
Welcome to the reading list, a weekly list of news and links related to buildings, infrastructure, and industrial technology. Roughly 2/3rds of the reading list is paywalled, so for full access become a paid subscriber.
Housekeeping items this week:
My book is a finalist for the Manhattan Institute’s Hayek Book Prize.
The Atlantic has a piece on how difficult and user-unfriendly most smart home technology still is. This was true when Gizmodo published its 2015 article Why Is My Smart Home So Fucking Dumb?, and it seems like it’s still true today. [The Atlantic]
The Department of Justice is apparently considering opening an antitrust probe into US homebuilders, possibly due to their coordination on prices through a trade group. “Leading Builders of America”. [Bloomberg]
The US house of representatives passes the Housing in the 21st Century Act. This is the house version of the ROAD to Housing Act which was passed by the senate back in October, and which I talked about on Statecraft. Among other things these bills remove the requirement that manufactured (mobile) homes have steel chassis, which the industry has long complained about. [X]
Trump and newly elected New York mayor Zohran Mamdani are apparently both enthusiastic about NYC zoning reform. [Politico]
Americans are taking on more and more credit card debt, but mortgage delinquencies so far remain fairly flat. [X]
Buildings are apparently more frequently collapsing in the Southern Mediterranean, possibly due to increased erosion due to rising sea levels. “Alexandria, a historic and densely populated port city in Egypt representative of several coastal towns in the Southern Mediterranean, has experienced over 280 building collapses along its shorelines over the past two decades, and the root causes are still under investigation.” [Wiley] [Usc]
Sunderji’s Paradox: the rich spend a smaller fraction of their income on their housing than the poor, but as countries get richer these fractions don’t change. [Substack]
“London has been set a target of building 88,000 new homes per year over the next decade. Last year construction started on just 5,891 — 94 per cent below target, a 75 per cent year-on-year decline, the steepest drop in the country, the lowest tally since records began almost 40 years ago and the lowest figure for any major city in the developed world this century.” [FT]
The WSJ has a piece on Corning, the glass company that’s manufacturing the suddenly-in-demand fiber optic cable for AI data centers. “In 2018, Weeks and O’Day went to Dallas to tour a data center owned by Meta, then known as Facebook. They marveled at the demand for fiber-optic cabling to connect all the servers inside that giant warehouse. Facebook was using a mix of copper cables and existing fiber optics, but found both ill-suited to the task. This spurred Corning’s engineers to make their cables thinner, but also tougher, so they could withstand tight bends, says Claudio Mazzali, Corning’s head of research. Five years later, ChatGPT made its debut, and demand for fiber-powered data centers exploded. “We’re thankful that we made the trip in 2018 and thankful that we made the bet,” says O’Day. At the time, they had no idea whether it would be a good investment or a dud, he adds.” [Wall Street Journal]
In other glass manufacturing news, the WSJ also has a piece about windshield manufacturers upset about a US-based, Chinese-owned windshield factory making windshields for far cheaper than they can. [Wall Street Journal]
Bloomberg has a piece on whether its only a matter of time before Chinese cars are available in the US. One interesting point is that it’s actually Korean and Japanese imports (which dominate the low end of the US market), not US brands, which might be most threatened by an influx of low-priced Chinese cars. [Bloomberg]
BYD’s January sales were 30% lower than last year. [X]
A US drone manufacturer was booted out of their space at the Brooklyn Navy Yard, apparently in part due to activist pressure upset that they were supplying drones to Israel. [Mondoweiss] [X]
The Whitehouse released a maritime action plan for revitalizing US shipbuilding. I haven’t had a chance to read through it closely, but it seems to be a collection of a few dozen policy recommendations. [White House]
We’ve previously noted that a big drawback of tariffs is that they can make domestic manufacturing less competitive by jacking up the price for inputs to manufacturing. Now the Trump Administration plans to relax the tariffs of metal and aluminum. [FT]
Rosemarie Nagel writes from Barcelona:
Dear colleagues and graduate students,
We invite graduate students, postdocs, and young faculty to the 4th Computational and Experimental Economics Summer School, to be held on May 31 - June 6, 2026, at the BESLab at UPF in Barcelona, Spain.
The goal of the summer school is to build a foundation for using computational tools, machine learning methods, and large language models to complement and/or explain results from human-subject experiments. In particular, throughout the curriculum, students will learn to implement a variety of agent-based models that have successfully captured regularities observed in experimental and field data.
In addition, the summer school will include a two-day workshop on computational and experimental economics at the BSE summerforum, featuring presentations by leading researchers in experimental and computational economics.
The deadline for applications is March 7th, 2026, for the summer school.
You can find more information and details on how to participate in the summer school here: https://www.upf.edu/web/beslab/comp-2026
Organizers,
Herbert Dawid (Bielefeld University)
Mikhail Anufriev (University of Technology Sydney)
Rosemarie Nagel (ICREA-UPF, and BSE)
Valentyn Panchenko (University of New South Wales)
Yaroslav Rosokha (Purdue University)

Flying in the face of superstition, NASA and SpaceX conducted a smooth countdown and launch of three astronauts and a cosmonaut to begin the latest, long-duration mission to the International Space Station on Friday, Feb. 13.
The nine Merlin 1D engines roared to life at 5:15 a.m. EST (1015 UTC) following a smooth countdown. It was the first time that NASA conducted a crewed mission on a Friday the 13th.
“It turns out Friday the 13th is a very lucky day,” the SpaceX launch director quipped moments after the Dragon Freedom spacecraft separated from the Falcon 9 rocket’s upper stage. “Jessica, Jack, Sophie, Andrey, it’s been a pleasure training with you and preparing for your flight. For the entire Falcon launch team, thank you, good luck and god speed to the crew of Freedom.”
“Thank you team, that was quite a ride. Thank you, SpaceX, Falcon 9, and NASA teams,” Crew-12 commander and NASA astronaut Jessica Meir replied. “We have left the Earth, but the Earth has not left us. When we gaze at our planet from above, it is immediately clear that everything is interconnected.”

Crew-12 marks the second trip to space for both Meir and Roscosmos cosmonaut Andrey Fedyaev and the first flight for NASA astronaut Jack Hathaway and European Space Agency astronaut Sophie Adenot.
The quartet are scheduled to arrive at the orbiting outpost at about 3:15 p.m. EST (2015 UTC) on Saturday, Feb. 14, to begin an eight-month mission.
The launch of Crew-12 was the first astronaut flight for NASA with Jared Isaacman serving in the role of NASA Administrator. A veteran of two commercial spaceflights himself, he said it was special to witness a crewed launch from his current vantage point.
“Felt like I might’ve had the second best seat in the house today going into the operations,” Isaacman said. “It was just wonderful to see everything in motion. Felt very privileged to be here alongside an extraordinary team preparing for an excellent mission, like Crew-12. Great to watch it.”

The launch also marked the debut of a new recovery site for SpaceX’s Falcon boosters: Landing Zone 40. SpaceX built out the site after the U.S. Space Force’s decision to require launch providers to move towards recovering orbital class rockets at locations adjacent to their launch pads, in order to free up real estate for other rocket companies.
The Crew-12 launch also marked the 20th human spaceflight mission for SpaceX to date.

The forthcoming arrival of Crew-12 at the ISS marks the beginning of a busy period for the orbiting outpost. At the end of February, SpaceX will undock its Cargo Dragon vehicle that’s flying the company’s 33rd Commercial Resupply Services (CRS-33) mission.
That will be followed by the unberthing of JAXA’s (Japan Aerospace Exploration Agency) HTV-X cargo vehicle in early March. Then in the mid-March two astronauts will conduct a spacewalk that was postponed with the early departure of Crew-11 from the space station.
Then at the end of March, Roscomos is set to launch its next Progress cargo vehicle. Finally, in April, SpaceX will launch Northrop Grumman’s next Cygnus spacecraft, on the NG-24.
“So a lot going on, as always. Very, very busy onboard space station,” said Dana Weigel, manager of NASA’s International Space Station Program. “We’re really looking forward to having the crew onboard.”

