I’ve known since before the inauguration that the economy was facing stagflation. The tax cuts would boost the deficit, raising interest rates. The tariffs would boost prices, producing inflation. Both those things, plus forcing out immigrants, would tank the economy, producing stagnation (at best), yielding stagflation.

I wrote about this more than a year ago, in Our new upcoming stagflation. We are now seeing it, even before the war started.

I’m actually a little surprised we didn’t see it sooner. I credit the delay to a few things. First, Biden had left the economy in really good shape. It took a lot to tank it. Second, even though it seemed to us that Trump was “moving fast and braking things,” it’s just hard to move that fast on things like tax cuts, imposing tariffs, and deporting migrants—even if you’re willing to break laws to do it faster, these things take time. Third, Trump always chickens out, so we didn’t get the threatened tariffs on schedule; we got watered down tariffs after a delay.

However, the stagflation is here. Check out this graph of Real GDP. As you can see, in Q4 it had fallen almost to zero. The economy wasn’t shrinking, but it was stagnating.

A graph of Real Domestic Product with the last data point showing a growth rate of barely above zero.

At the same time, inflation had quit coming down. Here’s a graph of Core PCE, the Fed’s preferred inflation index. After getting down almost to 2% (the Fed’s target) about 8 months ago, it reversed course and has been bumping along close to 3% since then.

A graph of Core PCE with the last data point only a little below 3%

I think all of these things were about to get worse. Even with the Supreme Court’s ruling that a major part of Trump’s tariffs were illegal, there were plenty of others that aren’t going away. The tax cuts are still in place. Immigration has virtually come to a halt, many immigrants have been detained or deported, and any sensible foreigners with skills that they can apply elsewhere are fleeing the country.

So: Stagflation was already here. But things are about to get much, much worse, because now there’s a war on.

That has already spiked up oil prices. Those won’t feed immediately into Core PCE (which excludes food and energy prices), but will feed in over time, because higher energy prices make everything we produce more expensive. And, of course, wars are fantastically expensive, meaning that the deficit will blow out way worse than it was already going to, which will lead to higher interest rates (soon) and higher taxes (later).

Oh, and don’t expect AI to save us. If you listen to the business news, you know that the only reason the economy isn’t in much worse shape is that businesses have been paying huge amounts on AI infrastructure. As I wrote in my AI bubble post, I think a large fraction of the data centers and model training that that money got paid for will turn out to be worth much less than was paid for it.

So, where are we? Well, about where I thought we’d be, as far as the economy goes—in a modest stagflation that could be fixed pretty quickly, at the cost of a substantial recession, if the Fed had the guts for that. Except that now we’re in a war too.

I can tell you how to arrange your finances to survive a stagflationary period, but I can’t tell you have to survive a war. Wars are very bad, much worse than recessions.

If you know how to survive a war, let me know. If not, good luck.

A pretty good recent episode of Gil Duran’s Nerd Reich podcast had an odd hole in it.

In the one I’m talking about, the one with Quinn Slobodian, Quinn explains that there’s a reason the many efforts to create a seastead, charter city, network state, and such never go anywhere: They’re unnecessary.

[Y]ou don’t actually need to create a new polity to have your own sense of entitlement and privilege reinforced in every imaginable way, and to have your own economic comfort facilitated by the institutional arrangements of the state in almost every way. With some creative accounting and some use of offshore havens and trusts and so on, you can really game the whole thing very well already, right?

Having said that, they do talk a bit about why, given that there are already tools to protect your property and money (freeports, trust, special economic zones, and the like), anybody would work so hard and spend so much money to create an actual place that’s outside the control of any government. They don’t quite come around to answering that question, which I think is unfortunate, because I think they both know the answer.

The people pushing these efforts want serfs.

They don’t want workers who can join unions. They don’t want software engineers who hesitate to create autonomous munitions or tools for surveillance capitalism. They don’t want maids or pool boys who feel free to resist their advances.

They want the right to be mean to people, in a situation where the people have to just take it.

That’s what places like Próspera offer that you can’t get from a family company incorporated in a special economic zone.

Okay, this is really, really good. About writers and writing (via @doctorow).

Makes me want to write some proletarian literature.

Characters in proletarian literature are often misled into believing that their individual flaws account for their miserable conditions, but then encounter a union organizer or a wise old Wobbly who tells them the truth, setting fictional men and women on the revolutionary path.

