年。
White folks have never allowed that reckoning to last more than a decade.
在黑人信息网络上收听罗兰·马丁的每日评论。
Catch Roland Martin's daily commentary on the Black Black Information Network.
并在iHeartRadio应用、Apple Podcasts上下载Roland Martin Unfiltered,
And download Roland Martin unfiltered on the iHeartRadio app, Apple Podcasts,
或者你收听播客的任何平台。
or wherever you get your podcasts.
酷区媒体。
Cool Zone Media.
大家好,欢迎收听。
Greetings and salutations.
我是艾德·齐特龙,这里是《Better Off Lime》节目。
Ion Ed Zitron, and this is Better Off Lyme.
各位,我们回来了。
We are back, folks.
我们回来了,各位朋友,无论男女,还有所有介于两者之间的朋友们。
We're back, fellas and ladies and everyone in between.
今天,我们请到了杰出的经济学家和作家保罗·凯德罗斯基。
And today, we are joined by the incredible economist and writer Paul Kedrosky.
保罗,很高兴再次邀请到你。
Paul, good to have you back.
嘿,艾德。
Hey, Ed.
很高兴回来。
Good to be back.
就在刚才,真的几秒钟前,你告诉我AI开始出现在一些奇怪的地方,我觉得这正好是个不错的开头。
So just before, literally seconds ago, you were telling me that AI has started to show up in odd places, and I think that's just a good a good place to start.
在经济领域,它都出现在哪些奇怪的地方?
Where are the odd places in the economy it's showing?
因为我大概能猜到一些,但是——
Because I can kind of guess, but
至少它正在瓦解。
at least it's breaking down.
有意思的是,差不多一年前,最初让我对这个疯狂话题感兴趣的一件事就是AI的资本支出,你知道的,占了GDP增长的一半以上,等等等等,这真是前所未有的,可以追溯到铁路时代什么的。
Like, it's funny because almost a year ago, one of the things that first got me interested in this bananas topic was that it was AI CapEx specifically was, you know, blah blah, more than half of GDP growth, blah blah, so on, which was just, you know, unprecedented and goes back to the railroads and everything else.
所以那很有趣,我就开始聊这个话题了。
And so that was interesting, and I started talking about it.
然后我惊讶地发现,好像没有其他人注意到这件事,它已经变得这么重要了。
And then I was surprised that no one else was sort of noticing this, that how consequential it had become.
现在呢,这当然已经变成家常便饭了。
And now, of course, that's become commonplace.
所以我就继续跟进,你也知道,我一直都在关注这个。
And so then I went on, and I've been I've been, you know, paying attention to that.
在过去的八到十二到十八个月里,每个季度的情况都差不多,没什么大变化。
That hasn't varied very much from quarter to quarter over the last eight sort of, I don't know, twelve to eighteen months.
它一直占GDP增长的30%到70%。
It's been consistently between 3070% of GDP growth.
然后有趣的是,它就像癌症一样,几乎扩散到了全球经济,影响变得更大了。
And then it started it was interesting how it's almost in cancer terms sort of metastasized across the global economy and become even more consequential.
所以下一个例子是大约一个月前,我们突然遇到了十年期国债的恐慌。
So the next example was about a month ago where all of a sudden we had this treasury freak out in the ten year.
其中一个原因就是十年期国债收益率突然飙升,现在已经超过5%了。
And one of the reasons driving what happened was this sudden spike in the ten year, up over 5% now.
那是十年期
That was in ten
国债。
year treasury bond.
所以那是
So that's
没错。
That's right.
你说飙升,意思是它在被抛售,所以人们要求更高的利息。
And when you say spike, it means it was selling off so people were asking for more interest on it.
对。
Correct.
人们要求更多的回报。
People required more money pay.
抱歉。
Sorry.
我全都投金融了。
I go all I go all finance.
不。
No.
不。
No.
没事。
It's fine.
继续。
Keep going.
所以通常来说,国债市场是个数万亿美元的市场,规模巨大且流动性极强,除非你是主权国家,也就是说另一个国家像美国那样大规模发行债务,并且具有同样的安全性,否则你真的很难仅仅通过发行来影响它,也就是说,仅仅因为我卖出国债,或者不是国债。
So so normally, the treasury market, which is a multitrillion dollar market, is so large and liquid that unless you are a sovereign, meaning another country issuing debt on the scale and with the same sort of security as The United States, you really it's really hard to influence it just through issuance, meaning that I've just because I'm selling treasuries or I'm or not treasuries.
我卖出的是期限相当的债务。
I'm selling comparable duration debt.
真的很难对国债产生影响,因为国债市场规模巨大,而且流动性异常强。
It's really hard to have an impact on treasuries because it's such a big, large, and unusually liquid market.
所以一个月前发生的一件事是,我们称之为AI资本支出的这个东西,以及惊人的债务发行量,其中很多都有期限,也就是债券到期、债务到期的时间长度,从五年到十五年不等,但我们可以说中位期限是十年。
So one of the things that one of the things that happened a month ago was that this thing we call AI CapEx and this staggering amount of issuance, much of which has a duration, meaning the length of time over which the bond is becomes due, the debt becomes due, is on the it it varies from five to fifteen years, but let's call it a median duration of ten years.
当时开始让人觉得,国债市场似乎有些不对劲。
It began to seem like it was something unusual was going on in treasuries.
当我们逐步计算这些数字,现在这已经被广泛接受了,那就是AI资本支出的发行规模实际上已经变得如此之大,以至于开始影响到国债市场。
And as we sort of work through the math and then this has now become fairly widely accepted, that AI CapEx issuance was actually had become so large that was beginning to bleed into the treasury market.
所以,我们之所以看到国债市场出现恐慌,其中一个原因就是与AI相关的债务发行量前所未有,这反过来导致了国债的抛售,因为人们会说,你知道吗?
And so one of the reasons why we had this treasury market freak out is because of the unprecedented amount of AI related debt being issued, and that in turn was causing a sell off in treasuries as people said, you know what?
在可以选择的情况下,这是一件了不起的事情。
Given the choice and this is a remarkable thing.
在拥有由美国完全信用担保的十年期国债,和拥有由超大规模云服务商那完美(我加了引号)的信用评级担保的十年期债务之间做选择。
Given the choice between owning ten year treasuries backed by the full faith and credit of The United States or owning ten year debt backed by a hyperscalers, pristine, and I have that in air quotes, credit rating.
在边际上,我宁愿选择后者。
I'd rather I'd rather have the latter at the margin.
这种情况通常是不会发生的。
That just doesn't happen.
我的意思是,从历史上看,没人会这么做,因为主权债务显然有国家的全部信用做背书。
I mean, there's no reason why someone historically would do that because obviously sovereign debt is backed by the full faith and credit of the country.
特别是美国,你可以自己印钞,所以根本不存在违约的可能,除非通过通货膨胀把它稀释掉。
And in particular, in the case of The United States, you can print your own currency, so it's like you'd have no there's no prospect of default other than deflating it away.
所以这种情况的发生是两个因素共同作用的结果。
So having that happen was an artifact of two things.
一个是发行规模惊人,现在已经接近甚至超过一万亿美元了。
One was the crazy scale of issuance, which is now approaching in excess of $1,000,000,000,000.
天哪。
Jesus Christ.
而且,所有AI相关的债务都快要
And, like, all AI debt is approaching
触发这个了。
the trigger.
现在AI融资中超过60%是靠债务融资,而一年前这个比例只有15%到20%。现在它已经成为投资级市场中最大的一块了。
It's more than 60 percent of of AI financing is now debt is debt financed up from something like 15 to 20% a year ago, and it's now the largest piece of the the investment grade marketplace.
现在它已经是高收益债券市场中最大的一块了。
It's now the largest piece of the high yield marketplace.
它简直是在接管全球债务市场,就在一个月前,我们看到了一个前所未有的现象,它部分引发了全球债券市场的恐慌,尤其是在国债市场,因为发行规模实在太大了,而交易对手方,也就是那些超大规模数据中心运营商,因为一些奇怪的原因,被视为信用极其可靠的实体,以至于它开始直接跟全球最高信用等级的主权债务发行者——美国——竞争发债。
It is literally taking over global debt markets, and we had this unprecedented phenomenon literally a month ago where it caused this in part caused this global bond freak out in the treasury market because the scale was so large and the counterparties, the hyperscalers, for crazy reasons, were seen as such secure credits that it began to literally compete with with the most so the highest scale sovereign in the world's debt for debt issuance, which is The United States.
而且那
And that
对,没错。
was Yeah.
我觉得这真的很惊人。
The, like, the the I think it's staggering.
世界的货币。
Currency of the world.
世界的货币,就是说AI资本支出作为一种货币,在某种意义上开始跟美元竞争了。
The currency of the world was that AI CapEx as a currency was beginning to compete with the dollar in a in a really sort of loose sense.
所以,那是我注意到的下一个重要现象,因为它会带来后果,因为你知道,反过来,随着美国赤字融资成本的上升,或者现有债务的偿还成本上升,那显然会对美国的财政状况产生影响。
So so that was the next one that really caught my attention because that has consequences because, you know, in turn, as the as the cost of of financing The US deficit rises, then or and and its existing debt, the cost of servicing it rises, then obviously that has consequences in terms of The United States' fiscal position.
所以你就看到,AI资本支出那边的情况,正在疯狂地蔓延到一个国家的财政健康上,进而影响到整个世界。
And so you're having this crazy bleed over from what we see going on in AI CapEx into the fiscal health of an entire country and by and in turn of the entire world.
这真是个了不起的时刻。
So that is just a remarkable moment.
然后事情变得更疯狂了。
And then it gets crazier.
下一个话题我先说到这里,然后我们可以按你想要的任何方式深入讨论。
And I'll I'll stop on this next one, and then we can sort of loop into it in whatever way you want.
就在上周,世贸组织发布了一份报告,说:哎呀。
But just last week, the WTO put out a report saying, oops.
是我们的错。
Our bad.
我们在商品贸易数据上完全搞砸了,不是服务贸易,因为世贸组织,也就是世界贸易组织,追踪全球商品和服务贸易数据,他们之前预测贸易会大幅下滑,部分原因是美国关税政策带来的不确定性和贸易流向的变化。
We completely screwed up with respect to trade data on the good side, not the services sides because the WTO, the World Trade Organization tracks good and sir goods and services global trade data because they had been forecasting a a fairly sharp decline in part because of The US tariff policy consequences of it both in terms of uncertain uncertainty and changing trade flows.
但结果恰恰相反。
And, actually, the opposite happened.
所以实际上增长了大约百分之四点五,差不多是这样。
And so it was up something like four and a half percent or something like this, which was
这实际上意味着什么?
What does that mean in real terms?
所以,你知道,这意味着全球经济在国与国之间的商品交换方面,增长速度几乎是世界贸易组织在预期关税影响时所预测的两倍。
So the you know, this means that the global economy in terms of exchanging goods between countries grew almost double the rate that was forecast by the double WTO, the World Trade Organization, in anticipation of the effect of the tariffs that were coming through.
所以现在他们分解了数据,因为你知道,像任何优秀的经济学家一样,他们说,你知道,我们错了。
So so now they broke down the data because they you know, like any good economist, they said, so, you know, we were wrong.
为什么?
Why?
结果发现,在过去三个季度里,全球商品贸易中大约有19%与人工智能相关。
And it turned out that something like 19% of global trade in goods in the last three quarters was AI related.
天哪,这太不可思议了。
That's Jesus Christ.
情况变得更糟了。
It gets worse.
那就是英伟达的GPU。
That's NVIDIA GPUs.
没错。
That's right.
哦,这又回到了你最喜欢的话题。
Oh, which goes back to your favorite story.
所以就是英伟达的GPU。
So that's NVIDIA GPUs.
再往下看,那增长中有多少是来自这个?
And then if you take it the next step, well, then how much of growth?
如果19%是AI相关的,那异常增长中有多少是AI驱动的?
So if it's 19% was was AI related, how much of the growth that was that was anomalous?