After the early return of Crew-11 from the space station, NASA and SpaceX aimed to launch the Crew-12 mission as soon as Feb. 11, barring potential conflicts with Artemis 2 activities or weather constraints.
As it turned out, weather along the ascent corridor proved insurmountable for both Feb. 11 and Feb. 12. While Crew-12 was unable to launch on Thursday, NASA took the opportunity to perform what Isaacman called “a series of mini wet dress rehearsals” with the Space Launch System rocket.
Isaacman said during the post-launch press briefing that more information on the tests would be forthcoming.
“The teams wanted to have a chance to get together and review the data before taking a position on whether or not we’re going to advance to a full wet dress two or undertake additional kind of mini tests,” Isaacman said. “We already communicated through a blog that we replaced some seals and now we want to do as many tests as we possibly can before stepping into a full wet dress rehearsal operation again, to just gain confidence.”
He said while the results at this point are preliminary, they do show some promise for the Artemis 2 prelaunch campaign.
“At least from some of the early views, we did not see some of the leaks for the portion of the test we were running that had a comparable period during the full Artemis 2 wet dress we did,” Isaacman said. “So, it’s an early indication, but we’ll share more details. We’ll share more details when we get into it tomorrow, but I think they idea is we will continue to do everything available to gain confidence going into the full wet dress.”
Welcome to Edition 8.29 of the Rocket Report! We have a stuffed report this week with news from across the launch spectrum. Long-term, probably the most significant development this week was a subscale version of the Long March 10 rocket successfully launching and then executing a picture-perfect ocean landing. China is catching up rapidly to the United States when it comes to reusable launch.
As always, we welcome reader submissions, and 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.
Orbex is going away. The UK-based launch company Orbex has entered insolvency proceedings after a planned takeover by European space logistics startup The Exploration Company fell through, European Spaceflight reports. In a statement, Orbex said the decision came after all "fundraising, merger and acquisition opportunities had all concluded unsuccessfully." For anyone paying attention, this decision should not come as a surprise. A decade into its existence, Orbex had yet to produce demonstrable, ready-for-flight hardware.
The founder of Amazon, Jeff Bezos, does not often post on the social media site owned by his rival Elon Musk. But on Monday, Bezos did, sharing a black-and-white image of a turtle emerging from the shadows on X.
The photo, which included no text, may have stumped some observers. Yet for anyone familiar with Bezos' privately owned space company, Blue Origin, the message was clear. The company’s coat of arms prominently features two turtles, a reference to one of Aesop’s Fables, "The Tortoise and the Hare," in which the slow and steady tortoise wins the race over a quicker but overconfident hare.
Bezos' foray into social media turtle trolling came about 12 hours after Musk made major waves in the space community by announcing that SpaceX was pivoting toward the Moon, rather than Mars, as a near-term destination. It represented a huge shift in Musk's thinking, as the SpaceX founder has long spoken of building a multi-planetary civilization on Mars.
Colombian coca cultivation fell dramatically between 2000 and 2015, a period that saw intense U.S.-backed eradication and interdiction efforts. That progress reversed in 2015, when peace talks and legal rulings in Colombia opened enforcement gaps. Coca plantation has since increased to record levels, which coincided with a sharp rise in cocaine-related overdose deaths in the U.S. We estimate how much of that rise can be causally attributed to Colombia’s new coca boom. Leveraging the unforeseen coca supply shock and cross-county differences in pre-shock cocaine exposure, we find that the surge in supply caused an immediate rise in overdose mortality in the U.S. Our analysis estimates on the order of 1,000–1,500 additional U.S. deaths per year in the late 2010s can be attributed to Colombia’s cocaine boom. Implicit annual loss in American statistical life values about $48,000 per hectare of cultivation in Colombia. If left untamed, the current level of coca cultivation (over 230,000 ha in 2022) may impose on the order of $10 billion per year in costs via overdose fatalities.
That is from a new NBER working paper by Xinming Du, Benjamin Hansen, Shan Zhang, and Eric Zou.
The post The cocaine problem seems to be getting worse again appeared first on Marginal REVOLUTION.
When January’s job growth numbers were released this week, the headlines trumpeted that the news was surprisingly good. “Employers Hired Swiftly in January After a Dismal 2025,” said the New York Times. “U.S. employers added 130,000 jobs in January, the strongest gain in months,” said the Washington Post. “Employers added 130,000 jobs in January, blowing past expectations,” said CBS News. Hooray!
This framing is partly true but mostly false; it was a better month than expected, but the news is mostly bad. In any case here’s what we need to understand: While the economy will go up and down over the next three years, nothing will stop Donald Trump from acting as an anchor pulling it down. However it looks in a given day, month, or year, it will be worse than it might have been.
First, let’s look at what we just learned. While 130,000 added jobs is indeed the best monthly number of Trump’s second term, the report also contained some extremely bad news (which, to be clear, most major outlets also discussed). Namely, revisions to previous data showed that total job growth in 2025 was just 181,000. In a year with no recession, that is positively catastrophic. As a contrast, no fewer than 34 times during Joe Biden’s term, a single month’s job growth exceeded what Trump achieved in the entire first year of his term.
But that’s just the beginning. The bigger picture is that almost all the job growth we have seen lately has come in one area: health care. I made this graph to illustrate: It shows that while we keep adding more jobs in health care, as a whole the rest of the economy has been adding little or nothing in new jobs. In fact, in nine of Trump’s first twelve months, the rest of the economy lost jobs:
But wait, wasn’t there supposed to be a manufacturing boom? After all, this is something Trump cares a great deal about: Manly men doing manly work in factories, just like the good old days. That’s one of the main objectives of his tariff policy, to bring back manufacturing to America. How’s it going? Not so great: The number of manufacturing jobs has been going down all year, with just a tiny bump in January:
If you listen to Trump’s spokespeople and allies, we shouldn’t pay attention to any of this, because 2025 was just preparation for the glory to come:
Why, precisely, would that be? What in Trump’s policies will push the American economy to this spectacular “feast”?
The answer is: really nothing. There was a big tax cut bill, one that is giving rich people and corporations some more money, which in theory they could spend and invest. But if that has any effect on overall growth it will be minimal, and it’s unlikely to make any discernible difference in the average American’s life. So what else do they have?
First, there’s Trump’s tariffs. I’ve discussed this at length elsewhere so I won’t go into too much detail, except to say that what we’ve seen so far from the tariffs is what we’re likely to continue to see. Rather than being targeted at particular industries to whom we might want to give a boost in order to protect them from foreign competition, the tariffs will continue to be both sweeping (directed at all imports from many countries, whether what we’re importing is something we can make here or not) and unpredictable (raised or lowered depending on the vagaries of Trump’s whims). We will also be in a state of constant trade war with at least somebody, harming American companies that export goods. This means that we’ll get none of the benefits tariffs can offer if carefully designed, and all of the harms. As the Congressional Budget Office recently assessed, “The higher tariffs raise the cost of imported goods, temporarily increase inflation, reduce households’ purchasing power, and slow real investment.”
Next we have the immigration crackdown, which is already taking a toll on the economy, by deporting both undocumented and legal immigrants already here and by discouraging new arrivals. The crackdown is slowing the growth of the labor force, which makes it harder for employers to fill jobs. And like any workers, immigrants create economic activity with both their work and the money they spend. Immigrants pay more in taxes than they use in benefits, lowering deficits at the state and federal level. They start businesses at higher rates than native-born citizens. We’re sacrificing all of that benefit, and every day Trump is in office he will be working to make it worse.
Immigration and tariffs are the most visible parts of Trump’s damaging economic program, but we could list lots of others. His continued war on renewable energy will raise electricity costs. His eagerness to make climate change worse will worsen health and intensify disasters. His efforts to push people off their health insurance will lead to more sickness, missed work, and bankruptcies. His cuts to benefits like food stamps — which produce over $1.50 of economic activity for every dollar they cost — will drag the economy down even further. His gutting of the federal government will restrain innovation in science, technology, medicine, and many other areas.
Critically, none of this is going to change as long as he’s in office. His opponents might be able to restrain him here and there with lawsuits and smart politicking, but the basic contours of the Trump economic policy are going to continue.
That doesn’t necessarily mean we’re headed for an extended recession. The American economy is quite resilient; it can withstand a lot of disruption and attack. And for some reason, the stock market keeps growing no matter what happens (for now, anyway). But wherever the economy is at a particular moment, it’s worse than it would have been had we not had a president seemingly so determined to make the wrong decision at every possible turn.
Thank you for reading The Cross Section. This site has no paywall, so I depend on the generosity of readers to sustain the work I present here. If you find what you read valuable and would like it to continue, consider becoming a paid subscriber.
Source: Haver Analytics. US is S&P 500, Euro area S&P Euro 350.
Attorney General Pam Bondi’s meltdown on Wednesday while being questioned the House Judiciary Committee was exceptional, even by this administration’s rock-bottom standards. Has any high-level official ever before shrieked at a member of Congress, “You don’t tell me anything, you washed-up, loser lawyer”?
Yet what truly amazed me was her demand that Democrats stop talking about Jeffrey Epstein because the Dow was above 50,000. This plumbed new depths of moral bankruptcy, effectively saying: “How dare you complain about child rape when the stock market is up?”
There was an unmistakable stench of desperation in Bondi’s tantrum. And it fooled no one. The cracks are showing, as some congressional Republicans have now voted against Trump’s tariffs, Justice Department lawyers are quitting en masse or just plain cracking up, and attempts to weaponize prosecutions keep failing.
Now Tom Homan says that the ICE surge in Minnesota will be wound down — an ignominious retreat if true — while Democrats are standing firm on refusing further DHS funding without significant reforms. And Bondi’s yelling isn’t making Epstein go away.
But let’s examine Bondi’s demand that Americans ignore the omnishambles because stocks are up. It’s morally depraved, but what about the economics?
Yes, stock prices are up. As any economist can tell you, however, the stock market is a poor indicator of the economy’s overall health. Paul Samuelson famously quipped that the market had predicted nine of the last five recessions.
Furthermore, stock prices are up almost everywhere — and up more in other countries than they are in the United States. The chart at the top compares stock prices in the U.S. and in the euro area; since the latter is measured in euros, and the euro has risen against the dollar, Europe has substantially outperformed America.
And if we go beyond the stock market and look at what really matters to most Americans — affordability and jobs — the Trump economy isn’t delivering. Inflation remains stubbornly elevated. Despite one good month, employment growth has shriveled. And it keeps getting more difficult to find a job.
Here’s one measure I find useful, the Conference Board’s “labor market differential” — the difference between the percentage of Americans saying that jobs are plentiful and the percentage saying that jobs are hard to find:
Source: The Conference Board via Haver Analytics
This is certainly not a great economy. It’s not even a healthy economy. And Americans are not buying the administration’s lies.
MAGA types constantly bash Joe Biden while deifying Trump. Yet it took only a year for Americans outside the Republican base to decide that Biden was actually a better president. Here are results from the latest YouGov poll:
Source: YouGov
That was fast. And it belies the conventional wisdom that still sees Trump’s 1.5 percentage point popular vote margin in 2024 — smaller than Hillary Clinton’s margin in 2016! — as marking a fundamental realignment of U.S. politics.
What actually happened in 2024 was that low-knowledge voters believed Trump when he promised to bring prices way down and deliver unprecedented prosperity. “Low-knowledge” isn’t a pejorative: G. Elliott Morris uses it to mean voters who don’t know which party controls the House and Senate. These voters went strongly for Trump in 2024, but their opinion of him has crashed:
So while people inside the MAGA bubble keep insisting that Trump is a great president, the greatest president ever, presidenting like nobody has ever seen before, their cheerleading reeks of desperation. The MAGA implosion is gathering force. Americans are mad as hell, and they won’t be gaslit anymore.
MUSICAL CODA
The retreat challenged the narrative that AI eliminates the need for junior developers. Juniors are more profitable than they have ever been. AI tools get them past the awkward initial net-negative phase faster. They serve as a call option on future productivity. And they are better at AI tools than senior engineers, having never developed the habits and assumptions that slow adoption.
The real concern is mid-level engineers who came up during the decade-long hiring boom and may not have developed the fundamentals needed to thrive in the new environment. This population represents the bulk of the industry by volume, and retraining them is genuinely difficult. The retreat discussed whether apprenticeship models, rotation programs and lifelong learning structures could address this gap, but acknowledged that no organization has solved it yet.
— Thoughtworks, findings from a retreat concerning "the future of software engineering", conducted under Chatham House rules
Tags: ai-assisted-programming, careers, ai
Someone asked if there was an Anthropic equivalent to OpenAI's IRS mission statements over time.
Anthropic are a "public benefit corporation" but not a non-profit, so they don't have the same requirements to file public documents with the IRS every year.
But when I asked Claude it ran a search and dug up this Google Drive folder where Zach Stein-Perlman shared Certificate of Incorporation documents he obtained from the State of Delaware!
Anthropic's are much less interesting that OpenAI's. The earliest document from 2021 states:
The specific public benefit that the Corporation will promote is to responsibly develop and maintain advanced Al for the cultural, social and technological improvement of humanity.
Every subsequent document up to 2024 uses an updated version which says:
The specific public benefit that the Corporation will promote is to responsibly develop and maintain advanced AI for the long term benefit of humanity.
As a USA 501(c)(3) the OpenAI non-profit has to file a tax return each year with the IRS. One of the required fields on that tax return is to "Briefly describe the organization’s mission or most significant activities" - this has actual legal weight to it as the IRS can use it to evaluate if the organization is sticking to its mission and deserves to maintain its non-profit tax-exempt status.
You can browse OpenAI's tax filings by year on ProPublica's excellent Nonprofit Explorer.
I went through and extracted that mission statement for 2016 through 2024, then had Claude Code help me fake the commit dates to turn it into a git repository and share that as a Gist - which means that Gist's revisions page shows every edit they've made since they started filing their taxes!
It's really interesting seeing what they've changed over time.
The original 2016 mission reads as follows (and yes, the apostrophe in "OpenAIs" is missing in the original):
OpenAIs goal is to advance digital intelligence in the way that is most likely to benefit humanity as a whole, unconstrained by a need to generate financial return. We think that artificial intelligence technology will help shape the 21st century, and we want to help the world build safe AI technology and ensure that AI's benefits are as widely and evenly distributed as possible. Were trying to build AI as part of a larger community, and we want to openly share our plans and capabilities along the way.
In 2018 they dropped the part about "trying to build AI as part of a larger community, and we want to openly share our plans and capabilities along the way."

In 2020 they dropped the words "as a whole" from "benefit humanity as a whole". They're still "unconstrained by a need to generate financial return" though.

Some interesting changes in 2021. They're still unconstrained by a need to generate financial return, but here we have the first reference to "general-purpose artificial intelligence" (replacing "digital intelligence"). They're more confident too: it's not "most likely to benefit humanity", it's just "benefits humanity".
They previously wanted to "help the world build safe AI technology", but now they're going to do that themselves: "the companys goal is to develop and responsibly deploy safe AI technology".

2022 only changed one significant word: they added "safely" to "build ... (AI) that safely benefits humanity". They're still unconstrained by those financial returns!

No changes in 2023... but then in 2024 they deleted almost the entire thing, reducing it to simply:
OpenAIs mission is to ensure that artificial general intelligence benefits all of humanity.
They've expanded "humanity" to "all of humanity", but there's no mention of safety any more and I guess they can finally start focusing on that need to generate financial returns!

