But because agents often require guidance or additional context as they move through their tasks, Sharma, 27, finds himself wanting to be available to them around the clock and forgoing a regular sleep schedule as a result. Until recently, he couldn’t monitor them remotely through a phone or smartwatch.
“The cost of the agents’ being blocked for eight hours is way too high,” he says. “They can be done with their work at any point of time, in the middle of the night.”
Founders have long put in punishing hours in the name of building the next big thing. But the growing capabilities of AI agents—and the speed at which the models powering them are evolving—give new meaning to working yourself to the bone…
“They just demand your attention,” he says. “Does it need anything? Can I help it in any way?”
…Pezaris, who lives in San Mateo, Calif., typically works from 7:30 a.m. to 2 a.m. He estimates Proxon, which employs six human developers, is operating 30 times faster than it would without agents. But agent work begets human work: Onboarding customers at a faster clip means needing to respond to more customer requests, for example.
There is also an agent FOMO multiplier effect. “Every minute that I’m not working, I’m missing out on not doing a week’s worth of work,” says Pezaris.
Here is more from Katherine Bindley at the WSJ. As I have been joking in some of my talks, we need to start taking bets on when the AI leisure dividend will arrive. It will, but not just yet…
The post The new agentic O-ring world appeared first on Marginal REVOLUTION.
Oregon’s transportation finance system is in crisis, and the Oregon Department of Transportation’s leadership is essentially playing a game of “extend and pretend” with the multi-billion dollar projects that are bankrupting the agency. At least one legislator has stepped forward and called for a more realistic approach.
Senator Khanh Pham’s Instagram video contains a succinct analysis of the state’s transportation situation some clear and sensible direction for solving it.
The case for economic integration. American metropolitan areas have long been plagued by the problems emanating from historic patterns of racial and ethnic segregation. Often overlooked are problems associated with economic segregation. Writing for The Argument, Milan Singh explains how American housing policy has tended to concentrate poverty–with devastating inter-generational effects. Reserach from Raj Chetty’s and co-authors convincingly shows that poor children who move to low-poverty neighborhoods before as pre-teens see a one-third increase in adult earnings compared to those who grow up in high poverty areas. The principal reason for the improvement in economic results appears to be exposure to cross-class friendships and more common employed adult role models. As Singh concludes;
“where children live — and who they grow up around — can profoundly shape their prospects as adults.”
It’s still the case that US metros are strongly segregated by income, with wide gaps between rich and poor neighborhoods. Many of these gaps step from public policies, like exclusionary zoning, which segregate the wealthy, and even affordable housing policies, which tend to concentrate low income housing in already impoverished areas. While the US has gradually made progress in reducing racial and ethnic segregation, more work is needed to reduce economic segregation.
Does upzoning lower housing costs? There’s a continuing controversy over whether upzoning–allowing greater density in high demand locations–is both a necessary and a sufficient policy to lower housing costs. At Building Abundance, Michael Wiebe provides some useful nuance on the economics of zoning reforms. His key point is that in order to expand supply and lower rents, upzoning has to result in “feasible” housing capacity, rather than merely theoretical capacity. Zoning codes, and related regulations are devilishly complex, and while some measures offer a theoretical potential for say, more units on a given lot, the interactions with other features of the zoning or building codes, or a simple lack of scale, can erase the potential benefits of the upzone. Examining large scale zoning reforms in Auckland and São Paulo, Wiebe shows that effective upzoning policies reduce land costs per home by dividing parcel prices among more units, even as individual parcel values rise.
It’s important to study large upzonings that increased density by a substantial amount, since this allows us to test whether upzoning has an effect. If you take a tiny dose of medicine, you can’t learn whether the medicine actually works. Similarly, a small upzoning that barely changes zoning laws or is counteracted by poison pills (regulations that undermine feasibility) is not informative.
In short, scale matters: when cities upzone broadly enough to erase the scarcity premium of high-density land, they empower more people to live closer to jobs and transit, ultimately improving regional affordability. Too much housing policy is small-scale, almost homeopathic, intervention. Wiebe makes a powerful case that we need to thing big if we’re going to tackle housing affordability.
Commuting behavior and the partisan divide. It’s well known that the red/blue polarization in the US cleaves along the urban/rural spectrum. Another way to look at this same phenomenon is to compare commuting modes with political preferences. Unsurprisingly, people who live in places with more transit, biking and walking are more likely to vote for Democrats that those who live in car-dependent areas. Yonah Freemark at The Transport Politic charted how county level commuting patterns correlate with vote int he 2024 Presidential election, utilizing 2020-24 ACS commute data and MIT Election Lab results. Strongly Democratic counties (D+20 or more) have an average active and public transit commute share of nearly 14 percent, while deeply Republican counties (R+20 or more) hover at just under 3 percent.

Transit is just one dimension of the nation’s polarization. As our friend Bill Bishop, author of the “Big Sort” has long emphasized, the growing geographic divisions in the nation are over-determined: we’re simultaneously sorting on a range of issues and identities, from political to social to economic, to transport choice.
City Observatory’s Joe Cortright is quoted in the Salem Statesman Journal’s article on conflicts of interest by consultants chosen to audit the Oregon Department of Transportation. The Oregon Legislature hired two firms with current or prospective business with ODOT, tasking them with potentially criticizing an agency that has the power to dispense valuable contracts to their firms.