全球贸易增长中,几乎55%是AI相关的。
Almost 55% of global trade growth was AI related.
所以从某种意义上说,我们制造了一个全球性的、虚幻的现象,它是由这种异常巨大的支出驱动的,而且大部分集中在一样东西上,就是我们所说的GPU,但它也在向主权债务蔓延。
So in a sense, we're created this global now illusory phenomenon that's being driven by this incredibly anomalous spending and much of which is concentrated on one specific thing, these things we we we call GPUs, but it's bleeding over into sovereign debt.
这已经蔓延到了美国的财政赤字和融资成本上。
It's bleeding over into the cost of finance in The US deficit.
它也影响了全球贸易。
It's bleeding over into world trade.
它甚至掩盖了特朗普关税的影响,因为它的影响太大了。
It's masking the effect of the Trump tariffs because it's so consequential.
所以它带来了所有这些惊人的影响,波及整个经济。
So it's having all of these incredible effects that are rippling across the entire economy.
我再给你最后一个例子,这是最疯狂的之一。
And I'll give you one last one, which is the one of the craziest ones.
你可能上周看到了,美联储加息了,因为美国的通胀仍然顽固地高企,超过了33%。
So you probably saw last week the the Fed raised rates because US inflation remained stubbornly high in excess of 33%.
我们来分析一下,因为你知道,看起来好像,好吧。
So let's break that down because, you know, it seems like, okay.
行。
Fine.
那消费者肯定花了不少钱。
Consumers must be spending a lot.
当然,答案是消费者其实比很久以来都更紧张,而且背负着相对较高的债务。
And, course, the answer is that consumers are actually more nervous than they've been in a long time and sit with relatively high levels of debt.
所以这就让人纳闷了。
And so it's like, well, wait a minute.
这通胀到底是从哪儿来的?
Where is this inflation coming from?
如果你拆开来看,把各个部分掰开揉碎,你会发现过去一年推动美国通胀的两个最大因素——你可能会跟着我一起唱副歌——就是AI资本支出,它推高了能源价格,进而带动了经济中各种外部成本。
So if you break it down and sort of tear apart the pieces of this, you find out that the two largest pieces that are driving inflation in The United States over the last year are well, you'll you'll sort of sing along with me on the chorus is AI CapEx, which is driving energy prices higher, which is driving all sorts of externalities across the economy.
它推高了各种服务价格,还有建筑成本、材料成本。
It's driving all sorts of services higher, construction costs, materials.
所有这些都被推高了。
All of those are being driven higher.
然后这个是最隐蔽的。
And then this is the sneaky one.
另一块显然是能源,结合伊朗战争的背景,这也是另一个大头。
The other piece is obviously energy in the context of the war in Iran, which is the other big piece.
你可以争辩说,我上周在牛津参加的一个活动上也说过,从某种意义上讲,这也跟人工智能有关。
And you can argue, and I did last week at a at a thing I was doing in Oxford that in a sense, that's also AI related.
之所以说它跟人工智能有关,是因为特朗普政府在委内瑞拉的行动中尝到了甜头,我把那称为第一场AI战争。
And the reason why that's AI related is the Trump administration was emboldened by its success in Venezuela, which I call the first AI war.
皮特·赫格塞斯等人非常直白地说,整个行动都是由Anthropic策划和执行的,这也是为什么耶稣(注:此处原文Jesus疑为口误或特定语境指代,按字面保留)会提到这一点的原因。
Pete Hegseth and others have been very straightforward in saying that that entire, campaign was organized and administered using Anthropic, which is one of the reasons why Jesus.
安特罗普克宣布不能将这项技术用于军事目的时,他们当场就炸毛了。
They had a seizure when Anthropic said you can't use this for military purposes.
在委内瑞拉利用AI开展活动大获成功后,他们信心爆棚,心想接下来该干嘛?
And emboldened by their success using AI to conduct a campaign in Venezuela, they said, what's next?
于是伊朗成了下一个目标,而且他们显然在策划这场活动时大量使用了AI。
So Iran was next, and they've obviously used AI extensively in conducting that campaign.
所以,一旦用AI来给各种事情兜底,人们就会对能做到的事产生一种盲目的傲慢感。
So it's created a kind of arrogance about what's possible whenever you use AI to back stop all sorts of things.
所以,有点讽刺的是,现在我们回到通胀数据上来。
So in a perverse way now let's go back to this inflation data.
这两份通胀数据背后,都有一个共同的前提,那就是人工智能那令人难以置信的、前所未有的增长。
Both pieces of inflation have underneath them as predicates this incredible and unprecedented growth in AI.
不管是直接的能源方面,还是伊朗战争,那都算是某种程度上的AI赋能。
And whether it's the energy side directly and and the the war in Iran, which is a sort of AI enabled.
我们几乎把战争变成了一款应用。
It's almost we've almost sort of turned war into an app.
另一方面,天哪。
And on the other side Jesus Christ.
看看AI资本支出那边发生了什么。
What's happening in AI CapEx.
所以,对我来说,这些例子在理解这个现象的广度和范围,以及它对整个全球经济的影响方面,真是令人震惊。
So here's these these examples for me are just startling in terms of understanding the breadth and scope of this phenomenon and the consequences across the entire global economy.
那我们就从最上面开始说起吧。
So let's start the the top of that.
所以美国国债收益率上升,也就是说,为了向听众解释清楚,如果我说错了你们就打断我。
So the reason that US Treasuries are going up, which means that they and just to explain to the audience and stop me if I mess this up.
当人们说美国十年期国债收益率上升时,意思是大家在抛售国债,也就是说,如果你持有一张收益率为5%的国债,但市场要求5.5%,那你手里那张5%的国债就贬值了。
When people say that that The US ten year is going up, it means that people are selling off treasuries, which means that if you want to if you have a treasury that offers five percent, but the market wants 5.5%, that treasury you have at 5% is worth less.
对,没错。
That's that's correct.
所以这是针对新发行的国债。
So that's that's for on on the run.
对于已经发行的债券来说。
For bonds that are have already been issued.
所以显然,嗯,是的。
So it obviously has a Yeah.
对新发行债券也有类似的影响。
Similar consequence for new issuance.
这就是实际收益率。
It's the effective yield.
对,没错。
So That's right.
就是说,
So just
如果你要发行新债,显然,利率就得按更高的来。
if you're issuing new if you're issuing new debt, obviously, it has to be at the higher rate.
所以不管怎样。
So either way.
因为你得跟市场要求的那个利率竞争。
Because you're competing with that, with what the market demands.
所以我想确认一下,超大规模数据中心运营商发行了这么多债券,以至于人们宁愿买这些,也不买美国国债,或者至少是在跟美国政府说,你得跟这个竞争一下。
So just so I understand, hyperscalers are issuing so much debt that people are choosing it instead of US government bonds or at least saying, US government, I need you to compete with this.
完全正确。
So that's exactly right.
这在一定程度上是因为国债市场的结构,而且总的来说,美国债务市场在过去二十年里发生了很大的变化。
And that's in part because the structure of the treasury market and in in broadly, The US debt market has changed a lot over the last twenty years.
过去主要是由日本、中国等大型主权买家主导。
It used to be dominated by large sovereign purchasers like Japan and China and others.
而且他们,用这个经济学里的术语来说,对收益率相对不敏感。
And so and they were, in this great economics term, they were relatively yield insensitive.
也就是说,他们根本不在乎收益率是多少。
Meaning that they didn't get a rat's ass what the yield was.
他们只是不得不——因为大量美元流入他们国家,他们得处理这些钱。
They just had to they had huge dollar flows coming into their country, and they had to do something with them.
所以他们买国债,就像利率是1%还是5%,他们真的不在乎。
So they bought treasuries, and it was like whether the rate's one or five, I don't really care.
他们只是得处理这些美元。
I just have to do something with all these dollars.
而现在,国债市场,更广泛地说,美国债务市场,更多被对收益率敏感的投资者占据,比如个人消费者,买国债或者通过ETF间接持有的,还有企业、机构等等。
And now the the treasury market and broadly The US debt market is much more taken up by yield sensitive investors, individual consumers, by people buying treasuries or having it embedded in ETFs, by corporates, by sovereign or sorry, by institutions and others.
而这些人很在乎收益率。
And they care what the yield is.
所以现在就有这种现象,人们对收益率很敏感,而且他们真的在乎。
So now you have this phenomenon where people are yield sensitive and they actually care.
他们会说,你知道吗?
And they say, you know what?
在边际上,如果要在拥有同样期限、资产负债表非常健康的超大规模科技公司债务和美国国债之间做选择,他们宁愿持有超大规模科技公司的债务,这样一来,美国国债的收益率就上去了。
At the margin, given the choice between owning hyperscaler debt at the same duration with a pristine balance sheet, they argue, or owning treasuries at the margin, I'd rather own the hyperscaler debt and up goes the yield on the on the treasuries.
而且我猜,这不仅仅反映了美国政府的偿付能力,更多的是这些人认为美国国债在那段时间内不会支付得那么好。
And that is and I'm guessing that some of that is also not just a reflection of it's not a reflection of the US government's solvency so much as these people believe that US Treasuries won't pay as well over that period.
没错。
That's right.
所以,这正是人们犯的错误,就在这里。
So it's that's the mistake people make exactly right there.
那真的很糟糕。
That's really bad.
这里的因果关系,他们以为这是因为人们突然对美国偿还债务的能力失去了信心。
The causal link here, and they think, oh, this is because people have suddenly lost, faith in The US's ability to pay its debt.
美国可以印美元,他们不会违约的。
The US prints dollars, they are not going to default.
他们可能会通过通胀来稀释债务,但别把问题搞混了,别以为美国因为某些疯狂举动,债务就变得更不可信了。
They may deflate it away, but don't confuse the issue by introducing the idea that somehow because of some madness The US is doing, that its debt is more suspect.
这其实就是边缘竞争的结果,超大规模发行者在新的收益敏感市场中发行债券,导致人们说,我宁愿持有X而不是Y,这对美国有主权层面的影响,因为每年预算中越来越大的部分被债务利息吃掉,部分原因就是AI相关的发行。
This is literally an artifact of competition at the margin from hyperscaler issuance in a newly yield sensitive market causing people to say, I'd rather own x than y, and that has sovereign consequences for The US as an increasing fraction of its budget gets eaten up every year by debt by payments on the debt and in part because of AI issuance.
但问题是,这难道不会形成一种恶性循环吗?
And the thing is, though, this kind of doesn't this have a kind of a doom loop to it, though?
因为美国政府因此不得不支付更多的利息。
Because the US government, as a result, has to pay more on their interest.
他们必须支付利息,而利息是美国政府最大的支出项目之一,仅次于医疗保险,那是应该的,还有军费,那应该少花点,还有社会保障之类的。
They have to and interest is one of the US government's largest line items behind what, like, medic Medicare, which it should do, military, which should do less of, and I forget what the other it's like Social Security in the other one.
但我想说的是——
But the point I'm
主要是公共服务和国防,你知道,医疗保险和所有那些。
making services broadly and defense, you know, Medicare and sort of all of those.
这三个就是最大的支出项。
Those are the three big buckets.
但紧随其后,根据计算方式不同,利息支出大概占到百分之十几。
But behind all of those very closely, depending on the math, comes in something like in the mid teens interest payments.
而且这个数字还会继续往上涨。
And that will keep going up.
但是随着政府利率上升,未来超大规模企业的债务发行成本会更高,利率也会更高,这又会推高美国的利率。
But as that interest rate goes up that the government is charging, future hyperscaler debt will be more expensive, which will get issued at a higher interest rate, which will push The US one up.
对。
Yep.
我理解得对吗?
Am I reading this correct?
这听起来不太对劲。
This doesn't sound
你理解得没错。
You are.
好。
Good.
不。
No.
而且这不仅仅是,这其实是一个双重锁定的恶性循环。
And it doesn't there's an even it's a it's a double locking doom loop.
我再给你讲另一部分。
I'll give you the other piece of it.
所以如果你是政府,你会说,好吧。
So if you're the government and you say, okay.