Source: Go Left, Young Writers!

This is exactly right, and we’re all going to suffer for it (along with all the other things we’re going to suffer for because of Trump).

The best summary of Trump’s trade “philosophy” comes from Trashfuture’s November Kelly, who said that Trump is flipping over the table in a poker game that’s rigged in his favor because he resents having to pretend to play the game at all.

Source: Pluralistic: Trump and the unmighty dollar (26 Jan 2026) – Pluralistic: Daily links from Cory Doctorow

This article, which had a really annoying headline, turns out to have some really great thinking.

In particular, the political perspective it is describing has more than a little overlap with the stuff I was writing about in my articles at Wise Bread.

An economic vision that … encompasses antimonopoly policies, right to repair and regulatory changes to smooth the path for people to start businesses, buy and work land, even build their own houses and invent things.

Source: NYT

Steven suggested that I should revisit my Wise Bread posts. There’s a lot of useful stuff there. It was stuff that had seemed a bit less relevant over the last few years (I started writing in June of 2007, right at the start of the Great Financial Crisis, and carried on for 10 years.) But with government having gone all-in on fascism, racism, and gangsterism this year, a lot of those themes are feeling much more on point than they had for a while.

So I think I’ll do that. A lot of my Wise Bread posts still feel just right. On a few, my perspective has changed a bit. I’ll write some new posts to talk about what’s changed.

Stay tuned.

The main entrance of the Federal Reserve Bank of Chicago

I don’t usually worry much about investment bubbles. There have been a lot of them over the past few hundred years, and most of them (railroads, telegraph, dotcom…) were expensive disasters largely only for the people who invested in them. Some though, such as the Great Financial Crisis of 2007–2009, were expensive disasters for lots of other people as well. So it’s worth thinking a bit about whether the current AI bubble is of the former sort or the latter—and how to protect your finances in either case.

Bad just for investors

One big difference between bubbles that are going to be wretched for everybody when they pop and those that’ll end up mostly okay except for the foolish investor’s portfolio, is whether the excess investment got spent on something of enduring value.

For example, railroad lines got enormously overbuilt in the 1840s in the UK and in the 1880s in the US, leading in both cases to a stock market bubble, followed by a stock market crash and a banking panic. But (and this is my point), the enormously overbuilt railroads were of some value. As the firms went bankrupt, the people who had over-invested lost a lot of money, but the railroad tracks, rights-of-way, and rolling stock all still existed. The new firms that got those assets, free of the excess debt, were often viable firms that went on to be successes—hiring workers, providing transportation, and eventually providing a return to the new investors. The people who got screwed were the old investors. (And not even all of them, as the original investors often saw the overbuilding happening early and sold out just as the clueless people who knew nothing about running a railroad, but just saw stocks soaring and wanted to get in on it, started piling in.)

Much the same was true of part of the dotcom bubble. A lot of money got spent on a lot of things. To the extent that it was spent on buying right-of-way and burying fiber, there was something of enduring value that ended up owned by somebody, making it one of the less-bad bubbles.

The key to avoiding catastrophe in bubbles of this sort is largely just a matter of not investing in the bubble yourself.

Bad for the economy

But some bubbles have produced horrible, wretched, prolonged difficulties for the whole economy. The other part of the dotcom bubble, besides the dark fiber build-out, was the bubble in companies with no profits and no prospect of ever having profits, whose stock prices went up 10x based on nothing but a story that sounded compelling until you thought about it for 10 seconds. As usual, that ended up being very bad for the people who invested in those companies, but it also was bad for the whole economy, because when those firms went bankrupt, they left behind nothing of enduring value.

The result was that the imagined wealth of those companies just vanished. The stock market went down, which was bad for (almost) everybody, and it produced a general economic malaise, because post-dotcom crash it became hard even for legit companies with real assets, a real profit, and a real business plan for growth, to raise money, which made actually producing that growth much harder.

Really bad for the economy

There is, however a step beyond just pouring a bunch of money into a bubble that doesn’t actually produce anything of enduring value, like a fiber optic network or a railroad. That’s when the money is raised with leverage (i.e. debt).