Update: I found loosely equivalent but much less interesting documents from Anthropic.
Tags: ai, openai, ai-ethics, propublica
In the United States, much of the gap in earnings between men and women is due to the persistent gap for high wage earners. This paper explores changes in the gender wage gap for MBAs graduating from a large public university over 30 years. We document large gender wage gaps on average, which grow in the course of men’s and women’s careers. Comparing graduates at identical career stages across time periods to address composition concerns, we show that the raw gender wage gap has shrunk by 33 to 50 percent over the last two decades. Additionally, the temporal pattern of the gap has fundamentally shifted: while gaps only emerged over time in earlier decades, significant gaps now emerge immediately. Convergence in labor supply factors, particularly hours worked, explains much of the narrowing gap, alongside shifts in industry composition. However, unexplained wage gaps persist for recent graduates from the very start of their careers, suggesting different underlying mechanisms across cohorts. These findings highlight both progress in gender wage equity among business professionals and concerning patterns that emerge earlier in careers than in previous decades.
That is from a recent NBER working paper by
The post Changes in the Gender Wage Gap for Business Professionals appeared first on Marginal REVOLUTION.

Yesterday, one of ICE’s and the White House’s prize ICE-as-victim cases blew up. We’ve seen a version of this happen before. The story is pushed on Fox. Charges follow. But as it begins to make its way through the courts, it falls apart and the charges are more or less quietly dropped. We’ve seen so, so many of these cases where it’s clear that what the ICE agents said just wasn’t true. I don’t even have to tell you about some of the more obscure ones. Though they didn’t get to charges since the purported attackers were already dead, you can see the pattern in the killings of Renee Good and Alex Pretti. First, the story was that protestors were trying to kill ICE agents and the agents barely emerged alive. Then we see the video and none of that is true. The key, though, is that in those cases where charges were filed, it’s always no harm no foul. The claims of ICE agents are shown to have been false, but it’s on to the next wilding spree. There are no consequences. Not for the original behavior. Not for lying about it.
But yesterday something different happened. The DOJ went into court and asked that a set of charges be dismissed with prejudice, i.e., they can’t be filed again. And the reason was this sentence that’s been rattling around my head for the last 24 hours. “Newly discovered evidence in this matter is materially inconsistent with the allegations in the Complaint Affidavit.”
This doesn’t mean the kind of evidence you need to turn over to the defense because it might be considered exculpatory at trial. This sounds like evidence that means, what we charged them with totally didn’t happen. Our guys lied. Now Politico reports that ICE Acting Director Todd Lyons said today that the two officers who apparently lied are being investigated by the DOJ in connection with the case and … well, the lying thing.
In ordinary times, this wouldn’t require a lot of explanation. It’s no secret that law enforcement officers sometimes lie to justify unjustified use of force after the fact. And it’s no secret that prosecutors often give officers the benefit of the doubt. But if it becomes clear the officers are lying — like really clear — they’re going to be in a lot of trouble.
But that’s not how ICE works. ICE agents not only lie about being attacked all the time, they also get caught lying and it never matters. So what’s different in this case?
A few possibilities suggest themselves.
One is that the lying is so egregious and the discrediting evidence so strong that it’s just too much and they can’t not investigate these guys. That’s possible, but it kind of stretches credulity. Because that just hasn’t mattered in so many other cases. Usually they just drop the charges and move on.
Another possibility is that the facts here are really bad and it’s also a convenient moment to throw the book at someone to give ICE defenders a proof point they can refer to to argue that ICE is a lawful operation weeding out bad apples.
Yet a third possibility is that ICE and the White House are getting enough pushback from Republicans, a lot of it private so far, that they realize some house cleaning is necessary.
Of course, each of these theories require some level of rational, organized deliberation and action. And we’re not dealing with a rational and organized deliberation operation. I don’t know which of the above is the best explanation. But there’s one additional possible explanation that is more amorphous but perhaps comes closest to the truth.
As the public mood shifts, or perhaps as it hardens, against ICE, everyone gets a bit more insecure and worried. The public mood informs the next election and the bad midterm omens for MAGA raise the possibility of future consequences, future shifts in the political winds. When that happens, people get a little more skittish about looking the other way or covering things up. And when that happens at scale, old mores start, at least a little, to reassert themselves. Because going back to the book is safe. When the president is getting weaker, that becomes the safer bet. And when this skittishness starts to happen at scale, then it just gets harder to keep the cover ups and the new rules of the road working.
I suspect this is closest to the real story. To make the new Trump rules work, you’ve got to convince a lot of people that those new rules are for good and it’s safe to follow them. Not just the top people and the more thuggish ICE agents, but everyone. Everyone is a lot of people. When people get worried about future accountability, the politics of impunity get harder to sustain. It’s like sand grinding in the gears of collective lawlessness.
In a ceremony at the White House yesterday, surrounded by coal industry leaders, lawmakers, and miners, President Donald J. Trump was presented with a trophy that calls him “the undisputed champion of beautiful, clean coal.” At the event, Trump signed an executive order directing the Defense Department to buy billions of dollars of power produced by coal and decried “the Radical Left’s war on the industry.” Anna Betts of The Guardian noted that Trump also announced the Department of Energy will spend $175 million to “modernize, retrofit, and extend” the life of coal-fired power plants in West Virginia, Ohio, North Carolina, and Kentucky.
As Lisa Friedman pointed out in the New York Times last month, the United States has been the largest polluter since the start of the industrial era, but emissions of carbon dioxide, a key greenhouse gas, have been declining since 2007. Trump maintains that climate change is a “hoax” and has withdrawn the U.S. from the main global climate treaty. Since he took office in January 2025, U.S. emissions have increased 1.9% largely because of the renewed use of coal, the dirtiest of the fossil fuels.
Today, the Environmental Protection Agency revoked the scientific finding that has been the basis for regulating emissions from cars and power plants since 2009. That finding, called the endangerment finding, reflects the consensus of scientists that greenhouse gases produced by burning fossil fuels like coal, oil, and natural gas endanger the health and general welfare of the American people.
The Trump administration says scientists are wrong about the dangers of climate change and that the regulations hurt industry and slow the economy. It claims ending the rule will save Americans $1.3 trillion, primarily through cheaper cars and trucks, but it did not factor in the costs of extreme weather caused by climate change or the costs of pollution-related health issues.
Last year, Josh Dawsey and Maxine Joselow of the Washington Post reported that at a campaign event at Mar-a-Lago in April 2024, then-candidate Trump told oil executives they should raise $1 billion for his campaign. In exchange, Trump promised he would get rid of Biden-era regulations and make sure no more such regulations went into effect, in addition to lowering taxes. Trump told them $1 billion would be a “deal,” considering how much money they would make if he were in the White House.
Tyler Pager and Matina Stevis-Gridneff of the New York Times reported on Tuesday that Trump’s threats to stop the opening of the Gordie Howe International Bridge between Detroit, Michigan, and Windsor, Ontario, came just hours after billionaire Matthew Moroun, whose family operates a competing bridge, called Commerce Secretary Howard Lutnick. Moroun has tried to stop the construction of the new bridge for decades.
The $4.7 billion construction cost of the Gordie Howe bridge has been fully funded by Canada although the bridge is partly owned by Michigan and will be operated jointly by Canada and Michigan. The new bridge will compete with the Ambassador Bridge—the one the Moroun family operates—for about $300 million in trade crossing the border daily.
White House press secretary Karoline Leavitt told reporters that “This is just another example of President Trump putting America’s interest first.”
This afternoon, Dustin Volz, Josh Dawsey, and C. Ryan Barber of the Wall Street Journal reported that the whistleblower complaint of last May involved another country’s interception of a conversation between two foreign nationals who were discussing Trump’s son-in-law Jared Kushner, issues related to Iran, and perhaps other issues. Kushner runs Affinity Partners, an investment fund that has taken billions of dollars in funds from Arab monarchies. He does not have an official role in the U.S. government but appears to be acting in foreign affairs as a volunteer.
The Wall Street Journal reported on the existence of the whistleblower complaint on February 2, 2026, reporting that Director of National Intelligence Tulsi Gabbard had bottled it up for political reasons, taking it not to Congress but to White House chief of staff Susie Wiles. On February 3, Gabbard released a highly redacted version of the complaint to the Gang of Eight, the top member of each party in the House and Senate and the top member of each party on the House and Senate intelligence committees.
It may or may not be related that in early April 2025, the administration abruptly fired National Security Agency director General Timothy Haugh and his deputy, hours after dismissing several staffers at the National Security Council. At the time, conspiracy theorist Laura Loomer, who is close to Trump, posted on social media that Haugh and his deputy “have been disloyal to President Trump. That is why they have been fired.”
In Talking Points Memo, editor Josh Marshall has been exploring the contours of what he calls the Authoritarian International, which he identifies as “a host of authoritarian governments around the world, the princelings of the Gulf monarchies, the sprinkling of European right-ravanchist governments, the rightward portion of Silicon Valley (which accounts for a larger and larger percentage of the top owners if not the larger community), the Israeli private intel sector, various post-Soviet oligarchs and, increasingly, the world’s billionaire class.”
Marshall notes that those in this world are not just antidemocratic. They are constructing a private world in which deals are done secretly without any democratic accountability, mixing national interest with individual financial interest. The model operates in part by maintaining control over key figures thanks to compromising material on them. Marshall points out that the system can be oddly stable if everyone has something on everyone else.
Marshall’s description dovetails neatly with former Federal Bureau of Investigation director Robert Mueller’s 2011 explanation of the evolving organized crime threat. Organized crime had become multinational, he said, “making billions of dollars from human trafficking, health care fraud, computer intrusions, and copyright infringement [and] cornering the market on natural gas, oil, and precious metals, and selling to the highest bidder.” He explained: “These groups may infiltrate our businesses. They may provide logistical support to hostile foreign powers. They may try to manipulate those at the highest levels of government. Indeed, these so-called ‘iron triangles’ of organized criminals, corrupt government officials, and business leaders pose a significant national security threat.”
To protect this system, transparency must be prevented at all costs.
The administration seems to be illustrating this principle as it denies the right and duty of Congress to conduct oversight of the government. The Department of Justice (DOJ) has refused to release all the Epstein files to the public as Congress required when it passed the Epstein Files Transparency Act. Yesterday Attorney General Pam Bondi appeared before the House Judiciary Committee, but it was clear she was not there to answer lawmakers’ questions or explain why she had not released the files.
Nor did she acknowledge the survivors of Epstein’s sexual assaults and sex trafficking, many of whom were in the audience and noted that she had not met with them. When Representative Pramila Jayapal (D-WA) urged her to apologize to the survivors for the sloppiness of the release that had left many survivors’s names, identifying information, and even sexually explicit photos unredacted while covering the names of perpetrators, Bondi accused Jayapal of theatrics and, as Glenn Thrush of the New York Times reported, of dragging the hearing “into the gutter.”
Instead, she came prepared with a book of insults to aim at Democrats and met questions with attacks on the questioners and praise for Trump. Republican Thomas Massie (R-KY), who has been instrumental in pressuring the White House over the Epstein files, posted on social media: “A funny thing about Bondi’s insults to members of Congress who had serious questions: Staff literally gave her flash cards with individualized insults, but she couldn’t memorize them, so you can see her shuffle through them to find the flash-cards-insult that matches the member.”
Bondi was not only stonewalling but also demonstrating the tactics of authoritarian power, turning her own shortcomings into an attack on those trying to enforce rules. Even more ominously, Kent Nishimura of Reuters captured a photograph of a page of the book with a printout titled: “Jayapal Pramila Search History.” It appeared to be the files Representative Jayapal accessed after the DOJ made some of the Epstein files available at DOJ offices earlier this week.
This is a shocking intrusion of the executive branch into surveilling members of the legislative branch and weaponizing that information. The top Democrat on the Judiciary Committee, Representative Jamie Raskin (D-MD), said he will ask for an investigation of this “outrageous abuse of power.”
Bondi’s performance drew widespread condemnation from outside the administration, and even Republicans seemed to realize she was toxic: Scott MacFarlane of CBS News noted that in the committee hearing, Republicans didn’t use all their time to question her but simply yielded their time allotted to ask questions back to the committee.
But Bondi appeared to be playing to Trump, as she made clear when she veered into the bizarre claim that what the committee should be talking about was not the Epstein files but rather the booming stock market. Last month, Josh Dawsey, Sadie Gurman, and C. Ryan Barber of the Wall Street Journal reported that Trump was complaining to aides that Bondi is weak and ineffective. Yesterday’s performance pleased him.
This morning, Trump’s social media account posted: “AG Pam Bondi, under intense fire from the Trump Deranged Radical Left Lunatics, was fantastic at yesterday’s Hearing on the never ending saga of Jeffrey Epstein, where the one thing that has been proven conclusively, much to their chagrin, was that President Donald J. Trump has been 100% exonerated of their ridiculous Russia, Russia, Russia type charges…. Nobody cared about Epstein when he was alive, they only cared about him when they thought he could create Political Harm to a very popular President who has brought our Country back from the brink of extinction, and very quickly, at that!”
An Economist/YouGov poll released Tuesday shows that 85% of U.S. adults agree with the statement “There are powerful elites who helped Epstein target and abuse young girls. They protected him and need to be investigated.” Only 3% of American adults disagree. Fifty percent of American adults think Trump “was involved in crimes allegedly committed by Jeffrey Epstein,” while only 29% think he wasn’t.
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Notes:
https://www.theguardian.com/us-news/2026/feb/12/trump-clean-coal-award
https://apnews.com/live/trump-immigration-climate-change-2-12-2026
https://www.nytimes.com/2026/01/12/climate/trump-climate-change-emissions-fuel.html
https://www.washingtonpost.com/politics/2024/05/09/trump-oil-industry-campaign-money/
https://www.thedailybeast.com/thomas-massie-roasts-pam-bondi-for-her-attempts-to-attack-lawmakers/
https://www.cbsnews.com/news/bondi-epstein-files-search-history-hearing-pramila-jayapal/
https://www.nytimes.com/2026/02/11/us/politics/bondi-testimony-epstein-files.html
https://talkingpointsmemo.com/edblog/more-thoughts-on-the-authoritarian-international
https://www.npr.org/2025/04/04/g-s1-58247/national-security-agency-chief-fired-trump-timothy-haugh
https://www.theguardian.com/us-news/2026/feb/07/nsa-foreign-intelligence-trump-whistleblower
https://www.nytimes.com/2026/02/11/us/politics/bondi-testimony-epstein-files.html
https://www.nytimes.com/2026/02/10/world/canada/bridge-owner-trump-lutnick.html
https://www.thedailybeast.com/thomas-massie-roasts-pam-bondi-for-her-attempts-to-attack-lawmakers/
https://talkingpointsmemo.com/edblog/thinking-clearly-about-the-global-authoritarian-movement
https://talkingpointsmemo.com/edblog/more-thoughts-on-the-authoritarian-international
https://archives.fbi.gov/archives/news/speeches/the-evolving-organized-crime-threat
https://d3nkl3psvxxpe9.cloudfront.net/documents/econTabReport_vNnwPx2.pdf#page=57
X:
RapidResponse47/status/2021713744129294532?s=20
Bluesky:
craigbrittain.com/post/3meonj4zsn22w
atrupar.com/post/3memg7wn5hu2q
atrupar.com/post/3melualitx22u
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Robert Catanach is a Southern Californian and U.S. Army veteran.
I served for 21 years in the military, under Presidents Clinton, Bush, Obama, Trump (his first administration) and Biden. I’ve served in a lot of different places, from California to the Far East and from the Pacific Northwest to the Middle East.
I first joined the military in the 1990s. In high school, I was a C student from an isolated part of the country. So for me, service was an opportunity to do something different and meaningful; to see the world and get a little money for college. So I joined the Marine Corps. I accomplished what I set out to do. I left my hometown, I did something honorable that few do, I was able to travel a little and went to some very interesting places, including Japan and Australia. I made some awesome lifelong friends. I did my four years, finished my time, left active duty and went back home. I felt like the service was something I had to do. I wasn’t disciplined enough for college until I learned how to manage time and focus on goals, which I learned in the service.
After the Twin Towers fell on September 11, I wanted to do something. I remember on that day, I was enrolled in community college and living with my girlfriend (now wife). I woke up that Tuesday morning and was looking for the remote control so I could watch highlights from the previous night’s Broncos-Giants game. My girlfriend was getting ready for work and told me to turn on the TV because a plane had hit one of the World Trade Center towers. I watched in horror and felt helpless.
The next day, desperate to do something, I called the local recruiting station in my town. I was told by one of the recruiters that for now I was doing the right thing by going to college. They told me the office had a line out the door of people who wanted to enlist and most would be disqualified from service. But what I remember most of all that day was that feeling of the whole country united. People volunteered to go to Ground Zero to help with recovery. I remember a bunch of people organizing a blood drive at my college. Everyone wanted to do something to help.
Since the recruiters told me to finish my degree and then reach out for the possibility of becoming an officer, I focused on school for a while. I kinda put the thought on the back burner and kept on with my education. In 2003, I was still in college as I watched President Bush land on the aircraft carrier and deliver a speech with a big banner that read “Mission Accomplished” hanging from the ship. I assumed I had missed my moment to join and contribute, but I felt good that the conflict seemed to be under control because of our servicemen and women.
A few years went by and I continued to live. I got married, moved a couple times, changed jobs a few times. We’d hear about the wars on the news and about the growing insurgency in Iraq as the country fell into civil war. Then I remember watching the news one night and there was a story that featured service members who were doing multiple tours of duty and the stress and strain it was putting on them. We started hearing the term “stop loss” in reference to the military not letting service members leave active duty due to manpower shortages. We also would hear of deployments getting extended by months in order to make up for the shortfalls. There was no draft and service was voluntary, so it was harder to fill positions. I decided that I had to do something again. Even though I had already previously served and received an honorable discharge, I felt it was my duty to go back and serve again to do my share for our nation.
I spent a few months getting myself into shape. I hadn’t even run in a few years but I trained every single day. It may be a little corny, but I compared myself to an athlete attempting a comeback and my workout playlists even consisted of several “training montage” songs from movies like “Rudy,”, “Rocky” and “The Natural.” I even ran the 2008 OC Half Marathon. Finally, I signed a six-year contract with the Army. I again had pride that I was doing the right thing for the right reasons for the common good. I was ready to do my part.
My first time in service I had been single. I joined in my late teens and served into my early 20s. I barely even had a regular girlfriend for most of my time in the Marine Corps. Now I was in my early 30s and in a much different place in life. I was married and I had sold my wife on the idea of going back to the service. I told her it would probably be a few years before I’d have to be away for very long. About six weeks after I joined though, I was informed that I’d be deploying to Iraq the following summer for a year-long deployment. To add to this, my wife had recently given birth to our daughter, so we had an infant at home. Needless to say, that none of this sat very well, but we endured. I considered it worthwhile for the greater good.