你知道,这给我们带来了后果,因为我们在边际上竞争这些对收益率敏感的投资者,导致当前和未来预计的债务支付增加,那你会怎么解决这个问题呢?
You know, this is causing has consequences for us in terms of increasing current and future projected debt payments as a result of competing at the margin for these yield sensitive investors, what do you say to yourself as a solution?
嗯,我们需要让经济增长更快,因为那显然能解决问题。
Well, we need to grow the economy faster because that'll solve the problem, obviously.
那我怎么让经济增长呢?
How And do I grow the economy?
那我提高生产率。
Well, I increase productivity.
那怎么提高生产率呢?
Well, how do I increase productivity?
有人跟我说,这个AI技术确实很厉害。
Well, people tell me this AI stuff is really good.
所以这就是那个双重循环。
So there's your there's your double loop.
这样一来,AI突然就不只是问题了,反而成了解决方案。
So now all of a sudden, AI is not just the problem, it's the solution.
我有个特别外行的问题,我想我的听众会喜欢听。
I have a really dumb economics question that I think my listeners will appreciate.
生产率是怎么衡量的?从经济学角度来说,生产率又意味着什么?
How is productivity measured and what does it mean as far as productivity on an economics level?
其实很简单,就是投入产出比。
So it's literally just the input over output.
所以,或者说,抱歉。
So or sorry.
产出除以投入。
Output over input.
所以如果我们看单位劳动和资本生产了多少,以及这个数字是怎么增长的。
So if we look at how much is being produced per unit labor and capital, that's and and how that's growing.
所以我们有衡量劳动和资本投入经济的指标,然后看我们从中得到的产出,以GDP计算,这就是生产率。
So we have a measure of how much labor and capital are going into the economy, and we look at what the output is that we're getting for that in GDP terms, there's your there there's productivity.
所以其实很简单,就是……
So it's really just What is the simple it's
劳动测量。
The labor measurement.
劳动测量要追溯到劳动力规模、工作时间等等,所有劳工统计局的汇总数据都包含在内。
So the labor measurement goes back to sort of what the size of the labor force, hours worked, all of the BLS the all the BLS aggregate data plays into that.
不过这个问题问得好,因为显然有两种,或者说多种方式可以提高生产率。
So but it's a good question though because there's another there's two ways to obviously well, multiple ways to increase productivity.
人可以变得更高效,但我也可以往经济里投入更多资本,用机器替代人,这样也能大幅提高生产率。
People can become more productive, but I can also introduce a lot more capital into the economy and replace people and also become much more productive.
提高生产率数字的方法其实有好几种。
There's a two multiple ways to increase the productivity numbers.
所以你得小心,因为人们总引用数据说美国生产率在提高,但这跟个人变得更高效关系不大。
And so you have to be very careful because people keep citing data showing that The US is becoming more productive, but it doesn't have very much to do with individuals becoming more productive.
这主要是因为我们在不断用资本替代人力,而这同样会表现为经济中的生产率提高。
It's because we're increasingly replacing individuals with capital, and that too show shows up as higher productivity in the economy
因为我们生产得更多了。
because we're producing more.
真的吗?
Doing?
但我们真的在这么做吗?
Are we actually doing that, though?
因为我看到的数据说生产率其实并没有真正增长,至少
Because I've seen data that says productivity isn't really growing, at least
不是。
No.
不是。
No.
不是。
No.
确实没有。
It's not.
但偶尔会看到一点波动,然后当然,大家立刻抓住这一点说,看,来了。
But it's there's every once in a while, you'll see a blip, and then, of course, instantly people seize on it and say, ah, there it is.
它体现在经济中了。
It's showing up in the economy.
而且一般来说,现在这几乎完全是资本支出的结果,而不是劳动力的结果。
And you generally speaking, that's right now, that's almost entirely an artifact of of of capital spending, not labor.
所以它并没有体现在劳动力这边。
And so it's not showing up on the labor side.
它体现在资本支出方面。
It's showing up on the capital side.
这种情况你经常能看到。
And you see this all the time.
这在行为金融学里很典型。
It's classic in behavioral finance terms.
这是典型的动机性推理。
It's classic motivated reasoning.
我看到一些数据。
I see some data.
我有自己的偏见。
I have a bias.
这证明了我的观点。
This proves my point.
那肯定是对的。
It must be right.
所以现在的情况就是这样。
And so that's what's happening.
而且,你知道,我们在医疗数据里也经常看到这种情况。
And, you know, we see this in health care data.
昨天有个安德森·霍洛维茨的图表在流传,想证明美国医院里死亡率在急剧下降,尤其是那些最快采用AI的医院。
There was a an Andreessen Horowitz graph making the rounds yesterday trying to show that mortality was sharply decreasing in US hospitals in the ones that were, you know, adopting AI the fastest.
这说法简直荒谬。
And which is a ridiculous claim.
而且你没看到,我看到了
And that you didn't I saw
那两个。
those two.
那让我非常生气。
That made me very angry.
嗯,这个嘛,你知道,这种事情问题太多了,而且,你知道,我们可以深入聊聊,但部分原因在于,AI支出到底算什么呢?
Well, it's too you know, there's so many issues with this kind of thing, and it's you know, we can get into it, but it's in part has to do with what is AI spending?
他们把钱花在什么地方了?
What are they spending on?
他们花在了AI记录员上。
Well, they were spending on AI scribes.
那哪些医院在AI记录员上花钱最多呢?
Well, which hospitals spend the most on AI scribes?
最富有的医院在AI记录员上花钱最多。
Well, the wealthiest hospitals spend the most on AI scribes.
那最富有的医院里还有什么情况?
Well, what's happening also inside of the wealthiest hospitals?
他们的治疗效果最好,病人也最健康。
Well, they have the best outcomes and the healthiest patients.
这不就得了。
There you go.
就是这样。
Voila.
我们刚刚找到了另一种筛选医院的方法,可以说,这其实只是那些拥有最健康病人和最富裕财务状况的医院的代理指标。
We just found another way to filter hospitals and say, it's it's really just a proxy for hospitals that have the the, know, that are the have the the healthiest patients and the wealthiest balance the
最好的、最健康的可自由支配预算,是的。
the best healthiest discretionary budgets and yeah.
如果你发现了一个新的变量,能够筛选出病人健康、医院富裕的医院,那么出现这种情况正是你预料之中的。
That's exactly what you would expect to have happen if you found a new variable that filtered hospitals for healthy patients and wealthy hospitals.
所以,这类事情,回到之前的观点,这些都是动机推理的例子。当你发现一个数据点,它证明了你深信不疑甚至近乎信仰的东西时,你必须始终保持非常谨慎,因为你太渴望相信它了。
And so it's this kind of stuff, going back to the other point though, is these are all examples of motivated reasoning, and you have to always be very careful when you find, you know, a data point that that that proves something you believe fervently or even religiously because, you know, you're so desperate to believe it.
我在生产力数据中看到了这一点。
And and I I I you see this in the productivity data.
我在之前提到的a16z健康图表中也看到了这一点。
You saw this in the the a 16 z health graph I was talking about.
我的意思是,这几乎无处不在。
I mean, it's just sort of everywhere.
你错过了最新的罗兰·马丁无过滤播客吗?
Didn't catch the latest Roland Martin unfiltered podcast?
这就是你错过的内容。
Here's what you missed.
争论的焦点是,你想不想赢?
And the argument is, do you want to win?
如果你不赢,你就没有权力。
If you don't win, you have no power.
这是真的。
It's real.
那些人就是我常说的,投票时违背自身经济利益的人,他们抱怨的正是他们自己看到的东西。
Those are the very people who I always say vote against their own economic interests, and they complain about the very thing they were seeing.
这很残酷。
It's raw.
我知道跨性别运动员的问题在很多黑人男性中并不受欢迎。
I knew that the issue of transgender athletes was not going well with a lot of black men.
罗兰·马丁无删减版。
Roland Martin unfiltered.
我当时就爆发了。
I went off.
我说,这正是我要说的。
I said, this is exactly what I'm talking about.
你们会对香奈儿大喊大叫,但你们却不想看到一家同样规模的黑人奢侈品牌。
Y'all gonna scream at Chanel, but you don't wanna see a black luxury company in the same vein.
收听罗兰·马丁在黑人信息网络上的每日评论。
Catch Roland Martin's daily commentary on the Black Information Network.
12个席位,这些正在向南方转移。
12 seats, those are moving south.
所以,如果你们是民主党人,不要等到2030年。
So if you democrats, you don't wait till twenty thirty.
你们最好现在就在南方全力以赴。
You better be hitting the ground going hard in the South now.
并在iHeartRadio应用、Apple Podcasts上下载Roland Martin Unfiltered。
And download Roland Martin unfiltered on the iHeartRadio app, Apple Podcasts
或者你收听播客的任何地方。
Or wherever you get your podcasts.
这个教训我自己几年前就学到了。
I've learned this lesson myself, like, a few years ago.
比如在2024年,我很多次犯这个错误,就是找到一个数据点,就希望它能证明一切。
Like, in 2024, there were so many times where I made this mistake where it's just you take you find a data point, you hope it proves everything.
而现在,虽然我确实会使用数据点,就像我之前提到AI资本支出没有被利用那样,至少你可以指着在建工程说,你有数千亿的东西没被使用,而不是仅仅说,生产力数据上升了。
And these days, while I do absolutely use data points as I kind of did with the AI CapEx not being used thing, that was at least, hey, you can point a construction in progress and say, oh, you have hundreds of billions of stuff not being used versus just saying, oh, productivity data's up.
那一定是AI,或者下降了。
That must be AI or it's down.
AI就是,对。
AI's the yeah.
没错。
It's Right.
抓住这些数据点来证明你真正想相信的事情。
Seizing on these data points to prove something that you're, you know, you really wanna believe.
我对任何让我感到近乎情绪化胜利感的东西总是非常怀疑。
I'm always very suspicious of anything when I feel almost an emotional triumphalism.
当我看到某件事时,我会说,这正是我所想的。
When I when I see something, I say, this is exactly what I thought.
然后我就想,好吧。
And I'm like, okay.
你知道吗?
You know what?
我们得稍微冷静一下,因为这很可能是情绪驱动的动机性推理反应。
Let's be a little let's cool down a bit here because this probably is an emotional motivated reasoning response.
总之,现在到处都能看到这种现象。
Anyway, so across the board, you see this now.
所以回到最初的观点,现在这已经体现在国债数据里了。
So going back to the original point, it's now in the treasury data.
最初是体现在GDP数据里的。
It was in the originally in GDP data.
所以单看通胀数据,我再进一步说,这更离谱。
And so just on the on the inflation data, I'll take it as a one step further, which is even more which is even crazier.
如果你把与AI资本开支相关的通胀剔除,并且承认能源越来越受AI推动的这股潮流影响,从而AI在其中起了作用,把这两块从美国经济中剔除。
If you back out all the AI CapEx related inflation and if you back grant me that energy increasingly is being driven by this campaign that was AI enabled and thus AI has a role in it, back those two pieces out of The US economy.
你说的时候,抱歉。
When you say and sorry.
我不太想打断你。
I hate to do this.
你这里说的能源,具体指什么?
When you say energy in this case, what are we measuring?
好。
Okay.
这里有两部分,其实有多个部分。
So there's two there's, well, multiple components to this.
从美国消费者的角度来看,通胀的部分主要是公用事业价格和汽油价格。
So the inflationary component in this from the standpoint of US consumers is utility prices and gas prices.
所以我们先不讨论汽油或能源的隐含价格,以及它们如何影响你购买的产品,但那显然是另一个问题,因为它会体现在运输成本和其他地方。
So it's not let's not get into the embedded price of gasoline or energy in terms of how it plays into the products you purchase, but that obviously is another issue and because it shows up in shipping and other places.