The Statesman Journal reports no one bothered to ask about these conflicts before awarding the contract.
Anastasia Mason also has a video explainer of the story.
Oregon’s transportation finance system is in crisis, and the Oregon Department of Transportation’s leadership is essentially playing a game of “extend and pretend” with the multi-billion dollar projects that are bankrupting the agency. At least one legislator has stepped forward and called for a more realistic approach. Here’s Senator Khanh Pham’s Instagram analysis of the state’s transportation situation, and some clear and sensible direction for solving it. We’ve transcribed her comments below; they’re well worth a read.
So the updated cost estimate for the Rose Corridor just came out to over $3 billion, which is six times the cost when it first came out to legislators when it was presented for approval in 2017. And this is on top of the new updated Interstate 5 Bridge Replacement project, which is now $15 billion.
Put yourself in my shoes as a state legislator. Every day, I hear from constituents who are begging me to invest in safer streets and to not cut the bus lines they depend on to go to work. But instead, we’re defunding safe routes to school, decimating bus service across the state, and cutting auto workers who keep our roads safe and people out of harm’s way?
Next year, we have to pass a transportation package, and that means we have to have some tough conversations. As a legislator, and as co-chair of the Joint Transportation Oversight Committee, I cannot, in good faith, prioritize writing these blank check commitments for billions of dollars for these Portland-area mega projects while the rest of our transportation system implodes, We have to right-size these projects to just what the community needs and no more.
Other states like New Jersey, Ohio, and Kentucky have found the political will to change course, even after their consultants told them they couldn’t. We have to find the political will to do the same, if we want to have enough money left over to be able to invest in the rest of our transportation system.
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Better transcript!
. . .
TRANSCRIPT:
Paul Krugman in Conversation with Jared Bernstein
(recorded 8/20/26)
Paul Krugman: Hi everyone. Paul Krugman talking with Jared Bernstein, former chief economist, head of the Council of Economic Advisers under Joe Biden. Now a policy fellow at the Stanford Institute for Economic Policy Research and at the Center for American Progress, which is in DC.
Jared Bernstein: And I speak to you from Alexandria.
Krugman: Yeah, and the reason I want to talk with you is, you know, there’s a lot of headlines now about debt. Interest rates, particularly at the long end, are way up. You and I have both been Substacking about it. I think we mostly are on the same wavelength, but I’d like to go back and forth, and I want to talk about some work that you’ve done, particularly with Bobby Kogan. But what’s your take right now? I mean, we had all these headlines about forty trillion dollars of debt. This is very different from the way we were talking about debt a few years ago, so what’s your take?
Bernstein: Well, Paul, like you, for many years I was pushing back on those whose hair was on fire about the urgency of the federal debt. I thought that that overheating was overheated, and that as long as the growth rate surpassed the interest rate and we sort of kept our deficits within kind of a normal range, we could service our debt without breaking a sweat. But a few years ago, I began to become more hawkish and less dovish for a couple of reasons. One, the budget math became less favorable; the growth rate looked a lot closer to the interest rate, and that was before this recent bump up in bond yields. But also, you know, I’ve been in government a lot lately, and it looked to me like neither side really cared much at all. The reaction function, as we say these days, seemed to have been kind of dead in a way that I thought was problematic.
Now, this is not a pox on both houses. And by the way, here’s an area where you and I may have slightly different views. The Republicans’ tax cuts—and Bobby and I have done a lot of work on this—are public enemy number one here. Exhibit A, in terms of why we’re in the mess we’re in. But you know, Democrats have largely endorsed those tax cuts and, in my view, have done some irresponsible stuff, too. So that’s kind of my first take.
Krugman: Okay. You’re talking about r-g, but that’s kind of an important point, right? Why do we think about interest and growth and debt? Lots of people are out there saying, “Look, the interest on the debt is now so huge,” but that’s not quite the whole story, but it’s closer to the story. Anyway, your version of it...
Bernstein: Yeah. For me, a lot of this comes from paying attention to Olivier Blanchard‘s work. He has kind of wedged into a lot of our heads this notion that when the growth rate surpasses the rate of interest, it is possible to keep rolling over that debt and not get into a kind of debt spiral because you’re generating enough growth and revenues and incomes to sustain the debt or to roll it over. Meaning, you know, replace some old debt with new debt without worrying about the debt getting on an unsustainable trajectory. As soon as r is bigger than g, that’s when you have the threat of a debt spiral.
That’s not all the math. It depends on the size of your deficits as well. But broadly speaking, for many years we had pretty good growth and pretty low interest rates. We can talk about how that growth was distributed—a lot of it didn’t reach working-class people—but the fact that g, the growth rate, was higher than the interest rate was one reason why I was less wound up about all this.
Krugman: Yeah, one of my favorite things is talking about the question of “How did we pay off the debt from World War II?” And the answer is we didn’t. The debt when John F. Kennedy was elected was about the same as it had been on V-J Day in dollar terms, but it was just vastly smaller as a share of the economy because we outgrew it. As long as debt doesn’t rise relative to GDP, it’s not a problem. That means if the economy is growing and interest rates are not too high, not only don’t you have to pay off the debt, you can actually keep it growing as long as it just doesn’t grow too fast, right?
Bernstein: Exactly. So the problem we face is when our debt grows faster than our economy, when the debt ratio, or the debt-to-GDP, just keeps going up and up and up.
Krugman: Basically for much of the period when everybody was going on and on about debt, the arithmetic there was actually pretty favorable, right?
Bernstein: This is precisely why I kind of did a bit of a flip. I have an Op-ed in the Times—it’s from at least a year ago—where I managed to actually get them to put a graph in, which, you know, they don’t always do in there, which portrays this problem. It shows how the growth rate used to just reliably be well above the interest rate, where the economy grows faster than the debt, and so your debt-to-GDP ratio sort of glides along in a way that’s not particularly worrisome. But it looks like it’s starting to flip and starting to change.
And then if you look at the CBO forecast, they actually have the interest rate on the debt falling below the growth rate numerous years out. And their estimates actually are kind of optimistic in debt terms because they assume a number of things: they assume tariffs continue to generate a bunch of revenue, which doesn’t look to be the case; they assume that some of the Trump tax cuts would fade, but now they’re permanent. So yeah, the budget math has gotten less comfortable.
Krugman: Okay. I want to get to the interest rates in a minute, but the deficit that we’re running right now is just incredibly large. I mean, we used to run deficits to fight wars, and then we started to have big deficits when you had severe recessions. But now we have neither. I mean, there’s a war, but it’s not like World War II, right? It’s a fraction of a percent of GDP.
Bernstein: Right, but it’s not free.
Krugman: Yeah, but it’s not forty percent of GDP. It’s something like six percent of GDP now, right?
Bernstein: Exactly. It’s a little north of six percent of GDP. And according to the kind of numbers that I run on this, with the macroeconomy doing pretty well—and again, I know it’s not reaching a lot of folks; affordability concerns loom large—but you know, GDP is growing around trend, which is about two percent real. The unemployment rate is close to four percent, which is in the neighborhood of full employment. And the stock market’s booming. We should have a deficit that’s closer to three percent than six percent.
And what’s happened here, Paul—and you’ve written about this extensively—is that the constant ratcheting down of tax policy. All those tax cuts introduced by Republicans, too often kind of kept in place by Democrats, have really broken the linkage between solid economic growth and revenue flows to the Treasury. And what Bobby and I show is that if you take the Bush and the Trump tax cuts out of the mix, our fiscal scene would look fine. So, you know, that’s important.
What you can do is simulate what the debt ratio would be—by debt ratio we mean debt-to-GDP—or what the deficit would be (either one), or what the interest payments on the deficit would be. You can simulate those if you take the Bush and the Trump tax cuts out of the system, which means taking them and not just the original cuts, but all the following-on legislation that made those cuts permanent.
You know, when I say Democrats have played a role here: I was in the Obama administration when we essentially made permanent 80% of the Bush tax cuts. That’s not a hundred percent, so I’m glad that we let at least 20% at the top end revert back to what they were. But that’s the exercise we did.
Krugman: The blue line in that chart is the projection for debt on the current trajectory, and up to the point where it gets dotted, it’s the actual debt-to-GDP. And it’s really three rounds, right? It’s Bush, which were very much tax cuts for the one percent; then Trump 1, more tax cuts for the one percent; and then Trump 2, even more tax cuts, not entirely for the one percent. Where we are now is not at all where we would be if we hadn’t had all of these tax cuts.
Bernstein: Yeah, and let me say something about this. First of all, I know you do a lot of economic history, which is just really great work in my opinion, and I just don’t want our viewers to not note that that graph started back in, I think, the late 1700s. So that’s some pretty good economic history there.
Remember, those figures, including the one that showed a much lower, much more sustainable debt path, include all the spending that is in the system. The only change we’re making is the tax cuts didn’t happen. And so this is important, because there are always going to be people who say, “You know, it’s all spending,” and “It’s all taxes,” and that’s a common fight. But that figure keeps the spending precisely where CBO says it is. So that’s not a judgment on whether we have the optimal amount of spending—we can argue about things that should be cut or expanded—but those are the numbers; those are the facts.
Krugman: One of the things that strikes me about this is that often if we’re trying to understand what it would take to be able to pay for even what we have, that we would have to have something like European levels of taxation or something radically different. And actually, all we really need for that is Clinton-era levels of taxation.
Bernstein: Precisely right. Yeah, in fact, under the Clinton regime was the last time we had an annual surplus, so the debt-to-GDP was starting to come down, which is what happens when you have a surplus. Now, a lot of that had to do with a big bump in capital gains, and that led to more revenue flows. But that’s precisely the channel that I think we’ve shut down with this endless ratcheting down of tax policy.
Krugman: Yeah, it’s an amazing thing. And you and I both remember the nineties, and I didn’t feel that we were living in a regime of oppressive taxation that was stifling entrepreneurship. Those were the roaring nineties.
Bernstein: No question. The extent to which the political class, particularly Republicans, has convinced so many people and so many media writers that taxes are always bad and must always be cut is one of the reasons we’re in this mess.
Krugman: Okay. Now, clearly the deficit is so big because of, again, another round of tax cuts and the legacy of the past tax cuts. But also, the arithmetic of debt used to basically kind of melt away relative to GDP because of growth exceeding the interest rate, and that’s not the case anymore. Although the gap is not that large even now, right? It’s sort of like a four percent average interest rate on federal debt and maybe three percent nominal growth, three to three and a half. But still, it’s very different now. But the thing that is really striking is that interest rates are way higher than they were not very long ago, especially, of course, at the long end. So I’m actually not fully sure myself what I think is happening, but why do you think interest rates have gone up so much?
Bernstein: You know that old movie—I think it’s called Murder on the Orient Express—where it turned out, spoiler alert, that they were looking for one perp, but there were like 17 perps?
Krugman: Yeah.
Bernstein: I think there’s a bunch of reasons. To me, it seems credible and plausible, so I don’t feel particularly confused about what I’m seeing, though I may be missing something, but I would put at the top of the list that there are two very large demanders of credit right now in both the US and other economies as well. Those are the AI build-out and all the picks and shovels therein. Those folks are now leveraged, meaning they’re borrowing somewhere between six, seven hundred billion and a trillion this year.
Krugman: Right.
Bernstein: I’ve seen plausible estimates that they’re going to borrow a trillion dollars. By the way, a lot of those AI companies used to invest using cash flow. They weren’t leveraging; now they’re borrowing. And they’re borrowing hand over fist. A lot of investors are confident about those returns. I personally think it’s kind of bubbly, but they’re confident about those returns, so they’re certainly buying that debt.
The other big competitor is the US government, and I just mentioned maybe the AI bros will borrow a trillion this year. Well, we know that the US government’s gonna borrow twice that, a little bit north of two trillion. That’s thing one.
Cause number two, is the Trump-induced inflation concerns. So look, if you think that inflation is going to be high and sticky and you’re about to lock up some of your money for a while in a bond, you might want an inflation premium. You might want a little bit more compensation on that interest rate to account for the fact that this is all a nominal deal, and so you want to be compensated for higher expected inflation.
Then there’s the fact that Kevin Warsh has gotten off to a bit of a shaky start, and I think that’s spooking markets a bit, and that kind of uncertainty also calls for a higher risk or term premium.
And then there’s the fact that the country’s being run by an orange maniac. I think that is kind of a long-term risk premium that any investor is concerned about. Some foreign investors, who have often bought a lot of our debt, are saying, “Huh, maybe not so fast given the way this country is governed right now.” So if you put those all together, to me they tell a pretty compelling story.
Krugman: Okay. I think I mostly agree with that, except I have a couple of questions. One is that this is global, right? Interest rates are up all around the advanced world. They’re more or less moving on parallel tracks in Germany, with their famous, slightly insane fiscal discipline, and in Japan, where we used to say nothing ever seemed to matter. I mean, the AI boom is mostly here, and the orange maniac is only here. He would like to be elsewhere, but he’s only here right now. So—
Bernstein: I think he spills over into some other places, but yes.
Krugman: Yeah. So, is there kind of a common story?
Bernstein: I mean, it’s a great question, and I should have said: I don’t think anybody can explain 100% of this variance, but my R2 gets up there pretty good, I guess. I think the problem is that the fiscal accounts of other countries are looking a little bit more like ours than they used to, and that they also seem to be facing a borrowing crunch.
Japan, as you just mentioned, would make our debt-to-GDP ratio look very, very tame, because of course they’ve been north of 200%. And for years, nobody really thought that was too big a problem. But I guess because of some of the global risks—you know, we have geopolitical dynamics; when energy is stuck in the Strait of Hormuz, that is a much bigger deal for Europe, for Japan, for China than it is for us. And so I would argue that the combination of geopolitical tensions and unbalanced fiscal accounts is probably pushing up long rates in other countries as well. But there’s probably more to it.
Krugman: We have a couple of financial indicators that are supposed to capture some of these risks. There’s breakevens, right?
Bernstein: Yeah.
Krugman: The US government sells bonds that are supposedly protected against inflation, and the spread between those and regular bonds should give you an indication of what Mr. Market thinks is going to happen to inflation. And that really isn’t showing anything, right?
Bernstein: Right.
Krugman: And then there are credit default swaps; insurance that will pay out if a company defaults. And there are credit default swaps on the United States government, although I always wonder a little bit what good any contract is if the US government goes into default. But anyway, those are just not flashing red at all.
Bernstein: Yeah, I can speak to that. There’s a couple of points here, one of which I think is very important that you made in your post this morning, and I’ve been trying to stress as well. I really want to make sure we get into it, which I will here.
The first point is that a second ago I said there’s an inflation premium in some of these bonds, meaning that credit investors want to have a slightly higher return because they’re worried about expected inflation. I think that’s a pretty small part of the puzzle; I think it’s more on short-term than on long-term loans. And this is clear if you look at where you really see the increase—for example, the 30-year bond is in the inflation-protected version, and that tells you that it’s not just inflation; it’s making the breakeven point a different way. And that tells you that there’s some nervousness about the long-term prospects of the US project.
The important thing that I wanted to nail here is that I think of this as much more of a slow burn than something that’s going to explode this week or next week. I don’t think the US is going to have a Liz Truss moment. I’m referring to the case in the UK where creditors engaged in what’s called a sudden stop: they looked at her fiscal plan and said, “That’s it, we’re out. We’re not going to invest in that country anymore.” I don’t think that happens here, for a variety of reasons that you and I can tick through.
But that doesn’t mean that everything’s fine and happy-dappy or we’re out of the woods. It’s more of a slow burn, this upward pressure on rates, which folds into affordability—mortgage, auto, credit card loans, and so on—that is a problem for American households and consumers. And that is less of a “what’s inflation going to be next week” story and more of a “higher for longer” problem, where rates look to me and to many others like they’re going to stay up for a while because these problems are structural.
Krugman: Yeah. There’s a lot of crisis talk, as there was, by the way, back in 2010 when there was really no problem at all. And my problem with that has always been: explain to me how that happens. You say people will go on a buyers’ strike and try to sell all of their US government debt, and my question is always, “And buy what?” I mean, it’s not like there’s an obvious place. Even for Britain, the Liz Truss moment was much more limited than people claim. And for the US as a whole, it’s not like Greece, where people were demanding euros and the Greeks couldn’t print euros. As someone said, it’s that we should be thinking about termites, not a tornado.
Bernstein: Yeah, and here’s why I think this is so important, and you and I have both been circling around this point: It’s very important for human welfare—not just American, but for human welfare—that the current thugs running the government be banished and held accountable. I’m sorry if that sounds partisan, but I don’t think it is.
And for that to happen, I don’t think candidates can run on—I remember the John Kasich platform, which is, “Vote for me and I’ll lower the debt and the deficit. We’ll all eat our spinach.” And I think that’s a mistake. I think it’s a mistake politically, and I think it’s a mistake economically. As you wrote this morning, don’t panic. I agree with that. This is a structural problem that’s not going away anytime soon, but we can chip away at it by reversing some of the high-end tax cuts, which I think would be both progressive and send a signal to markets and investors that we’re actually back in the business of having a reaction function to our unsustainable path.
But first and foremost, we have to meet the very basic, urgent needs of households that have been left behind for too long: health care, child care, housing, energy costs. That, to me, is the first demand on fiscal policy. And so I think the fact that neither you nor I see a pending sudden stop or credit crisis—we could be wrong about that, in which case we’ll have to reconfigure—but based on history, I think we still have time to get this right, and we should do both. We should walk and chew gum.
Krugman: Okay. At the risk of delaying a moment until we get to what to do, there’s one thing that kinda bothers me intellectually: during the era of low interest rates, we had a really good story—secular stagnation—basically that largely because of low birth rates and a stagnant working-age population, there was just going to be lots of savings and not enough places to spend it on. And that’s kind of what we thought had happened to Japan. And now here we are.
Just six years ago, I would have been a full-on secular stagnation guy, and now we have, whatever it is, 5.3% interest rates on the 30-year. Were we all wrong about that, or did something really radically change?
Bernstein: I think that we were over-torquing or over-indexing a bit on a period where interest rates were uniquely low, and we built a big story about secular stagnation that I sort of believed at the time. But I look back now and I think that perhaps that wasn’t as believable as we thought.
I think what might have been happening instead was we just had what Ben Bernanke called a global savings glut. We had excess savings, and there are a lot of reasons for that; it doesn’t have to be a lack of investment opportunities. A lot of it had to do with international imbalances, which you’ve written a lot about. And so these excess savings found their ways into U.S. Treasuries because it was the safest debt you could buy, and the U.S. looked like a going concern, so a lot of those resources flowed here. And that glut of savings, often coming out of Asian trade surpluses, led to rates that were really quite depressed for a long time. But as those dynamics changed, I think the savings glut is in the rearview mirror and the dynamics are more like those we’re talking about today.
Krugman: Yeah. If I can say, one intellectual trap that I fall into far more often than I should is the lure of a beautiful model that seems to fit the facts for a while. The secular stagnation model was lovely, and it all fit together, and there were the low interest rates. And then all of a sudden, it wasn’t really that solidly grounded. But the fact that a model seems to work for a while doesn’t necessarily mean—
Bernstein: Well, it may have been the right model for the time. And look, you’ve made a career and won a Nobel Prize for beautiful models, so I wouldn’t—I don’t want to wave you off of that.
But I think there’s another dynamic to this—see if this resonates with you. One of the foundational principles behind secular stagnation is the idea that there’s more savings than there are credible investments, or places to put it; there’s just an absence of investment.
Krugman: Right.
Bernstein: And by the way, when Larry Summers raised this issue of secular stagnation, Ben Bernanke stood up at the IMF conference and said, “Wait a second, there’s lots of places to invest.” I’m not sure that was exactly right at the time, but it sure is not the case now, right? And that’s the AI boom.
There’s this tremendous investment opportunity going on now. Again, I think those guys are over their skis because there’s so much more investment than there is profitability right now that I have bubble worries, and Ryan Cummings and I have written numerous pieces on this. But secular stagnation, or the absence of investment to absorb the excess savings, may have been a fact for a few years there, but as this new technology came along, as is often the case, you now have an investment absorption mechanism.
Krugman: Right. And it’s probably worth saying, just going back, that it’s not just that the hyperscalers are borrowing money when they used to not have to, but also presumably before, all of these huge profits being generated off our social media addiction were effectively being parked in places where they could then be lent out. And now, instead of pouring water into that pool, they’re drawing water out of it, and that adds to this pressure.
Okay, big question: hopefully January 20th, 2029, President—name your favorite—with majorities in both houses comes in. And aside from needing to go after all of the legacy of corruption and all of that, they’re going to come in during what looks like it’s going to be a less forgiving financial environment than we might have hoped. What do you do? What’s your agenda for how we address all this?
Bernstein: Well, first of all, from your lips to God’s ears, as we used to say. If we find ourselves in that situation, I will be partying in the streets and not worrying about the interest rate, at least for a few days.
I’m sure you’re right, and it’s an important question and an important framing of the question. I think there’s a path forward, though. First of all, we should definitely hold the Trumpies accountable and in a big way. I’ve written about that, and I think we have to Trump-proof our government because other authoritarians will come along. But if that’s all we do, we’re falling short. We really have to attack with the affordability agenda. And there, I think we should look at not just Mamdani and some of the others on the left who are making delivering the absolute key plank of their political project, but so is Abigail Spanberger and Mikie Sherrill from the center. So it’s not just a left-center thing; it’s just about rejecting the status quo and delivering to American households who’ve been not just abandoned, but abused for so long, especially under this administration.
And in terms of the context of what we’re talking about now, how do you do that if you’re in a high-rate environment and you have this budget outlook? Well, we have to reverse the high-end tax cuts. We have to close investment loopholes. We have to close the tax gap. We have to fund the IRS enforcement mechanism, because for every dollar you invest in IRS enforcement, you collect something like nine or ten dollars in taxes that are currently being evaded almost exclusively from the top of the scale. Closing the tax gap is a project that could yield five, six, seven hundred billion per year.
Krugman: Let me, by the way, explain again for listeners: “the tax gap” is a term of art. It’s not just hand-waving; it’s speaking specifically about money that people owe that we’re not collecting because the IRS doesn’t have the resources, and it’s overwhelmingly very high-income people. So you’re saying that’s like two percent of GDP.
Bernstein: I recently heard Natasha Sarin talk about this and she used, I think, that exact figure. I’m colorblind, so I’m not sure what color it was, but the chart that Bobby Kogan and I used—I think it was green—that could get us closer back to that debt-to-GDP line that’s much more sustainable. And they rest largely on applying taxes to where income and wealth have exploded at the top of the scale, so they neither hurt middle-income people nor compromise the affordability agenda.
I don’t want to be too Pollyannaish about this: a dollar spent on childcare is a dollar that’s not available for debt reduction. But what I really don’t think we should do is say we have to come in here and clean up the Republicans’ debt mess as our first priority. Anything we do that stops digging us into a deeper fiscal hole—even if we’re digging more slowly, or even better yet, stop digging, not necessarily filling—would be, I think, not only good fiscal policy, but probably welcomed by the markets as a sign that the congressional reaction function to the fiscal outlook isn’t dead.
Krugman: I regret to inform you that the good debt scenario, if we hadn’t had all of these irresponsible tax cuts, the line is orange, which is kind of an unfortunate choice given where we are in America right now.
Bernstein: Whoops.
Krugman: But anyway, I think you may have partially answered my question. When I look at that “if we hadn’t had those tax cuts” line, that would be great. If that was where we were, then I certainly wouldn’t be worrying at all about debt. But although those tax cuts were very heavily tilted to the top, with something like thirty to forty percent going to the one percent, reversing all of them would hit a number of people who at least think of themselves as middle class. And so the question is: what is within the realm of the politically possible that we can actually do?
Bernstein: Great question. And I definitely have argued and tried to stress that the right place to start and to linger is at the top of the scale. I don’t think we should raise taxes on middle-class or middle-class-adjacent people; they’re having a hard enough time already and don’t need an extra tax burden.
But the extent to which income and wealth have accumulated at the top of the scale—I’m sure you’ve seen the factor share data showing that the labor share of national income is kind of uniquely low and the profit share is uniquely high. And so I think we have to be pretty aggressive in that regard, but we can do so without dinging the middle class.
If you listen to some budget hawks, they say we have to get back to that orange line. To be clear, I’m not saying that. I don’t think we do have to get back to the orange line. By the way, Danny Yagan has some nice papers on this, saying that we can be really gradual about getting back to some version of fiscal responsibility, but we have to move in that direction. We sort of have to change the sign, even if the magnitude is tiny.
Krugman: Yeah, I think the post-World War II story is actually kind of helpful here because people talked for a long time about, “How are we going to pay the national debt? How are we gonna pay off the war debts?” And we never did. In fact, by sometime in the sixties the debt was higher in dollar terms than it had been, but the trajectory of all of the ratios was down, and we probably don’t even have to do that steep a descent, right?
Bernstein: Yeah. Some people want to say that AI is gonna save our bacon because it’s gonna generate so much growth. In the piece with Bobby, we have a section on it, and my view is kind of like: hope for the best, plan for the worst.
Krugman: Yeah.
Bernstein: I’m kind of stuck on the fact that the internet really did eventually have a strong productivity impact, and then it went away.
Krugman: Yeah, things can go into reverse, but there was only about ten years of good growth.
Bernstein: Yeah, exactly, and then we kind of got back to where we were. So a lot of the AI productivity discussion assumes that not only will AI boost the level of productivity, but it’ll just keep getting better and better and better so that it improves the growth rate. And you know, I hope that’s true, but I certainly wouldn’t bet on it.
Krugman: So, what are you hoping for in the spring of 2029 as our hypothetical virtuous government comes along?
Bernstein: I am hoping for the following: I spend a fair amount of time scratching my aging noggin with the question of how much of the damage done by the Trump regime is temporary and can be quickly repaired, or is long-term and will be with us for a while.
If a good Democrat takes over and we have some legislative power, can we restore good relationships with Canada and Europe? Or are they gonna be like, “Screw you, we’ve seen what you guys do. You’re okay, but we don’t know who the next guy’s gonna be. We might be looking at President Vance around the corner.”
So I guess what I’m hoping for and looking for is that the damage can be reversed in my lifetime, which isn’t the longest span of years. And that’s an open question.
What about you? You answer that question.
Krugman: Well, okay. When you ask me about the economics—can we restore, can we even significantly reverse the drift to oligarchy—I’m actually fairly optimistic that it’s within the realm of the doable. When it comes to our international relations, when it comes to our military credibility, I don’t know. I think we’re talking about a generations-long project, and that really upsets me quite a lot.
At some level, you know, I talk about Iran or something like that and I say, “Okay, this is Trump’s failure and we should wrap it around his neck.” But in the end, it’s my country, too. And my God, we are not the country we were in the eyes of the world, and I don’t know when we ever will be again.
Bernstein: I agree with you, Paul, and I share that worry. I’ll only say the following: it may be a generational project, but if it is, it’s a great generational project, and generations should be anxious to undertake it.
Krugman: Well, on that happy note, thanks so much for talking to me.
And this was a debug session from hell, enormously helped by an AI doing much of the grunt-work.
I'd like to call it my tireless helper, but the AI several times stated flat out that this was impossible and unsolvable and that we should just write a report about it.
I suspect those things have been trained by people who may not be quite as stubborn as I am.
But while the AI was ready to give up several times, it did keep adding debug code and analyzing it faithfully when I pushed. So credit where credit is due and I let the AI write the commit message above.
— Linus Torvalds, drm/xe: Don't hand out the flat CCS storage as usable VRAM
Tags: linus-torvalds, linux, generative-ai, ai-assisted-programming, ai, llms
Release: llm 0.33
My highlights from this release:
I shipped a quick 0.32.1 fix for this yesterday, but this is the more comprehensive fix.
llm embedandllm embed-multinow accept--key. The PythonEmbeddingModel.embed(),EmbeddingModel.embed_multi(),Collection.embed()andCollection.embed_multi()methods acceptkey=too, passing the resolved per-call key to embedding plugins without changing shared model state. Existing plugins that readself.keycontinue to work through a compatibility fallback. Thanks, ChrisJr404. #757, #1620
The embedding models now use the same pattern for keys that regular LLM models do.
llm prompt -t/--templatecan now be repeated to combine templates in order. This allows model configuration and options from one template to be used with a prompt from another.
This unlocks a neat pattern where you can create templates that package a model with a set of default options:
llm -m gpt-5.6-luna -o reasoning_effort high --save lhigh
llm "Generate an SVG of a pelican riding a bicycle" --save pelican
# Combine and run the templates
llm -t lhigh -t pelican
- Reasoning-capable Responses API models now support a
reasoning_summaryoption withauto,concise, anddetailedvalues. This can be used with llm openai endpoint --responses. #1600
This is particularly useful for exercising different models that provide their own imitation of the OpenAI Responses API.
Tags: annotated-release-notes, llm
The key skill required to make productive use of coding agents is being able to confidently instruct them on how to make changes and then confidently verify that those changes have been applied in the correct way.
Sometimes this involves reviewing every line of code they have written, but there are other ways to achieve that goal. Eyeballing every line of code has never been the most effective way to validate a chance to a piece of software.
Tags: code-review, coding-agents, generative-ai, agentic-engineering, ai, llms
Up by four o’clock to go with Sir W. Batten to Woolwich and Sir J. Minnes, which we did, though not before 6 or 7 by their laying a-bed. Our business was to survey the new wharf building there, in order to the giving more to him that do it (Mr. Randall) than contracted for, but I see no reason for it, though it be well done, yet no better than contracted to be.
Here we eat and drank at the Clerke of the Cheques, and in taking water at the Tower gate, we drank a cup of strong water, which I did out of pure conscience to my health, and I think is not excepted by my oaths, but it is a thing I shall not do again, hoping to have no such occasion. After breakfast Mr. Castle and I walked to Greenwich, and in our way met some gypsys, who would needs tell me my fortune, and I suffered one of them, who told me many things common as others do, but bade me beware of a John and a Thomas, for they did seek to do me hurt, and that somebody should be with me this day se’nnight to borrow money of me, but I should lend him none. She got ninepence of me. And so I left them and to Greenwich and so to Deptford, where the two knights were come, and thence home by water, where I find my closet done at my office to my mind and work gone well on at home; and Ashwell gone abroad to her father, my wife having spoken plainly to her. After dinner to my office, getting my closet made clean and setting some papers in order, and so in the evening home and to bed.
This day Sir W. Batten tells me that Mr. Newburne (of whom the nickname came up among us forarse Tom Newburne) is dead of eating cowcumbers, of which, the other day, I heard another, I think Sir Nicholas Crisp’s son.
Links for you. Science:
The CDC has zombie programs. Congress funds them, but few people are left to do the work
Ticks that cause Lyme and other diseases have migrated south. Are doctors ready?
The Super El Niño Won’t Fix the West’s Water Crisis (will Trump take on Big Ag?)
GTX-GUT: A Standardized Metagenomic Workflow for Gut Microbiome Profiling and Clinical Associations
How Cyclospora Evaded the U.S. Food Safety System to Sicken Thousands
HHS’s new strategic plan for autism prioritizes interventions offered at authors’ own clinics
How the National Science Foundation is Closing the Door on Opportunity in Science
Other:
This Is How Democrats Talk Themselves Out Of Wielding Power
The Left Is Building Power. That’s Why Dems Are Slamming “Woke 1.0.” A series of electoral victories by democratic socialists and their allies is posing a challenge to establishment Democrats, and they’d rather attack rhetoric than debate policy. (the Trump administration is the most openly racist administration since Woodrow Wilson, and Donald Trump is an adjudicated rapist. “Woke 1.0” clearly didn’t go far enough)
Colorado Was Targeted as Trump Fumed Over Election Denier, Email Shows (impeach him. Impeach him now)
DOJ slams D.C. Council for calling for National Guard withdrawal. A Justice Department official accused council members of “ignorance” and “impotent theatrics” over their request for governors to remove their troops from D.C. (impeachment shouldn’t be just for high officials. Impeach Colin M. McDonald. Impeach him now)
Colorado GOP Gov Nominee Claims to Have Battled ‘Demons’ With ‘Reptilian’ Eyes
Disney runs out of patience with Brendan Carr’s bullsh*t
Navy weighs renaming carrier slated to honor Black war hero, potentially switching it to Trump
Facebook Is Drowning In Islamophobic AI Slop Calling for Violence Against Muslim Americans
The ‘vibe shift’ was a leveraged buyout
I Aspired To Get My PhD At Cambridge – I Left Because Of The Racism
The Painful Truth of Exactly How ICE’s New Shock Gloves Work
NC Board of Elections votes along party lines to reject most Sunday early voting hours (if voting doesn’t matter, the fascists still seem awful concerned about people voting)
Who Is a Jew? California Considers a Small Box With Big Implications.
ICE’s New Electric Shock Gloves Are Billed As “Low Optics” Tool
Silicon Valley Executives Are Tech Fans. Just Not for Their Own Kids.
Trump bought as much as $5 million in Axon stock before ICE sought $220 million Taser deal
Matt Dunlap’s campaign is openly attacking Paul LePage’s age
Ken Paxton Was Double-Booked With an Emo Band at a Houston Venue. Things Got Weird.
How the A.I. Borrowing Binge Helps Drive Up Government Bond Yields
He Cursed at a Public Meeting. Then He Was Arrested.
What Do Students Lose When They Stop Writing? Educators are worried that many students can no longer write essays without A.I. And it’s costing more than just grammar skills.
He Co-Founded Airbnb. Now He’s a Red-Pilled Billionaire Helping Trump
Gossipy Academics Helped Kill Jason Arday
Journalists as Trump’s ‘human shields’ should be the WHCA’s last straw
DHS Exempted Itself from Normal Law for Undercover Investigation Into Protesters
Subtlefakes: Slightly Altered Nonconsensual AI Images Are Taking Over X
DC celebrates 250 years with a historically poignant mural for each city ward
How close is Donald Trump to the “crazification” line? (the original crazification post here)
The broken promise of D.C.’s Commission on Poverty
Drivers would take pay cut to avoid Northern Virginia commutes
The neon flying squid can fly in formation.
The shoal of about 100 squid rose unexpectedly from a patch of the Pacific Ocean around 370 miles from Tokyo and glided near the boat for about 30 metres. The astonished researchers were the first to capture photographs of such a thing, which looked like the early stages of an alien invasion.
They were probably neon flying squid (Ommastrephes bartramii), the subsequent study states, a species that is part of a 20-strong flying squid family that was known to leap from the water but, until then, was only rumoured to also be able to glide above it.
The neon flying squid was able to gain such elevation by using the hyponome, a funnel-like muscular organ also present in other cephalopods, such as octopuses. The organ is able to force water out in a jet, propelling the body along both in and out of the sea. Photographs of the gliding squid show them with their arms (they have 10 limbs in all) splayed outwards.
As usual, you can also use this squid post to talk about the security stories in the news that I haven’t covered.
Europe just had its best reporting season in years. Companies in the benchmark Stoxx Europe 600 index boosted earnings per share by 18% on average in the second quarter compared with a year earlier. Earnings barely grew at all in 2025 and 2024 as the strongest companies in the index were offset by weaker players.
Growth is now widening beyond a narrow group of AI and bank stocks, according to Gerry Fowler, who leads the European equity strategy team at UBS. Government spending and private investment in priorities like infrastructure, energy security and defense are creating real opportunities.
The Stoxx Europe 600 is up 10% so far this year, a bit less than the S&P 500’s 12% gain. European stocks have underperformed the U.S. since the mid-2000s, but the gap has narrowed lately.
Here is more from the WSJ.
The post Has the European turnaround finally arrived? appeared first on Marginal REVOLUTION.
I’m trying to find time to write about niche genres that don’t get much notice from the music media. Many of these are flourishing creatively, but without any attention from pop culture elites.
So if you’re waiting until you read about these artists in Rolling Stone or Billboard, you will be waiting a long, long time. But The Honest Broker goes where others fear to tread. In that spirit, let me share some of the best gospel music happening right now.
Happy (and sanctified) listening!
Listening to this first track is like getting into a time machine and traveling back a hundred years. You arrive on the outskirts of town, circa 1926, where a revival meeting is in progress.
At least that’s what I felt hearing (and seeing) the Brandenberger Family. If you love those old records by the Carter Family, but feared that style of singing had disappeared, this is the band for you.
(Full disclosure: This family also plays killer bluegrass.)
Jelly Roll has covered a lot of ground in his career, both musically and psychically. He often gets labeled as a country or rap performer, but when he recently went to San Quentin Rehabilitation Center to perform for inmates, the proceedings felt more like a ministry than a concert.
The music is riveting—this is one of the most intense and rewarding videos you will see this year. I note that Jelly Roll spent time behind bars himself. That comes across in his powerful connection with the inmates.
Next up is Pastor Brady L. Blade, Sr.. I didn’t know anything about him, until he released his debut album at the ripe age of 85. But I’ve long admired his son Brian, who is one of the greatest living jazz drummers. There’s deep musical talent encoded in that Blade DNA.
Toby Sterling, reporting for Reuters:
The Dutch Data Protection Authority has fined Uber €825 million ($966 million) for deactivating driver accounts through automated systems without adequately informing them, according to an August 17 decision reviewed by Reuters.
The penalty would be the second-largest issued yet under Europe’s General Data Protection Regulation. It is behind only a €1.2 billion fine imposed on Meta by Ireland in 2023 for unlawfully transferring European Facebook users’ data to the United States. Meta is appealing.
Uber said it would also appeal. [...]
The Dutch authority confirmed the decision later on Friday. “Uber has committed serious infringements,” in deactivating driver accounts without warning or human involvement, the organisation’s deputy chair Monique Verdier said in a statement. “From one moment to the next they no longer had any income ... A computer should not make decisions on its own that have (such) major consequences.”
Saying that “a computer” made these decisions is like saying that when a company suspends or fires a habitually late employee, that “the time clock” made the decision. Managers at the company set the policies, and the devices measure employee compliance. Verdier’s statement is talking about this like it’s HAL 9000 deciding to kill the astronauts on the Discovery.
GDPR rules ban decisions made solely by computer algorithms when they have a significant impact on people’s lives, saying such decisions require meaningful human review and a way to challenge a decision.
Uber temporarily suspended accounts of some drivers who were suspected of fraud, including when its systems concluded drivers had taken unnecessary detours to inflate fares or accepted trips without intending to complete them. Uber said such suspensions were usually brief, and it did not permanently deactivate such accounts without human review. Drivers with low customer ratings were sometimes permanently deactivated by computer, the Dutch agency said. Uber disputed that, saying it had never automated permanent deactivation decisions.
The company said one reason it considers the fine disproportionate is that only a small number of drivers were affected, with 126 having been deactivated in Europe as a result of low customer ratings in 2021.
It’s possible that Reuters’s reporting is incomplete, but there’s no allegation here that the grounds for these suspensions were incorrect. Uber suspended drivers who were pulling long-haul scams against customers to run up fare prices, and doing the annoying thing where they accept a ride and then never show up, hoping the customer will eventually get frustrated and cancel the trip themselves. (My understanding is that drivers do this when they’re driving for, say, both Uber and Lyft. They’ll accept a ride from Uber and then if a more appealing offer comes from Lyft, they’ll accept that one too and just never pick up the customer they accepted from Uber.)
Per this fine, it’s unlawful in the EU for Uber to monitor its drivers for pulling scams against customers, or just never picking riders up, leaving them stranded. I mean, I’m not a member of the “Uber Labor Practices” fan club, but one of the best things about Uber compared to taxis is that they monitor for and take action against scam drivers.
This isn’t a two-sided conflict between employees (drivers) and a big corporation (Uber). It’s three-sided. Where does customer experience factor into this? The drivers were scamming customers, and Uber took action to stop it. This sounds to me like a system that works. The EU regulation doesn’t seem to factor in customers at all.
Microsoft’s iPhone app for OneDrive has long supported creating three new document types via a big “+” button right in its file viewer: Excel, Word, PowerPoint. It recently came to my attention that they’ve added a fourth document type, and they even gave it real Microsoft-style “they just have no taste” file icon. Just look at it. The whole world’s coming to an end, Mallory.
Walmart:
When we think about convenience, we think about a lot of things, but making shopping feel simpler and more seamless from start to finish is a big part. And one of the moments where that matters most is at checkout.
We want customers and members to have choice in how they pay, so they can check out in the way that works best for them. Now, beginning Aug. 24, we will be adding Tap to Pay to our payment options at select Walmart stores and Sam’s Club locations, with plans to roll it out to all U.S. stores and clubs by the end of 2026 and to fuel stations by mid-2027.
When I think about convenience, I think about CurrentC, scanning stupid-ass QR codes, and waiting 12 years to adopt Apple Pay.
It occurred to me last night that I’d gotten less feedback regarding recent posts than usual. There were a few items I’d posted in recent days that I felt sure to hear from readers about, both yea and nay. But: nothing. Crickets chirping. I almost always hear from squeaky wheels in the EU when I write about Apple and the DMA, for example, but I heard nothing about my take yesterday that Apple has effectively pantsed the European Commission regarding App Store commissions.
I noticed this morning that the bot that auto-posts new articles to the DF Mastodon account hadn’t posted since Tuesday night. But it wasn’t the Mastodon posting bot that was broken. It was a different automated task that updates the RSS and JSON feeds. That’s what broke sometime between Tuesday night and Wednesday morning. The Mastodon posting bot reads the RSS feed, and if there’s nothing new in the RSS feed, there’s nothing for the bot to post. Still though, I thought it was weird that no one who follows DF from the feeds had emailed, texted, or @replied to me to complain that new articles on the website had stopped appearing in the feeds. No one.
Then, I remembered that the DF website home page is generated from ... the RSS feed.1
So, yeah, pretty much no one but me realized that I’d written seven new posts after the last update Tuesday night. Oops. Needless to say, it no longer seems surprising at all that I haven’t heard anything from readers in a few days. My apologies for delivering most of this week’s output all at once. We can pretend today that DF is a weekly newsletter.
The system that conked out that in turn prevented the feed generation script from seeing new content has conked out once before in recent memory — last October. But when it conked out in October I noticed within a few hours, because readers kept complaining about the same typo that I had fixed, in my CMS, but which was still visible on the home page, because the home page only gets updated from the feed content. I never previously considered adding some sort of alert to check on this, because I always presumed I’d notice if new items I published weren’t appearing on the home page or in the feeds. ↩︎
Ian Austen, reporting for The New York Times (gift link):
The morning after he pulled negotiators from trade talks in Washington and set off a new round of American tariffs, Prime Minister Mark Carney on Saturday explained to Canadians why he walked away, calling the U.S. proposal “a bad deal.”
“We’ve recognized from the start that America has changed,” Mr. Carney said. “We recognize that sometimes, its signature is written in pencil.”
“We cannot accept what they offered and we will not give what they asked,” he added. “We were not prepared to compromise Canada’s sovereignty or undermine our key industries.”
If only Sharpie made pencils. Carney is rising the moment and showing the rest of the world how to deal with the Trump administration. The only correct way to deal with a con man is to cut him off, and call him out for what he is.
1. New publication analyzing AI constitutions.
2. Niall Ferguson vs. Iain Banks, and against some other stufff too (TFP).
3. NYT obituary for Victor Niederhoffer.
5. Flypaper effect for AI safety work? A bit unfair, but not altogether wrong either. Always ponder the possible secondary consequences!
6. Amended results on prediction markets.
The post Saturday assorted links appeared first on Marginal REVOLUTION.