I joined my unit for the train-up and mobilization and I did my tour in Iraq. I was stationed at FOB Kalsu in Babil Province Iraq, approximately 50-60 kilometers south of Baghdad along MSR Tampa (the main road running through Iraq). FOB Kalsu was named after the former Buffalo Bills offensive lineman Bob Kalsu, who died while serving in Vietnam.
I had similar experiences to many others. My unit wasn’t Special Forces or anything that high speed. We did leave the wire occasionally but never really ran into too much trouble. Our base was frequently rocketed. We weren’t just experiencing attacks on U.S. forces, we also were caught in the middle of skirmishes between Sunni and Shia groups in the area. Our team was commended several times by the brass for our efforts while working in an area under constant attack. Again, though, I told myself that I’m here because it kept some other soldier from having to go a third or fourth or fifth time.
All told between pre-deployment training and deployment time, I was gone for roughly 20 months. I’d get a few days at home here and there, but it only got harder to have to keep saying goodbye to my wife and kid. Many times I had to leave in the middle of the night to catch a flight and I would give my wife and daughter a kiss goodbye while they were still sleeping. My daughter was 1 when I first left and she was 3 by the time I finished the deployment. Anyone who has children knows that is a lot of time to miss, especially at that age. But, again, I reasoned that there were other service members who had missed the births of their children or had never come home again. I felt my own sacrifice was small in comparison, but was worth it.
After I got home, many of my peers had already made post-service plans. When I’d show for military training and functions, it felt like there were fewer and fewer of my crew who went with me. I, however, decided to stay. The Army had rewarded me. I promoted quickly and received several medals. This made me feel like I was doing the right thing. I even did a recruiting commercial for the Army in 2012. I was absolutely proud of my service. I spent the next few years training for the next deployment, which I assumed would be to Afghanistan. I passed my experience on to the newer soldiers and trained them to try to make them better prepared for their experience.
My next deployment never came though. I was put on alert a few times and did a brief rotation in South Korea, but never did another combat deployment. I spent my last five years in a non-deployable training unit and retired in 2022. I would have stayed longer, but my health began to decline from several conditions directly related to my service. It was hard to be told that I couldn’t be a soldier any longer, and I compared my experience to an athlete who had been cut from the team due to injury.
After retirement, I had to find a new identity and new hobbies to fill my time. I didn’t want to just be another vet wearing a service ball cap. I wanted to enjoy my life. I started watching more baseball. I volunteered to assist the marching band at my kid’s high school. I went to more concerts. I finally got around to organizing my baseball card collection. I travelled a little. I also was able to spend time taking care of my health.
Then, 2024 arrives. The outcome was shocking but not completely unexpected. But it felt like a dark cloud hovered over our heads. Instantly, the country started to change. Policy was traded for rhetoric. The people in power delighted at the misery they created. People who knew how to govern forfeited their power and duties in lieu of remaining in the good graces of the administration. I felt just as helpless as I did on 9/11. I wanted to do something, but this time I didn’t know what to do or how to help.
I remember when I began to notice the effects of DOGE and federal cuts … when it became more difficult to schedule medical appointments with the VA clinic. This is now jeopardizing my ability to take care of my health. Again, don’t know what to do or how to help.
But then—the awfulness. Immigration becomes a new literal battleground with armed masked agents picking people off the streets. We must, of course, have law and order in our society, but people are being picked up with no warrant, no due process or are being stopped because of their color or because they speak with an accent or don’t speak English as a first language. Even US citizens who “look” a certain way are detained and forced to prove their innocence. This is absolutely counter to what our values should be in this country.
Then, when citizens begin to observe, record and call the masked men out for their actions, the agents react with force and violence. Citizens are detained, injured, and some are even killed simply for practicing their First Amendment rights. No due process, no acknowledgement of rights, no deescalation of force. Not even basic trigger discipline and absolutely no respect even for a fellow citizen. Even when I was in Iraq, we had Rules of Engagement. You couldn’t shoot at someone just because they cursed you or threw a piece of trash at you. These masked agents were trying to act as judge, jury and executioner.
I also became horrified seeing these masked individuals dressing in combat uniforms similar to what I wore in the military. They were cosplaying as warriors, but showing none of the attributes that defined our service time, including honor. It is offensive to me to see these masked goons displaying this type of behavior while wearing the uniform that so many honorable people wore as a representative of our nation. In my opinion, they didn’t deserve to wear that uniform.
Even locally, in south Orange County, where we are normally pretty immune to unrest, we witness these actions. One morning, my wife and daughter saw a car getting blocked in and masked agents swarming the car and removing the driver. This occurred at the intersection of Aliso Creek Road and the SR-73 on ramp. Of course we didn’t know the full circumstances, but it was something that resembled kidnapping more than law enforcement. My own child witnessed with this her own eyes.
I now doubt my own personal sacrifices I’ve made for this country. I’m almost ashamed of what we represent. No law and order, no process, just ruling by force and delighting in the thought of hurting people. It’s heartbreaking to see this happening. Why did we sacrifice so much just to become a cruel society? Was my service worth it?
I also began to feel like the youth had either become indifferent or live in fear themselves. We would see the local protests every Saturday, but most of the participants are middle aged or older. While the older crowd may be more worldly and experienced, they just didn’t have the same energy. Because we didn’t really see the young people, the protests seemed to lack the enthusiasm and energy. I wanted to see the same energy that young people showed at a college football game, or in the pit at a rock concert.
A few days later, my kid told me she was going to participate in the walkout protest on January 30 with other students at her school. Initially I was a little worried about it because of the violence in Minneapolis. But I figured she is almost the same age I was when I joined the military. I reminded her that if she believed in a cause, stand up and make your voice heard. I also teold her that if she decided to participate, she must be prepared to receive any consequences that would arise from leaving class to participate. I reminded her that there is no such thing as “free speech” and that we all pay for every word. I also told her that there is no halfway point in protesting. You are either are or are not. It can’t just be for “likes” on social media.
She made her decision to participate.
Friday came and I checked in via text with my kid while I was at work. I live/work nearby and could see that hundreds of students had joined. I was able to see the protests around Town Center and some of the students had also begun sharing the videos on social media. They screamed profanities about ICE and shouted their support for immigrants as valued members of the community. The youth energy was there, or at least I finally saw it. The same kind of energy that fuels the fans at Texas A&M football games or at Duke basketball games, or even at a local punk rock show, was there on display as these students made their voices heard. The best part was that this wasn’t for something as trivial as a game, it was real life. Above all, they did this in a peaceful-yet-assertive manner. For most this was their first protest, but I don’t think it will be the last for many of them.
There were, of course, a handful of counter protesters, but they were very small in number compared to the hundreds of people who marched against the cruel tactics that ICE has employed. They seemed to interact in a pretty civil manner which also speaks to their character.
I couldn’t have been prouder of these young people. My heart swelled with pride that this many young people in our community decided to take a stand for what they believed it and displayed the courage to show the world what side they’re on. It made me feel how I used to feel about my service time, especially when I’d wear my service uniform with all my ribbons. I was proud of what I had done.
Of course, what these young people did is not exactly the same as deploying overseas, but they were doing something important and meaningful and something that did require some courage. I’m sure that some of these kids’ parents didn’t approve for various reasons, but I hope the young people who participated that day walked away with a sense of pride. I hope that this is not the last time that these young people will set out to serve their community. I have a feeling that this is just the beginning for these young people.
Many people have a lot of opinions about the youth today. This isn’t new. I remember when my generation, Gen X, was called slackers or the “MTV generation.” But watching how the young people have turned out in large numbers has reminded me of the saying, “The kids are going to be alright.”
I wanted to share one of the bits of advice that I find myself most frequently giving to teams when they’re working on a product, or founders who are creating a new company: launch it three times.
What I mean by that is, it often takes more than one time before your idea actually resonates or sticks with the people you’re trying to reach. Sometimes it takes more than twice! And when I say that you might need to launch again, that can mean a lot of different things. It might just be little tweaks to what you originally put out in the world, It might even be less than that — I’ve worked with teams that put out literally the exact same thing again and found success, because the issue they had the first time was about timing. That’s increasingly an issue as people are distracted by the deeply disturbing social and political events going on in the world, and so sometimes they just need you to put things in front of them again so that they can reassess what you were trying to say.
Many relaunches are a little more ambitious, of course. Being a Prince fan, I am of course very partial to strategies that involve changing your name. Re-launching under a new name can be a key strategic move if you think that you’re not effectively reaching your target audience. As I’d written recently, one of the most important goals in getting a message out is that they have to be able to talk about you without you. But if you want people to tell your story even when you’re not around, the most important prerequisite is that they have to remember your name. With Glitch, that was the third name we actually launched the community under, a fact that I was a little bit embarrassed about at the time. But having a memorable name that resonated ended up being almost as much a factor in our early success as our user experience or the deeper technological innovations.
There are other ways of making changes for a successful re-launch. One thing I often suggest is to subtract things (or just de-emphasize them) and use that reduction in complexity to simplify a story. Or you can try to re-center your narrative on your users or community instead of on your product — the emotion and connection of seeing someone succeed often resonates far more than simply reciting a litany of features or technical capabilities. Any of these small iterations allow you to take another swing at putting something out into the world without having to make a massive change to the core offering.
Often times, people are afraid or embarrassed to make changes to things like branding or design because they’re some of the more visible aspects of a product or service. Instead, they retreat to “safe” areas, like tweaking the pricing or copy on a web page that nobody reads. But the vast majority of the time, the single biggest problem you have is that nobody knows you exist, and nobody gives a damn about what you do. Everything else pales in comparison to that. I’ve seen so many teams trying to figure out how to optimize the engagement of the three users on their app, or the five people who come to their site, while forgetting about the other eight billion people who have no idea they exist.
This idea of launching again is really important to keep in mind because so much of the narrative in the startup world is about “fail fast” and “90% of startups fail”. When the conventional narrative from VCs prompts you to pivot right away, or an investor is pressuring everyone to grow, grow, grow at all costs, it can be hard to think about slowing down and taking the time to revisit and refine an idea.
But if you’re moving with conviction, and you’ve created something meaningful, and if you’re serving a real community that you have a deep understanding of, then it may be the case that you simply need to try again. If you are not moving with conviction to create something meaningful for a real community, then you don’t need to do it three times, because you don’t even need to do it once.
So many of the creators and innovators that inspire me most often end up working on their best ideas for years or even decades, iterating and revisiting those ideas with an almost-obsessive passion. Most of the time, they’re doing it because of a combination of their own personal mission and the deep belief that what they’re doing is going to help change people’s lives for the better. For those kinds of people, one of the things I want most is to ensure that they don’t give up before their ideas have had a full and fair chance to succeed, even if that means that sometimes you have to try, try again.
Lay very long with my wife in bed talking with great pleasure, and then rose. This morning Mr. Cole, our timber merchant, sent me five couple of ducks. Our maid Susan is very ill, and so the whole trouble of the house lies upon our maid Mary, who do it very contentedly and mighty well, but I am sorry she is forced to it.
Dined upon one couple of ducks to-day, and after dinner my wife and I by coach to Tom’s, and I to the Temple to discourse with my cozen Roger Pepys about my law business, and so back again, it being a monstrous thaw after the long great frost, so that there is no passing but by coach in the streets, and hardly that.
Took my wife home, and I to my office. Find myself pretty well but fearful of cold, and so to my office, where late upon business; Mr. Bland sitting with me, talking of my Lord Windsor’s being come home from Jamaica, unlooked-for; which makes us think that these young Lords are not fit to do any service abroad, though it is said that he could not have his health there, but hath razed a fort of the King of Spain upon Cuba, which is considerable, or said to be so, for his honour. So home to supper and to bed. This day I bought the second part of Dr. Bates’s Elenchus, which reaches to the fall of Richard, and no further, for which I am sorry. This evening my wife had a great mind to choose Valentines against to-morrow, I Mrs. Clerke, or Pierce, she Mr. Hunt or Captain Ferrers, but I would not because of getting charge both to me for mine and to them for her, which did not please her.
This week, continuing in the vein of some of our previous strategy and military theory primers, I wanted to off a basic 101-level survey of the strategic theory behind efforts, in a sense, directed against the state itself, both violent approaches (what we might call ‘terroristic insurgency’)1 and non-violent approaches (protest). It may seem strange to treat violent insurgency and non-violent protest together but while they employ very different methods, as we’ll see, they share a similar theoretical framework, attempting to achieve some of the similar effects by different means, both working within the state, against the state (or its policies), focused on the changing minds rather than battlefields.
Naturally this comes in part in response to the significant amounts of protest actions happening right now in the United States, but the framework here is very much intended to be a general one, applicable to both armed insurgencies and non-violent protests worldwide. The world, after all, is really quite big and there are multiple major protest movements and multiple armed insurgencies happening globally at any given time. That said, much as with protracted war, a movement aiming to push against the state is naturally going to be heavily shaped by local conditions, particularly by the nature of the state against which it sets itself as well as the condition and political alignment of its people.
Finally, I want to clarify how I am using terminology here at the outset. I have mostly stuck here to ‘insurgent’ to describe violent actors opposing the state and ‘protestor’ to describe non-violent ones. Obviously in mass movements, violence is not a binary but a spectrum – a single fellow kicking over a trash can does not turn a non-violent march into a riot, but equally having a ‘political wing’ does not turn an organization mounting a terror campaign ‘non-violent.’ However the strategic dichotomy is going to be useful to understanding how these groups in their ideal form tackle problems. Likewise, I am going to describe the violent movements opposing the state as ‘insurgencies’ but I want to note at the outset that I am drawing a distinction here between what I am defining as ‘insurgencies’ which lack the backing of a conventional army or the expectation of soon acquiring one, as opposed to forces in a protracted war framework who have or expect to have the backing of a conventional force, however weak (we might call the latter group guerillas, although this too is imprecise). The line between these two strategies is certainly fuzzy – many insurgencies hope to eventually transition to protracted war and the two approaches share many tactics – but there are worthwhile differences between the two.
In particular, whereas the guerilla’s cause is supported by a conventional army – even if it is in hiding – and anticipates a shift to positional, conventional warfare and thus eventual victory on the battlefield (however distance), the insurgent has no expectation of developing a conventional force capable of meeting his opponent any time soon and is instead wholly focused on the ‘war in the mind,’ often through the use of terror tactics. That said, I mostly avoid ‘terrorist’ here as well, in an effort to avoid the ‘our freedom fighter is their terrorist’ problem of morally loaded language in order to focus on tactics and strategic effects, rather than the rightness or wrongness of the cause. And I should be clear here, what follows – despite being almost 11,000 words long – is very much a schematic overview into which a great amount of detail and nuance could (and probably ought) to be added, still I think the theory foundation here might be useful.
At the end, once we have our theory out, I am going to make a few observations about the current immigration policy anti-ICE protests in the United States generally and in Minneapolis-Saint Paul in particular and how I think they fit in to this framework.
(Bibliography Note: The difficulty in writing this kind of a framework is that much of what is written in terrorism and insurgency is written primarily from the counter-terrorism and counter-insurgency (COIN) perspective. Nevertheless, to the degree these works understand their enemies, they are useful. The standard teaching works for understanding counter-insurgency warfare are typically campaign histories of successful and failed COIN operations, such as J.A. Nagl, Learning to Eat Soup with a Knife: Counterinsurgency Lessons from Malaya and Vietnam (2005); note also older and influential efforts such as B.B. Fall, Street Without Joy: The French Debacle in Indochina (1961), D. Galula, Counterinsurgency Warfare: Theory and Practice (1964) and A. Horne, A Savage War of Peace: Algeria 1954-1962 (1977) . The United States military’s understanding of these lessons is distilled in a field manual, FM 3-24, albeit hardly one without criticisms. For the references here to the Taliban insurgency in Afghanistan (2001-2021), many of my observations are drawn specifically from W. Morgan, The Hardest Place: The American Military Adrift in Afghanistan’s Pech Valley (2021), which I cannot recommend strongly enough. Though it is hardly a perfect book, I also reference here Max Boot, Invisible Armies (2013) specifically for its discussion of the failure rate of insurgencies. In terms of framing these campaign histories, I lean here quite hard on the framework used by W.E. Lee in Waging War (2015) which was the textbook I taught this topic from when I taught a global survey of warfare. On the strategy of non-violence, what I would without question recommend first is T.E. Ricks, Waging a Good War: A Military History of the Civil Rights Movement 1954-1968 (2022). Also note the strategic thinking of non-violent leaders; Martin Luther King Jr.’s Letter from a Birmingham Jail (1963) is a remarkably cogent and clear explication of non-violence as a strategy in both its goals and how it was specifically framed for one such campaign. I am not an expert on Gandhi’s writings – which are voluminous – but I did read through the selections in Gandhi on Non-Violence, ed. T. Merton (1964). I am sure a scholar of his writings could do far better; I feel my insufficiency on this topic keenly. Finally, in terms of theory, this post uses as its theoretical foundation a mix of Carl von Clausewitz, Vom Krieg (1832) – I generally use the Howard and Paret translation, though no translation is perfect – and Hannah Arendt’s On Violence (1970).)
(Header image: from left to right, all via Wikipedia: Taliban fighters in 2021, a car-bombing in Iraq in 2005, a non-violent student sit-in in North Carolina in 1960 and an anti-ICE protest in Minneapolis, January 2026.)
Before we dive in to the differences between insurgencies and protest movements, we have to establish their common framework and before we do that we need to establish some terms and for that we will need to rely quite a bit on Carl von Clausewitz, so get your beer mug, wine glass or drinking horn ready.
The starting point for understanding how both insurgencies and protests work is the Clausewitzian trinity. This is, in and of itself, something of an odd statement because Clausewitz, in writing On War (1832) was not focused on either insurgencies or non-violent protest movements but rather on conventional, large-scale interstate war of the sort that he had known. But the framework he constructed to understand the nature of war is so fundamental that it applies effectively to forms of conflict beyond the kinds of war he knew and indeed beyond the activity of war to some significant degree and so it is very useful here.