但人们感受最直接的是加油站的油价,不管你是开汽油车的个人还是开柴油车的卡车司机,还有公用事业价格,这两者在过去三年里都大幅上涨,部分原因是数据中心对能源的竞争,或者伊朗战争。
But the direct one that people are feel most consequentially are prices at the pump if whether you're an individual with gas or a or a trucker with diesel, and then obviously utility prices, both of which both pieces of which have gone sharply higher over the last three years in part driven by either competition for the for energy from the standpoint of date data centers or the Iran war.
所以这两件事,我认为伊朗战争在一定程度上是美国政府变得更大胆,把一切都当作AI赋能的应用程序来对待,尤其是在委内瑞拉事件之后。
So these two things and I'm arguing that the Iran war is in part a function of of the sort of emboldened US government treating everything as kind of a an AI enabled app in the wake of Venezuela.
如果你同意这一点,那么你很快就会发现,美国经济其实远非强劲,也没有强劲到让美联储有理由加息来抑制通胀。
So if you grant me that, then what you find out really quickly is actually The US economy far from being very strong and actually going growing so strongly that it's justified for the Fed to raise rates to try and choke off inflation.
把这些因素剔除后,根据我的计算,美国实际上处于通缩状态,大约负0.25%。
Back those pieces out, and by my math, The US is actually in a deflationary mode about a quarter of a percent.
所以我们现在经历的情况,和1929年大崩盘前非常相似,那就是美联储因为误解了经济的真实状况而加息,它以为自己在抑制通胀。
So what we have happening is something very analogous to what happened in the up to the the crash of twenty nine, which is you had the Fed raising rates because it misunderstood what was actually happening in the economy, and it thinks it's choking off inflation.
但实际上,通胀是外生的,是出乎他们意料的东西。
But the inflation is actually something exogenous, something different than what they expect.
它是由这些资本支出和这些异常活动驱动的。
It's being driven by this CapEx and by these this anomalous work.
所以,随着这些情况逐渐消退,而且它们肯定会消退,战争会结束,资本支出也会逐渐减少。
So as a result, as this unwinds and it will unwind, the war will end and CapEx will taper off.
实际上,在消费疲软的环境下,利率却很高,这是典型的先兆,就像经济学家理查德·库所描述的日本长达十五年的经济衰退,那种持续不断的衰退。
You actually have high rates in a weak consumer environment, which is classic precursor to what there's an economist named Richard Ku who's written a lot about the Japanese fifteen year recession that sort of went on and on and on.
人们称之为“幸福的衰退”。
People called it the happy recession.
“失去的时代”。
The lost era.
所以这些都是那种衰退的典型先兆,因为现在公司资产负债表上堆积了大量债务,需要十年时间才能全部消化。
So those those are classic precursors to those kinds of recessions because those you now have companies that have loaded their balance sheet up and will take a decade for them to unwind all this debt.
所以利率对它们不会有什么影响。
So rates will have no impact on them.
它们只会削减开支来减少债务,而这将在未来十年内逐步显现。
They'll simply be trying to cut spending to reduce debt, and that will play out over the next ten years.
所以我们现在已经具备了所有条件,可能会经历一场非常漫长的资产负债表衰退,类似于日本过去十年所经历的情况。
So we've got all the pieces in place right now for a a very long balance sheet recession analogous to what happened in Japan in its in its last decade.
那资产负债表衰退是什么样的?
And what does a balance sheet recession look like?
其实这个问题我一直在想,就是,好,你加息了。
Because this is actually something I've been thinking about a lot where, okay, you bump up interest rates.
但很多时候,通胀发生在某个特定领域,尤其是那些对利率不敏感的公司。
But when a lot of the reason the interest rate like, when inflation is happening in one specific area, specifically to companies that are not interest rate sensitive.
我们得说清楚。
Let's be Right.
这一点要非常明确。
Very clear about this.
比如软银的SB Energy,想以10%的利率融资。
Like SoftBank, SB Energy is trying to raise at 10%.
这到底是在干什么?
Like, just what what are you doing here?
比如Core Weave以10%融资,而超大规模数据中心运营商大概是6%或7%。
Like, Core Weave raises at 10%, and the hyperscalers was, yeah, six or 7%.
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他们还会继续融资,靠什么来融资呢?
They are going to keep raising them out of what?
这会导致什么结果呢?
How like, what does what does that lead to?
这种资产负债表衰退到底是什么?
What is this balance sheet recession?
实际上会发生的是,先暂时不谈那些投资级别较低的前景,比如Core Weave和其他公司。
So what happens is and leaving aside for a second some of the more, how shall I say, less investment grade prospects out there, the Core Weaves and others.
因为他们面临的是另一个问题,那就是当他们试图展期债务时,未来五年的条件可能会迫使他们陷入某种破产,这很常见。
Because they're they face a different a different problem, which is as they try to roll over their debt, it may come at on terms over the next five years that force that force them into some species of insolvency, and that's fairly typical.
但假设你是一家超大规模企业,是那些不存在破产风险的大公司之一。
But let's say you're a hyperscaler of some of the largest companies out there that don't face solvency risk.
他们不太可能倒闭。
They're not gonna likely go broke.
他们未来十年要做的是清理资产负债表,因为他们刚从市场上负债最少的公司变成了现在这样。
What they're gonna spend the next decade doing is cleaning up their balance sheet because they just went from some of the least indebted companies in the market.
科技公司历史上长期和短期债务水平都很低,但现在却变成了经济中负债最重的公司之一。我们看到它们把现金流都吸收掉了,有些公司甚至越来越接近信用评级被下调的边缘。
Tech historically had very low levels of long term and short term debt to some of the most indebted companies in the economy, and we see this as they as they sort of soak up all their cash flow and sort of in the case of some of these guys increasingly teeter on the edge of having their credits rating downgraded.
所以资产负债表衰退的意思就是,我基本上得把自己置于一种债务重组的境地,然后说,我接下来十年要把这些债务从资产负债表上清掉,因为我不需要了,也不想再留着它们,因为未来不再需要这些债务来维持运营,而且我因为背负着巨额债务而受到惩罚。
And so what a balance sheet recession means is essentially, I'm having to put myself into a kind of like, a debt workout and say, I'm gonna spend the next ten years getting all this debt off my balance sheet again because it doesn't need I don't want to have it there anymore because it's no longer required for, you know, ongoing purposes because I'm not spending that heavily in future, and I'm being punished for it because I have this huge debt obligation.
所以想想后果吧。
So think about the consequences.
你不再花钱去增长。
You're not spending on growth.
你不再花钱在员工身上,而是试图解除所有这些债务,把它们从资产负债表上清掉。
You're not spending on employees, and you're trying to unwind all this debt and get it off your balance sheet.
所以资产负债表衰退就是一种重组过程,负债累累的公司,不管利率如何,都继续努力降低杠杆,把债务从资产负债表上清掉。
So a balance sheet is recession is a workout where heavily indebted companies, irregardless of interest rates, continue to try and get the get themselves less leverage, get the debt off their balance sheets.
所以问题当然是,这将会发生在招聘已经面临其他压力的时候,你知道,人工智能在边际上也有影响。
And so the problem is, of course, this is gonna come at a time when there's already other pressures on hiring, you know, the the AI effects at the margin.
所以对招聘的整体影响会更加显著,因为公司会完全专注于去杠杆化。
So the the effects overall on hiring will be even more dramatic because companies are be focused entirely on deleveraging.
所以,就在他们寻找机会用AI来减少人手的同时。
So at the same time as they're looking for opportunities to use AI to have with fewer people around.
所以,未来五年这真的会带来很大的影响,而且大家真的不太明白,我们其实正处在类似日本那种时刻的边缘,很可能出现资产负债表衰退,因为人们对通胀的成因以及利率会带来的影响存在很深的误解,而且我们实际上正处在一个被AI热潮掩盖的通缩时刻。
So this will be really consequential over the next five years, and it's really not well understood that we kinda sit on the edge of a of a Japan moment in terms of the likelihood of a balance sheet recession given that there's this really profound misunderstanding of what the causes are of inflation in the economy and what's what the effect that rates are gonna have, and we're actually sitting in a kind of deflationary moment masked by what's happening in AI.
那这对普通人来说会有什么影响?
And how does that manifest regular people?
所以对普通人来说,你应该预期的是,在未来一年左右,我们会开始看到越来越多的迹象表明经济比人们预期的要弱得多。
So for regular people, the your expectation should be that over the next, say, over the next year or so, we'll start seeing increasing signs that the economy is much weaker than people expect.
因此,我们很可能会进入一个相对较长的衰退期,在这样一个时刻之后,这是不可避免的。
And as a result, we'll be probably be heading into a a relatively longer recession, which is inevitable after a moment like this.
一个比人们预期更长的衰退,再加上一些政策失误,很容易演变成通常所说的萧条。
A longer recession that people expect that with a few policy policy errors could easily be something on par with what often is called a depression.
所以,衰退演变成萧条,这意味着持续多年,而且对公司来说影响深远,因为它们在努力偿还债务的过程中可能会破产。
So recession that turns into a depression, which means multiyear and really consequential in terms of companies and themselves becoming insolvent as they try to work off debt.
所以问题当然在于,通常在这种情况下,政府会介入,用凯恩斯式的方式,试图用增加财政支出来替代失去的消费支出。
So the problem, of course, is is normally when that happens, the government steps in and tries to in a Keynesian way and tries to replace the lost consumer spending with increased fiscal spending.
而且问题在于,本周国际货币基金组织发布了一份重要报告,显示全球大多数国家基本上已经用尽了财政刺激手段,因为过去十五年里我们已经经历了好几轮这样的周期。
And the problem, of course, is is that most and there was a great IMF report out this week showing that most countries around the world are basically all fiscal stimulus out because we've gone through multiple episodes over the last fifteen years.
所以,当我们接近这个不可避免的时刻时,已经没有太多余力去拯救自己的经济了。
And so there isn't a lot of headroom anymore to bail out your own economies as we, you know, sort of approach this inevitable moment.
所以,消费者应该预期的是,所谓的“伯南克看跌期权”,也就是“本会救我们”的这种想法,然后是“格林斯潘看跌期权”,而不是……
So your expectation is the consumer should be that the the so called, you know, you could call it the Bernanke put, this idea that Ben will save us, and then it was the Greenspan part as opposed to the
而这种可能性根本不存在。
And that just isn't a possible hit.
多年来在这里根本不可能。
That for years possible here.
而且特别是因为财政政策越来越难以实施,因为全球主要主权国家的债务负担太重了。
And and in particular because fiscal policy is being increasingly rendered impossible because of the indebtedness of major sovereigns around the world.
而货币政策利率,正如我们一直在讨论的,由于当前形势的性质,几乎起不到什么作用。
And monetary policy rates, as we've been discussing, is is almost impotent because of the nature of what's going on.
所以,你面临的是双重打击的问题。
So you have this double whammy problem.
所以,我觉得你的想法有一点我想反驳,那就是我们还没在生产力上看到AI的成果。
So it's just so there'll be I I feel like there's one thing with your your idea here that I'm pushing back on, which is we haven't seen the AI side actually in productivity.
所以感觉就是,所有东西都会变得更贵,更多人会被裁员,然后,对。
So it just kinda feels like everything will get more expensive, more people will get laid off, and then Yeah.
什么都不会发生。
Nothing will happen.
就像,并不是说有什么
Like, it's not like there's
哦,不。
Oh, no.
不。
No.
用AI来替代他们。
This Replacing them with AI.
所以,你有选项A和选项B,两个都不好。
So it's it's you have option a and option b, and both of them are bad.
所以,是的。
So Yeah.
不管哪条路,要么公司因为觉得必须尝试而疯狂试验,结果发现生产力提升其实并不存在。
Either one leads to whether companies are just experimenting madly because they feel they must, and they discover that there's the productivity benefits aren't really there.
要么他们找到一些生产力提升,哪怕很有限,也会以此为理由进一步裁员。
Or they find some productivity benefits, however modest, and they use that as a justification for further cuts to work for.
从整个经济来看,后果是一样的。
The consequences economy wide are the same.