Welcome to the reading list, a weekly roundup of news and links related to buildings, infrastructure, and industrial technology. This week we look at Los Angeles’ ADUs, electrical transformer manufacturing, gas turbine power plants, how water in the Colorado River is used, and more. Roughly 2/3rds of the reading list is paywalled, so for full access become a paid subscriber.
No essay this week, but I have a very long piece in American Affairs about why US transit construction costs are so high. You can read it here.
Los Angeles built over 10,000 ADUs in 2025, 37% of all housing units built in the county. [Smart Cities Dive]
There were 511 state bills introduced in 2025 across 40 states that pre-empted county land use authority in some way, 27% of which passed. A lot of land use restrictions are downstream of the local nature of land use authority — costs of development tend to be concentrated, and benefits tend to be diffuse, so local authorities are often incentivized to restrict development. State-level pre-emption should in theory help with this. [Smart Cities Dive]
Mexico plans on making it much harder to illicitly develop along the coast, and to tear down any illegal buildings that exist. “For years, wealthy developers have treated environmental fines as simply another line item in their budgets—a minor inconvenience easily absorbed by their profit margins. Tamborrel acknowledged this problem directly: “There are companies that allocate part of their budget to pay these fines and then continue operating; offenders prefer to pay the fine rather than request a permit.” But those days appear to be ending. Profepa has already closed four real estate developments in Puerto Vallarta and promises similar action along all of Mexico’s coastal states.” [Yucatan Magazine]
Claims (with video) that Amazon’s drone delivery service dropped a package in someone’s pool. [X]
The city of Mesa, Arizona is planning to sue several firetruck manufacturers, claiming that they’re colluding to drive up prices. [Mesa Tribune]
Raytheon gets a $23 billion Navy contract for Tomahawk missiles. [Manufacturing Dive]
The New York Times has a photo essay on the laborious process of electrical transformer manufacturing. It’s not amazingly clear to me why this process isn’t more automated, and whether that would help to get them built faster or if the bottleneck lies elsewhere. [NYT]
1872 is a startup founded by several former SpaceX employees that wants to build highly automated factories for making steel parts. “The company is initially focused on automating the manufacturing of steel skids—rectangular steel frames that can provide a moveable foundation for modular buildings—with the goal of supplying customers who are developing AI data centers or small modular nuclear reactors.” [Ars Technica]
There are currently 270 GW of natural gas power plants in various stages of development in the US. This is roughly equal to 20% of all current US generation capacity. [X]
FERC approves a Southwest Power Pool (a regional transmission operator) plan to reduce grid congestion by “topology optimization” — responding to congestion by rerouting how power flows through the grid, rather than redispatching power plants. MISO, another regional transmission operator, already has such a program, and estimates that it has saved them almost $100 million so far this year. [Utility Dive]
The DOE cancels three planned National Interest Electric Transmission Corridors, designations designed to make it easier to build transmission projects. The DOE stated that transmission policy “must serve the American people, not special interests or a climate-alarmist agenda.” [Utility Dive]
Purdue recognizes Martin Dufwenberg as a distinguished professor. (Here's his Google Scholar page.)
Here's the Purdue announcement:
"Dufwenberg joined the faculty at Purdue in 2025 as a professor of economics. His research uses game theory and experiments to incorporate insights from psychology into economic analysis. Much of his work develops and applies a formal framework called psychological game theory, which is useful for modeling emotions, reciprocity, social norms and image concerns. His publications have appeared in many scientific outlets, including Econometrica, American Economic Review, Neuron, The Review of Economic Studies, Journal of Economic Theory, Games and Economic Behavior, and more. Dufwenberg currently serves on the editorial boards of the Journal of the Economic Science Association and Experimental Economics. His honors and awards include being named an Economic Theory Fellow as well as receiving an honorary doctorate at the University of Gothenburg, the Erik Malmsten Visiting Professorship Award, the Royal Economic Society Prize and more. "
This study examines how Americans’ time with friends has changed over the week, focusing not on how much social interaction has declined but on when it has. Using American Time Use Survey data from 2003 to 2024 (N = 243,095), I map hourly patterns of “friend time” across the days of the week. In the early 2000s, social life followed a clear weekly rhythm: Modest weekday interaction built toward pronounced peaks on Friday and Saturday nights. Since the mid-2010s, that rhythm has collapsed. Friday night, once a central site of social activity, now looks like a typical weeknight. Saturday remains elevated but less so than before. Overall, time with friends has fallen by more than half. The mix of social activities, however, has remained stable. Americans have not replaced one form of interaction with another; they have reduced social interaction across the board. These findings point to a temporal reorganization of social life marked by the disappearance of the “night out.”
That is by Neal Caren, via the excellent Kevin Lewis. So what did you go last evening?
The post The End of Friday Nights with Friends appeared first on Marginal REVOLUTION.
On August 21, 1831, Nat Turner, an enslaved American, led about 70 of his enslaved and free Black neighbors in a rebellion to awaken his white neighbors to the inherent brutality of slaveholding and the dangers it presented to their own safety. Turner and his friends traveled from house to house in their neighborhood in Southampton County, Virginia, freeing enslaved people and murdering about 60 of the white men, women, and children they encountered. Their goal, Turner later told an interviewer, was “to carry terror and devastation wherever we went.”
State militia put down the rebellion in a couple of days, and both the legal system and white vigilantes killed at least 200 Black Virginians, many of whom were not involved in Turner’s bid to end enslavement. Turner himself was captured in October, tried in November, sentenced to death, and hanged.
But white Virginians, and white folks in neighboring southern states, remained frightened. Turner had been, in their minds, a well-treated, educated enslaved man, who knew his Bible well and seemed the very last sort of person they would have expected to revolt. And so they responded to the rebellion in two ways. They turned against the idea that enslavement was a bad thing, and instead began to argue that human enslavement was a positive good.
And states across the South passed laws making it a crime to teach enslaved Americans to read and write.
Denying enslaved Black Americans access to education exiled them from a place in the nation. The Framers had quite explicitly organized the United States not on the principles of religion or tradition, but rather on the principles of the Enlightenment: the idea that, by applying knowledge and reasoning to the natural world, men could figure out the best way to order society. Someone excluded from access to education could not participate in that national project. Instead, that person was read out of society, doomed to be controlled by leaders who marshaled religion and propaganda to defend their dominance.
In 1858, Senator James Henry Hammond of South Carolina explained that society needed “a class to do the menial duties, to perform the drudgery of life. That is, a class requiring but a low order of intellect and but little skill.”
But when they organized in the 1850s to push back against the efforts of elite enslavers like Hammond to take over the national government, members of the fledgling Republican Party recognized the importance of education. In 1859, Illinois lawyer Abraham Lincoln explained that those who adhered to Hammond’s “mud-sill” theory “assumed that labor and education are incompatible; and any practical combination of them impossible…. According to that theory, the education of laborers, is not only useless, but pernicious, and dangerous.”
Lincoln argued that workers were not simply drudges but rather were the heart of the economy. “The prudent, penniless beginner in the world, labors for wages awhile, saves a surplus with which to buy tools or land, for himself; then labors on his own account another while, and at length hires another new beginner to help him.” He tied the political vision of the Framers to this economic vision. In order to prosper, he argued, men needed “book-learning,” and he called for universal education. An educated community, he said, “will be alike independent of crowned-kings, money-kings, and land-kings.”
When they were in control of the federal government in the 1860s, Republicans passed the Land Grant College Act, funding public universities so that men without wealthy fathers might have access to higher education. In the aftermath of the Civil War, Republicans also tried to use the federal government to fund public schools for poor Black and white Americans, apportioning money according to illiteracy rates.
But President Andrew Johnson vetoed that bill on the grounds that the federal government had no business messing with education: that process, he said, belonged to the states—which for the next century denied Black people equal access to schools, excluding them from full participation in American society and condemning them to menial labor.
Then, in 1954, after decades of pressure from Black and Brown Americans for equal access to public schools, the Supreme Court under Chief Justice Earl Warren, a former Republican governor of California, unanimously agreed that separate schools were inherently unequal and thus unconstitutional.
Immediately, white southerners lawmakers launched a campaign of what they called “massive resistance” to integration. Some Virginia counties closed their public schools. Others took funds from integrated public schools and used a grant system to redistribute those funds to segregated private schools.
Within years, these segregation academies would dovetail neatly with the religious schools organized after the 1962 Engel v. Vitale decision in which the Supreme Court struck down state-mandated prayer in public schools, and the 1963 Abington School District v. Schempp decision prohibiting teachers from leading students in prayer and Bible reading. The Supreme Court decisions against prayer in schools reinforced the idea that the government opposed “family values,” and fundamentalists pulled their children out of public schools and created alternative religious schools. Fundamentalist leader Jerry Falwell began to suggest that public schools should be abolished entirely.
Both of these developments provided constituents for Ronald Reagan’s rise to political power with a message that public employees had gotten too powerful and that public enterprises should be privatized.
After Reagan’s election, his secretary of education commissioned a study of the nation’s public schools, starting with the conviction that there was a “widespread public perception that something is seriously remiss in our educational system.” The resulting report, titled “A Nation at Risk,” announced: “the educational foundations of our society are presently being eroded by a rising tide of mediocrity that threatens our very future as a Nation and a people.”
Although a later study commissioned in 1990 by the secretary of energy found the data in the original report did not support the report’s conclusions, Reagan nonetheless used it to justify school privatization. He vowed after the report’s release that he would “continue to work in the months ahead for passage of tuition tax credits, vouchers, educational savings accounts, voluntary school prayer, and abolishing the Department of Education. Our agenda is to restore quality to education by increasing competition and by strengthening parental choice and local control.”
The drive to push tax dollars from public schools to private academies through a voucher system remained a top priority for those on the right. In his first term, Trump asked Congress to fund “school choice for disadvantaged youth, including millions of African-American and Latino children. These families should be free to choose the public, private, charter, magnet, religious or home school that is right for them.” His education secretary, Betsy DeVos, was a staunch supporter of school choice and the voucher system; she and her family gave $600,000 to promote school choice ballot laws in the decade before 2017.
The coronavirus pandemic sped up the push to defund public schools as Trump pushed hard to transfer funds from the closed public schools to private schools. That push helped to change the nature of vouchers from ones targeted at students from poor families or students with special needs toward vouchers for everyone. In 2022, Arizona lawmakers passed the biggest school voucher program in the nation.
Advocates claimed that the new program would “save taxpayers thousands per student, millions statewide,” but in fact, as Eli Hager of ProPublica explained in 2024, the parents most likely to apply for subsidies already had their children in private school or were homeschooling them, using the vouchers to replace what they had been paying in the past. The state’s spending on vouchers ballooned to $886 million in 2024–2025 as families from wealthier, whiter school districts used vouchers for children who were already in private school. The costs blew a hole in the state’s budget: in 2024, Arizona faced a shortfall of $1.4 billion, forcing the state to slash spending for water infrastructure, road repair, and community colleges.
But voucher programs continued to expand, helped by DeVos’s continued promotion of vouchers after Trump left office. In 2022 a nonprofit she founded poured about $9 million—about $2.5 million of which came from DeVos and her husband—into state elections, backing nearly 200 candidates who would push school vouchers to subsidize private schools with public tax money.
In May 2025, Texas governor Greg Abbott signed into law a voucher program in Texas under which, beginning this fall, families will receive about $10,000 a year for each school-age child to spend at a private school or $2,000 for children being homeschooled. The program is capped at $1 billion in its first two years, but experts predict it will rise to almost $5 billion by 2030.
The measure had faced opposition from Democrats and also Republicans from rural districts who worried about money draining from their public schools. It passed only after national pro-voucher advocates poured money into replacing the Republican state legislators who had stood against a voucher system with pro-voucher candidates. Abbott said that one of those donations, $6 million from Republican megadonor billionaire Jeff Yass of Pennsylvania, was the “largest single donation in Texas history.”
Earlier this month, Jaden Edison and Sneha Dey of the Texas Tribune explained that a report from the state comptroller showed that of the more than 100,000 families participating in the new private school voucher program, most are white and from urban areas. Their families make less than twice the federal poverty level. About 70% were already attending private schools or being homeschooled.
Austin Democratic state senator Sarah Eckhardt said the report “proves this program is a billion-dollar handout to exclusive private schools concentrated in big cities, while public schools across the state are underfunded and closing at an alarming rate.”
In Arizona, opponents of the voucher program tried to put onto the ballot this fall a measure that would have limited eligibility for the program by income and cracked down on the misuse of funds by homeschoolers, who used voucher money for ninja warrior training centers, trampoline parks, pianos, and so on. But voucher supporters sued over the signatures on the ballot measure, and on Tuesday the Arizona Supreme Court decided in their favor, throwing the measure out of this fall’s election.
Elvia Díaz of the Arizona Mirror wrote: “Arizona school vouchers that are pulling $1 billion away from students in K–12 public schools are here to stay, whether we like it or not.” She noted that “the real challenge is a public school system left underfunded and a voucher system left unchecked.”
In 1831, southern lawmakers tried to create a white nation by making it a crime to educate Black Americans. In 2026 the intent to exclude certain Americans from participation in the Enlightenment principles that undergird the nation remains the same, only less explicit.
—
Notes:
https://www.pbs.org/wgbh/aia/part3/3h500t.html
https://www.insidehighered.com/blogs/just-visiting/nation-risk-and-re-segregation-schools
https://progressive.org/magazine/private-school-vouchers-levin/
https://www.courthousenews.com/devos-family-donated-600k-school-choice-ballot-efforts/
https://www.npr.org/2017/02/28/516717981/watch-live-trump-addresses-joint-session-of-congress
https://catalog.hathitrust.org/Record/001297849
https://www.politico.com/news/2020/12/28/trump-private-schools-pandemic-451757
https://www.texastribune.org/2024/01/16/greg-abbott-jeff-yass-camapaign-donation/
https://www.texastribune.org/2025/05/03/texas-school-vouchers-greg-abbott-signs/
https://www.texastribune.org/2026/08/03/esa-students-texas-school-vouchers-first-year/
https://www.sosaznetwork.org/2026/a-case-study-on-arizonas-universal-esa-voucher-program/
https://www.propublica.org/article/arizona-school-vouchers-budget-meltdown
https://azmirror.com/2026/08/18/school-voucher-regulation-measure-prop-212-is-pushed-off-the-ballot/
https://www.texastribune.org/2026/04/01/texas-voucher-applications-demographics/
So I received a wacky and wild comment from Melissa Crew of Moms on the Ground—listed earlier this week as 16th among Orange County’s Worst Political Figures of 2026.
And it was hidden in the FLAGGED portion of my in box, so I didn’t see it until, well, right now. But it feels fair to post it here, because Melissa exerted the energy to opine.
For the record, this will be, officially, the second time someone on the hard right has filed some sort of “report” against me/this site, which is a) A pretty crazy misunderstanding/warping of the First Amendment and its protections; B) Uniquely weird.
[If you’re interested, here’s Exhibit A—the saga of Texas’ own Amber Smith]
Anyhow, I am also officially using this space to invite Melissa to do a Q&A for the site. We can sit down over coffee and cashews and I will ask questions (and listen intently) about trans issues and your cause. You can bring your own recording device to make certain I am true to every word—which I, of course, will be.
Here’s Melissa’s missive (notations at the bottom) …
Hey Jeff! Don’t appreciate the references to my death or inaccurate information about our organization of volunteer moms and the hundreds of documents we’ve discovered in public record that prove the Democrat party and their organizations profit heavily from recruiting kids into child patient mills at school. I hope if you have any sane/curious readers that they will check out the #Trans_student_hustle. You obviously have not1, as our work is about protecting kids from predatory adults and organizations that use and abuse tax payer money, rob children of their health and futures, while enriching politicians, hospitals and NGOs. We want parents of trans kids informed, not lied to like Sacramento Democrats wanted- AB1955. We want Trans kids informed about how they are being recruited and victimized by a system who profits from their pain. We want them to know they are loved2 and there are people who have no conflicts of interest who simply did research because we are moms and protect our young is what we do. If doing that puts me on your list, it begs the question- are you being paid by the Teachers Union and others for this article?3 That’s ok, based upon all of the lies in your article, I suspect you wouldn’t answer honestly and you will delete my comment like you have previously.4 We will check public records to find your affiliations5. The public records on trans topic are clear and we want transparency for kids at school and parents that send them there. They deserve to have eyes wide open, and know who is profiting and how. Your words about trans parents and kids feeling ostracized and attacked are your words of fiction, not reality6. We are respectful. You are not, as evidenced in this article, it is your desire to ostracize and attack people who disagree with you or those you work for. In fact, I’d always invite conversation and transparency, never call anyone “freaks” “the worst” “a gaggle of loons” and a “junk box mixture” as you have for this article. And I’d never put together a list as you have because I’m not a bully. Obviously, you are. Also, I’m not “in politics” as you falsely report7. Pretty sad that the title of your article is calling people “freaks” and “worst” and then you call others hypocrites citing President Trump name calling. I hope people are smarter than you think they are. I believe they are. Please know that I filed a police report against you because I feel very threatened by your focus on my dying, even though you attempt to veil threats8. I don’t know how words about my death even tie into this article, so clearly it is a veiled threat and has been reported as such. You are a man and you threaten a woman, a founder of a moms organization that is simply showing public records to parents and kids with truth about who is profiting off of them. I hope (and I pray because I am a Christian as you accurately report) that readers will check out the public records and understand the billions of dollars that NGO’s, teachers unions, hospitals, and politicians stand to lose once parents know why there is an inorganic increase in young patients for trans medicalization. I am a private citizen9 and I believe there are a number of civil violations you’ve committed against me, so, I’ve also contacted my attorney #trans_student_hustle
PS: This is the entry from the list:
I have indeed. I just think y’all are hurtful and nuts.
You guys have a weird way of showing love.
Bruh, some of us just write honestly without being “paid” or “owned.” Just because you’re paranoid, doesn’t mean they’re after you.
Opposite. It’s printed right here.
I was a Cub Scout for several weeks. Then a member of VAASA (Varsity Athletes Against Substance Abuse) in high school—though I did have some wine coolers while enlisted. I later was a member of the Baseball Writers Association of America, and a registered Democrat. Oh, and I had a season pass to Dave and Busters.
WOW. Wild, even for this.
You may not see it thusly, but you are.
Police: “Mr. Pearlman?” Me: “Yes?” Police: “A woman said you threatened her life.” Me: “Really?” Police: “Yeah, she said you wrote (checks notes), ‘It’s, oh, 60 years from now, and Melissa Crew dies peacefully in her sleep (to be clear, I’m not wishing death upon anyone. She’ll be around 100—so a nice long life) …’” Me: “Yup.” Police: “Have a nice day, sir.”
You have, literally, 26,000 IG followers.
I updated my Galactic Compass app for iPhone with augmented reality mode.
Background:
Galactic Compass is a floating green arrow that always points the way to the middle of the Milky Way, 26,000 light years away.
Here’s the announcement blog post from 2024.
It went kinda viral at the time. It was in the “top free apps” charts at the App Store briefly. In the Travel category. (I keep a list of press mentions over on Acts Not Facts.)
Why so popular? Probably because it was early “vibe coding” – I copy-and-pasted between ChatGPT and Xcode to code it, and that was new at the time.
But ALSO because knowing where the galactic centre is surprisingly grounding? I wake up every few months to an email in my inbox from someone who is having a tough time in life, or is losing a loved one, or similar, and somehow they have discovered Galactic Compass and they tell me how they sit outside at night with a cigarette and gaze at the arrow and it gives them a place of comfort and infinity.
I know what they mean. The Earth spins; it turns around the Sun; and so, at first, the supermassive black hole of the galaxy appears to slowly whirl around us, above and under the horizon, round and round. But then your perspective flips, and we are the ones moving, and the centre of the galaxy becomes a fixed point, our rock.