To very briefly summarize, Clausewitz begins by noting that war, by its nature, tends to escalate infinitely, each side of a conflict applying more and more force against the other until one side ‘runs out.’ Infinite escalate is an inextricable part of war’s core nature in the ideal. The two sides to a conflict thus increasingly commit their strength until one side can escalate no further – it has no more strength to apply – and thus fails, leading the stronger party in a position to impose their will upon the weaker. But of course in the real world this infinite escalation is restrained by real world factors, which Clausewitz breaks into three. It is these three factors that restrain (or in some cases, enhance) the escalating use of force that are the Clausewitzian trinity we so often talk about. They are:
Friction, the expression of randomness and unpredictability in war, encompassing all of the sorts of things that keep a state from having its full military force where it wants them to be, when it wants them to be there, functioning as intended. Bad weather, logistics snarls, unpredictable human with their emotions, unexpected enemy action – these are all forms of friction. The management of friction – management, not elimination, because it cannot be eliminated – is in Clausewitz view the proper occupation of generals, who apply their genius (natural talent) to it. And of course some actions and methods in war are also designed to increase an enemy’s friction – think something like supply disruption.
Next is Will, sometimes also termed Passion (translating Clausewitz is fun), which is to say the dedication of the people (or at least, the militarily or politically relevant people) to a cause. Clausewitz came up during the Napoleonic Wars, an age of mass warfare, so he thinks about this in terms of mass mobilization and for this post we should too. As such, Will resides with the People and is a product of their emotions, with the willingness of the great bulk of the society to submit to the hardships of a conflict in order to carry on the cause. High amounts of Will enables more escalation because a people will sacrifice more to carry on; flagging Will equally enforces limits on escalation.
Finally there is the political object, the actual aim of the conflict, the goal each side has. A state seeking an objective that is small or trivial or optional is going to be unwilling to spend its full strength in the pursuit of that objective. By contrast, a state whose entire existence is threatened will deploy everything it possibly can. In Clausewitz’ view the political object is managed by politicians, who do (or at least ought) to govern state strategy and the willingness of the state to expend resources by calculations of pure reason.
With these three elements in mind, it becomes possible to overcome an enemy (or to be overcome) without matching their maximum possible strength ‘in the ideal.’ A weak state, for instance, might hold off a stronger one simply because the thing being contested is much more important (the political object!) to them and so they apply a greater portion of their strength. Alternately, weak public support might prevent a strong state from mobilizing its full potential force or friction – perhaps a tricky supply situation at great distance with unpredictable conditions – might prevent the full application of that larger state’s force.
These three elements of the trinity are equally variables, which either side might seek to effect: to sap enemy will so as to limit the force they can mobilize or to structure political conditions so that attacking even a weaker neighbor is simply not worth the cost. In this latter point, this is how nuclear deterrence works: it raises the cost of a conventional war well above any possible gains, so that even a stronger state would profit nothing from attacking and so does not attack.
You may now stop chugging your drink (but have some handy, we’re not done with our good friend Clausewitz just yet).
For a weaker party in a conflict, altering these variables is of course essential: if you are the weaker party then by definition you are not in a position to win the ‘ideal’ trial of strength (which to be clear, never exists in the real world; it is only an ideal construct) in any case and so must seek ways to use the elements of the trinity as ‘levers’ to constrain your opponent’s ability to employ their strength, while keeping yours unconstrained.
And at last that is the key to understanding insurgencies and protests movements, because both insurgencies and protest movements take the form they do because from a perspective of pure force, they are the weakest parties compared to the violent power of the state, whichever state they might find themselves pitted against.
Fundamentally, what protests, insurgencies and terrorism campaigns have in common is that neither operates with any hope of directly challenging the armed force of the state. You may note this is a significant contrast to the theory of protracted war: while protracted war is a strategy of the weak against the strong, it envisions a future transition to a phase (or even phases) of direct, conventional ‘positional’ warfare, once the strength of the opposing power has been sapped. A force engaged in protracted war expects to win on the battlefield eventually, just not today. By contrast, while armed insurgencies often adopt a protracted war theory and thus a notional stage where they transition to conventional warfare, they often operate much farther from making that a reality.
Now I am to a degree defining this distinction between insurgency and protracted war – many of the parties involve understand themselves to be practicing both – but I think the distinction is important. A contrast may serve. The forces of North Vietnam (and their sympathizers in the South) waged a protracted war against the United States and the U.S. supported South Vietnamese government in which they were clearly in conventional terms the weaker partner, but at all points in that conflict, North Vietnam maintained a conventional military (the People’s Army of Vietnam or PAVN) engaging in a level of conventional warfare. That included major efforts to transition to direct, positional and conventional warfare in 1964 and again in 1968 and again in 1972 (being badly hammered each time). Practitioners of protracted war – we may, for the sake of simplicity here (if at the cost of some accuracy) call them guerillas – often engage in terrorist or insurgent tactics, but their overarching strategic theory assumes an eventual transition to conventional warfare.
By way of contrasting example, the insurgencies the United States faced in Afghanistan (alongside NATO allies) and in Iraq (alongside coalition allies) never seem to have seriously contemplated engaging the United States military in a conventional battle. Not only was the balance of forces extremely unfavorable, these groups had no real plan to make it favorable. This comes into really sharp relief if you think about airpower – without which engaging in a conventional groundfight against a modern military is simply high-tech suicide. North Vietnam, equipped by its allies, operated one of the most sophisticated air defense systems in the region and regularly inflicted air-to-air loses on United States pilots; they shot down thousands of planes. By contrast, the sum total of American fixed-wing aircraft combat losses in the air in Iraq and Afghanistan 2001-2021 consisted of a single A-10A Thunderbolt II.2 Accidents and maintenance issues claimed aircraft far more often than enemy action. At no point, so far as I can tell, did Iraqi or Taliban insurgents make a serious effort to challenge American airpower because unlike the North Vietnamese, it was never required to do so for their theory of victory.