The 1929 stock market crash was a rather drastic example. People invested in stocks not because there was an underlying business that was worth what the investors were paying for it, but purely because the stocks were going up. That might have been okay in other times, but stock brokers had recently started allowing ordinary people (as opposed to just rich people) to buy on margin—where you just put up a fraction of the price of the stock you want to buy, and the broker lends you the rest.

In the 1920s you could buy on 90% margin, where you only put down 10% of the price of the shares. That meant that, if the stock price went down by just 10% your whole investment was wiped out, and the broker would sell you out to raise money to pay off (most of) the loan. And of course, all those sales into a falling market produced more losses, leading to the crash.

Since the 1930s you could only buy stocks on 50% margin, making it much less likely that your broker will sell you out into the teeth of a general stock market crash—although it can still happen.

Bubbles with leverage

A great example of a bubble with leverage is the Great Financial Crises of 2007. (Most people date it from 2008, because that’s when Lehman Brothers collapsed. I date it from 2007 because that’s when my former employer closed the site where I worked and I ended up retiring rather earlier than I’d planned.)

That was a particularly bad bubble. A whole lot of money was raised, with leverage, to buy housing. But very little of the money ended up being spent to build more housing (which would have been something of enduring value that would have lasted through the subsequent collapse). Instead, the money was spent bidding up the prices of existing housing, which then fell in value after the bubble popped.

So we had two of the classic producers of bad bubbles: Nothing of enduring value created, and leverage. The whole things was made even worse by the structure of the leverage in question.

This is getting rather far from my main point, so I won’t go into much details, but to raise the large amount of money that was going into houses, the rules on housing market leverage were being eased over a period of time. It used to be that you had to put 20% down on a house. Then you still had to put 20% down, but only half of it had to be cash, with the other half being funded with a second mortgage on the property (at a higher interest rate). Then they started letting people put just 3% down. Then they started letting people with good credit put nothing down. Then they started letting people with no credit put nothing down. At the same time, “structured finance” obscured just how risky all those mortgages were, meaning that when the bubble went pop lots of “mortgage-backed securities” ended up being worth zero.

Which kind is the AI bubble?

This brings us to the current AI bubble. A whole lot of money is pouring into building two things:

  • Data centers (buildings filled with computer chips of the sort used to train and run AI models)
  • Large language models (non-physical things that are basically just a bunch of numeric weights of a bunch of tokens which can be used to produce streams of plausible-sounding text)

Each of those may have some enduring value.

Data centers will have some. They will probably have a lot less than a network of fiber optic cables, which can be buried and will have value for decades with minimal cost or maintenance. Since newer, faster chips are coming out all the time, a data center is well behind the cutting edge as soon as it’s finished. Plus, training or running an AI model runs those chips hard, meaning that they probably only last a couple of years (due to thermal damage on top of regular aging).

Large language models probably have even less enduring value, because so many people are training new ones all the time. People are always trying to make them bigger (trained on more data) while also making them smaller (so they can run without a giant data center). All that means that your two-year-old LLM probably isn’t worth what you paid to build it, and a four-year-old LLM probably isn’t worth anything.

That’s how things looked a year or so ago—a perfect example of a bubble that would burn the people who sank money into it, but leave the broader economy untouched.

Sadly, that’s been changing.

First, the structure of the leverage has been changing. It used to be rich people and rich companies were building data centers and hiring software engineers to build LLMs. But lately that’s been getting screwy. Those large companies are raising off balance-sheet money with Special Purpose Vehicles (small companies that big companies create and provide some capital to, that then borrow a bunch of money to make something, with the loans collateralized by the things they’re making—but importantly, not an obligation of the big company that created them). Any particular SPV can blow up, if it turns out that the things it built don’t earn enough to pay the interest on the money the borrowed to build them. And large numbers of SPVs can blow up if financial conditions change to make it harder for all the SPVs to roll over their debts as they constantly have to keep their data centers running.

Second, they’re also engaging in weird circular investing and spending arrangements, where company A buys stock in company B which then turns around and pays all that money back to company A to buy chips, letting company A treat it as both income and an investment, while company B can pretend it got its chips for free.

Finally, there’s all the non-financial obstacles that may well throw a wrench into the whole thing. The fact that LLMs are all built on copyright violations. The fact that running data centers requires huge amounts of power and water (that has to be produced and paid for). The fact that producing that water and power brings with it horrible environmental impacts.