Anyway Galactic Compass 2 has two new features:
Plus a new Liquid Glass appearance ready for iOS 27.
Download Galactic Compass from the App Store.
Some “making of” notes:
Apple’s in-camera augmented reality is really, really good. Like, the arrow remains rock solid as you walk around. I hope they keep improving it.
I added a specific interaction that I’m intrigued by: you can hold down on the compass around to “drag” it around. It remains about 75cm away in phone reference frame, then drops into world frame when you release. I like how fluid it feels. My phone starts to feel like a glove that can reach into the virtual.
With the Apple Watch app… RealityKit, Apple’s graphics SDK, isn’t supported on watchOS. So how does the arrow rotate any which way? The joy of AI and agents that grind problems into dust: Claude Fable built its own 3D graphics library. Astounding.
It isn’t all fire-and-forget vibing with AI agents:
That first version of Galactic Compass didn’t work when you lifted your phone higher than about 30 degrees. ChatGPT couldn’t get the maths right.
And there is a lot of maths: device rotation, world frame rotation, astro… the appropriate way to combine these 3D rotations (and avoid gimbal lock) is a method called “quaternions” which - despite my physics background - I have never grasped.
After I released version 1.0, I figured I would have to do the rotations myself. So I sat down with ChatGPT and I didn’t get it to write the code, but I got it to educate me. With a patient, interactive tutor, I was able to finally do what I hadn’t by reading books and asking mathematician friends – I learnt how to use quaternions just enough to make the app work.
So learning doesn’t stop just because I outsource a bunch of thinking to AI. It pushes me to learn more. I like that as an outcome.
Auto-detected kinda similar posts:
A new national space transportation policy signed by President Donald Trump on Thursday calls for the development of more spaceports to support more than 1,000 launches and reentries per year by 2030.
The presidential memorandum replaces a 2013 policy signed by former President Barack Obama. Both policies share an emphasis on supporting the commercial space industry and underscore the importance of assured access to space. But the launch sector has changed immensely since then. There were 176 orbital launch attempts from US soil last year, nearly 10 times the number in 2013. SpaceX led the pack last year with 165 orbital launches of its Falcon 9 rocket, plus five suborbital test flights of the much larger Starship.
"By 2030, our space transportation ranges must grow to support more than 1,000 launches and reentries every year," the policy says. "The policies set forth in this memorandum will secure America's continued superiority in space."
Welcome to Edition 9.07 of the Rocket Report! China's workhorse Long March rocket family appears to be rebounding quickly from a rare launch failure August 10. Chinese officials have not publicly released any information on what may have caused the Long March 7A rocket to break apart less than 90 seconds after liftoff, but the rocket's use of YF-100 engines initially raised questions about the failure's impact on other Chinese rockets that use the same type of engines. But no biggie. YF-100 engines returned to flight six days later with the successful flight of a Long March 12 rocket, and the heavy-lift Long March 5—also with YF-100 engines—is set to launch in a few days with one of China's most important space missions of the decade: the Chang'e 7 lunar lander en route to the Moon's south pole.
As always, we welcome reader submissions. If you don't want to miss an issue, please subscribe using the box below (the form will not appear on AMP-enabled versions of the site). Each report will include information on small-, medium-, and heavy-lift rockets, as well as a quick look ahead at the next three launches on the calendar.
Trouble in Taiwan. A prototype for a future satellite launch vehicle developed by Taiwan's top weapons manufacturer veered off course shortly after liftoff Wednesday, Taiwan's Central News Agency reports. The "trajectory anomaly" prompted the activation of the rocket's self-destruct mechanism. The government agency responsible for the test flight, the National Chung-Shan Institute of Science and Technology (NCSIST), reported no injuries or property damage. Debris from the rocket fell into a planned safety control zone near the southern tip of Taiwan.

Paris, France | August 2026– More than 6,500 Earth observation (EO) satellites are expected to launch by 2035, generating $155.9 billion in manufacturing revenues as governments expand sovereign intelligence, surveillance, […]
The post New Novaspace forecast: 6,500+ EO satellites to launch by 2035 appeared first on SpaceNews.
Yes I will be doing a Conversation with her. She has a new and very interesting book coming out, namely The Time Tax: How the Government Wastes Our Time―and How to Fix It. More generally, from Wikipedia:
Annie M. Lowrey…is an American journalist who writes on politics and economic policy for The Atlantic. Previously, Lowrey covered economic policy for The New York Times and prior to that was the Moneybox columnist for Slate. She was also a staff writer for the Washington Independent and was on the editorial staffs of Foreign Policy and The New Yorker. She is a proponent of universal basic income.
So what should I ask her?
The post What should I ask Annie Lowrey? appeared first on Marginal REVOLUTION.
Release: llm-openrouter 0.7
Now that this plugin is compatible with LLM 0.32 it can display the reasoning traces for LLMs available through OpenRouter.
- Updated for compatibility with LLM 0.32.
- Models now use OpenRouter's implementation of the Responses API.
- Three new server-side tools: Shell, WebFetch, and WebSearch. Enable these with options like
-T WebSearch.
Tags: llm, openrouter
I wrote about my vibe-coded bandwidth and GPU monitoring macOS task bar apps back in March, and I'm still using both of those on a daily basis.
I'm not habitually knocking out real UIs for my other projects yet, but I'm running out of excuses!
Thomas:
If you haven’t tried your hand at turning one of your 500 throwaway CLIs into a native app, you’re doing yourself a disservice. Go build a native UI. It’ll probably change the way you think.
Tags: thomas-ptacek, ai, generative-ai, llms, vibe-coding, coding-agents
After I released version 1.0, I figured I would have to do the rotations myself. So I sat down with ChatGPT and I didn’t get it to write the code, but I got it to educate me. With a patient, interactive tutor, I was able to finally do what I hadn’t by reading books and asking mathematician friends – I learnt how to use quaternions just enough to make the app work.
So learning doesn’t stop just because I outsource a bunch of thinking to AI. It pushes me to learn more. I like that as an outcome.
— Matt Webb, Galactic Compass 2: now with new augmented reality mode
Tags: matt-webb, generative-ai, chatgpt, education, ai, llms
“Gradually, then suddenly.” — The Sun Also Rises
Lots of people are worried about rising long-term interest rates. Short-term interest rates are controlled by the central bank. But the Fed doesn’t usually intervene in the market for longer-term bonds, so when these interest rates move around, it means the market is telling us something. So a lot of people were worried when the yield on 30-year U.S. Treasury bonds jumped by 6 basis points (0.06%) the other day.
Why were people scared? Well, remember that when interest rates go up, it means bond prices went down. Which means that fewer people wanted to buy U.S. government bonds. This could be a signal of several bad things:
It could signal expectations of higher inflation. When future money will be worth less, bond investors demand higher interest rates today. Higher inflation also means the Fed will probably raise interest rates.
It could signal a loss of confidence in the U.S. government. If people think there’s a possibility that the U.S. won’t repay its debts, they will charge a higher risk premium to hold that debt. These doubting investors are sometimes called “bond vigilantes”. Bond vigilantes could be scared by soaring U.S. debt levels and deficits, and/or by irresponsible geopolitical and economic policies from the Trump administration.
Here’s John Cochrane on the specter of the bond vigilantes:
Unsustainable fiscal policies can only go on so long. Eventually bond investors decide that the US will not in the end do the right thing after trying everything else, and default, expropriation, taxation, capital controls, or sharp inflation is on its way. They stop buying long-term bonds especially, and look to the comfort of short term bonds…For some reason there is limited demand for long-term treasury debt…
The beginning of a global sovereign debt retrenchment would show up first in a feeling of limited demand…Investors, seeing trouble demand a larger risk premium for longer term debt…Moving to short maturity structures is a classic symptom of trouble ahead.
Among the people who were scared by the rise in interest rates, apparently, were the Trump administration. Higher long-term interest rates mean higher mortgage rates,1 which make American voters mad. They also make it harder for the U.S. government to finance its enormous deficits. So Treasury Secretary Scott Bessent announced that the government was intervening in the bond market, with a program to buy long-term U.S. Treasury bonds. This pushed up bond prices — and pushed down interest rates — for exactly one day, but then the bond markets bounced right back:2
US Treasuries fell a day after the Trump administration’s surprise decision to increase buybacks of longer-dated bonds…The 30-year yield on Thursday rose over seven basis points to as much as 5.27%, where it was just ahead of the US Treasury Department’s announcement early Wednesday.
So are we watching the collapse of confidence in the U.S. government? Is this the beginning of bankruptcy for Uncle Sam? Probably not yet. The underlying trends of excessive borrowing and boneheaded policies do bear keeping an eye on, and collapses of investor confidence can happen fast once they begin. But it’s unlikely that a true sovereign debt crisis has begun.
One reason I’m not terrified by the rise in long-term rates is that it’s not actually that big of a rise!
In stories about rising rates, you see a lot of charts about how it’s a global phenomenon:

This has interesting implications, but first, notice that except for Japan, most of the rise was actually in 2021-2023. So whatever happened to make bond investors demand higher rates, most of it happened years ago.
Here’s just the U.S., zoomed out to cover the last decade:
Long-term rates fell in 2019 and bottomed out during the pandemic, then in 2022 and 2023 they had a big sustained rise. In comparison, the rise since early 2026 has been very small — only a few tenths of a percent.
That could be the beginning of a catastrophic rise, and of course when you’re carrying as much debt as the U.S. government is, even a small increase in borrowing costs can be a headache if it’s sustained over a long period of time. But I just can’t look at that little wiggle in 2026 and see evidence of a bond market collapse. You should be very worried about the U.S. national debt, but this rise in rates should only make you a tiny bit more worried, if at all.
So what is behind the (small) rise in long-term rates? There are three basic possibilities.
Scott Bessent, the Treasury Secretary, isn’t the worst member of Trump’s cabinet. I mean, he has to compete with the likes of Pete Hegseth. But he leads the pack in terms of being far worse than anyone imagined he would be. Here, for example, is how the Financial Times reported on his selection:
Credible Treasury secretary, my, um, assets. In office, Bessent has been a consummate Trump sycophant. For example, in March 2026 the Treasury announced that henceforth Donald Trump’s signature would appear on paper currency — a first for any sitting president. Bessent’s prepared remarks ran as follows:
Under President Trump’s leadership, we are on a path toward unprecedented economic growth, lasting dollar dominance, and fiscal strength and stability. There is no more powerful way to recognize the historic achievements of our great country and President Donald J. Trump than U.S dollar bills bearing his name, and it is only appropriate that this historic currency be issued at the Semiquincentennial.
This kind of “Dear Leader” rhetoric coming from the nation’s top economic official is far worse than just embarrassing. In times of crisis, the Treasury secretary’s credibility is a critical asset for dealing with financial markets. So when Bessent talks like a love-struck Natalie Harp, it carries the potential for enormous financial and economic costs for the country.
Moreover, Bessent routinely makes assertions about the state of the economy that are manifestly, glaringly untrue – as if he can gaslight the professionals who closely track economic data. A couple of weeks ago, for example, Bessent rejected the widespread view that we have a “K-shaped economy” in which a few people are doing well but many are falling behind:
I get sick of hearing about this K-shaped economy, I can say here definitively, the K-shaped economy is over.
Bessent tried to back up his claim by pointing to data on wages, which showed that those in the top 25 percent had slightly lower wage gains than those in the bottom 25%. But nobody familiar with the data was fooled. High-income Americans receive much of their income from capital, not labor, while many lower-income Americans rely on food stamps and other programs that are facing savage cuts under Trump. Here’s what after tax-and-transfer real income looks like for the 1 percent and the bottom half of the population since Trump II began:
Looks pretty damn K-ish to me.
So it’s clear that Bessent’s pronouncements are geared to an audience of one: Donald Trump. He doesn’t mind sounding like a fool and a liar to the financial markets and to the American public as long as it pleases Dear Leader.
But Bessent’s betrayal of the trust that was placed in him by the American public to be a competent steward of the nation’s economy goes beyond public pronouncements. Something very troubling is happening inside the Treasury department as well. According to the Partnership for Public Service, a nonpartisan watchdog, 7 out 16 Trump Treasury appointees confirmed by the Senate — that is, the very top Treasury officials — have left since the start of Trump II. That’s 44 percent, an astonishingly high percentage. According to NOTUS, which reported on the study,
At least four of the seven top Treasury officials left after disagreements with the White House over demands to stretch, if not violate, tax law. Those disputes included Treasury resistance to a controversial push to use taxpayer data as part of the administration’s immigration crackdown, as well as the president’s push to establish a $1.8 billion fund to compensate allies as part of a deal with the IRS to drop any past or future tax audits of the president and his family. (The “anti-weaponization” fund was later dropped due to resistance from Senate Republicans.)
NOTUS quotes Mark Mazur, a former senior Treasury official, who suggests that some of the departing officials may be leaving rather than commit illegal acts:
A lot of these people expect to have a career after this administration, and being disbarred would be a bad thing for them.
And aside from apparently demanding that Treasury officials act in ways that would put them in legal jeopardy, Bessent has been deploying the financial resources of the Treasury in ways that have little relationship to U.S. national interest, but are clearly in the service of Trump’s political goals.
One example was a large financial intervention in October 2025 to support the Argentine peso. The U.S. has no obvious economic or national security stake in Argentina. The obvious goal, however, was an attempt to rescue the right-wing, Trump-friendly government of Javier Milei. While this intervention bought Milei some time, it didn’t revive his political fortunes: Milei’s approval ratings are at Trump-like levels.
Which brings me to Bessent’s most recent interventionist move: An attempt to reverse the recent spike in U.S. long-term interest rates by buying back 30-year Treasury bonds. It’s actually an almost pitifully small move:
Still, where does the money for the buyback come from? From sales of government issued shorter-term debt, largely Treasury bills.
This is just a swap of longer-term government debt for shorter-term, riskier government debt. It does nothing to resolve the underlying U.S. fiscal problems that caused the spike in the 30-year debt. Some analysts call Bessent’s strategy“rearranging the deck chairs on the Titanic.”
But it’s actually worse than that. I won’t go into all the wonky details here, but Bessent’s bond move is functionally equivalent to “quantitative easing,” the policy the Federal Reserve followed in the early 2010s.
Back then the Fed was trying to boost an economy that was still deeply depressed in the aftermath of the 2008 financial crisis. So it tried to reduce long-term interest rates by buying long-term federal debt, paid for by effectively issuing short-term debt in the form of interest-paying deposits.
The Fed did quantitative easing in the early 2010s for good reasons: to resuscitate a moribund economy. But conditions are completely different now: Unemployment is fairly low and the economy is suffering from above-target inflation. Indeed, there’s a live debate within the Fed about whether to tighten money to fight inflation. So why is the Treasury engaging in an end run around the Fed, conducting its own de facto expansionary monetary policy?
The answer is clearly political: High long-term interest rates are an embarrassment for the Trump administration, and Bessent is trying to make the picture look prettier, even though this means undermining the people who are supposed to be making monetary policy.
The maneuver is failing: 30-year yields fell briefly on Wednesday, when the policy was announced, but bounced back on Thursday and were higher as I write this than they were a week ago. — clear proof that you can’t gaslight the bond market.
So Bessent, a former bond trader himself, has squandered all of his credibility with his sycophancy, his apparent demands that top officials engage in unethical and probably illegal conduct, and his abuse of the Treasury’s financial power for clearly political goals.
And his ruined reputation will be a real problem if and when, like many of his predecessors, he encounters a crisis in which we really need a credible Treasury secretary with competent subordinates.
MUSICAL CODA
Still no songs about long bonds …
Release: llm 0.32.1
Fresh installs of LLM stopped working the other day because the OpenAI Python library dropped its usage of httpx, and it turned out LLM depended on that library but only installed it via a transitive openai dependency.
This dot-release fixes that for the moment by pinning to openai<3, and a soon-to-drop 0.33 release will switch from httpx to httpx2.
San Francisco Chronicle columnist Herb Caen used to do the occasional Friday column with this title, throwing unrelated things together in 3-dot journalism style. I’m gonna try it because:
I’m behind in posting; I try to do one per week.
My life is both rich and chaotic these days. I’ve never been so busy, and this, along with the aging factor makes for a wild ride.
So here are random photos. Like a lot of things I do, I’m just gonna start and see how it works. Right now, I’ll work backwards through my photos,
In putting up the pages of my handmade book Pop’s Diner (in the four recent Substack posts), I rediscovered the art of shooting photos with the approximate looks of a 50 mm lens, and collaging them to form a panorama.
What jumps out at me here is the reality of the scene, as opposed to the distortions of wide-angle lenses. It’s exciting to discover this technique I was utilizing 30-40 years ago — except now Photoshop is is piecing them together (in Photomerge).
The kitchen was built by Lew Lewandowski about 30 years ago. (At the time, Lew was a traveling carpenter; carrying all his tools, including a small table saw and joiner in a Volkswagen van [along with his two dogs]),
I got the stainless steel sink for $100 at Caldwell Wreckers in San Francisco. It drains from both sides into the sink, unlike most sinks with a lip around the counter (that eventually rots). I wash dishes in the Rubbermaid dishpan, rinse, and stack in the slotted wooden shelf on the right.
(Actually, the counter isn’t usually this cluttered.)
Somewhat to Lesley’s chagrin (and amusement), I did this video a few years ago:
My neighbor, artist Dieter Tremp showed up a few weeks ago with this (12” by 14”) drawing. He’d done a bunch of drawings based on photographer Imogene Cunningham’s book After Ninety, and realized he had a nonagenarian down the road. To tell the truth, I’m kinda thrilled with it.
Anna Magnani, the Italian actress is said to have said to a makeup artist who wanted to smooth out her face, something like "No, no, I earned all these lines in my face."
Coming home on an afternoon last week. The water, sky, birds, view of the ridge, are always different, and how about this? — I’ve been along the edge of lagoon, returning home, well over 10,000 times — on foot, bike and car. (Say four times a week for 55 years.)
Tony Serra (red shirt) and me, both 91, and Jasper, our young friend in his early ‘80s at Tony’s house — all of us native San Franciscans. Tony’s daughter Wonder and granddaughter Page had just left, and the three of us talked for about an hour. Tony and I have been friends for over 70 years.
I don’t get the chance to talk to people my age much, and it was like we were speaking a different language — based on what we’ve seen in a pretty good span of years.
One of those “sweet spots in time,”* when everything comes together. We covered a lot of ground, Tony reciting the odd poem in his passionate stentorian style.
* If you follow me, you’ll find I use this phrase pretty often.
Free-range multi-color beauties engineered by Sirima and Walter
Three coleus plants and a mask at Berkeley Horticultural Nursery Friday. I bought the gaudy one at top left to liven up our burgeoning garden.
Bakery in the Los Montañas Mercado in San Pablo, the closest thing we have to a real Mexican mercado in the Bay Area. Fantastic store, huge. Real made-in-a-vat chicharones. All the foods of Mexico. And the bakery — well, I appreciate this on an artistic, if not gustatory level.
Once in a while, freeways exhibit good design. (I love the brick red color; all my doors and windows are painted brick red.) This is near the Presidio Pet Cemetery in San Francisco (667 McDowell Avenue), which is, in itself, worth a visit. (There’s one tombstone for a beloved deceased pet goldfish,)
Spotted these guys downtown one day. Mitch and Lee got on a train in Truckee (near Lake Tahoe) with their bikes and surfboards, got off in Emeryville, rode the ferry into San Francisco, then pedaled out to Bolinas where they went surfing. Back to Truckee the same day. Truckee to SF: 195 miles.
Chris Ryan stopped by for a visit a few weeks ago on a cross-West road trip. Here he is standing in his Sprinter van.
Chris is a fascinating guy and his Tangentially Speaking is my most listened-to Substack. He’s also a heavy duty podcaster, with over 500 episodes, plus, he and his his equally fascinating partner Anya coordinate from time to time and I end up taking notes.
1960 on a day off, we were heading out to to North Beach on the Point Reyes Peninsula to go surfing in my 1937 Chevy pickup truck (which had had square-cut gears, so you had to double-clutch both up and down through the gears.
66 years ago.
L-r: me, Jim Sylvia, my brother Bob, John Wiskovich, Jim Mc Gowan
One last panorama, the Palace of Fine Arts in San Francisco, thanks to Rick, who walked me through the (to moi) complex steps of saving the panorama so it can be loaded into Substack. I’m intrigued to rediscover this technique. It feels like I’m stepping into the photo.
Poppa’s got a brand new bag.
Up betimes and among my joyners, and to my office, where the joyners are also laying mouldings in the inside of my closet.
Then abroad and by water to White Hall, and there got Sir G. Carteret to sign me my last quarter’s bills for my wages, and meeting with Mr. Creed he told me how my Lord Teviott hath received another attaque from Guyland at Tangier with 10,000 men, and at last, as is said, is come, after a personal treaty with him, to a good understanding and peace with him.
Thence to my brother’s, and there told him how my girl has served us which he sent me, and directed him to get my clothes again, and get the girl whipped.
So to other places by the way about small businesses, and so home, and after looking over all my workmen, I went by water and land to Deptford, and there found by appointment Sir W. Batten, but he was got to Mr. Waith’s to dinner, where I dined with him, a good dinner and good discourse, and his wife, I believe, a good woman. We fell in discourse of Captain Cocke, and how his lady has lost all her fine linen almost, but besides that they say she gives out she had 3000l. worth of linen, which we all laugh at, and Sir W. Batten (who I perceive is not so fond of the Captain as he used to be, and less of her, from her slight receiving of him and his lady it seems once) told me how he should say that he see he must spend 700l. per ann. get it how he could, which was a high speech, and by all men’s discover, his estate not good enough to spend so much.
After dinner altered our design to go to Woolwich, and put it off to to-morrow morning, and so went all to Greenwich (Mrs. Waith excepted, who went thither, but not to the same house with us, but to her father’s, that lives there), to the musique-house, where we had paltry musique, till the master organist came, whom by discourse I afterwards knew, having employed him for my Lord Sandwich, to prick out something (his name Arundell), and he did give me a fine voluntary or two, and so home by water, and at home I find my girl that run away brought by a bedel of St. Bride’s Parish, and stripped her and sent her away, and a newe one come, of Griffin’s helping to, which I think will prove a pretty girl. Her name, Susan, and so to supper after having this evening paid Mr. Hunt 3l. for my viall (besides the carving which I paid this day 10s. for to the carver), and he tells me that I may, without flattery, say, I have as good a Theorbo viall and viallin as is in England. So to bed.
This is the second half of the final part (I, IIa, IIb, III, IVa, IVb, Va, Vb) of our apparently five-part series laying out some general guidelines for how pre-modern armies are organized, with fictional worldbuilding and historical patterns in mind. Last time we started checking some fictional militaries against the general patterns we’ve laid out and we’re going to continue doing that this week.
This week, I want to turn to some of the more complex militaries structures we’ve discussed and I found they were more common in my repertoire of video games than film or literature, perhaps because the ultra-long-form structure of many video games provides a lot more space to explore complex institutions. So this week, we’re going to look at an example of a professional standing army in the Imperial Legion of The Elder Scrolls series, some private enterprise war through the Vailian Trading Company of Pillars of Eternity II: Deadfire and the finally try to untangle the military system of Baldur’s Gate from the broader Forgotten Realms constructed world (including but not limited to Baldur’s Gate 3).
But first, as always, recruiting and maintaining large pre-modern armies is expensive! Much like many of those pre-modern armies, this project is supported by devolving the costs of my ruinous book-buying habit on to recruits readers. You can help by spreading the word to new readers and by supporting this project over at Patreon. If you want updates whenever a new post appears or want to hear my more bite-sized musings on history, security affairs and current events, you can follow me on Bluesky (@bretdevereaux.bsky.social). I am also active on Threads (bretdevereaux) and maintain a de minimis presence on Twitter (@bretdevereaux).
Now I should start by noting one of the obvious quirks of discussing any sort of worldbuilding when it comes to video games which is that video games are the product not of a single vision but of many hands, even more so than film or tv. After all, even just the dialogue of a single game is the product of more than one writer (Oblivion credits six ‘Quest Designers’ and two more for ‘Additional Writing,’ for instance) and of course a lot of the creative decisions are also made by artists, level designers and so on. And of course that team might be very different from one game to the next: there’s a lot of turnover from Morrowind to Skyrim.1 So it shouldn’t surprise us that there may be some inconsistencies or contradictions; nevertheless there is enough continuity here to proceed.
We can begin by sketching out our civilian society. I really think the society of The Elder Scrolls is something we should come back to in more depth, because while it often models itself as the most generic ‘generic fantasy world,’ it actually isn’t in some interesting ways. But we’ll have to stay brief here.
Tamriel (the world of The Elder Scrolls) is, like our previous examples, a complex agrarian society, but it is different in important ways: Tamriel is substantially more urban than either Westeros or Middle Earth. That isn’t just reflected in it having larger cities – these games city sizes are invariably products of graphical limitations, rather than direct one-to-one expressions of worldbuilding – but in the organization of society: in the places we’ve seen mostly clearly (Cyrodiil, Morrowind and Skyrim) the Cyrodiillic Empire (from here on, just ‘the Empire’ for short) is able to organize its administration entirely through urban centers. Castles – fortified private homes in the countryside – exist in this world, but local administration is urban, even in a relatively under-developed province like Skyrim, where each of the administrative divisions (‘Holds’) has a capital in an urban settlement, be that a major city for the larger holds (Riften, Windhelm, Whiterun, Markarth and Solitude all seem to be intended as major cities) or smaller towns for the lesser holds (Falkreath, Dawnstar, Morthal and Winterhold). This is a society organized around cities, rather more like the ancient Mediterranean world than medieval Europe in that regard (and given the frequent Roman theming of the Empire, this hardly seems like an accident). Still agrarian – most of what is going on is still farming – but meaningfully more urban.
The Empire is in turn organized into provinces (nine of them) roughly corresponding to the historic areas of settlement of its constituent fantasy races. Cyrodiil is the capital province and by far the largest (only Morrowind comes close and much of it is thinly settled) and most populous – it is the imperial core and its size and population helps explain why the government in Cyrodiil is able to more-or-less (mostly less, by the time of Skyrim) hold the rest of Tamriel. Each of the provinces has its own internal customary local systems of government. That may seem strange but pre-modern territorial empires often left local ruling systems in place when they could and Cyrodiil does as well. In Cyrodiil proper, we see the province is divided into sub-regions (Counties) with a local ruler (a count) who is strongly subordinated to the center. While the position of count is hereditary, the position has very limited authority (as the wiki notes). in practice, Cyrodiil itself is a state with one legal system dictated from the capital and local ‘rulers’ reduced mostly to functionaries who implement that system, rather than independent powers in their own right.

Outside of Cyrodiil, local communities are organized by local laws under local leaders: Morrowind is still ruled by its Great Houses, each with their own territory, while Skyrim is ruled by its Jarls. These entities retain their own local militaries independent of the Empire and so we ought to understand the periphery here as consisting of vassal polities. In short the state part of the Empire is Cyrodiil (and perhaps small parts of the other provinces), but much of the area it rules is non-state client rulers. That also shouldn’t be surprising: this was the normal structure for a lot of large empires – the empires of the Late Bronze Age come to mind especially. Notably though – and we’ll come back to this – the Imperial Legions (the military force of the Empire proper) maintain pretty obvious ‘escalation dominance’ over Cyrodiil’s vassals (at least until things get pear-shaped in Skyrim).2
So we have a fairly well-consolidated state in Cyrodiil which provides the imperial core for the Empire and then a periphery of vassal state- and non-state polities (mostly non-state, as we see them) which the Empire very much controls. How does the military system map onto that?
Surprisingly well, actually, so long as we account for the limitations in scale imposed by the genre (an RPG cannot have 90,000 men on the screen or it will crash) and the requirement for things like ‘town guards’ (so they player doesn’t murder-hobo entire towns).
The political structure (an imperial government with a core territory that also rules over vassal polities) is mirrored in the military structure: there is both the Imperial Legion but also local military forces. In Oblivion, these local forces (commanded by the counts) are little more than constabularies, something that actually is expressed pretty well in-game by how immediately out-matched they are by the Oblivion Crisis compared to the heavier forces of the Imperial Legion. In Morrowind and Skyrim, the forces of the local governments (the Jarls in Skyrim, the [dissertation on the wonderfully complex government of Morrowind here] in Morrowind) look to be quite a bit more substantial: particularly in Morrowind, one gets the sense that the armies of the Great Houses and of the Tribunal Temple are quite formidable (heavier, more expensive equipment, more magic, and so on), even if not a match for the Imperial Legion itself.3 That makes sense: in order to maintain control, the Imperial Legion has to maintain ‘escalation dominance’ – the ability to win at higher levels of escalation (thus dissuading potential foes from escalating) – over the many regional armies of the empire’s provinces.

The major problem with the local military forces is that they appear to be standing forces to a substantial degree. We see a lot of ‘guards’ standing around on duty and such. But in practice, such local rulers aren’t going to have much need for a standing military force on duty all the time: most communities have sporadic security needs and small communities generally do not even require much of a permanent, standing constabulary. Instead, we might expect the permanent force to be a small retinue around the local ruler (we actually do see this in Skyrim with the concept of thanes), but beyond that, we might expect a ‘raised for the moment’ form of military organization: some sort of levy or militia, possibly with a standing component that is just a rotating period of duty among those liable to be drawn into the full militia in an emergency (a select levy to go with the general levy). In that case, ‘guard’ wouldn’t so much be a career as it would be something like a two-week shift every year that you had to do, effectively as part of your taxes.
The Imperial Legion (or legions) itself is also a recognizable structure: it seems pretty clearly to be a professional army. Members of the legion are very clearly deployed far from home (a point often exemplified by the legion’s multicultural recruiting) on a permanent basis and are full-time soldiers. Recruiting seems to be done through volunteers. While we see some recruitment of local auxiliary forces in Skyrim, these tend to be lighter troops and might be local auxiliaries: the clear nucleus of the force, we’re told, arrived with General Tullius from Cyrodiil. The legion is most often stationed in permanent fortifications (we see a lot in Morrowind) or key cities (like the Imperial City in Oblivion) – it is not a local militia and makes no effort to be ‘everywhere.’ Its equipment is remarkably (though not perfectly) uniform even in regions where its styles are distinctly foreign such as Morrowind or Skyrim, suggesting that equipment is state-issued and somewhat standardized. It also seems to be a long-service professional organization: we see quite a few ‘old soldiers’ still serving, both in desk-jobs and in combat roles.

And this is a structure that actually makes a fair bit of sense for a state like this: vassal rulers retain smaller local forces and the Empire largely lets them deal with the day-to-day work of order and administration. Meanwhile, the imperial center, with its greater resources, maintains a large, professional, well-equipped standing army that enables it to coerce those local rulers as well as engage in large-scale warfare. One imagines that, in the event of a major security threat, we’d see the Imperial Legion forces form the core of a field army, probably supplemented by non-legion local forces. The amusing thing is, while I think the developers imagine this structure as ‘Roman-ish,’ the state it actually recalls to me most clearly is the Neo-Assyrian Empire (fl. 911-626) which maintained a core professional army of full-time infantrymen (in matched pairs of archers and shield-bearers) who were then supported by levies drawn up from the empire’s vassals.4

What I think is somewhat underdeveloped – especially in Oblivion and Skyrim – is the apparatus to pay for all of this. While other kinds of military systems can have their costs effectively devolved, a state-equipped professional army has to be paid out of the treasury, which in turn demands a state with the ability to raise a lot of revenue. Because it is a volunteer professional army, these soldiers would have to be well paid in order to recruit and retain them. Notably, we do not see in The Elder Scrolls, any indication that these costs are being defrayed by private enterprise war – the Imperial Legion is not a contractor-based army and commissions in its officer corps are not purchased, but awarded based in merit and internal promotion.
Now that’s not to say we don’t see any of that apparatus. The Empire clearly raises revenue both through taxes and through state-chartered monopolies. One of the first things we see in Morrowind is the Syda Neen Census and Excise Office, suggesting both head and excise taxes (excise taxes are taxes on specific goods) and there is a quest related to local tax collection. That said, the tax infrastructure in Morrowind is relatively minimal and that makes sense: most of the game takes place on Vvardenfel, which is only in the initial stages of having imperial control established. Notably, what collection we do see is in ports, suggesting customs and excise taxes may be central here, which also makes sense for a region that is only slowly being brought fully into central administration: port duties and excise taxes on luxury goods (I recall, but cannot find the line of dialogue, where we’re told that the excise taxes are on alcohol) are easier and quicker things to set up.
But what we don’t see is a more focused and intense extraction system in Cyrodiil or especially in Skyrim. By the time Skyrim takes place, the Empire is no longer at peace, but is recovering from a large war and trying to rapidly prepare for its seemingly inevitable sequel, which should demand high revenues and thus that taxes would be high as well. Yet ‘tax revolt’ is nowhere in the Stormcloak rebellion’s motivation (they’re focused more on religious persecution and ethno-nationalism) and we see almost none of the apparatus of extraction that we ought to see for a province that has been long-held by the Empire. The same is broadly true for Cyrodiil, though there are a couple of quests in Oblivion related to things like port taxes in Anvil and such.
Alongside that fairly minimal taxation apparatus, we have another major revenue source, which is the East Empire Company, a fairly obvious riff off of the British East India Company (even borrowing the ‘East’ despite appearing in places like Skyrim that are…not in the East), a massive vertically integrated company with a bunch of state-chartered monopolies on luxury goods. That is a very historically rooted way for a state to raise revenue, of course. The problem is that it isn’t enough. Recall, Tamriel is a complex agrarian society: we see no hint of even early mass manufacture, much less industry, so the overwhelming majority of economic activity is going to be in agriculture and pastoralism. That in turn necessarily means that the revenues generated from something like the East Empire Company are going to be somewhat marginal to the state itself. The Roman Empire had, for instance, a slew of state monopolies (on things like silver mines) as well as rents on state-controlled lands and resources which the Romans collectively called vectigalia, but it is very clear that the large majority of Roman taxes were what the Romans called tributum: taxes assessed on agricultural land or produce.
So what we ought to see in order to complete the Imperial Legions is the infrastructure, particularly in Cyrodiil and Skyrim, for substantial tax collection on the common folk, particularly on agriculture. Now that could be structured in two ways: we could see (as we do in Morrowind) direct imperial taxation, with imperial officials in each settlement assessing taxes themselves. Now those officials might be direct employees of the Empire, but an equally likely solution (which we do seem to see in Morrowind in Caldera, as I recall) are tax farmers: private businessmen who have contracted to do tax collection in an area.
Alternately, the Empire might do what the Romans eventually did: assess taxes on communities and leave it up to local leaders and governments on how to collect those taxes. Given how visible and important local ‘vassal’ rulers are in the Empire, this seems to me the more likely solution: tell the local Jarl or Count or Great House that it is responsible for raising a specific amount of money (or revenue in kind, so a specific amount of grain or recruits or whatever else) and then let them sort it out with their own local administrative apparatus. That said, if this was the system, we ought to hear about it more, especially in Skyrim where the local revolt against the Empire ought to mean that imperial taxes are being collected in some places and are not being collected in others.
All of that said, the fact that the Empire in The Elder Scrolls has a somewhat fragmented structure and then has a fragmented military apparatus – with a professional army enforcing imperial power over a bunch of much smaller local militaries which do the day-to-day work of maintaining law and order – works as a reflection of the society we’re shown. What is missing is mostly just the apparatus of empire itself, which has really been neglected in the setting’s worldbuilding since Morrowind.
That said, bringing up the East Empire Trading Company of the Elder Scrolls games highlights one odditiy: the EEC lacks its own military force, instead relying primarily on the Imperial Legion (something we see clearly in Solstheim) and only occasionally on local goons. But of course a massive, state-chartered trading company of this sort is frequently going to have to operate far from the center of imperial control and potentially with local communities that object quite loudly to being so obviously exploited. As a result, these sorts of ‘mega-corps’ tend to operate their own independent military forces: the societates of Roman publicani that managed the tax-farming system (prior to Augustus’ reforms to the largely community-centered tax system mentioned above, though some taxes remained farmed) maintained private security forces we can see clearly in documentary evidence from Roman Egypt, while early modern trading ‘mega-corps’ like the British East India Company or the Dutch VOC maintained full-on private militaries, complete with armies and warships.
But we do see that structure in Pillars of Eternity II: Deadfire. And let me also just say: if you are a fan of classic computer role-playing games (BG3, Wrath of the Righteous, Rogue Trader, Solasta, that sort of thing), you really ought to give Deadfire a spin. It is very good and very tightly written (and the stronger of the two Pillars games). It’s also, I think, a better introduction to Eora than the more recent Avowed and I really liked Avowed.
Here the setting is the Deadfire Archipelago, a smaller region in the larger world of Eora, with three principle military powers along with a fourth minor power (the Principi sen Patrena, a very loose pirate confederation that survives to a significant degree in the shatter-zone created by the other three that we’ll leave aside here) and all three are actually pretty well realized. The actually indigenous local power are the Huana. They are significantly fragmented: the strongest tribe (the Kahanga) are a complex agrarian society with a large capital city (Neketaka) that exert an imperial overlordship over smaller tribes and communities in their periphery. Their society is a caste-based one and their military structure follows that: the priests (including ‘Shapers’ who wield powerful magic) and the warriors both are drawn from the highest caste, the Mataru, which thus acts as a hereditary military-and-religious aristocracy which also – not by accident – controls most of the wealth. Their military is thus drawn primarily from this upper-class, drawing its cohesive principle from the exclusivity and strong social expectations for that class, financed by the wealth of its role as the ruling elite (that is to say, wealth extracted from the lower, worker classes). But of course that system imposes strong limits too: the military cannot be readily expanded beyond those classes effectively and the entrenched class interests of the elite render the Huana military static and unresponsive to new technology – though formidable, their position relative to rivals is deteriorating. As a result, the player’s interactions with the Huana are always contextualized by the Huana leadership’s own sense of growing military vulnerability to incursions from foreign colonial powers, of which they have two.