Fundamentally insurgencies lack access to substantial amounts of industrial firepower (typically because they have no foreign sponsor willing to hand them modern heavy weaponry; small arms are neat but to wage modern conventional warfare, you need armor, artillery and airpower) and so while they try to achieve their aims through violence, they operate with no hope of directly challenging an opposing force that does have access to industrial firepower. That demands a different approach!
There is thus, I’d argue, a real difference between a weaker force which still aims for and has a practical plan to actually defeat an enemy force – in the above example, to shoot down their planes – as opposed to an insurgency that needs an enemy it cannot defeat to give up or go away.
Of course for a non-violent protest movement, this differential in armed force becomes essentially infinite: such movements bring no armed force at all to the table. And yet non-violence has arguably a better track record than insurgency at achieving its goals. How?
Fundamentally, these groups focus almost entirely on Will. Whereas the force of modern states comes from the ability to harness industrial firepower and is thus a product of economies, the endurance of an insurgency or protest movement derives almost purely from their ability to secure new recruits faster than they are exhausted, which in turn is a product of popular support and internal morale – which is, of course, just that Clausewitzian Will in action. So long as that will remains strong, these groups will aquire new recruits faster than the state can arrest or kill them and so they will grow. And since the weapons (or ‘weapons’ in the case of protest groups) the group is using do not demand an independent industrial base – they’re available commercially for prices individuals or small groups can afford, legally or otherwise – there is no industrial base, no core territory full of factories or warehouses to attack. So long as will remains, the group remains and can continue to advance their agenda.
Which would not add up to very much if insurgent or protest groups had no hope of actually achieving their aims – indeed, it would be very hard to sustain their own Will if that were the case – but of course these groups often succeed. The answer relies on understanding the Clausewitzian trinity as a tool (drink!): if the insurgency or protest movement cannot escalate to match the force of the state, it must use the levers the trinity provides to de-escalate the force of the state. In part this is done through the political object – by raising the cost of denying the insurgency or protest group’s demands until it the rational calculus is simply to give them what they want. That in turn is generally accomplished through degrading popular will, until the costs to the opposing state – in public support, in votes, in public compliance – either lead to capitulation to some or all of the demands or to regime collapse.
Both protests and insurgencies function this way, where the true battlefield is the will of the participants, rather than contesting control over physical space. That’s a tricky thing, however, for humans to wrap our heads around. We have, after all, spent many thousands of years – arguably the whole of our history and pre-history, largely fighting battles over territory. Our emotions are tuned for those kinds of fights and so our instinct is to revert to that style of fighting. One can see this very clearly in young or undisciplined protestors who imagine they will ‘win’ the protest by forcing back a police line, essentially ‘battling’ the cops. But protest groups do not ‘win’ by beating the police into submission and indeed even armed insurgencies generally do not win by victories in open fights.
In both cases, these movements win by preserving (or fostering) their own will to fight, while degrading the enemy’s will to fight.
Of course they use very different tactics to achieve that same goal.
Of course to begin with, as a product of the definitions we’re working with here, insurgents and terrorists use violent means to achieve their ends. But whereas one conventional army engages another with the intent of destroying it, we might say that the insurgent or terrorist instead engages in violence with the intent to communicate a message.
That is going to seem like a very odd statement, so let me explain.
The strategic effect the insurgent aims to achieve is not located in his target. Remember, we’re talking about violent movements that have no real hope in the foreseeable future of actually destroying the armed forces of their enemy, so while they may spend a lot of time blowing things up, they cannot win purely by blowing things up. Instead, they seek to persuade key audiences by violence as an alternative to the destruction of the enemy (of which they are incapable). So they stage attacks, destroying targets, to communicate their message to persuade those audiences. The precise framing of the messages may vary, but (and here I am following Lee, op. cit.), there is a standard set of audiences and messages the group wants to convey:
There is, it must be noted, a distinction here between two kinds of terror or insurgency aims: those that target primarily their own (independent) state and those attempting to expel the forces of another state (some kind of occupation or imperial government). In the former case, where the enemy leadership has nowhere else to go, the sense of inevitability the insurgency has to build is considerable in order to get supporters of the regime to abandon it completely, whereas by contrast encouraging an occupying force to leave is far easier: only the high cost and intractability of the insurgency – its inability to be destroyed rather than the inevitability of its success – may be required to make a foreign power decide that occupation is simply no longer worth it. Unsurprisingly, then, insurgency campaigns have significantly higher success rates against foreign occupying forces or foreign-supported occupation governments (and indeed, as Max Boot, op. cit. notes, the success rates for insurgencies generally and against independent indigenous governments specifically is abysmal; insurgents usually lose).
It may be easier to understand these strategic aims in the context of the concrete actions insurgents take to further them. The Taliban insurgency in Afghanistan from 2002 to 2021 can serve as a ‘model’ for how many of these functions work. By 2002, there was little question of the Taliban directly opposing the military forces of the United States and its coalition partners: they had been roundly and comprehensively defeated, pushed into small cells or mountain hideouts, with no conventional military force to speak of.
The most visible actions by the insurgency are what we might term ‘spectacular attacks’ – spectacular in every sense of the word because these are spectacles intended for spectators. This is the propaganda of the deed, the defining feature of terrorism, where through an act of spectacular violence, often (but not always) against civilians, a group aims to garner attention and support for its core message. In the context of the Taliban insurgency in Afghanistan, the 2009 car bombing of the NATO HQ in Afghanistan serves as an example, as did the release of video of the captured Bowe Bergdahl the same year (of course the 9/11 attacks that started the conflict are also an example), alongside many others. Sometimes these attacks are focused on military targets, but as frequently not – what we are focused on here is that the attack’s primary role is messaging rather than direct military utility. What we need to understand about these attacks is that they are not expected to bring about military victory directly: they do not seriously endanger the military force of the insurgent’s opponent. Instead, they are exercises in messaging, which is why their spectacular nature is important, indeed central: they are intended to get news coverage, to be discussed and talked about and thus create a platform for the insurgent to spread his message: to supporters that the insurgency still exists and is ‘making progress’ and inflicting pain on the enemy (and thus worthy of support) and to the opposing force that the insurgency still exists and is capable of inflicting costs (and thus, perhaps you should just go away and give them what they want).
But while foreign media coverage often focuses on these larger spectacular attacks – they are designed to attract such coverage – insurgents are often doing a lot more less well-covered things. Core to the Taliban’s success was not attacks on United States forces but assassinations and a campaign of terror among Afghans who might support or collaborate with United States forces. The messaging in this case was very deliberate: that at some point the Americans would leave and the Taliban would remain at which point those who continued to work with the United States or the Afghan government it had supported would be killed (frequently along with their families). Note that while this message ended up becoming a self-fulfilling prophecy in Afghanistan, that is not always true: Iraqi insurgents did the same kind of messaging, but AQI/ISIS has been very greatly reduced, while the government set up by the United States and its coalition partners in Iraq remains. Insurgents do not always succeed in their aims.
The campaign of terror, targeting local leaders and officials, police officers, and the US-friendly Afghanistan National Army, was always far more extensive in Afghanistan than direct Taliban actions against the direct American presence. Including civilian contractors, US and coalition deaths in Afghanistan numbered 7,423, but Afghan security forces suffered more than 65,000 KIA; estimates for Afghan civilian deaths at the hands of the Taliban are fuzzy at best but well into the tens of thousands. While Taliban insurgents certainly engaged in propaganda and leveraged sympathetic local leaders and networks to build their base of support among the populace, the ‘hard edge’ of this strategy was a clear willingness to ‘make a demonstration’ of local non-sympathizer Afghans through (locally) spectacular assassinations. Once again the goal was not to kill every person who supported the U.S. backed government but to, by very visibly assassinating a few, frighten the remainder into withdrawing their support, which steadily rotted away the foundations of the Afghanistan security forces.
There is also an element of friction in this kind of insurgency: after all, the insurgent is opposed. Generally in a counter-insurgency context, the powerful conventional military is attempting to set up governance, to convert its superiority of armed force into power (in Hannah Arendt’s sense), that is the more-or-less voluntary cooperation of the local populace. Those forces are trying to set up local police forces, courts, governments, services, schools, roads and so on in order to enable a civilian administration which can organize and govern the populace.3 Even if the insurgency is not ideologically opposed to some of these administrative structures (and they often are; the Taliban was very opposed to efforts to educate women, for instance), they want to prevent or slow their emergence because effective local governing structures drain away the disorganized or supportive human terrain the insurgency needs to function. Countries with well-organized, locally supported police forces are extremely difficult terrain for any insurgency to operate in. And at the same time, once they realize they are in a counter-insurgency framework, the conventional force is likely to begin attempting to hunt insurgents, which is also something the insurgent wants to avoid.
Consequently, insurgents also engage in small-scale attacks on local security forces, with a twin purpose. On the one hand, inflicting casualties, especially on a occupying force, can serve to erode the will of the distant public (informed about these losses by their media) to continue the struggle. Such attacks thus serve as messaging to that public. They they also serve to raise friction (in the Clausewitzian sense, keep drinking) making it harder for the conventional force to leverage its superiority in firepower and materiel. The near perpetual threat of Taliban ambush in large parts of Afghanistan outside of the major cities substantially limited the mobility of coalition forces, limited their ability to patrol and provide security, to supply distant bases, or to set up and maintain services, thus slowing down and eventually reversing progress at setting up a functioning civilian administration in the countryside, which was the one thing that might have actually successfully rooted out the Taliban in the long-term (by eventually transforming a war of insurgency into simply a question of crime, controlled by police and local officials robustly supported by the local populace).
However the theory of victory is not based on friction: the insurgent can delay the conventional force, but it cannot by force stop them completely. Instead, the theory of victory is focused on will and to a lesser extent the political object. An insurgency could plausibly succeed by simply raising the cost of an operation (like an occupation) higher than anticipated gains, causing a rational political leadership to pull the plug. In practice, political leadership rarely wants to admit failure so easily and states will pursue failing strategies for a long time simply to avoid the perception of defeat. Consequently the more common mechanism for successful insurgencies is that the erosion of will, of public support, compels political authorities to accede to some or all of the demands of the insurgents. The ‘center of gravity’ – the locus of the most important strategic objective – for most insurgencies thus often becomes the political support that sustains a government, be that a body of key supporters in non-democratic regimes or the voters in democratic ones. That body of key voters or supporters, of course, is often not even located in the theater of operations at all: the Taliban ultimately won their insurgency in Afghanistan because they persuaded American voters that the war was no longer worth the cost, leading to the election of leaders promising to pull the plug on the war.
This is a remarkably slow process, eroding public will: indeed, the very apparent inexhaustibility of an insurgent force is part of its messaging, that no matter how many fighters the conventional army kills, there are always more replacements and so the violence – the costs – never stop. Meanwhile hunting down insurgent groups catches a conventional force on the ‘horns of a dilemma’. Modern conventional armies are built for tremendous destructive firepower, but the insurgents often hide among supportive (or terrorized) populations. If the conventional force does nothing, the insurgency will grow without check, but if the conventional force tries to engage the insurgents, they run the risk of producing a lot of collateral damage. For insurgent forces – who are often ideologically unconcerned with civilian casualties – this can be turned to their advantage, using the small strikes they are capable of to bait the Big Conventional Army into attempting to leverage its massive firepower, with the collateral damage that results essentially producing a ‘spectacular attack’ for the insurgents when the local civilian population is caught in the blast radius. It is striking, reading something like The Hardest Place how some of the most damaging attacks for American forces in the Pech Valley were not Taliban attacks, but American attacks attempting to hit the Taliban that, through carelessness, excessive force or simply the fog of war, caused civilian casualties that poisoned any goodwill from the local populace.
This isn’t the place to discuss counter-insurgency warfare in depth here, but this problem is why the consensus is that COIN is best done with lots of infantry providing local security and relatively little in the way of airpower (though air mobility is useful) or heavy firepower. Of course, long, infantry-heavy deployments of large numbers of soldiers are both unpopular on their own and also produce higher rates of casualties among the Big Conventional Army. That in turn can sap public will to continue – especially in the case of wars against distant, foreign insurgencies – and thus make things unpopular for politicians, which is, in part, why governments keep trying to go back to counter-insurgency-by-guided-bomb, a strategy which quite evidently does not work well in the absence of ground forces.
However anyone using terror tactics – that is, the targeting of the defenseless for the purpose of the ‘propaganda of the deed’ – of all kinds and thus terroristic-insurgents are caught on the horns of their own dilemma. Remember: the attacks they are engaged in are not sufficient in themselves to produce victory or even meaningfully advance towards it. As a raw matter of manpower and resources, the United States could have sustained the fiscal and human cost of the Afghanistan War forever. Instead, the terroristic-insurgent’s attacks only work when they impact Will (keep drinking), which means they only work when they gain a wider audience, when they gain attention. In some cases that attention is local but in many cases a broad audience of supporters (potential recruits) and opponents is intended.
To get an audience, such attacks must get coverage, they have to draw attention. And what draws attention to these attacks is their spectacular nature: that they are particularly violent, particularly gruesome, that they strike a population (civilians, women, children) normally considered exempt from violence or occur in places (cities, religious or cultural sites) understood to be outside of the war zone. But of course the more spectacular the violence the greater the possibility of a ‘backfire’ of sorts, where the very violence and barbarity that the insurgent is driving in order to get that attention to attract those recruits, to demoralize their enemies, instead convinces their opponents that the insurgency is a dire threat which must be defeated at all costs.
Many insurgencies end up gored on the horns of this dilemma, some multiple times. Indeed, this is what happened to AQI (Al Qaeda in Iraq), twice. In 2005, AQI violence alienated key tribal leaders in Iraq’s Al Anbar governate, leading to the ‘Anbar Awakening’ where some of those key leaders forged alliances with local coalition forces: shorn of local support and thus the ‘cover’ the population provided and opposed both by coalition forces and local militias, AQI lost footholds in key cities like Ramadi and Fallujah. AQI would go on to rebrand as the Islamic State (Daesch/IS/ISIL/ISIS), rebuilding itself in the context of the Syrian Civil War and then exploding outward in 2013 and 2014. The Islamic State likewise followed a policy of spectacular violence, which garnered it a lot of attention and a lot of recruits, but also produced both a domestic backlash in Iraq and Syria and a foreign backlash, leading to the emergence of a broad anti-IS coalition that by 2016 had destroyed the core of the organization, although various international ‘franchises’ continue to exist. Similarly, of course, the 9/11 attacks on the one hand brought the perpetrators, Al Qaeda (the original) tremendous attention – and an extended anti-terror campaign that has left nearly all of their senior leadership dead and much of the organization shattered. The Taliban may have survived the wrath of the United States, but relatively little of Al Qaeda did.4
And this dilemma actually leads us neatly into the mirror-image of a terrorist insurgency: non-violent movements.
Non-violence is a strategy.
I think that is important to outline here at the beginning, because there is a tendency in the broader culture to read non-violence purely as a moral position, as an unwillingness to engage in violence. And to be fair, proponents of non-violence often stress its moral superiority – in statements and publications which are themselves strategic – and frequently broader social conversations which would prefer not to engage with the strategic nature of protest, preferring instead impotent secular saints, often latch on to those statements. But the adoption of non-violent approaches is a strategic choice made because non-violence offers, in the correct circumstances substantial advantages as a strategy (as well as being, when it is possible, a morally superior approach).
If we boil down the previous section on insurgencies, what we see is that the insurgent wages his ‘attack on will’ through a prolonged campaign of (violent) disruption, often relying on his opponent (the state) to supply the morally uncomplicated spectacular violence by overreacting to his (violent) disruption. I stress disruption here because again, the terroristic insurgent does not expect to car-bomb his way to victory (because he has nowhere near enough car bombs or he’d be waging a different kind of struggle), he expects to car-bomb his way to popular support or at least to the withdrawal of popular support from his opponent. One key way to accelerate that process is to use the car-bombs to bait the authorities into a damaging overreaction. But equally, the peril the terroristic insurgent runs is that his car-bombs will alienate his own support (car-bombs are not popular) faster than it erodes the will of his enemy.
Now to my knowledge no advocate of non-violence has ever expressed their approach this way, but for the sake of understanding it, we could put it like this: under the right conditions, a non-violent strategy resolves the dilemma by retaining the ‘attack on will’ strategy and simply dispensing with the potentially supporter-alienating violence (the car bombs), by in turn exploiting the overreaction of the state.
To simplify greatly, the strategy of non-violence aims first to cause disruption (non-violently) in order both to draw attention but also in order to bait state overreaction. The state’s overreaction then becomes the ‘spectacular attack’ which broadcasts the movement’s message, while the group’s willingness to endure that overreaction without violence not only avoids alienating supporters, it heightens the contrast between the unjust state and the just movement. That reaction maintains support for the movement, but at the same time disruption does not stop: the movements growing popularity enable new recruits to replace those arrested (just as with insurgent recruitment) rendering the state incapable of restoring order. The state’s supporters may grow to sympathize with the movement, but at the very least they grow impatient with the disruption, which as you will recall refuses to stop. As support for state repression of the movement declines (because repression is not stopping the disruption) and the movement itself proves impossible to extinguish (because repression is recruiting for it), the only viable solution becomes giving the movement its demands.
It is the same essential framework – create a disruption to draw attention and fatigue the opponent, use the attention to draw recruits to replace losses to sustain the disruption indefinitely until opposing will fails – as the insurgent, but delivered without violence.
We can see this basic framework in action in each of the Civil Rights Movements’ campaigns, applied both to each campaign individually and also to the whole movement. Let’s take the Nashville Campaign of 1960 as an example.5 The aim, formulated by James Lawson and drawing on Gandhi’s philosophy of non-violence, was to draw national attention to the evils of segregation (the big picture strategic aim) and begin desegregation in Nashville (the campaign’s specific aim). The campaign was preceded by a significant period of training beginning in 1958 because far from being a weak or cowardly strategy, non-violence demands remarkable discipline. In late 1959, Lawson sent out what were effectively scouting parties to determine the reaction they would get from disruptions at specific locations.