你会陷入多年的衰退,然后由于资产负债表的问题,情况会滑向萧条的边缘,或者至少是像日本那十年那样的长期低迷。
You're into a multiyear recession, and then because of this balance sheet problem, something that teeters on the edge of being a depression or or at least a a decadal workout like the the happy recession in, or the last decade in Japan.
那么,是什么最终阻止了超大规模企业继续借贷呢?
So what finally stops hyperscalers borrowing?
因为现在感觉他们根本不在乎。
Because at this point, it kinda feels like they don't care.
但同时,这种做法的极限在哪里?
But at the same like, where are the limits on this?
因为他们——我见过,比如,有人说他们未来一两年要筹集3040亿甚至1000亿美元。
Because they've I've I've seen, like, $304,105 $100,000,000,000 thrown out as how much they'll have to raise in the next year or two.
不。
No.
那是肯定的。
That's for sure.
所以,有物理上的限制,也有财务上的限制。
So there's there's physical limits and there's and there's and there's financial limits.
物理上的限制,显然我们已经看到了。
So physical limits, obviously, we're already seeing.
前几天《金融时报》上有一篇很棒的文章,讲的是——用个专业术语来说,我觉得这太离谱了——就是目前已经售出和预计售出的所有GPU,所需的电力供应缺口有多大。
There was a great piece in the Feet the other day talking about how and it's so loopy to me to use the technical term, like, how dramatically short we are in terms of the amount of power required to power up all of the GPUs that are currently sold and forecast to be sold.
你在这方面一直做得很好,展示了这里就是有些地方说不通。
And you've been really good on this, showing this is just something doesn't make sense in here.
存在巨大的脱节。
There's a dramatic disconnect.
确实有
There is
确实有一个非常大的脱节,这真的让我很担心。
a there is a really big disconnect that actually genuinely worries me.
我觉得你说得非常对。
And I think you're spot on with that.
造成这种情况的原因有很多,但简单来说,从数学上看,我们根本没有能力以与GPU销售数量相匹配的规模来为数据中心供电。
And there's all kinds of reasons for what's happening there, but simp the math doesn't work in terms of our ability to power up data centers on a scale commensurate with the numbers of GPUs being sold in the data centers.
我不说已经建成的,至少是规划中的。
I won't say built, but at least spec.
对。
And Yeah.
所以这里有一个自然的物理限制,但我关注的是系统问题。
So there there's a natural physical limit in here, but the system is the issue that I look to.
系统通过通胀和十年期国债收益率的表现告诉你,它正承受着巨大的压力。
So the system is telling you through what's happening with inflation, what's happening with the ten year, that it's under immense stress.
这个系统是
The system is
承受着巨大的利率压力,所以当利率很高的时候,抱歉。
under immense interest rates that are be so when the interest rates are high sorry.
我得为了自己和听众们说清楚。
I gotta be for for my sake and listeners.
当利率很高的时候,这其实就是系统在发出一些警报。
When the interest rates are high, that is the system kind of screaming a little.
系统在向你发出警报,说:我不知道这笔钱从哪里来,所以我不得不提高利率。系统是自主做出这个决定的。
The system's screaming at you and saying, I don't know where this money is gonna come from, so I'm gonna have to raise the system is is autonomously doing this.
没有任何个人在背后操作。
No individuals out there.
没有像冯·特拉普家族那样的人。
There's no one like the Von Trapp family or something.
实际上没有人站出来说:我要提高利率。
There's no one actually doing this and saying I'm gonna raise it.
所以系统在加息,因为它说,你知道吗?
So the system is raising rates because it says, you know what?
我不知道。
I don't know.
我需要从不同寻常的地方引入资金,因为唯一能让我们为你所说的需求找到合理依据或获得足够资本的方式,就是让利率上升,从其他地方吸引资本。
I need to bring money out of unusual places because the only way that we can justify or get enough capital for what you say you need is by having rates go higher and pull in capital from other places.
所以这其实只是压力的一个信号,因为接下来会发生的是门槛利率。
And so the systems that's really just a sign of stress because what happens next is the the hurdle rate.
这些数据中心必须赚到的金额,随着长期利率的上升而不断上升。
The amount that this that these the data centers have to earn goes up constantly as a result of the rise the rising tenures.
所以长期利率在过去六个月甚至三个月内上升了大约100个基点,也就是大约1%,这太疯狂了。
So the tenures gone up, like, a 100 basis points over the last so, you know, 1% roughly over the last six months or even last three months, which is crazy.
这直接转化为新建数据中心的融资成本,但还不止于此。
So that directly translates into the funding cost for new data centers, but it doesn't stop there.
因为如果长期利率上升100个基点,利差会上升得更多。
Because if the if the tenure goes up a 100 basis points, the spread goes up even more.
也就是说,不只是我现在发债的利率要高100个基点。
Meaning that it's not just that I now have to I have to put out my debt at a 100 basis points higher.
系统意识到这是一个压力时刻,所以融资利率和十年期利率之间的利差——这个利差通常用来锚定融资成本——可能会扩大到150个基点,甚至200个基点,因为系统正承受压力。
The system recognizes that this is a stressful moment, And so the spread between the rate at which you raise and the rate on ten years, which is often something you use to anchor the the cost of financing, might go at a 150, might go at 200 basis points because the system's under stress.
所以每次你看到利率上升,不如对自己说:哎呀。
So every time you see rates increase, say to yourself instead, oops.
数据中心要证明未来现金流合理,就变得更贵、更难了,而它们正是基于这些现金流来建设这些数据中心的。
It just got a lot more expensive and difficult for data centers to justify the future cash flows on top of which they're they're building these data centers.
所以回答你的问题,我们距离这个局面全面崩溃,最多还有六到十二个月,因为很明显,它们不可能赚到11%到12%的回报,而这是我们在市场压力最大的那一端看到的数字,至少10%以上。
And so to answer your question, we're within six to twelve months on the outside of this of that aspect of it all breaking because it's very clear that they're not going to earn, 1112%, which are the kinds of numbers we're seeing at the at the most stressed end of the market, 10 plus anyways.
那是不可能的。
That's not gonna happen.
没有任何经济模型能支撑这个。
There's no economics that does that.
但还有一个问题,就是已经卖出去的超大规模数据中心债务。
So but there's also another problem, which is for the hyperscaler debt that's already been sold.
所以债券持有人现在实际上赚得更少了,因为他们的债券贬值了,因为有新债的回报更高。
So the bondholders are now effectively making less money on that as in their bonds are worth less because there's new debt that's paying better.
所以任何早期投资的债券投资者可能会持有到期,也就是说他们会得到偿付。
So anyone who's invested anyone any bond investors who invested earlier will probably hold them to maturity, meaning they'll get paid off.
但与此同时,他们持有的底层资产已经不值钱了。
But at the same time, their underlying holdings are worthless.
完全正确。
That's exactly right.
但这反过来又会产生连锁反应,因为那些债务是抵押品。
So but that in turn has that in turn has consequences because that debt is the is is collateral.
没人会白白持有资产。
No one just holds anything.
这些资产被用作其他经济活动的抵押,比如杠杆或借贷。
It's that's used as collateral for other economic activity that I'm doing, whether it's, you know, leverage or other borrowing.
所以随着这些债务贬值,我作为经济参与者,进行其他经济活动的能力就下降了。
And so as this debt becomes less valuable, it reduces my ability to other things in the economy as a functioning, you know, kinda economic actor.
所以你得时刻想着这一点。
And so you have to always think about it.
我喜欢给大家推荐一些书。
I like to point people.
像唐娜·梅多斯等人写的一些书就很好。
There's some great books out there by people like Donna Meadows and others.
就是说,要用系统的眼光来看待问题。
Like, think about it in systems terms.
你得把一切都联系起来。
You have to always connect everything to everything.
那当债务贬值的时候会发生什么呢?
And what happens whenever the debt becomes less valuable?
好。
Okay.
我能做的事情就少了。
I can't do as much.
那,那,那会带来什么后果呢?
Well, what what what are the consequences of that?
就是说,把所有事情联系起来,不管出于什么原因,对人们来说真的很难做到。
Like, connecting everything for whatever reason is really hard for people to do.
而系统在告诉你。
And the system's telling you.
它在告诉你。
It's telling you.
它在对你大喊大叫,无论是世界贸易数据、通胀数据,还是十年期数据,都在表明这个系统既承受着压力,又紧密相连。
It's screaming at you, whether it's the world trade data, the inflation data, the ten year data, that the system is both under stress and wildly connected.
所有这些部分都,都,都在接近崩溃的临界点。
And all of these pieces are are are, you know, reaching breaking points.
但是什么让系统耗尽?
But what makes it what exhausts the system?
是什么让这一切慢下来?
Like, what slows this down?
因为我曾经天真地以为,理智最终会占上风。
Because I one of my moments of naivete was believing that good sense would take over.
这在历史上从未发生过。
That's never happened in history.
我现在读了更多历史,才意识到,是的。
I've now read more of history and realizing yeah.
所以,那是不可能的。
So That's not a thing.
是的。
I yeah.
那么,到底是什么让这个系统耗尽?
So what is it that actually exhausts this?
钱的极限在哪里?
Where are the limits of the money?
我不太想问具体时间,更想问一系列事件。
I'm not asking for a time period so much as an event series.
我经常这么说,但我觉得这是多重因素决定的。
I I I say this all the time, but I think it's overdetermined.
也就是说,有很多种方式会导致这个系统崩溃,因为系统在很多方面都承受着压力,无论是贸易流动,还是你知道的,可能出现资产负债表衰退,还是数据中心新债务发行的门槛越来越高。
Meaning, there's so many ways this can break because of all of those ways in which the system is under stress, whether it's in trade flows, whether it's in, you know, there's the likelihood of a balance sheet recession, whether it's in the increasing hurdle rate on new data center debt issuance.
所有这些,所有这些都可能是崩溃的触发点。
All of these all of these are places it can break.
我猜它会在某个地方崩溃,因为这类事情往往就是这样发展的。
My my guess is it breaks in somewhere because this is the way these things tend to go.
它会在某个意想不到的地方崩溃,比如一次搞砸的十年期国债拍卖。
It breaks in somewhere unexpected, Like, we have a botched ten year treasury auction.
我一点也不会感到意外。
Wouldn't surprise me at all.
那会——你是指
That would By which you
需求不足吗?
mean there is insufficient demand for it?
对,没错。
That's correct.
所以他们说了,我们想卖这么多。
So they said, here's how much we'd like to sell.
但按这个价格,我们根本卖不出去。
We can't sell that at anywhere near this price.
如果你看到这种情况发生,那其实是AI数据中心那边的问题反映出来的,十年期国债的利差会急剧扩大,也就是说会变得非常宽。
And if you saw that, something like that happen, which would be an artifact of what's happening in AI data centers, the spreads on on ten years would blow out, meaning they would get much much wider.
利差会变得非常大,利率也会上升,但这样一来,你在数据中心领域想以任何合理的价格融资,都会变得非常困难。
They would get much larger, and the rates would go higher, but it would it would explode your ability to raise debt at any economic price in the world of of data centers.
不管你是大型云服务商还是垃圾债发行方,其实都一样。
Whether you're a hyperscaler or a junk issuer, it doesn't really matter.
所以现在系统已经在告诉你,它正处在这个边缘。
And so that the system's telling you it's on the edge of that right now.
所以如果发生这种事,我一点都不意外,部分原因是因为像斯科特·贝森特这样的人总说这不可能发生,而对我来说,这恰恰说明在这种事情上永远别说不可能。
And so that would surprise me zero, in part because people like Scott Bessent are saying that could never happen, which for me is always saying, you never say never when it comes to this stuff.
我跟你说,我一个做固定收益的朋友告诉我,万一你听说财政部,抱歉。
And I will say a friend of mine in fixed income has told me that in the event you ever hear about the treasury or sorry.
是财政部在卖债券吗?
The is it the treasury that sells bonds?
还是说,对,是的。
Or is it I've yeah.
好。
Cool.
咚咚咚,警察来了。
Knock knock police to you there.
如果你听说拍卖因为技术问题被推迟了,那就是发生了那种事。
If you ever hear about a technical issue that delayed an auction, that's what happened.