The first is the Royal Deadfire Company, which represents the distant maritime kingdom of Rauatai in the Archipelago. The name is something of a euphemism: the institution began as the Rauatai Trading Company, but was brought under the direct control of the ruler of Rauatai (the ranga-nui) and converted into the RDC, which in practice isn’t really a trade company anymore, but an expeditionary force, an army of the government of Rauatai which aims to conquer the region – albeit gradually, because the Huana are still strong enough to make a direct war of conquest a risky proposition. The RDC is thus effectively an expeditionary force of professional soldiers, funded and maintained by Rauatai (itself a large maritime empire) doing ‘ports-and-forts‘ imperialism. Consequently, what we see of them are fortified staging posts (notably Hasongo) to support their navies and channel goods back to the homeland and nearly all of the people we see are military personnel more or less directly employed by the Rauataian state.

Notably, as an aside, we don’t get as much information about the rest of Rauatai’s military that I recall. Honestly, I’d think something like a core army of conscripts might make sense (given how militarized the society is described as being), with only the forces deployed permanently abroad (like the RDC) being composed of professional ‘long-timers.’
In contrast to the RDC which is almost an army of a foreign state, the third power really is a trading company first: the Vailian Trading Company (itself a pretty clear echo of the Dutch VOC, down to the similar acronym). One oddity worth noting is that the VTC is not attached to one state, but several, representing the combined efforts of the Vailian Republics, a loose confederation of city-states. The nearest historical parallel here may actually be something like the historical Hanseatic League. But where the RDC is essentially an arm of the Rauataian state, the VTC is doing something different: private enterprise war. The VTC is a company, run by a board of directors, answerable to investors in the Vailian Republics under a charter sanctions by their confederation.

And (unlike the EEC of the Elder Scrolls series), it has its own military to secure and advance its operations, every bit as predatory as the RDC. And what we see – and I think this makes sense for the society being presented – is a contractor-based military. Indeed, we meet one of these contractors, Atello Valera, who the VTC has contracted to provide a pretty large security presence, including a number of warships. What I do think is missing here is a greater array of contractors and sub-contractors. Realistically, we might expect the regional heads of the VTC (Ignato Castol and Lueva Alvari, who split maritime and land-based operations between them) to have a few key contractors (whatever the Vailian equivalent to colonels or condottiere is), who would then have sub-contractors running individual ships or companies, with basically everyone in the chain effectively functioning as a sort of ‘military entrepreneur.’ We do get a real sense of that entrepreneurship from the Valeras, but they ought not be the ‘only game in town’ on the military side.

That said, I think Deadfire actually does a good job of correlating militaries and societies: the Huana, Rauatai and Vailians have quite different societies and thus quite different militaries: a warrior-class military with devolved costs that fits the caste-based Huana society, a professional military with standardized state equipment and regular pay that fits the very centralized Rauataian state and finally a private enterprise warfare military using military contractors that fits the decentralized structure of the Vailian Republics.
Now we turn to the unusual military structure of Baldur’s Gate, drawing not just on the recent Baldur’s Gate 3, but more broadly on the lore of the city as part of the Forgotten Realms setting. We’re picking one city to focus on in part because it has become the most visible part of the Forgotten Realms’ setting and also because, to be frank, the military, social and economic structures of the Forgotten Realms are kind of a mess. That’s not necessarily a harsh criticism – this was a setting built for specific purposes (facilitating D&D gameplay) rather than worldbuilding verisimilitude. But that still makes them interesting to talk about from this perspective because they often test public assumptions about what pre-modern societies look like.
(Note that in BG3 one of the major plot-points is an effort by one of the villains to unbalance the city’s military system by adding on an army of evil metal golems to it, in a bid to take over. I’m going to leave that part out here, because the Steel Watchers aren’t part of the stable military system of Baldur’s Gate. Ironically, if Gortash had succeeded, the military system of Baldur’s Gate would make a lot more sense: you’d have a tyrant monarch who ruled the city by virtue of controlling its military.)

Baldur’s Gate, in the setting, is a major seaside mercantile city with a large population, clearly part of a larger complex agrarian society. Its upper-class are wealthy burghers (rather than large landowners) and it is ruled by a council of four ‘grand dukes’ who are elected for life.5 It is also a big city by pre-modern standards: the wiki figures a population around 120,000 or so in the urban area.
Now one thing in the lore is that because the city has a natural defensive position (it is located on an inlet) and because it has a very strong outer wall built by the heroic figure Balduran, for whom the city is named, that it is generally peaceful and does not necessarily require a large army. The problem here of course is that Baldur’s Gate doesn’t just need to defend the city core, it needs to defend the agricultural hinterland that feeds it. This is a common problem in fantasy worldbuilding – cities divorced from the agricultural lands they require to survive. Nor can this issue be salvaged by saying the Baldur’s Gate is a city that lives on trade and such. These are agrarian societies, which is to say that food production (via farming) makes up the lion’s share of the economy, with textile production (also via pastoralism, agriculture and peasant labor) making up quite a lot of the rest. Consequently, in the absence of industrial production, there’s no amount of economic activity you can be doing in the remaining small slice (think 10-20% at most) of the economy that is going to allow a city to import all of its food and fabric. The only activity that can manage this feat is empire: the (violent) extraction if someone else’s food and fabric, in which case you still have a hinterland, it is simply held by force and coercion.6 The city needs a hinterland and it needs to be defended.
That said, Baldur’s Gate does have an army – indeed it has one-and-a-half armies, in practice. Order in the upper city is kept by an armed constabulary called The Watch which, according to the Wiki, has about a thousand members, of whom perhaps 300 or so are on active duty at any given time, making this effectively a civic militia. What keeps the Watch from acting fully like a military is that they are not empowered to operate outside of the city walls. Amusingly to me, this force of – at any given moment – 300 active soldiers and 700 or so reservists, somehow rates a high command with six major generals and two more senior generals despite being no bigger than a battalion (which would normally by commanded by just one major or captain in our world).
Instead, the main force of Baldur’s Gate’s defense is the Flaming Fist, a mercenary company kept essentially on permanent retainer by the city. It is a standing, effectively professional force, organized on the employment principle, consisting of – according to the wiki – approximately 2,000 soldiers (with a peak strength of 6,000). The Flaming Fist was founded by a grand duke and it seems like its leader (the marshal) is generally one of the four grand dukes that governs the city.

And there are a few problems here. The first is a problem that afflicts a lot of Forgotten Realms armies which is this is not enough army. A city-state with more than 100,000 people in the core urban area certainly ought to be able to muster up a much larger army. Medieval Ghent had a population by the late Middle Ages around 50,000 and was able to put something on the order of 8,000 men on the field to fight against the city militia of Bruges in 1382 and they were outnumbered by the Bruges militia. Baldur’s Gate is well over twice the size and yet has a far smaller total force. Indeed, its fairly close in size to Classical Athens (especially if we account for the missing rural countryside a city of that size must have), which was able to deploy more than 12,000 men against Syracuse, supported by roughly 200 triremes (so around 40,000 rowers) and was able to recover from the total loss of that force.
But that size problem gets us to an underlying problem in matching up this type of society, its resources and security needs with the kind of army it has. If we put the Watch aside for now, the primary defense force for Baldur’s Gate are the Flaming Fists and while the lore describes these fellows as a mercenary company because they sometimes take jobs outside of Baldur’s Gate, they’re really a standing army. No one is going to mistake your mercenary company for an independent outfit if it is also traditional that the marshal of the company is also one of the four elected leaders of the city. That’s not an independent mercenary company being hired, that’s a political alliance with Baldur’s Gate enabling another community to gain the protection of its army.
But you may recall as we discussed recruitment and payment principles that the state-supplied (the Flaming Fists have standardized equipment), full-time, long-service professional army is almost exclusively a creature of large, well-administered empires and there’s a reason for that. For one, only such a large and complex state is capable of mobilizing the resources necessary for such an expensive system and equally only large empires have the kind of round-the-clock security needs to justify one. That is, after all, the feature that makes professional armies so expensive: they have to be fed, paid, housed and equipped in wartime as well as peacetime – there is no option to simply send the men back to their homes and jobs. Thus, while smaller states might maintain a small standing force – a prince’s retinue, a small elite unit or a constabulary force – their military is not built around that force, it is built around forces which can be expanded and contracted to fit changing security needs.
As an aside, this is part of why we can’t just say the Flaming Fist function basically as a condottieri force. Italian states raised condottieri in response to specific military threats – they did not maintain them continuously in peacetime. Indeed, one of the key advantages of condottieri was precisely that: you could pay them in war time and not pay them in peace time, though of course they were also famously untrustworthy.
The Flaming Fists also do not fit the political structure of Baldur’s Gate. There is a reason that states which do use standing armies tend to have a unitary power structure, like a monarchy, because the very nature of a long-service standing professional army is that whoever wields that army is the state. Baldur’s Gate is ruled by four high officials who serve for life, three of whom collectively share control over a gendarmerie of 300-part timers and one of whom has control over and the loyalty of a standing for of at least 2,000 professional full-time soldiers. That is a system that becomes a monarchy very fast. Political power here is fragmented, but for some reason military power is not, which is hardly a stable structure.
And finally, the Flaming Fists do not fit the social structure of Baldur’s Gate either. This is a city dominated by a class of wealthy burghers (the ‘patriars,’ a clear riff off of Roman patricians), whose wealth mostly comes from trade or non-agricultural business. That’s fine – there really should be a landholding aristocracy somewhere too – but the problem is that this class is nowhere represented in the military structure. It’s the ruling class, whose interests the military system is intended to protect yet these families do not make up the elite of the military, nor its officer class.
We can effectively go in two directions ‘fixing’ Baldur’s Gate: we can make the society fit the military or the military fit the society. In the first direction: a city which has a professional military force that answers to just one guy (the marshal of the Flaming Fists) isn’t going to be an oligarchic quasi-democracy. It is going to be some kind of autocracy: the marshal is going to be the autocrat who sets the rules, de iure (as a monarchy) or de facto (as a tyranny). In this case, the weakness of the Watch makes sense: this was the city’s old militia, now sidelined because it would threaten the power of a tyrant-marshal, who is probably also busy breaking the power of the old ruling class (the patriars) and consolidating their wealth into his own political network. Alternately, we might get a sort of monarchy-within-bounds as we see in Venice and to an extent (with its two kings) in classical Sparta: a single leader does have command over the military, but the rest of the political system is heavily focused on constraining that leader, to the point that they have officials whose sole job is to watch their every move and there are other political institutions empowered to unilaterally remove a marshal who behaves badly. Even then, a purely professional force seems like a recipe for a self-coup in which the marshal sidelines everyone else because he alone commands the loyalty of the Flaming Fists, whatever the political system may say.
The alternative is to come up with a military system that fits the society we see: a somewhat representative oligarchy (with some democratic elements) primarily lead by a handful of elite families that wield outsized wealth. That kind of society has little need for a large standing army at all: the people with goons are also the people who wield political power and so the system they need is one that catches petty thieves and resolves disputes between each other, not a system to garrison whole districts of the city. The Flaming Fists are unnecessary for such a society (though the Watch as a gendarmerie which serves the collective interests of the patriars might survive).
Now those elite families could tax themselves extremely harshly in order to maintain a meaningful standing army but why would they? Instead, we ought to expect that Baldur’s Gate would defend itself with a civic militia that mirrors its own social structure: the very poor are excluded (and probably don’t vote), while the bulk of the burghers fight as infantry (and have some token political participation) and the patriars serve as officers and cavalry (and have maximum political roles). Because the patriars – or the middling burghers – would rather not tax themselves, they’re going to devolve military costs: everyone buys their own kit and serves based on wealth. That system might take the form of the sort of conscription-based civic armies we see in Greece and Rome or it might take the form of medieval civic militias, like the aforementioned schuttersgilde. If the latter, we should expect those military guilds to be major political actors in the city’s governance, either de iure (they have fixed places on the ruling council or whatever) or de facto (their members just tend always to get elected). Crucially, unlike the Flaming Fists, they wouldn’t be external to the city’s class system, but tightly integrated into it.
This series has ended up rather a lot longer-winded than I intended, but what I hope it has served to demonstrate first is that not all societies have the same sorts of armies. My critiques here have focused mostly on complex agrarian societies, because this was a series for worldbuilders and that is most of what fantasy worlds get made out of, but of course the armies of nomadic pastoral peoples or hunter gatherers are really different as well.
Importantly, societies do not pick their military structures at random, nor are they necessarily free to pick and choose whatever military system they like. Instead, military systems, which are defined by the interaction of principles of recruitment, methods of mobilization, systems of equipment, payment and supply and sources of cohesion are generally long-standing legacy institutions that emerge alongside larger social structures. Individual leaders are rarely at leisure to change or redefine these systems (though it does happen sometimes).
Perhaps most importantly, these systems are invariably tightly connected to the structure of a society and its political organization. No army can help but recreate its civilian social structures on the battlefield. So a society in which the dominant political and economic force is a mass of middling farmers who elect their leaders are likely to form armies composed of a mass of infantrymen who elect their generals. A society in which a handful of elites lord over the disenfranchised and largely impoverished peasantry is likely to have armies centered on mounted elites, with infantry that is limited and unreliable at best. More complex forms of organization, like private enterprise war with military contractors or standing, long-service professional armies, demand states with matching levels of revenues and complexity as well as a set of security needs which demand these expensive, complex and difficult solutions to the problem of raising military force.
While those rules may feel constraining, I think – and I hope in this post and the last, I’ve shown – they can also, for the worldbuilder, offer storytelling opportunities. After all, if armies reproduce their society’s social structures – often more explicitly than the civilian society itself – that means any time an army is ‘on screen,’ it provides an opportunity to say something about the underlying society. An observer who noticed, for instance that British military leadership in the early 1900s was generally drawn from the same handful of schools would have learned something about the structure of power in British society. The same might be said if the person glanced at Europe and noticed that despite its modern industrial economy, most of the high military command of early 1900s Germany in the first World War continued to be drawn from the old Junker class (visible because of the ‘von’ in their names), a trend which continued into the second.
And indeed, someone who glanced at the modern American military and noticed that American officers functionally always have college degrees, that high ranking officers generally have advanced degrees and that American enlisted personnel generally do not have either will have learned something about the structure of class, power and wealth in the United States: our ruling class is defined more by where you went to school and for how long than by your last name or hereditary titles (which we do not have). And the military cannot help but replicate that structure.
The same is equally true in fictional worlds. Of course one shortcut to producing these kinds of interesting linkages is to adopt a historical pattern wholesale by imitating a real polity and making modest changes. That said, it can be equally interesting to think about the implications of odd combinations, especially for societies in transition. Because, of course, societies are never static things and as they change – be that change swift or slow – their military structures will be forced to change with them, or else will be bent and deformed by the attempt not to change. In fiction, civil-military failure can be as interesting as success.
And in the end, a society whose institutions are interwoven and interlinked – as all real societies are – is just more interesting to read about than a fictional society which is a mere jumble of tropes.
Links for you. Science:
NIH RFI on plans to stop using percentiles to select grants for funding (very good)
As a component of aseptic technique, Bunsen burners do not universally decrease deposition of microbe-containing particles
Economic toll of declining MMR vaccination
America’s Public Health System Was Too Easy to Break
Salmonella Is Everywhere. From granola to guacamole, a wide variety of foods have been recalled lately over salmonella risks. Experts say common-sense precautions go a long way.
COVID is ‘growing’ in nearly every state, CDC reports. Here’s where levels are highest
When Size Goes Inside: Visceromegaly in Bodybuilders Is Not Attributed to High-Protein Intake but More Likely Associated with the Use of Appearance- and Performance-Enhancing Drugs
Other:
Can moderates actually fix our problems?
Flock Has a Powerful New AI Tool for Police. We Got Its Code. Flock’s surveillance cameras have already sparked outrage. WIRED reconstructed its next-generation AI system, already in use by some police, to confirm it goes much further than tracking license plates.
The Next Democratic President Must Refuse to Be Hamstrung by Trump’s Deficit
DC has officially lost over 83,000 jobs. The reality is even worse.
The Case Against Bond Market Panic
How can DC get out of its downward financial spiral?
AI was supposed to win people over by now — it hasn’t
Something Very Bad Is Going To Happen
The wildflower table holds summer’s last days
A Texas University Becomes a Petri Dish for a Conservative Overhaul
DeSantis appointee for Clerk of Courts arrested on child sexual abuse charges
‘Show How 3M Is 0% at Fault:’ Expert Witness Used ChatGPT to Write Report Defending Company in Deadly Explosion Lawsuit
GOP Candidates Sponsor Preacher Who Blamed America for Jan. 6 and COVID
We Tracked a Shipment of Rare Books. It Ended at an Amazon AI Training Facility
Kind Of A Big Deal
Ossoff annoys Trump, White House, to Democratic delight and dismay
How much is Natalie Harp shaping world events? Trump’s ‘binky’ should be a scandal
Another democratic socialist victory – Angie Nixon in Florida – sends shock waves through party establishment
Democrats can make Natalie Harp ‘scandal’ a bigger headache for GOP
Trump aide Natalie Harp nurses his decline. The president’s defensive reaction to rampant speculation reveals his fear of aging
“License Plate Readers”
D.C.’s IndyCar race will zoom past museums. Some worry it could harm the art inside
AI is making everything worse. The political problem isn’t the data centers — it’s that AI is a turd mountain looming over daily life
Meta glasses are a workplace menace
Everything Is Getting Too Damn Expensive. Blame Out-of-Control Mass Deportation
Was Vindman Actually A Stronger Candidate Than Nixon?
DHS, probing anti-ICE activists, spied on at least five Midwest churches, court records indicate
The Republicans Are Going to Kill People—but Not Until After They Vote. In the Big Beautiful Bill, the GOP put off Medicaid cuts until after midterms. America is about to find out why.
Comcast is turning millions of its routers into motion detectors
Experts raise alarms over Census Bureau report Trump is touting on noncitizen voting
Unfortunately, last week’s improvements have reversed. As of Friday 9am, D.C. has reported has three new homicides this week, bringing the total for the year to 68*. Last year, during the same time period, we had 101 homicides, and in the surge year of 2023, there were 170 homicides during that time.
Unfortunately, non-violent crime categories trended upwards, other violent crimes declined. It’s still unclear if we will achieve another 33 percent drop in homicides for the third straight year–a trend that began pre-occupation, in the Biden era. Acutally, it seems unlikely: I hope we only have seventeen or fewer homicides in the remainder of this year, but that doesn’t seem likely. Stunning anti-crime policies by Trump et alia.
Here’s to hoping that next week gets us back to a zero homicide week.
*Three of the 71 murders reported this year actually occurred in other years (e.g., a missing persons case from 2023 turned into a homicide case this year with new evidence).
Ridgeline subscribers —
Hi, I’m Craig Mod and this is Ridgeline, a newsletter about walking — mostly in Japan, but this time in NYC.
Elsewhere:
Back in May, my original NYC plan was to do five or six days of huge walks while running a pop-up newsletter — basically go walk bananas in the city. But then I stopped for a second and thought: What if I just … enjoyed NYC? And so I did. I did the thing I have a hard time doing — simply enjoying a place or trip instead of turning it into a project.
This sort of research is both exciting and terrifying:
The two models in question were told to generate complete genomes for a viable bacteriophage—a type of virus able to infect and replicate itself inside bacteria, destroying them from the inside.
Using an existing bacteriophage as an example—ΦX174 (pronounced “fie-ex-1-7-4”), known for its ability to infect and destroy E. coli bacteria—the models generated about 700,000 potential designs, of which the researchers picked 285 that looked most promising.
The researchers then synthesised new DNA molecules using those designs and inserted them into E. coli bacteria, before waiting to see if viable bacteriophages would emerge.
Shortly afterwards, 16 of the Petri dishes in which the bacteria were growing began to show clear spots, as the viruses began to attack and replicate themselves inside the E. coli, demonstrating their viability.
Some of those viable viruses proved more effective at attacking E. coli than the original ΦX174 bacteriophage.
That’s a positive use of a synthetic virus. We can all imagine the negative uses.
The AI Security Institute has a new report of AI systems engaging in “unsanctioned behavior”—what I have been calling “genie behavior—while being tested on their cybersecurity capabilities.
The incident stemmed from a single evaluation where agents were given a task of solving a cyber security challenge. We ran this challenge 122 times across several models. Our investigation found that in 10 of those runs, an AI agent took autonomous, unsanctioned action on the live internet, targeting real people and organisations. In total, we catalogued 19 such actions. Almost all of this behaviour (17 actions) came from a single model, Anthropic’s Mythos 5, with 2 actions involving OpenAI’s GPT-5.6-Sol with cyber classifiers (mechanisms to prevent misuse) disabled. In the most serious case, an agent tried to insert malicious code into an open-source project. In an attempt to get the code approved, the agent engaged in social engineering—creating fake online identities and using them to pressure the project’s maintainer to approve the code. A human maintainer caught and refused to approve the malicious code.
[…]
Below, we highlight the four most significant behaviours observed. A full summary of cases is available in our technical incident report.
- An attempted supply-chain attack on real open-source software. In the most serious sequence, an agent tried to insert malicious code into a publicly used open-source project and took actions in an attempt to secure approval for this insertion by human reviewers. The agent researched the project’s human maintainers, created multiple fake identities, and used the fake identities to socially engineer a real maintainer into approving the code. When the agent’s pull request was challenged in public, it edited its earlier activity to appear harmless and considered adopting a fresh identity to continue. The agent used Tor to bypass some network restrictions on GitHub, which is what first triggered AISI’s security alert.
- Attempts to deceive and target real people. As part of the same effort, the agent tried to contact real people directly, sending messages and files through an online file-transfer service to persuade them, or their own AI coding tools, to run malicious code. Some messages carried harmful payloads, and some were attempts at social engineering; targeted at real people—something we’ve never previously observed.
- Attempts to plant and prompt-inject malicious code. The agent tried to insert malicious instructions where it reasoned that other automated AI systems might pick them up and execute them. Prompt-injections are hidden instructions designed to manipulate AI coding assistants.
- Collaboration between independent agents being assessed simultaneously. One agent left public messages on GitHub offering collaboration with other agents working on the same challenge. It also provided instructions to reuse accounts and artefacts it had left behind, which were discovered and used by subsequent agents.
What’s especially interesting about this technical report is that, unlike what we’ve been getting from OpenAI and Anthropic, we can see the exact prompt. It’s in Appendix B. And reading it, it seems that the models didn’t break any rules—they found loopholes in the rules. They behaved like a genie.