The planned disruption was a series of sit-ins at lunch counters in downtown Nashville, which were at the time segregated. This would create real disruption and it had to: if there’s no disruption, then no attention is gained and the state does not respond. But the sit-ins would both demonstrate the unfairness of segregation in these stores, while at the same time the backlash against the sit-ins – hecklers, arrests – disrupted the stores’ business, in turn motivating more state reaction. The sit-ins began on February 13th, 1960, drawing angry crowds of pro-segregationist whites and disrupting business but also drawing attention and thus new recruits to the effort. As the effort thus expanded rather than contracted, by February 26th, the local state authorities (chief of police Douglas Hosse) warned there would be arrests and indeed the next day police first withdrew their protection of the protestors (encouraging white mobs to attack them) and then arrested only the protestors in the one-sided altercations that ensued. But of course spectacular, one-sided violence merely confirmed the moral rightness of the protestors, merely demonstrated the injustice of the system and thereby rallied new recruits to their cause.
So as the police arrested one batch of protestors, another group took their place. And another. And another. The police arrested some eighty students that day and then stopped because they hadn’t the capacity to arrest any more. Over the following days, arrests mounted (more than 150 before the end) but of course that just drew more attention, which drew more recruits and the police found themselves in the same trap as counter-insurgents: applying force was creating protestors faster than removing them and Nashville had real, sharp limits on how many protestors they could arrest. Which mattered because it meant the disruption did not stop, which meant that pressure – on local politicians and the business community whose businesses were disrupted – did not stop.
In the event, the Nashville sit-ins had a dramatic climax: the home of Z. Alexander Looby was bombed (dynamite thrown through a window) presumably in retaliation for his support. No one was killed, but this act of terroristic violence against the protest serves as a paradigmatic example of the above dilemma: intended to frighten them, it galvanized support for the protest, creating political conditions in which city leaders (notably Mayor Ben West, confronted by Diane Nash and C.T. Vivian) had to back down. That in turn led to the business owners – directly pressured by the campaign and now abundantly aware that state repression was not going to make the disruption stop – to negotiate with protest leaders, leading (albeit not instantly) to Nashville desegregating its lunch counters.
What I want to note here is that these actions were not disconnected or unthinking but carefully planned and selected. In particular the target of the action is intended to itself demonstrate the injustice (which thereby aids in gaining support) and to provoke overreaction. In this way a non-violent movement does not just receive violence, but it disrupts and provokes, it makes people uncomfortable as a way of drawing attention and baiting overreaction. Perhaps the most famous example of this principle anywhere in the world was Mahatma Gandhi’s strategy of non-cooperation, in which protestors simply refused to buy British goods, work in British industries or in jobs in the British governing institutions. Gandhi also protested the British salt monopoly in India by illegally making his own salt (very much in public, as part of a large demonstration), to which the British responded with more repression. The disruption forced a response (British authorities arrested tens of thousands of Indians): after all if the British authorities did nothing in response to these kinds of actions, British revenues in India would collapse and they would be unable to govern the country anyway. But of course violent British crackdowns further delegitimized British colonial rule.
Moreover, it must be noted that these protect actions, while non-violent were disruptive. They were designed to disrupt something, because if they didn’t disrupt anything, they could be ignored. It is important here to separate two kinds of ‘protest the right way’ arguments here: practitioners of non-violence pointing out that violent actors claiming to act for the movement harm it and people outside the movement demanding that the movement not be disruptive at all. In the very case it is very obviously true that for a movement pursuing a non-violent strategy like this, violent actors are actively detrimental because – again – this is all an exercise in messaging and they harm the message. Crucially, while violent actors may feel like they are accomplishing more by fighting the authorities violently, remember that the entire reason movements adopt these strategies is they they cannot expect to win by fighting the authorities directly, consequently violent actions accomplish nothing (you will not win a street battle with the cops)6 but they do harm the message. But at the same time some disruption is necessary to attract attention and a response by the state.
Martin Luther King Jr. is, in fact, incredibly clear-sighted about this in his famous 1963 Letter from Birmingham Jail. While he openly notes that he initially tried negotiation and that his direct action is also primarily a means to return to negotiation, he declares openly that members of the movement must be “nonviolent gadflies to create the kind of tension in a society that will help men rise from the dark depths of prejudice and racism” and that “the purpose of direct action is to create a situation so crisis-packed that it will inevitably open the door to negotiation.” He also notes that he timed his action specifically to produce the desired pressure on businesses by timing it for the holiday shopping season (disrupting business), delayed only slightly in order to avoid negatively impacting the results of a local election. Disruption was the point, because disruption draws the necessary attention to the message and invites the state to act in repression which draws more attention, empowering the message and thus delivering the ‘attack on will’ at maximum volume and moral clarity.
Like any strategic approach, this approach works best in specific conditions. In particular it works most effectively in challenging a regime, law or practice maintained by violence, because that very violence plays into the kind of ‘throwing technique’ whereby the non-violent activist uses the state’s own violence against it. Such movements can thus, by disobeying the unjust law, take the violence that necessarily maintains it – violence that is normally concealed behind acquiescence to the law – and abruptly surface it. Notably in the above examples, protestors are not doing something unrelated to their cause to draw attention but rather in refusing to support the day-to-day function of colonial rule or by sitting at a specific lunch counter these actions surface the specific violence maintaining that specific law. It follows that laws, practices or regimes whose connection to violence is more indirect are much harder to challenge with these strategies.7 Because – and this is important to continue stressing – these methods are about messaging because the ‘target’ is will, so the clarity of the message matters quite a lot.
On the other hand, non-violent approaches can succeed where violent approaches might not have succeeded. It is debatable if Britain in the early 1900s could have handled an effort at armed insurrection in the British Raj – they had successfully quelled a major uprising in 1857 (and smaller efforts in 1909 and 1915 had also failed), of course, but the failure of other imperial powers to resist independence movements in the 1950s and 1960s might suggest they would not have repeated this success. But evidently considerable British preparation to put down an armed uprising didn’t much matter because the Quit India Movement and its predecessors didn’t give them an armed uprising, it increasingly gave them a non-violent movement they were utterly unprepared to effectively counter.
Likewise, it is important to remember that the system of Jim Crow segregation in the American South was sustained by terroristic violence against African-American communities and, backed up by local and state police, extremely well-prepared to meet violence with greater quantities of violence. Horrific events like the Wilmington Massacre (1898) and the Tulsa Race Massacre (1921) were vivid demonstrations of the ability of the white supremacist Jim Crow regime to muster superior quantities of violence (and a greater willingness to murder innocent people) if the question came to a violent confrontation. But one of the things that comes out extremely clearly in reading something like T.E. Ricks’ Waging a Good War is that white supremacist leaders – perhaps none more clearly than Birmingham Commissioner of Public Safety Bull Connor – were wholly unprepared to fight a non-violent movement and instead by reacting with spectacular and horrifying brutality repeatedly played into the movement’s hands. By contrast it is striking, reading Ricks’ book, that the Civil Rights Movements tactics’ were most notably stymied in Albany, GA, where the local police chief, Laurie Pritchett realized that he could defeat their approach by having his officers act gently when arresting activists, by having enough jail space prepared for larger numbers and by charging them with things like disturbing the peace rather than with segregation laws, to avoid drawing attention to the injustice of the system.