What to do

So, if AI is a bubble, and its one of the bad sort that will produce a panic and a recession when it pops, what should you do?

There are a lot of little things you can do that will help. I wrote an article with suggestions at Wise Bread called Are your finances fragile? It talks about what financial moves you can take to put yourself in a better position if there’s a general financial crisis. (If you’re interested in my writing about this stuff more broadly, I wrote a overview of my perspectives on personal finance and frugality called What I’ve been trying to say, that includes a bunch of links to other of my posts at Wise Bread.)

Besides that general advice, there are also a few things to strictly avoid. In particular, strictly avoid thinking that you can find some very clever investment strategy that lets you make money off the popping of the bubble. Yes, after the fact there will be some investments that make a lot of money, but no amount of keen insight will let you find and make those investments, as opposed to the thousands of very reasonable-seeming investments that will blow up just like all the rest.

Along about the end of the Great Financial Crisis I wrote an article called Investing for Collapse, which explains why any such effort is pointless. It holds up pretty well, I think.

Short version? Avoid debt. Keep your fixed expenses as low as possible. Build a diversified investment portfolio that limits your exposure to the most obviously stupid investments, but doesn’t do anything too weird or wacky in an effort to get them to zero—it’s pointless, and will probably do more harm than good.

Good luck when the AI bubble pops!

My brother suggests that I missed the point in my recent post, where I claimed that being depressed about work is nothing new, and that finding work worth doing was the solution.

I beg to differ.

I was not claiming that things are not way worse. Obviously, the way people are hired, managed, and required to do their tasks are way worse than they used to be. Nor am I claiming that finding “work worth doing” will solve the financial or economic problems—it won’t make it easier to pay the rent or put food on the table.

My claim is that it will help the mental health issues of dealing with late-stage capitalism.

Finding, and doing, work that’s worth doing will make everything else about your life better.

It’s why I was such a strong advocate for frugality and simplicity during those years writing at Wise Bread. Maybe you can find a way to earn more, and maybe you can’t, but anybody can find a way to spend less. And if you spend less, you can focus more on the work that’s worth doing, even if it doesn’t pay as much as the the wretched, soul-destroying work that’s ruining the lives of another generation of workers.

We have benefited enormously from the vast economies of scale in the vaccine industry. Because childhood vaccines were mandated, the companies that made them could be confident that they’d be able to sell large numbers. That made it worth both doing the research and investing in capacity.

Even flu vaccines have benefited, because government agencies got a bunch of scientists to come together and produce their best guess as to what strains to vaccinate against each year, so that there only had to be one vaccine that everyone got, and mandating that insurance companies had to pay for it.

But with the current administration in the U.S. suggesting that vaccines are generally bad, I fear we’re going to see less of that: fewer mandates are going to mean fewer vaccines being administered. Obviously that’s going to mean more sick people, which is really bad. But almost as bad, it’s going to reduce the economies of scale, meaning that the per-shot cost of vaccines are likely to rise significantly.

This all got me to thinking, what would a post-mandated-vaccines world look like?

Well, only smart people would buy vaccines, and only rich people would be able to afford them.

How many people are both smart and rich? And how rich would you have to be? Depending on how much prices went up, maybe only the top 50% would be able to afford them, maybe the top 10%, maybe the top 1%.

One small upside might be that boutique vaccine shops could find it worthwhile to make better vaccines—modestly better effectiveness, modestly reduced side-effects—because there’d be vaccine competition.

Really, though, there was always a strong push for that stuff for mandated vaccines, because if you’re going to give out 300 million doses, even a tiny improvement is going to really matter.

Still, I read a year or so ago about a version of the Covid-19 vaccine that produced much longer-lasting immunity being discontinued because they couldn’t sell enough of it, because it wasn’t mandated. That’s the sort of thing that might get better in a post-mandate world.

Won’t be a net win for society. Probably not even a net win for the 1% who can afford whatever bespoke vaccines they want, because it costs billions to research and test a vaccine, and even the 1% can’t afford that, unless they all get together and fund joint projects.

A selfie showing the bandage on my arm where I just got my Covid shot

These thoughts brought to you by me getting my Covid shot now rather than waiting until just a few weeks before I go visit my 92-year-old mother—because who knows if it’ll be available then?