Update Aug. 22, 3:51 a.m. EDT (0751 UTC): SpaceX landed the first stage booster on the droneship.
SpaceX launched its 100th orbital mission of the year shortly after midnight on Saturday morning. Its Falcon 9 rocket took off from Vandenberg Space Force Base on a Starlink delivery.
The Starlink 15-20 mission added another 29 broadband internet satellites to the company’s megaconstellation in low Earth orbit. SpaceX founder Elon Musk confirmed on Friday that it now has more than 11,000 Starlink satellites in orbit.
Liftoff from Space Launch Complex 4 East happened at 12:25 a.m. PDT (3:25 a.m. EDT / 0725 UTC). The rocket flew on a south-easterly trajectory upon leaving the pad.
SpaceX launched this mission using the Falcon 9 first stage booster with the tail number B1100. This was its ninth flight after previously launching the NROL-105 mission for the National Reconnaissance Office as well as seven batches of Starlink satellites.
Nearly 8.5 minutes after liftoff, B1100 landed on the droneship, Of Course I Still Love You, positioned in the Pacific Ocean. This was the 220th landing on this vessel and the 653rd Falcon booster landing to date.
The post This brew, at least, is from Ashburn, Virginia appeared first on Marginal REVOLUTION.
1. Profile of Julian Gough and his evolutionary cosmology. And the Substack version.
2. New Spanish-language edition of Bioy Casares on Borges coming out. The older edition was, among other things, too heavy to lug around or bring on a trip.
3. The market for data is the market of the future.
4. If Uzbekistan were excluded, the damages would look similar to earlier work.
5. James Broughel on capitalizing AI agents. And more on the same.
6. How calibrated are Kalshi prediction markets?
The post Friday assorted links appeared first on Marginal REVOLUTION.
These days, the conversation in tech and business, and in a lot of society, is still all AI, all the time. And one of the most fundamental questions boils down to: How do you get people to change what they’re doing in regard to AI? For people who (understandably) have moral or ethical objections to the many harms caused by Big AI, there’s the challenge of how to drive action while lacking the resources and capital of the tech tycoons who’ve driven the broad cultural push towards AI adoption.
As a result of the power differential between those pushing AI and those fighting its advances, the typical rhetorical tactic for AI critics has been to try to attach stigma to the use of AI, and to the outputs of AI systems. There is also little cultural discussion, or even mention, of alternative offerings that aren’t from the Big AI companies, so the entire narrative is framed as either using the most harmful, exploitative, damaging AI tools from the likes of OpenAI, or using nothing at all.
And for the most part, this has been pretty effective for people who have any taste or sense of culture. If you’re a creator, or engaged in creative culture, you probably either can’t stand the AI aesthetic, or feel betrayed when you find out something that was appealing to you was AI-generated or made by someone who used generative AI to create it. The only creative discipline that’s broadly an exception to this is coding, where for the most part people don’t have as many aesthetic objections, but even there, people pretty stridently object to the slop aesthetic in user interfaces and other human-facing aspects.
There are, of course, diehard cohorts of AI advocates who insist that they love the AI aesthetic and don’t mind the hyper-real look to what these systems output, but the mainstream discourse in the arts, design and creative disciplines reached a consensus some time ago, and it’s fairly stringently enforced amongst fan communities.
But shame isn’t an effective strategy for stopping the advance of Big AI as a force in society. I’ve said before that scolding people out of using these tools hasn’t worked and isn’t going to work. What I want to get at here is why it structurally can’t work — and what has to replace it.
I wish shame and stigma were more effective ways of driving or changing behavior in society in general. It has been a project in many social circles over the last 15 years or so to remove shame as a social curb on bad behaviors, and this has largely succeeded; this is why we see the richest man in the world monetizing accounts that share child sexual abuse material on his social network, and the president of the United States having been found liable for sexual abuse, and no one holds these men to account, or is even unwilling to be seen with them. Having grown up fluent in an Asian culture, I’m well aware of how shame can shape entire communities’ functions and norms.
But in the particular case of how new technologies shape society, trying to use shame to drive behavior change isn’t an economically effective tool for curtailing the impact of bad actors. During the rise of the social networks, when we first started seeing the kinds of harms that they could cause, many activists and academics who wanted to champion alternative approaches tried to shame people out of using the then-dominant platforms. That stigma persists — you still see people today who are half-embarrassed when they talk about how they’re “still” on Facebook. But they are on Facebook.
People being embarrassed or ashamed while still using the technology does not bother the authoritarian owners of those platforms in the least, as long as they’re profiting off of those ashamed users.
That pattern repeated with the gig economy. Though the #DeleteUber movement early in the first Trump administration was briefly very effective at scaring Uber’s leadership, they quickly adapted to the criticisms people had, and most people have forgotten they were ever supposed to be angry in the first place. They knew they could weather the brief shame or stigma that was attached to using the app.
In short, the venture capitalists and CEOs of Silicon Valley have priced the costs of shame into their business plans. It may make creative communities feel good to shame people about using AI (and maybe that has some purposes for social cohesion amongst those groups), but it rarely stops people from using the platforms at all — it just makes them quieter about it.
Whenever I say this on social media, a bunch of really angry folks come into my mentions and say “you love AI and slop and why don’t you go give Sam Altman a hug” even though my bona fides of criticizing these tech tycoons go back to when the angry people were still in diapers. But I don’t fault people for having spare reservoirs of rage aimed at the harms that the authoritarian billionaires have done to their world; I just want them to aim their rage more effectively.
We have to care more about being effective than we care about being “right”. We have to care more about power and actually winning than we care about merely dunking on people. (And I mean, dunking on people is fun! It just can’t be the only thing. And it doesn’t win any converts.) I wish we would learn one goddamn lesson from our failures to stop the last several waves of tech adoption, where we’ve just kept repeating the same failing patterns, preaching to the choir with our platitudes while regular people all get fed into the insatiable user acquisition maw of big tech, social stigma be damned.
I’m lucky enough to be the kind of NYC policy nerd who saw Zohran Mamdani’s first campaign video when it came out, right after Donald Trump won a second term. It’s worth a re-watch, but in short, what he does is go to the Bronx and engage with folks in one of the areas of the city that swung hardest toward Trump during the election. And he just starts asking people what they care about, why they voted that way. One of the most remarkable things about the video is, Mamdani doesn’t argue with anybody, he just listens, and then he asks them if their life would be better if their rent were frozen, if buses were free, if childcare were affordable. Perhaps most relevant to this point, he doesn’t shame them, even though they had very obviously made a devastatingly self-defeating choice. He gave them an affirmative alternative to move toward, and in doing so, empowered both those people and himself to do something better.
This is the kind of solution that most AI critics are not allowing for right now when they only picture a shame-based corrective to individual people’s use of AI. It is possible to build human-centric, empowering tools and platforms that are owned by the people instead of by billionaire tycoons, that are responsible about the environment and with people’s data and privacy, that are accountable to the communities that they serve. If we engaged every person who made some AI slop and said, “would you rather have tools that help you make something amazing, and brought you into a community of creators?” I don’t think anybody would say no.
And truthfully, I think two big reasons why critics don’t use that framing instead are due to laziness and arrogance. It takes a lot more time and effort to engage with people over time and to bring them into community. It’s a lot easier to dunk on them, and then return to one’s existing community of peers who will praise you for saying how ugly that person’s slop was. But that won’t stop the Big AI companies.
We need a new theory of change if we care more about stopping the harms of Big AI than we care about feeling righteous. The good news is that it already exists, in pieces: there are tactics for winning the platform war, there are direct actions that ordinary people have already used successfully, and there are alternatives being built right now that are worth pointing people toward. What’s missing isn’t the alternative. It’s our willingness to offer it to people instead of just yelling at them.
My thanks to WorkOS for sponsoring the Daring Fireball weekly newsletter this week to promote their Agent Registration. Agents are hitting your signup flow and they’re bouncing off a browser login that was designed for humans. Every one that gives up is a signup you never see.
WorkOS Agent Registration turns that traffic into signups. Enroll via the dashboard and AuthKit publishes an auth.md file that agents read to register for scoped, short-lived credentials you control.
Sarah Perez, writing at TechCrunch last week:
Decentralized social network Bluesky was one of the bigger beneficiaries of the exodus from Elon Musk’s X in November 2024, following the U.S. elections. But now, nearly two years later, the social network and would-be X competitor is struggling to hold on to its momentum.
According to data from digital intelligence provider Similarweb, Bluesky’s mobile app had 10.4 million monthly active users worldwide in June 2026, down 27.2% year-over-year. In addition, mobile daily active users continued to decline, falling 25.6% year-over-year in July to around 3 million.
As always, take all third-party analytics and usage data about app usage with an enormous grain of salt. Third-party data companies can only estimate this data, they can’t know it. It’s like comparing polling data to election results.
But I think it’s obviously true that Threads and Twitter/X both have hundreds of millions of active users, and Bluesky has like maybe 10 million. Even if Bluesky has three times more actual users than Similarweb’s data suggests, that would still suggest that Bluesky’s user base is an entire order of magnitude smaller than Threads or Twitter/X. And Mastodon is so small that no one even mentions it anymore in these comparisons. Mastodon and the whole ActivityPub world make Bluesky look large and culturally relevant.
Small is not necessarily bad. My favorite of these networks, personally, is Mastodon. I like my community there because it’s small and generally free of both drama and nonsense. But small precludes mainstream cultural relevance.
Mike Masnick, in a thread on Bluesky:
Multiple people I know have told me that they love the idea of Bluesky, and want it to succeed, but have abandoned it for X because they use agentic tools in their work and find them incredibly useful, and feel that any mention of their usage here leads to hate and ridicule.
I wouldn’t bring this up if it was just one person, but it was multiple people since the beginning of August who mentioned in passing something to the effect of either “I’d spend more time on Bluesky if people weren’t so anti-AI” or “As much as I hate to be there all the useful AI talk is on X.” [...]
I’m not telling anyone what to do or what tech to use or what to like or not like. I’m just relaying that the reputation this place now has is one that a large segment of the population who are NOT fascists, saying they don’t feel comfortable here because a main area of their interest is considered worthy of being mocked and attacked. And even as I’ve explained that I’ve been able to have positive conversations about productive AI usage here with many of you, the reputation of the community here as insisting their own lived experience can’t possibly be real has driven them away.
It’s not just “the reputation”. That really is the culture of Bluesky. I’ve obviously written more about AI this month than usual — in particular, my two long pieces regarding watermarking LLM-generated text through word-choice diddling. I don’t really write much about AI generally.
Broadly, I’m making two arguments against text watermarking. First, that the embedding of a detectable signal (even if subtle) must necessarily degrade the quality of the generated prose (even if only slightly), and that this is an unacceptable trade-off for a feature that has no benefit to the user and in fact can only be used against the user. Second, that even if I’m wrong about the first part, and a clever enough watermarking scheme can embed a detectable signature without any degradation of prose quality, this is a bad idea and should be rejected.
Reaction to my takes on text watermarking have largely been about these two arguments. Some people agree with me that what watermarking proponents are claiming is not possible — the text quality must degrade. Others agree that while it must have an effect on text quality, it in fact is so subtle that it truly does not matter and even a careful reader will not notice an overall degradation. Others disagree, tell me I don’t understand the cleverness of the systems, and are convinced that somehow this watermarking truly embeds a detectable signal in prose without any degradation of text quality whatsoever. There’s a range of disagreement, but it’s all reasonable. Likewise on the broader question of whether it’s a good idea or not to even try to do this.
The reaction on Bluesky to my recent work is like nothing else. It’s largely in the vein that watermarking can’t possibly make AI-generated text worse because it’s already random gibberish, and that the only explanation for my being opposed to this is that I must be using AI to produce my own writing and I’m upset that my scheme will soon be detectable. Read the replies to this one; they speak for themselves.
I continue to think my friend Daniel Jalkut has espoused the one true take: “My take on AI is, essentially, everybody who’s against it is too against it and everybody who’s for it is too for it.” It is way less inflammatory to espouse an AI-skeptical stance on Twitter/X than it is to simply state that AI can be truly useful on Bluesky.
Anyway, Masnick, at the end of the day yesterday:
The people bitching about me turning off replies on my thread earlier today are doing an excellent job reinforcing why I was right to turn off replies.
Bluesky and Threads both pull the same trick: When you take a screenshot on iOS of an individual tweet, they replace the “Follow” button in their user interface with their logo. Tim Marinin noticed this in the Bluesky app, got curious, and because they publish the app’s source code, he dug in to figure out how they do this:
The answer was in the file literally called GrowthHack.tsx, introduced in January 2026 by mozzius. But it merely used a dependency, so to understand I looked into package expo-privacy-sensitive, also by them.
The package creates
UITextFieldwithisSecureTextEntryproperty set to true and renders the actual content (the button) into that field’s.layer. When I take the screenshot, iOS hides this UITextField by blanking the layer, allowing the Bluesky logo to flutter its wings through (it was here the whooole time). For other platforms it simply renders content as-is, without masking.
Marinin says, “I think it’s cute.”
I think it’s bullshit. If I take a screenshot I want to see exactly what is on my screen. If I take a photograph with a Sony camera, they don’t put a fucking Sony logo in the image. Screenshots should be purely WYSIWYG, and it’s obvious that the isSecureTextEntry property is meant to obscure the contents of secure text entry fields. It’s clever, but it’s bullshit.
It’s a bit like the bullshit some apps pull where they append extra text on the clipboard when you copy and paste — like Apple Books, which adds quotation marks around the text you copied (a little annoying) and appends five lines of attribution cruft (a lot annoying). But at least with Books’s attribution cruft, you can just delete the extra lines (and the additional quotation marks). With this stunt Bluesky and Threads are pulling, there’s no way to capture a screenshot of what you actually see in the app.
I’m not surprised Threads does something sneaky like this; I am surprised that Bluesky does.
My latest paper (with Cason and Zubrickas) has just been published by the Journal of Urban Economics. We show that refund bonuses can indeed improve the holdout problem.
Abstract: The holdout problem presents a pervasive challenge in situations that require the assembly of independently controlled assets, where due to complementarity the combined whole is worth more than the sum of its parts. One avenue for addressing holdout problems involves contingent contracts, where agreements are conditional upon reaching a predetermined threshold. This paper reports an experiment to investigate a new refund bonus contingent mechanism, in which asset owners who agree to participate (e.g., sell their asset) receive a bonus payment if the required threshold for project success is not met. The refund bonus eliminates failure equilibria and improves the frequency of successfully reaching the threshold in the symmetric mixed strategy equilibrium. In the experiment, individual asset holders choose each round whether to accept an offer to sell. Multiple owners must accept for the (contingent) sale to materialize, and holdout owners who do not sell can earn more, so the game has the strategic incentives of a volunteer’s dilemma. The data show that the bonus mechanism increases agreements to sell, the frequency of successful projects, and efficiency. By the second half of the experimental sessions, the total number of sales is 35 percent higher and the threshold is met nearly twice as often with the bonus than without.
I also cover this paper in my Refund Bonus (aka Dominant Assurance Contract) Explainer.
The post Breaking Ground: Can Refund Bonuses Solve the Holdout Problem? appeared first on Marginal REVOLUTION.
Here's the call for papers for the NBER workshop on market design, at Stanford in October.
"To: NBER Market Design Working Group
From: Michael Ostrovsky and Eric Budish
The National Bureau of Economic Research workshop on Market Design is a forum to discuss new academic research related to the design of market institutions, broadly defined. The next meeting will be held in Stanford, California on October 16 & 17, 2026. We are planning for an in-person only meeting. There will not be an option to attend virtually.
We welcome new and interesting research and are happy to see papers from a variety of fields. Participants in the past meeting covered a range of topics and methodological approaches. Last year's program can be viewed at:
The conference does not publish proceedings or issue NBER working papers - most of the presented papers are presumed to be published later in journals.
We would appreciate it if you could pass this call for papers on to colleagues who might be interested, but who may not be on the Bureau's mailing list. Submissions are welcome from researchers with and without NBER affiliations and from researchers at all career stages.
If you are interested in presenting a paper this year, please upload a PDF version by midnight EDT on August 23, 2026, to this link:
Preference will be given to papers for which at least a preliminary draft is ready by the time of submission. Only authors of accepted papers will be contacted.
Unfortunately, the NBER cannot cover the travel costs or hotel expenses of participants.
There are a limited number of spaces available for graduate students to attend the conference, though we cannot cover their costs. Please email ostrovsky@stanford.edu and eric.budish@chicagobooth.edu a short nominating paragraph.
Please forward this announcement to any potentially interested scholars. We look forward to hearing from you."