这就是我一直说的。
That's what I've been talking about.
比如,如果有,对。
Like, if there's a yeah.
如果你听说他们那边出了技术问题,那就是这个情况。
If you ever hear about them being a tech yeah.
好的。
Okay.
对,完全正确。
So That's exactly right.
所以对我来说,这就是最值得关注的地方,因为正如我一直说的,这个问题已经扩散到了传统领域之外。
So there for me, that's that's the odd that's the place to look because what's happened is is this stuff has has, as I keep saying, it's kind of metastasized outside the orthodox places.
而科技圈的人在这方面真的很不擅长思考,因为他们只想着今天是圣诞节早晨,快看。
And tech bros are really bad at thinking in these terms because they think exclusively in terms of it's Christmas morning and look.
树下全是给我的礼物,我才不管这些是怎么买单的。
There's all these gifts for me under the tree, and I don't really care how it's being paid for.
因为从历史上看,这种想法还算说得过去,就是我不懂光纤电缆那些东西,但我知道现在看流媒体电影很便宜。
Because that historically was an like, was a relatively defensible way of looking at things was I don't know what's going on in, you know, I don't know, fiber optic cables, but all I know is it's now cheap for me to get streaming movies.
但这次不同的是,规模太大了,以至于不仅扭曲了贸易流动和通货膨胀,还扭曲了作为一个独立主权国家的本质。
The diff the difference this time is that the scale is so consequential that it's actually distorting not not just trade flows, not just inflation, but also the very essence of what it is to be an independent sovereign.
感觉就像有什么东西,不是那种他们借太多钱的问题。
It just feels like there is something like, it's not go it's not going to be that they just borrow too much.
就是系统会以某种方式耗尽自己。
It's just the system is going to exhaust itself somehow.
哦,不。
Oh, no.
不。
No.
不。
No.
系统会崩溃的。
The system will crack.
肯定会崩溃,我毫不怀疑。而且很可能先从欧洲开始,然后蔓延到这边。但问题会出在主权债券发行上——某个国家在发行大约十年期国债时遇到技术问题,然后这个问题会波及全球,导致利差扩大,进而影响现有债务和所有参与者的偿付能力。
It'll there's no question in my mind that it'll crack, and it'll probably happen it it could start in Europe and come this way, but it's gonna it's gonna be a sovereign and issuance problem where someone's going to have a technical issue with a major issuance at around probably sort of a ten year duration, and then that'll float around the world, cause spreads to blow out, and which will have consequences in terms of the existing debt and the solvency of all of these people playing in this area.
再说一次,不是因为AI在很多情况下没用或者怎样。
And again, not because AI isn't, you know, useful in many contexts or whatever else.
这个我就不多说了,不参与那个争论。
That's all I won't even get into that debate.
因为问题的规模决定了这必然会发生。
Just because the scale of the problem dictates this must happen.
系统已经发出信号了,但人们就是不愿意听。
And the system is telling it, but people don't wanna listen.
你还没听最新的Roland Martin Unfiltered播客吗?
Didn't catch the latest Roland Martin unfiltered podcast?
这是你错过的内容。
Here's what you missed.
争论的焦点是:你想不想赢?
And the argument is, do you want to win?
如果你不赢,你就没有权力。
If you don't win, you have no power.
这是现实。
It's real.
这些人就是我常说的,投票时总是违背自己经济利益的人,然后他们又抱怨自己看到的事情。
Those are the very people who I always say vote against their own economic interest, and they complain about the very thing they were seeing.
这很直白。
It's raw.
我知道跨性别运动员的问题在不少黑人男性中并不受欢迎。
I knew that the issue of transgender athletes was not going well with a lot of black men.
罗兰·马丁无过滤。
Roland Martin unfiltered.
我当时就爆发了。
I went off.
我说,这正是我在说的。
I said, this is exactly what I'm talking about.
你们会对香奈儿大喊大叫,
Y'all gonna scream at Chanel,
但你们却不想看到一家同等级别的黑人奢侈品牌。
but you don't wanna see a black luxury company in the same vein.
收听罗兰·马丁在黑人信息网络上的每日评论。
Catch Roland Martin's daily commentary on the Black Information Network.
12个席位,这些都在往南方转移。
12 seats, those are moving south.
所以如果你们是民主党人,别等到2030年,你们最好现在就在南方全力以赴。
So if you Democrats, you don't wait till twenty thirty, you better be hitting the ground going hard in the South now.
并在iHeartRadio应用、Apple Podcasts上下载Roland Martin Unfiltered。
And download Roland Martin unfiltered on the iHeartRadio app, Apple Podcasts.
无论你在哪里获取播客。
Wherever you get your podcasts.
感觉就是不可能。
It feels just impossible.
比如,他们明年负担不起所有的资本支出。
Like, they can't afford all the CapEx next year.
这一点我们已经确定了。
Like, we've established that.
所以到了某个时候,他们就是——我是说,超大规模运营商肯定有一个点,到了那个点就太热了。
So at some point at some point, they just I mean, hyperscalers must have a point at which it's too hot for them.
就是说,肯定有一个点,到了那个点就太贵了。
Like, it must there must be a point when it's too expensive.
只是看情况有多糟。
It just depends on how bad.
但问题是,这就像查克·普林斯那句话,对吧,就是金融危机那会儿,全球金融危机的时候。
But the problem is, like, it's the it's it's the Chuck Prince line, right, from back in the the the GFC, from the financial crisis.
只要音乐还在响,我就继续跳舞。
As long as the music keeps playing, I keep dancing.
如果你——对。
If you you Right.
你不能停下来。
You can't stop.
这是一个典型的集体行动问题。
It's a collect classic collective action problem.
这和达里奥几周前发备忘录呼吁放缓前沿发展速度时遇到的集体行动问题没什么两样,诸如此类。
No different than the collective action problem whenever Dario put out the memo a couple of weeks ago asking for a frontier pacing slowdown, blah blah blah.
先不管你觉得那主意是好是坏,你立刻就会发现整个体系陷入了囚徒困境,每个人都在忙着找借口背叛合作,因为如果大家都合作,而我选择背叛,我就能比别人赚更多的钱,于是又回到了竞赛状态。
And leaving aside whether you thought that was a good idea or a bad idea, you instantly found the system thrown into a prisoner's dilemma where everyone was you could tell everyone was busy trying to find an angle to defect because if we all cooperate, but I defect, I make more money than anyone else, and you're right back into a race again.
在融资的背景下,情况完全一样。
The the exact same thing is true in the in the in the context of fundraising.
如果你的所有同行突然因为把这看作集体行动问题而停止融资,觉得我们正走向悬崖,那太好了。
If all of your peers suddenly stop raising money because they see this as a collective action problem and we're we're walking off a precipice, Great.
我是唯一还在外面大量融资的人。
I'm the only guy left who's still out there raising prodigious amounts of money.
我就能独占市场。
I get to own the market.
当然,竞赛又开始了,因为大家看到这种情况,都选择背叛,我们又回到了原来的状态。
And, of course, on goes the race because then everyone sees that and they all defect and we're right back where we were before.
那你提到,你觉得现在数据中心需要多大的回报才值得投资?
So you mentioned do you do you have any idea around what the payoff now needs to be on a data center to make it worth it?
就是,我什么
Like, I'm what
嗯,是的。
Well, yeah.
所以
So
我没想到我已经算过了。
I'm surprised that I done the math.
所以你可以从收益率的角度来算。
So you just can do it from a yield standpoint.
我的意思是,现在中位数大概是7.2%。
I mean, so the median is now around 7.2%.
所以你可以很容易地算出来,想想看
So you can do the math pretty easily in terms of think about it
啊,抱歉。
a Sorry.
就是
Just
所以这就是这些投资级市场产品为了吸引投资者所需达到的最低回报率。
So that's what the hurdle rate that these things are required to earn back to justify to to attract investors at the investment grade end of the marketplace.
在垃圾级市场,这个数字更接近10%。
It's more like 10% at the junk.
对。
Yep.
所以就像是你需要每年在投资上赚到7%。
So it's like you need to earn 7% on the investment a year.
抱歉。
Sorry.
没错。
That's right.
没错。
That's right.
所以这就是债务投资者告诉你的,他们愿意接受的条件。
So that's what debt investors are telling you they will take.
但这和说你需要赚多少才能收回已经投入的资本,不是一回事。
So it that's not the same thing as saying how much I have to earn to earn back the capital that's been spent.
那完全是另一个问题。
That's a completely different problem.
我觉得你可能永远都收不回本,但至少你能以这些条件吸引到债务投资者。
I think it's unlike you could ever earn it back, but you can at least attract debt investors on those terms.
所以这里有两个不同的问题。
So there's two different issues here.
那么,基本上对于一个超大规模数据中心来说,你每年需要赚大约7%。
So how much so you have to so you basically for a hyperscaler, you need to make about 7% per annum.
这个数字还在不断上升,但大致就是这个水平。
Which continues to rise, but on that order of thing.
没错。
That's right.
而且那个
And that's
那可能确实,哦,这真的很直接。
that's probably is, oh, that's really straightforward.
你知道,Gavin Baker在外面告诉你,对吧,这些纯推理的利润率非常高。
You know, Gavin Baker's out there telling you that, right, that the the margins on these things in terms of pure inference is are so high.
但问题是,这就是我所说的经典现象,我称之为“坏事前的收益”。
But, of course, problem is that this is the classic phenomenon of, I call it, like, earnings before bad things.
所以如果我把所有让我花很多钱的事情都砍掉,然后计算EBBT,不是EBIT,而是EBBT,坏事前的收益,那我的现金流就非常可观了。
So if I cut out all of the things that are costing me a lot of money and then I calculate EBBT, not EBIT, but EBBT, earnings before bad things, then my cash flow is tremendous.
那好吧。
Well, then fine.
那就给我看看那些已经停止在前沿模型上花钱的超大规模企业,我就相信纯粹从商品化推理的角度来看,经济账现在说得通了。
Show me the hyperscalers that have stopped spending on frontier models, and I'll buy the argument that the economics now make sense purely in terms of commodity inference.
但如果你进入这样一个世界,说,好吧。
But if you go to the world of saying, okay.
好吧。
Fine.
工业推理实际上是一个现金流相对较高的业务。
Industrial inference is actually a relatively high cash flow business.
我们就先承认这一点。
Let's just grant them that.
那么问题就变成了,谁会赢得这场竞争?
Then the question becomes, well, who's gonna win that?
如果只是工业推理,那就意味着我只需要以尽可能低的成本和尽可能大的规模来完成令牌生成序列。
Well, if it's just industrial inference, so then meaning that I'm just doing, you know, token completion sequences as low cost as possible and at at the highest scale possible.
那其实就是一个能源问题。
That's really just an energy problem.
所以就看谁能投入最多的能源。
So it's just who can throw the most energy at this.
中国每年新增的能源产能大约是美国的3倍,而且在投入的能源总量上已经领先于美国了。
China's throwing on an annual basis roughly three times adding three times as much capacity per year as The United States is and is already ahead of The US, right, in terms of the amount of energy it's thrown at this.
所以这其实挺简单的。
So it's fairly straightforward.
你就是在看太阳能板,只不过它碰巧是token。
You're just looking at solar panels, but it happens to be tokens.
但问题就在这里。
So but that's the thing.
就算推理能持续运行,推理本身真的赚钱吗?
Even with standing up inference, because inference is inference profitable?
这就像网上那些自由意志主义者的讨论一样。
It's like the Wario is a libertarian conversation online when it comes to this stuff.
我觉得没人能真正说清楚,我认为它是不赚钱的。
It's like and no one can really I think it's unprofitable.
但我这么说的原因是,推理不是简单地说,哦,我把推理机器打开就行了。
But the reason I do is is because inference isn't just, oh, I turn on the inference machine.
你得买一批GPU,然后需要达到一定的使用率,还要有足够的客户,才能让它运转起来。
It's you buy an allocation of GPUs, and you need a certain level of saturation and a certain amount of customers to make it viable.