From childhood, women are trained to restrict their appetite. And there’s a huge, hidden, cognitive price to pay for it
- by Sarah Berg
On Saturday, August 15, the New York Times editorial board published an op-ed noting that the Republicans are trying to hide the cuts they have made to health care in the U.S.
The editorial board called the expansion of affordable health care to millions of Americans one of the great achievements of the federal government in this century. Before the Democrats passed the Affordable Care Act (ACA) in 2010 without a single Republican vote, about 18% of Americans under 65 had no health insurance. With the passage and later expansion of the ACA, also known as Obamacare, the number of uninsured had fallen below 10%.
But now, the journalists note, Trump and the Republicans are working to uproot that achievement. While they extended Trump’s 2017 tax cuts for the wealthy and corporations in their July 2025 budget reconciliation bill—the one they call the “One Big Beautiful Bill Act,” passed without a single Democratic vote—they refused to extend subsidies that enabled people to afford healthcare insurance in the ACA marketplaces.
The Democrats shut down the government last fall to try to force Republicans to restore those cuts, foreseeing that higher prices for premiums would drive healthier people out of the markets and out of healthcare insurance, while the loss of those healthier people from risk pools would drive up premiums for those remaining.
They were unsuccessful, and as they warned, without the subsidies, people dropped their health insurance. A report from the Department of Health and Human Services in late June 2026 showed that at least 5 million people lost health insurance in the first six months of the year, a drop of about 13%. For those remaining, premiums have spiked: the editorial board notes that a middle-income, middle-aged couple with two children could pay an additional $3,500 a year, more than doubling their premium from before the cuts. Deductibles also jumped this year by about $1,000 a person as people chose cheaper policies that offered less coverage.
Democrats shut down the government also because they wanted to restore the cuts of about $1 trillion over the next ten years Republicans had made in funding for Medicaid. In their budget reconciliation bill, Republicans placed what they called a “work requirement” on enrollees, requiring them to prove they have a job or a valid exemption.
But, as the editorial board notes, the “work requirement” is really a “paperwork requirement” that will throw people eligible for the program off it because they have not filed the right paperwork. As the board reports, Elizabeth Zhang and Gideon Lukens of the Center on Budget and Policy Priorities estimated that about two of the three people who will lose Medicaid because of the new requirement are legally entitled to it.
They estimated that up to 15 million people are at risk of losing Medicaid coverage. That, in turn, will force hospitals, especially rural hospitals, to cut back services or close. Although still legally required to provide services to everyone, they will not be reimbursed for the cost of such care and will drop labor and delivery services, for example. Those closures will not just mean poorer health care, they will mean lost jobs.
As the New York Times editorial board noted, Republicans deliberately put off the implementation of most of the Medicaid cuts until after the 2026 midterms.
New York Times reader KAM from Marin County, California, noted in a comment on the story that Treasury Secretary Scott Bessent defines onerous paperwork differently than Republicans in Congress. Bessent recently announced the Treasury will no longer require shell companies to disclose even the name, address, and identification of people who own an interest of more than 25% or who exercise “significant control” over the company, as Congress required in the 2021 Corporate Transparency Act. Congress designed the law to combat money laundering, but Bessent says the paperwork puts an undue burden on businesses.
In 1883, sociologist William Graham Sumner published What Social Classes Owe to Each Other, concluding that the answer was: nothing. In a time when unregulated industrialization was making fortunes on the one hand and driving down wages on the other, creating extremes of rich and poor, Sumner turned on its head the traditional idea that the economy of the United States would provide a living to any man who worked hard. Instead, Sumner argued that anyone who did not succeed in the United States must be “negligent, shiftless, inefficient, silly, and imprudent.”
Not only was it unfair to make “the industrious and the prudent” responsible for such shiftless men, he wrote, it would ruin the country by destroying individual enterprise. Sumner called for a “laissez-faire” world in which those who failed should be permitted to sink into poverty and die to keep the U.S. from becoming a place where lazy people wanted a handout. In the end, such people needed to be purged from society for the good of the nation.
At the time, those succeeding in the industrializing economy nodded along with Sumner. The Republican New York Times editor wrote that even though Sumner’s “views are singularly hard and uncompromising, it is difficult to quarrel with their deductions, however one may feel one’s finer instinct hurt by their apparent cruelty.”
The Trump administration seems to have embraced Sumner’s belief that the nation depends upon the survival of the fittest.
As microbiologist and senior health reporter Beth Mole reported last year in Ars Technica, Health and Human Services Secretary Robert F. Kennedy Jr. appears to believe that the key to health is not to rely on the vaccines proven to prevent infectious diseases, but rather to have a strong immune system fortified, as he wrote in a 2021 book, “through healthy living, clean water, and good nutrition.” He accused those who support vaccines of misleading the American public for the benefit of the pharmaceutical industry and the healthcare industry.
This seems to explain why he has claimed—without evidence—that the Texas children who died of measles were malnourished and that “[w]e don’t know what was killing” the 83 Samoans who died in the country’s 2019 measles epidemic, during which Kennedy associated with members of the anti-vaccine movement there. It would also explain why he promised to turn away from promoting vaccination to exploring new treatments for measles, including vitamins.
And it would help to explain the effort to change the vaccine schedule for children by separating the MMR vaccine into single-disease vaccines. Rather than two shots, requiring two doctor’s visits, the vaccine series would require six. Experts say such a change will mean poorer children will not get the whole vaccine series, putting them and their communities at risk.
If overall health can fight off germs and illness, then measures like the pasteurization of milk and the tracking of foodborne illnesses are unnecessary.
The U.S. is experiencing a particularly bad wave of foodborne illness. It’s driven both by hot weather that nurtures food contamination and by federal funding cuts that scaled back the ability of federal agencies to conduct food inspections and provide grants to state and local health departments that used to be able to trace outbreaks quickly.
Deidre McPhillips of CNN reported that so far this year, the U.S. has reported about 10,500 cases of foodborne illness. Between 2021 and 2025, the annual average was about 1,500 cases. At least 9,481 people in 17 states have fallen ill with cyclosporiasis carried by lettuce from Taylor Farms, and thousands more cases are being investigated. It’s the largest cyclospora outbreak in U.S. history, spurred by cuts of more than 40% to food safety detection systems.
It’s not just lettuce. Frozen organic blueberries sold in Alabama, Florida, Georgia, Kentucky, North Carolina, South Carolina, Tennessee, and Virginia have been recalled for E. coli; fresh jalapeños from Taylor Farms have been recalled for salmonella; 1.5 million dozen eggs sold in Texas, Oklahoma, Louisiana, Arkansas, Mississippi, and New Mexico have also been recalled for salmonella. Anna Skinner of Newsweek notes that while the focus has been on produce, in fact, FDA records show what she calls “a steady stream of recalls” that includes “prepared foods, salad dressings, soups, bakery items and ready-to-eat products,” potentially contaminated with salmonella, Listeria, or foreign materials, including pieces of metal.
As former U.S. surgeon general Dr. Jerome Adams wrote in USA Today, “You cannot effectively focus on chronic diseases while you’re being repeatedly overwhelmed by acute infectious outbreaks.” He called for restoring the mandatory tracking of all eight pathogens that were covered by the Foodborne Diseases Active Surveillance Network (FoodNet) before the administration cut the surveillance down to just two, and for filling the leadership positions at the Centers for Disease Control and Prevention and the Food and Drug Administration that are currently vacant. He called for inspectors to prioritize high-risk foods and imports and for the Department of Health and Human Services to reaffirm that vaccines are safe and effective.
In the 1890s, the determination of those like William Graham Sumner to keep government out of society in order to promote individualism had undermined public health and safety. Producers adulterated tuberculosis-carrying milk with chalk and formaldehyde, decorated candy with lead paint, and scooped melted ice cream off the bottom of the vat to refreeze for sale the next day, and what was in sausage meat was a terrifying mystery.
In the early twentieth century, middle-class Americans demanded regulation of the food and drug industry, ushering in the reforms that we now call the Progressive Era.
—
Notes:
https://www.nytimes.com/2026/08/15/opinion/trump-health-care-cuts.html
https://www.nytimes.com/2025/10/01/opinion/government-shutdown-health-care-democrats.html
https://www.npr.org/2026/06/26/nx-s1-5860746/aca-health-insurance-subsidies-rates-premiums
https://home.treasury.gov/news/press-releases/sb0603
https://www.markey.senate.gov/imo/media/doc/letter_on_rural_hospitals.pdf
https://www.gutenberg.org/cache/epub/18603/pg18603-images.html
New York Times, September 3, 1883, p. 3.
https://courthousenews.com/rfk-jr-misled-the-us-senate-on-measles-deaths-samoas-health-chief-says/
https://www.nytimes.com/2025/05/02/health/measles-treatments-vaccines-kennedy.html
https://www.npr.org/2026/08/20/nx-s1-5930462/trump-health-foodborne-illness-outbreak-cyclospora
https://www.cnn.com/2026/08/13/health/foodborne-illness-outbreaks-risk-rising
https://www.newsweek.com/biggest-fda-recalls-of-2026-taylor-farms-blueberries-eggs-more-12344361
Two hours, thirty-four minutes, Rick and I recorded this session not too long ago in Tuscany. It was everything Rick wanted to ask. Self-recommending of course, and there is more to come.
The post Rick Rubin podcasts with me appeared first on Marginal REVOLUTION.
Early signs of tech-driven improvements in productivity growth could herald a sustained strengthening in the UK’s economic outlook, analysts have said, in a turnaround after years of underperformance. Private sector productivity grew by 1.8 per cent in the second quarter compared with a year earlier, up from 1.2 per cent previously, according to analysis of official data by investment bank Morgan Stanley.
The rise extended gains since 2024 and reduced the growth gap with the US. The reasons behind the upsurge are heavily contested, but some analysts point to increasing AI adoption in sectors including information technology and business services.
If the recent productivity acceleration can be sustained over years, it could bolster incomes and help alleviate some of the strains on Britain’s public finances.
Here is more from Sam Fleming and Amy Borrett at the FT.
The post Green shoots for the UK? appeared first on Marginal REVOLUTION.
Trump is giving economists something to write papers about:
U.S. tariff rates in 2025 rose to levels not seen since the Great Depression, yet imports increased. To account for the missing trade collapse, we develop an open-economy New Keynesian model with tariff heterogeneity, inventories, and shocks to investment that capture the AI-driven boom. The model matches the untargeted paths of imports, output, and inflation; we use it to decompose the effects of tariffs and the investment boom. Absent the investment boom, imports would have fallen by 10 percent and activity would have contracted by 0.7 percent. The effects of tariffs depend on which goods are tariffed: tariffs on consumption and intermediates act like shocks to supply; tariffs on capital goods act like shocks to demand. The concentration of the 2025 tariff increases on consumption goods and the relative sparing of capital goods limited the damage to output while amplifying the inflationary impulse.
That is from a new NBER working paper by .
The post More evidence on the effects of recent tariffs appeared first on Marginal REVOLUTION.
Western Europe got its first hint of an unusual summer in May 2026, when a heat dome produced exceptional temperatures that shattered records in several countries. Remarkable as it was, that early heat wave turned out to be only the opening salvo.
By mid-August, Europeans were sweating through their fifth heat wave of the season, with the latest onslaught pushing temperatures well above 40 degrees Celsius (104 degrees Fahrenheit) across a broad area. During these bouts of extreme weather, high temperatures were often unrelenting, persisting for several days and sometimes weeks on end, and remaining overnight.
For a region accustomed to relatively mild summers, the heat upended everyday life. Hospitalizations and heat-related deaths spiked. Highways and train tracks buckled, forcing road closures and service disruptions. Large and destructive wildfires raged in areas where they were once rarely seen. The heat also worsened the severe drought that has gripped the region for months, contributing to record-low river water levels and disrupting water and power supplies, transportation routes, and agriculture.
The animation above shows the daily maximum surface air temperature across Western Europe from May 1 to August 19, 2026. It was produced by combining satellite observations with temperatures predicted by a version of NASA’s GEOS (Goddard Earth Observing System) global model, which uses mathematical equations to represent physical processes in the atmosphere. The darkest red areas indicate where temperatures met or exceeded 40°C.
The heat broke records at a furious pace, often by wide margins. According to the UK Met Office, temperatures soared as high as 35.1°C (95.2°F) in London on May 26, smashing the previous May record by 2.3°C (4.1°F). In June, Bordeaux, France, broke its maximum-temperature record on three consecutive days, hitting 42.5°C on June 24, Météo-France reported. Slovakia, meanwhile, set new national records for both daytime and nighttime highs in August. Combined June and July temperatures in Western Europe were the highest on record, according to Europe’s Copernicus climate monitoring service.
In Europe, extreme temperatures collided with several vulnerabilities, including limited access to air conditioning, high nighttime temperatures, and a lack of green space in some cities. The circumstances triggered not just discomfort but heat exhaustion and heatstroke in some cases. Preliminary reports suggest that heat may have been associated with 10,000 excess deaths, including thousands of people in the UK, France, Germany, and Belgium.
“Air conditioning is an especially critical issue in Europe in the short term,” said Anamika Shreevastava, a researcher at New York University who studied urban heat islands as a postdoc at NASA’s Jet Propulsion Laboratory. One of her goals was to produce thermal maps based on NASA data from missions like ECOSTRESS that city planners could use to make cities more resilient to heat waves.
International Energy Agency data show that 23 percent of homes in Europe have air conditioning, compared to 90 percent of homes in the United States. That difference contributes to the much higher death rates that researchers have documented in European cities during heat waves than in comparable American cities. “Longer term, cities can also plant trees, expand parks, use reflective roof paint, and transition to building materials less likely to retain heat,” Shreevastava said.
An analysis from the World Health Organization indicates that heat stress is the world’s leading cause of weather-related deaths, noting it exacerbates underlying illnesses, including cardiovascular disease, diabetes, mental health conditions, and asthma. Researchers have calculated that roughly 489,000 heat-related deaths occur each year, with 45 percent of the deaths in Asia and 36 percent in Europe.
“For older adults with physical health problems, temperatures as low as 26.7°C (80°F) can pose significant danger,” said Deborah Carr, a Boston University sociologist who specializes in the study of aging. “Nighttime heat is especially harmful for older adults whose homes lack air conditioning.”
Carr is part of a research team that used demographic data, along with temperature and climate data archived by NASA, to identify which parts of the world are at the greatest risk of current and future heat exposure. Southern Europe was among the areas facing growing heat exposure and an aging population, the researchers found.
Other research, published in Lancet Planetary Health in August 2026, underscores the importance of demographics in assessing the risks posed by heat. This study, led by Stanford researcher Qinqin Kong, mapped where increasing heat is likely to lead to intolerable conditions in the coming decades for young, middle-aged, and older adults, concluding that safe thresholds will be breached often and widely, with risks falling disproportionately on older people.
“The human body can tolerate only a limited range of ambient heat,” said Kong, a recipient of a NASA Earth and Space Science and Technology award. “Understanding where, when, and to what extent these limits are exceeded is critical.”
With intolerable levels of heat expected to affect more people across larger regions and for longer periods than previously thought, Kong and his colleagues hope that their findings will inform targeted heat action plans, emergency preparedness, and health system planning.
NASA Earth Observatory image by Lauren Dauphin, using GEOS-FP data from the Global Modeling and Assimilation Office at NASA GSFC. Story by Adam Voiland.
Stay up-to-date with the latest content from NASA as we explore the universe and discover more about our home planet.

A ridge of high pressure fueled record-breaking temperatures in Montana, Utah, and Wyoming on July 12, 2026.

New animations from NASA’s PREFIRE mission reveal two years of seasonal temperature swings at the Arctic and Antarctic.

Satellite observations of sea surface height indicated that the 2026 event continued to strengthen in early June.
The post Europe’s Scorching Summer appeared first on NASA Science.
Bankrupt: The cost of the I-5 Rose Quarter freeway widening has exploded to $3.5 billion, making the second highest cost highway project (per mile) in the nation. The Oregon Department of Transportation’s systematic mismanagement and deception have turned this into a fiscal black hole. ODOT is more than $2 billion short of the amount needed to actually build the full project, and yet is marching forward with construction, playing “extend and pretend” with a financial plan that threatens to absorb all of the region’s transportation financial capital for the next decade or more.
Highest cost project in the US: At $3.5 billion for a 1.5-mile stretch, the Rose Quarter project now costs roughly $2.3 billion per mile—making it the second most expensive highway project in the United States, behind only the nearby $15 billion Interstate Bridge Replacement ($3 billion/mile).

Seven-fold cost increase: Since the Oregon Legislature approved an initial $450 million allocation in 2017, ODOT’s cost estimates have ballooned seven-fold to $3.5 billion, resulting in a current $2 billion funding gap.
Deceptive accounting. ODOT low-balled initial cost estimates to sell the project, never got legislative approval for cost increases, relied on over-optimistic revenue assumptions, commenced construction with a huge funding gap, and rather than facing reality, has been playing “extend and pretend” as costs exploded and revenue evaporated.
The “driving stakes” strategy: By breaking ground on a tiny fragment (“Phase 1A”)–with more than $1.5 billion unfunded–ODOT used classic Robert Moses tactics to force political officials into providing further funding.
ODOT is effectively insolvent: ODOT’s long-running reign of error is bankrupting the agency. Due almost entirely to persistent and growing megaproject cost overruns costing billions, ODOT is now functionally insolvent, even as it confronts a $200 million operating deficit
Overspending to create land: Promised caps meant to heal the Albina neighborhood work out to an absurd $400 million to $800 million per acre of buildable land—roughly 100 to 200 times the market price for adjacent properties.
As we’ve long noted at City Observatory, studies that purport to measure the “costs of congestion” are essentially thinly veiled propaganda, with no basis in science. Once again, Todd Litman of the Victoria Transportation Reserach Institute takes out the analytical and methodological trash, and debunks exaggerated congestion cost claims. Focusing on widely cited congestion reports—such as the INRIX Global Traffic Scorecard and TTI Urban Mobility Report—Litman shows they systematically inflate traffic delay estimates chiefly as ammunication to justify multi-billion-dollar highway expansion. Among the flaws in these studies:
Unrealistic baseline speeds: Studies measure delay against free-flow or above-speed-limit traffic, treating normal, safe urban driving speeds as “congestion,” while characterizing the inability of drivers to exceed the legal speed limit as a “cost.”
Overstated value of travel time estimates: Reports assign high monetary values to minor, predictable delays while ignoring the far higher economic costs of vehicle ownership and sprawl.
Exaggerated traffic growth claims: Measured peak hour delay growth often stems from altered metrics and lower off-peak speeds rather than real-world traffic gridlock.
Biased policy incentives: None of these so-called studies are peer-reviewed, and are generally the product of organizations looking to generate or amplify public concern about traffic as a way of selling their products (traffic monitoring) or advancing their point of view (more freeway construction). These same incentives lead authors to ignore more cost effective means of reducing travel costs, including better transit, demand management, and land-use reforms.
Beth Osborne: Wait for a better Congress to address reauthorization. There’s legislation moving through Congress that would re-authorize the IIJA (the Infrastructure Investment and Jobs Act). Transportation for America’s Beth Osborne points out that this Republican-crafted bill–which shortchanges transit, active transportation, and safety, while providing even more generous funding for highway expansions–is a bad deal. She asks, in light of the political outlook, what’s the rush?
. . . even now, when it’s obvious to anyone watching that a full reauthorization isn’t happening this Congress and this bill will get extended into a Congress that might look very different, a lot of members of what could be the next majority—and some advocacy groups that would theoretically do better under a change in leadership—still seem to think this is simply as good as it gets. I have to wonder, why don’t they want a shot at this bill from the majority?
Transportation bills often have a long shadow, with reauthorization locking in the policy environment for several years. It would be a mistake to allow the current political environment to determine transportation priorities for the next five or more years.
ChatGPT search now uses the site:operator at scale
Promptwatch is part of the emerging "GEO" space, for Generative Engine Optimization - the chatbot version of SEO, where companies offer tools and consulting to help your site increase its presence in replies to prompts inside tools like ChatGPT.The Promptwatch product uses automation to track responses to prompts across end-user chat products like ChatGPT, Claude, and Gemini. They publish aggregate reports on this as part of their own content marketing strategy, which do seem to provide credible hints as to otherwise invisible design changes to those products.
Their own tracking shows a notable change aligned with the GPT-5.6 rollout earlier this month:
The percentage of all ChatGPT Search fanout queries that contain the site:operator, per day. The share hovered between 0.3% and 0.5% for weeks, dipped briefly to 0.15% on August 3 to 5 (consistent with a staged rollout or pre-launch experiment), then jumped to 16-17% on August 8.
It's important to note that these figures only reflect the prompts for which they have automated tracking enabled.
This corresponds to OpenAI's somewhat vague August 6th announcement:
For Plus and Pro users, we’re updating GPT‑5.6 Sol in Chat to be more reliable with facts and provide more focused answers.
Once again I am hampered by OpenAI's decision to actively obscure their system prompts, but from poking at ChatGPT I believe their latest search tool has a shape like search(query, recency, domains) rather than encouraging a site: operator directly.
In a follow-up on August 18th Promptwatch reported that ChatGPT appeared to have greatly reduced the likelihood of Reddit being used in those searches. My own attempts to ascertain if the system prompt has been updated to discourage Reddit sourcing have been unsuccessful - the most thorough leaked system prompt collection I know of doesn't yet show any relevant changes.
Tags: reddit, seo, openai, chatgpt, ai-assisted-search, system-prompts