如果需求预测不准,那就会亏得很惨。
And if you miss that demand calculation, it's horribly unprofitable.
对,完全同意。
Oh, absolutely.
这就会导致——
Which would
典型的规模问题。
a classic scale problem.
这有点像经营航空公司。
That either I'm it's kind of like running an airline.
要么就是固定成本极高的生意。
Either I'm you're very, very high fixed cost business.
所以要么赚得盆满钵满,要么就亏得一塌糊涂。
So either I'm fantastically profitable or I'm aft.
而且很少有人能运营到足够的规模,来覆盖这么高的固定成本,从而产生那样的现金流。
And and if you and very few people are able to run it at a scale requisite to be able to, you know, generate those kinds of cash flows from covering the high fixed cost.
所以这就是深层的问题。
And so this is the deep problem.
然后如果你再进一步想,如果这就是事情的本质,代币是这种全球通用的商品,那么市场正在向工业推理的方向发展,你很容易就能看出谁会赢,反正不会是OpenAI和Anthropic。
And then if you take it the next step and say, if that is the nature of what's going on and tokens are this globally fungible commodity and so that's the the the the market's moving towards industrial inference, it's, you know, fairly straightforward to see who the winners are gonna be, and it ain't gonna be OpenAI and Anthropic.
这感觉就是注定要失败的。
It just it feels so inherently doomed.
但现在,你知道吗?
But now, you know what?
你提到了Anthropic。
You you said Anthropic.
在我们开始之前,你提到你听到了一些奇怪的事情,我现在很好奇那些事情有多奇怪。
And before we got on, you were mentioning you'd heard some strange things, and I am now curious about how strange those are.
我一直听到关于那边发生的一些不寻常的事情。
So I've I every I keep hearing these unusual things about what's going on over there.
而且,显然最不寻常的事情是,这家公司为了一个不太合理的理由,疯狂地冲向IPO,我听说最初的日子好像是10月1日。
And, I mean, obviously, the most unusual thing was the company was racing fairly madly for reasons that didn't make a lot of sense, to an IPO, which was supposedly, I think, supposed to be October 1 was the first dates I heard.
是的。
Yes.
现在据说——当然,这些也都是金融和科技圈里的传言——现在又说是十一月了。
And and now, allegedly and, again, this is all just, you know, financial markets and tech market babble, but, it's now allegedly in November.
所以,时间一直在往后推。
And so, that's getting pushed out.
我的总体看法是,即使在行情好的年份,如果你说要在年底上市,那至少有一半的概率当年是上不了的,因为年底可能发生很多事情。
And my general thesis is is that in even in a good year, if you say you're going to go public in a late in the year, odds are at least 50% it won't happen that year because lots of things can happen towards the tail end of the year.
而且,这次上市还赶在美国中期选举之后。
And, of course, this one's coming after the midterm elections in The United States.
谁知道那段时间这些AI公司会不会被国有化,从而被迫让出股权。
Who knows whether or not any of these AI companies get nationalized in that period, so there's a forced equity stake.
所有这些因素都可能彻底改变公司上市的可能性。
All of these things could radically change the likelihood of the company going public.
所以公司内部现在非常恐慌,不知道在这种情况下,今年上市到底会是什么样子。
So there's raging panic inside the company about the nature of what an IPO this year would even look like given what's happening out there.
而且你可以再往深了想,比如说我是个员工,这是我从公司内部听到的消息。
And you can take it further because if let's say I'm an employee, and this is something I'm hearing from people inside.
再往深了想,员工们为了即将到来的IPO,已经行使了期权,买入了期权,结果IPO没发生。
Take it further and think about it in terms of employees having, exercised their options, purchased their options in anticipation of an upcoming IPO, and then the IPO doesn't happen.
那会怎么样呢?
Well, what happens?
好吧,假设最终
Well, let's say eventually
你把所有现金都用来买股票或者买
all your cash into buying stock or buying
你会产生一大笔税单,根据美国国税局的规定,他们有这个
You generate a massive tax bill under The U under the IRS has this thing
叫AMT的东西。
called AMT.
根据AMT,你低价买入了期权,行使了它们,然后你手里就有了有价值的东西,国税局不管你有没有拿到现金,也不管公司有没有上市。
So under AMT, you just bought something cheaply, the your options, exercise them cheaply for a low price, and then you, in turn, have been generated given something with value, it doesn't care that you never got any cash out of it, that the company never went public.
所以我认识
So I know
一些人,他们买了股票。
of people stocks.
没错。
That's right.
所以我认识很多人,他们借了几百万美元的贷款来行使期权、购买股票,如果公司今年没能上市,他们就要面临几百万美元的AMT税单,因为公司没上市。
So I know of people, many people, who've taken out multimillion dollar loans to exercise their options and purchase them and then have are going to be phased if this thing doesn't go public this year with multimillion dollar AMT bills because the company didn't go public.
所以这种情况确实发生过。
So this is this has happened.
抱歉。
Sorry.
请继续。
Go ahead.
通常来说,一家公司……这不是一个诱导性问题。
Is it usual that a comp this is not a leading question.
一家公司推迟IPO两次,这算常见还是不常见?
Is it unusual or usual that a company delays their IPO what appears to be twice?
因为他们本来打算九月份做,然后推到十月,现在又推到十一月。
Because they were meant to do it in September, then it's October, now it's November.
一般来说,对于蓝筹公司来说,这种情况不太常见。
It's it's uncommon in general with a blue chip company.
就是那种被视为顶级公司,整个卖方市场都在争着承销的那种。
So a company that's deemed to be a a marquee company that the entire sell side is, you know, beating each other up to underwrite.
这种公司通常都会按计划进行,而不是推迟。
It it's more likely that it happens on schedule than not.
所以这真的很不寻常。
So this is really unusual.
所以你可以猜到各种可能的原因,但随着年底临近,情况变得非常棘手,不仅因为在美国的政治后果,因为这件事有点像靶子,还有员工的AMT问题,就是IRS的AMT问题,而且显然,对公司本身来说,估值是否还能达到他们之前看的那些数字,也是个问题。
And so there's all kinds of reasons you might anticipate why, but it's it's very fraught as it gets closer to the end of the year, not least because of the, you know, the political consequences in The US given that this thing is kind of a, you know, laser target, but also the AMT consequences for employees, this IRS AMT issue, and and, you know, further, obviously, the the the consequences for the company itself in terms of, you know, whether or not the valuation even looks like the kinds of numbers that they've been looking at.
因为——这完全是道听途说啊——但一个跟公司关系很近的供应商告诉我,他们第三季度至少没有达到预期。
Because and, this is complete complete, you know, hearsay speculation, but a vendor who's very fairly close to the company was was told me that they had at least underperformed their expectations in the third quarter.
我完全不知道
I had no idea if
那是Anthropic干的吗?
that's Anthropic did?
Anthropic。
Anthropic.
没错。
That's right.
所以他们没达到预期。
So they they had underperformed their with their their expectations.
不过再说一次,这不是Anthropic的人说的。
Now, again, this was not from someone at Anthropic.
这是一个第三方告诉我的,他们作为供应商,对公司的内部情况非常了解,
This was from a third party who was with with intimate knowledge of what the company was doing as a provider to them on a very
即便如此,我还是很惊讶。
large my eyebrows none nonetheless.
我心想,对。
I'm like Yeah.
内部
Intra
我觉得这显然很有意思,但考虑到我们一直看到的客户集中度数据,这并不特别令人意外。
Which I thought which is obviously really interesting isn't necessarily particularly surprising in the context of the numbers we keep seeing out there in terms of customer concentration.
还有token最大化。
Token max token maxing as well.
你经历过那个每个人都在大把花钱的时代。
You had that era where everyone was blowing a bun.
没错。
That's right.
没错。
That's right.
所以,这种惊人的客户集中度一直存在于那些token最大化的客户中,而他们也在不断削减开支。
So this this incredible constant customer concentration among customers who are token maxing and who who have increasingly cut back.
所以你看,当两三个客户占了你们收入的60%以上,而且他们之前一直在搞什么token最大化之类的策略,那出现这种情况也就不奇怪了——一开始收入和增长特别猛,但到了后面就会突然出现一个空档期。
And and so whenever you have, you know, two or three customers making up 60 plus percent of your revenues, and they were, you know, following a policy of of token maxing or whatever else, it's not particularly surprising that you get this, you know, incredible pulse of revenues and growth at one point, and then you get a kind of air pocket later in the year.
看起来我们可能正在经历这种情况。
And that's exactly what it seems like we may be seeing.
对了,我不知道你有没有看过SB Energy的S-1文件。
And, I mean, I don't know if you saw the SB Energy s one.
我看过了。
I did.
那个S-1,对。
The s Yep.
真是够呛。
What a dog.
而且他们现在还把IPO推迟了。
But also they have now pushed their they've now pushed their IPO.
感觉我们现在已经处于后期阶段了。
It kind of feels like we're at the latter stages.
我好像一直在这么说。
I guess I've been saying that a while.
但现在感觉像是多个IPO被推迟,周围还发生了一些奇怪的事情。
But this feels like when you've got multiple IPOs being delayed with weird stuff happening around them.
比如,Anthropic和《金融时报》的那件事。
Like, there was the Anthropic story with the Financial Times.
他们应该更懂行,结果却是那种“哦,对”的反应。
They should know better where it was like, oh, yeah.
他们说如果去掉很多成本,毛利率能达到80%。
They have 80% gross margins if you remove many of
那些成本。
the costs.
EBITDA的问题。
The EBBT problem.
对,盈利方面。
Earning yeah.
就是扣除那些坏账之前的利润。
Earnings before bad things again.
所以我对所有这些事情的总体看法是,这要追溯到那个叫海曼·明斯基的人,他谈过金融市场中的明斯基时刻,就是金融化现象占据主导,脱离了任何现实基础,这时候事情就会加速发展然后崩溃。
So I my general view on all of these things is and I'd sort of goes back to this guy, Jaime Minsky, who talked about these sort of Minsky moments in financial markets where financialization of the phenomenon takes over and detaches from any underlying reality, that's when things accelerate and then break.
而这通常需要公开市场的参与。
And that usually requires the public markets.
通常需要人们把东西抛向公开市场,投资者们抛售。
It usually requires people to be dumping stuff into the public markets, investors dumping stuff.
所以我们现在就处在那个时刻。
And so that's the moment we're at now.
一两年前,这件事还没有公开市场的成分,至少和前沿公司本身没有直接关系。
A year or two ago, there wasn't a public market component to this in terms of directly related to the frontier companies themselves.
那时候主要显然是GPU和内存供应商。
It was mostly obviously the GPU and memory providers.
所以我们现在处于这样一个时刻,所有这些事情的中心公司正处于这种明斯基时刻,它们所做事情的金融化程度如此之大、范围如此之广,以至于影响了所有东西。
And so we're now in this moment where the the companies at the center of all of this are in this kind of Minsky moment where they're the financialization of what they're doing is so large and so broad, it's affecting everything.
但与此同时,他们都特别急于抛售股票,把它们以可信的大规模方式推向散户投资者。
But at the same time, they're all very eager to dump the shares and get them out there on a, you know, at, you know, at a credibly large scale to retail investors.
而就在那一刻,我觉得一切都开始出现裂痕,开始崩溃,因为你意识到,这就是那个金融化的明斯基时刻,一切都崩塌了。
And that's the moment that where where I think everything becomes you know, starts to crack and break and because you realize that that this this is the that financialization Minsky moment where where everything breaks down.
所以你会看到
So And you're seeing
已经有一点苗头了
a little bit of it already
伴随着各种延误和其他情况。
with the with the delays and everything else.
我的意思是,我不知道你有没有看到,甚至早在九月份就有过。
And I mean, I don't know if you saw it, but there was even back in September.
是九月份吗?
Was it in September?
我看到至少有一笔收购案,Anthropic 最终放弃了,而且那笔交易显然已经进入了后期阶段。
I saw that there was this at least one acquisition that Anthropic walked away from that it was apparently in in its late stages
Decart。
Decart.
对。
Done.
没错。
That's right.
哦,是笛卡尔。
So oh, it's Descartes.
笛卡尔。
Descartes.
所以,再说一遍,我们不要过度解读这些事情,但通常当公司临近IPO时,他们会觉得自己无所不能,好像地下室里有台印钞机,想买什么就买什么,想干什么就干什么。
And so, again, not to overread into these things, but what tends to happen as people approach IPO, they feel kind of omnipotent that I have, like, a printing press in the basement, and I can buy anything and do anything.
当你看到他们开始退缩,心想:你知道吗?
And when you see them start to pull back and think, you know what?
那台印钞机并没有我之前想的那么强大,当他们开始这么想的时候,这其实是一个非常关键的信号,说明他们看到了公司内部的一些问题,因为地下室里的那台印钞机看起来不再像以前那样无所不能了。
That printing press isn't as powerful as I once thought it was when they that that's a really important tell about what they're seeing inside the business because the printing press in the basement doesn't look as all powerful as it once did.
不过,在我们结束之前,我想简单聊聊OpenAI这次不是IPO的融资,以及他们融资的估值。
Well, as we wrap up though, I I wanted to talk briefly about this OpenAI non IPO and the fact that they're rate that they're raising at either
1107亿美元?
$11.07
还是多少来着?
or something?
他们想以1.5万亿美元的估值融资,这太惊人了。
I well, they wanna raise at 1,500,000,000,000, which is amazing.
太厉害了。
So amazing.
但最棒的是,据《纽约时报》报道,投资者试图抢先一步,说愿意给1.2万亿。
But what's great about it is, apparently, investors tried to preempt them and say, we'll give you 1.2 according to The New York Times.
但OpenAI拒绝了。
But then OpenAI said, no.
他们坚持要1.5万亿。
We want 1.5.
难道1.2都不算高,1.5这种私募估值,考虑到他们上市后能拿到的价格,是不是有点自寻死路?
Is that not even 1.2 feels like a isn't 1.5 kind of a suicidal private valuation based on what they'll get on the public markets?
显然,如果上市的话,根本没法预测公开市场会做出什么疯狂的事情。
It's imp obviously impossible to know what demented things public markets will do if you float.
这才是关键。
And this is the key.
这取决于上市规模的大小,对吧?
It depends on the size of the floatation Right?
问题就在这儿。
That's the thing.
所以,如果我像SpaceX那样,只拿出未来公开上市的一小部分来上市,那你想要多高的估值都能得到。
So if I do something like I do a SpaceX and I float a tiny sliver of my potential public eventual public issuance, you can get any price you want in terms of an eventual valuation.
所以这才是关键。
And so that'll be the key.
这真的取决于Sam有多想玩这种把戏,看他决定拿出多少来上市。
It it really comes down to how cynical Sam wants to be in terms of whatever he decides to float.
因为如果流通盘足够小,你什么都能做。
Because at a small enough float, you can do anything.
你可以,我可以,你知道,在公开市场上得到我想要的任何估值。
You can you can get I can get, you know, any any valuation I want in the public markets.
当然,接下来会发生的是,如果流通盘很小,当我六个月后把剩下的股票放出来,员工都过了锁定期,所有这些都会进入市场。
Of course, what happens then is at a small flow, when I then bring the rest of the stock out, six months, the employees all leave lockup and all of that stuff comes to market.
那么,股票当然会迅速暴跌,或者至少在预期中暴跌。
Well, then the the stock, of course, promptly craters or at least craters in anticipation of it.
所以,你知道,我的预期是,今天看到的估值越高,流通盘就会越小,最终的IPO也会越 cynical,试图操纵价格。
And so, you know, my expectation is the higher the valuation we see today, the smaller the float will be and more cynical the eventual IPO will be in terms of trying to manipulate the price.
而且我觉得,对我来说,这也是一个对投资者来说非常自杀性的融资轮。
And I think the my thing is as well as just a suicidal round for investors to put money in.
哦,当然。
Oh, of course.
而且,你看,因为价格是两万亿。
And and, look, because price is 2,000,000,000,000.
所以你得这么想,如果你是大型机构投资者,而不是散户投资者。
So so you'll never you have to think about it in terms of if I'm a large institutional investor, not a retail investor.
散户投资者,上帝保佑他们。
I you know, retail investors, god bless them.
但如果你投入比如五千万到一个亿,或者某个主权基金那么大一笔钱,以这个价格进场,那我的预期必须是上市后能很快卖掉,而且价格得大幅上涨。
But if I'm putting in, say, fifty to a hundred million dollars or something like this, some giant sovereign amount of money into this at this price, my expectation has to be that I'll be able to sell fairly quickly post IPO at a significant bump up.
那好吧。
Well, fine.
假设我只发行少量股票,就能让价格涨上去。
Let's say I can get the bump up in price by floating only a small amount of the stock.
但你永远不可能在那个涨幅中卖出几亿股,因为流通盘那么小,根本没有足够的流动性。
You'll never be able to sell hundreds of millions of shares into that bump up because there simply won't be the liquidity given the small size of the float.
所以你在账面上可能赚了钱,但实际上你被困住了。
So you'll be able to, on paper, say you made some money, but in practice, there you're you're stuck.
这一切感觉就像,把所有事情总结起来,总会有东西突然断裂,然后一切都崩溃了。
It this feels this all it all feels like to round up everything, like there is going to just be something that snaps and everything kind of falls apart.
因为这种事情通常不会因为大家出于道德或伦理原因决定退出而崩溃。
Because these things don't tend to fall apart because, oh, I like, everyone decides to pull back for ethical or moral reasons.
不是的。
It's No.
哦,不。
Oh, no.
系统崩溃了,然后,对。
The system breaks and every yeah.
系统的一部分崩溃了,然后周围的一切都跟着垮了。
Part of the system breaks and everything falls apart around it.
而且这就是关键,因为你可以再进一步想,如果规模这么大,扭曲了通胀、扭曲了长期利率、扭曲了全球贸易,那就再往前推一步。
And it's and this is it because you can take it that next step and say, if it's this large of a p if it's distorting inflation and it's distorting the tenure and it's distorting world trade, take that the next step.
这会导致——我这么说比较随意——那些所谓明智的政策制定者,因为我不确定现在还有没有这样的人。
That's causing and I use this term loosely, you know, intelligent policymakers because I'm not sure those exist anymore.
但这会导致政策被扭曲,因为如果你觉得,哦,你知道吗?
But it's causing policy to be distorted because if you if you think, oh, you know what?
关税对世界贸易没什么影响,或者,哦,你知道吗?
Tariffs didn't have any effect on world trade or, oh, know what?
尽管美国消费者很疲软,但通胀很高,所以肯定有什么东西很强劲。
Despite The US consumer being very weak, there's high inflation, so we must be something strong.
然后你就会推行各种糟糕的、自我毁灭的政策,因为你根本不了解实际发生的机制。
And you you pursue all kinds of bad and self destructive policies because you don't actually understand the mechanics of what's happening.
所以结果就是,崩溃变得更加剧烈。
And so as a result, the crack up becomes sharper.
由于对经济实际状况的本质存在巨大的误解,现在和之后之间有了更明显的分界线。
There's a sharper delineation between, you know, the now time and the after time because of this colossal misunderstanding of the nature of what's actually going on in the economy.
而且人们非常不愿意把所有线索联系起来,连美联储也是这样。
And this this wild unwillingness of people to connect all the pieces, even at the Fed.
我是说,美联储最近对经济结果的评论非常狭隘,而且非常向后看,试图用四十年前可能合理的逻辑来重新解读当前经济,但这在现在的情况下根本说不通。
I mean, the Fed's recent commentary on economic outcomes is so narrowly siloed and so backwards looking and trying to reinterpret what's happening in the economy in terms of what might have made sense forty years ago, but that don't make sense in the context of what we're seeing.
所以人们真的对这些驱动因素没有很好的把握,这会让那个不可避免的破裂变得更加严重。
So people really don't have a good handle in terms of understanding these drivers, and that makes this inevitable break, you know, much more consequential.
这也意味着人们会感到意外,对吧?
And also means that people are going to be surprised Okay?
哦,绝对是的。
Oh, absolutely.
而且,当然,我们会有那种疯狂的时刻,即使你心里明白,人们总是很紧张,担心什么呢?比如周六的时候,邻居隔着篱笆跟我说他买了某家公司的pre-IPO股票,赚了很多钱。
And and and, of course, we'll have this crazy moment where even if you feel that way, the constant people are always so nervous about, well, what happens if on a Saturday, lean over the fence and my neighbor says he bought stock in this pre IPO and it did so well.
人们天生就无法对此无动于衷,总觉得自己错过了什么,这就是那种错失恐惧症。
People are just congenitally unable to walk away from that and not feel like I missed out on something, this FOMO problem.
所以,尽管我说了这么多,人们还是会一头扎进去,然后危机就会爆发,到时候到处都是“谁知道会这样”的声音。
And so people, despite all of the things I'm saying, are gonna walk right into this, and then the crack will happen, and it'll be a lot of who who who could've known.
那真是太可惜了。
That's such a shame.
好吧,保罗,带着这个愉快的话题,非常感谢你来做客。
Well, Paul, on that happy note, thank you so much for joining me
在
on the
这周的节目。
show this week.
谢谢,Ed。
Thanks, Ed.
很高兴能来。
Good good to be here.
各位,这周五当然还有我的独白节目。
And everyone, you'll get me on a monologue this week, of course, on Friday.
Zeva,谢谢你收听《Better Offline》。
Thank you, Zeva, for listening to Better Offline.
感谢大家收听《Better Offline》。
Thank you for listening to Better Offline.
《Better Offline》主题曲的编辑和作曲是Matosowski。
The editor and composer of the Better Offline theme song is Matosowski.
你可以在matosowski.com上查看更多他的音乐和音频项目。
You can check out more of his music and audio projects at matosowski.com.
Mattosowski.com。
Mattosowski.com.
你可以发邮件到easy@betteroffline.com,或者访问betteroffline.com,那里有更多播客链接,当然还有我的通讯。
You can email me at easy@betteroffline.com or visit betteroffline.com to find more podcast links and, of course, my newsletter.
我还强烈推荐你去chat.where's your ed.@加入Discord,还有去r/betteroffline看看我们的Reddit。
I also really recommend you go to chat.where's your ed.@ to visit the Discord, and go to r/betteroffline to check out our Reddit.
非常感谢你们的收听。
Thank you so much for listening.
Better Offline是Cool Zone Media制作的节目。
Better offline is a production of Cool Zone Media.
想了解更多Cool Zone Media的内容,可以访问我们的网站coolzonemedia.com,或者在iHeartRadio应用、Apple Podcasts或者你收听播客的任何平台上找到我们。
For more from Cool Zone Media, visit our website, coolzonemedia.com, or check us out on the iHeartRadio app, Apple Podcasts, or wherever you get your podcasts.
错过了最新的Roland Martin Unfiltered播客吗?
Didn't catch the latest Roland Martin unfiltered podcast?
这里是你错过的内容。
Here's what you missed.
人们醒来后,哎呀,天哪。
People wake up and go, oh, damn.
等等。
Wait.
等一下。
Hold up.
他们把那些都改了?
They changed all of that?
是的。
Yes.
是真的。
It's real.
这是一次全面的攻击。
This is a wholesale attack.
它针对的是黑人和所有联邦机构。
It is targeting black people and every federal agency.
这太赤裸裸了。
It's raw.
白人从来不允许那种清算持续超过十年。
White folks have never allowed that reckoning to last more than a decade.
收听罗兰·马丁在黑人信息网络上的每日评论。
Catch Roland Martin's daily commentary on the Black Information Network.
并在iHeartRadio应用、Apple Podcasts上下载Roland Martin Unfiltered,
And download Roland Martin unfiltered on the iHeartRadio app, Apple Podcasts,
或者你收听播客的任何地方。
or wherever you get your podcasts.
这是iHeartPodcast,保证真人制作。
This is an iHeartPodcast, Guaranteed Human.
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