(It is, of course, not an accident that COIN – counter-insurgency – strategy often follows similar injunctions towards avoiding provocation and what we might frame as gentleness. Fortunately for the protestor against injustice, the sort of people who tend to come to run systems of discrimination predicated on violence tend to be emotionally and constitutionally incapable of following that sort of advice – instead resorting by habit (often expressed in very gendered terms) to violence. The armies of Jim Crow had many a Bull Connor and very few Laurie Pritchetts, not by accident but as a direct result of the kind of system Jim Crow was. Also let me be clear: being tactically smart does not make Laurie Pritchett good; he was still defending a system of segregation, which was bad. Sometimes the bad guys have capable leaders, but they are still bad guys.)
All that said, there are very obviously regimes in the world that have rendered themselves more-or-less immune to non-violent protest. This isn’t really the place to talk about the broader concept of ‘coup proofing’ and how authoritarian regimes secure internal security, repression and legitimacy in detail. But a certain kind of regime operates effectively as a society-within-a-society, with an armed subset of the population as insiders who receive benefits in status and wealth from the regime in return for their willingness to do violence to maintain it. Such regimes are generally all too willing to gun down thousands or tens of thousands of protestors to maintain power. The late Assad regime in Syria stands as a clear example of this, as evidently does the current regime in Iran.8 Such regimes are not immune to an ‘attack on will,’ but they have substantially insulated themselves from it and resistance to these regimes, if it continues, often metastasizes into insurgency or protracted war (as with the above example of Syria) because the pressure has nowhere else to go.
The reason regimes such as this aren’t more common is that they tend to function quite poorly: force is expensive and having to maintain large amounts of inward directed force continuously because the regime lacks a strong basis of legitimacy inhibits the effective function of everything else. Indeed, I would argue such ‘prison regimes’ mostly exist today because the negative returns to warfare mean that, unlike in previous eras, it simply isn’t worth the otherwise extremely doable task of better-functioning countries to conquer them. Consequently many authoritarian regimes attempt to ‘split the difference’ by ‘de-politicizing’ much of their population and repressing the small remainder. However building the apparatus and cultural assumptions to support that kind of regime takes a long time and a lot of resources – it generally has to be done well in advance, often as a decades-long project of regime security and coup-proofing. If it was easy to do, there wouldn’t be a half-dozen successful ‘color revolutions‘ in the last thirty or so years.
I haven’t stressed this yet, so let me do so now: obviously the ability of both terroristic insurgencies and non-violent protest movements to succeed is substantially based on the available media technology. It is not an accident that these techniques become increasingly prevalent in the 1900s with the emergence of mass-literary and mass media. Because these approaches are fundamentally about messaging, message technology matters a lot. Of course that technology has only become more rapid and more powerful since the mid-1900s, which further enhances the effectiveness of movements that can harness such technology.
To pull this all together, both violent insurgencies and non-violent protests have the same overall ‘theory of action’ – unable to defeat the armed forces of the state, they aim to instead defeat the state by striking at its popular base of support (at ‘will’ in the Clausewitzian sense). Consequently, because the ‘real battlefield’ is not the battlefield at all, but the minds of the various publics supporting the state, these campaigns – armed or unarmed – are essentially messaging campaigns, engaged in persuasion to convince the relevant public that it is more just or at least easier and less painful to give up the struggle and give the group some or all of its demands.
While such movements often fail, the fact that they can succeed at all is remarkable because these are efforts predicated on the fact of being so immensely weaker than the state they challenge that they have no realistic hope of ever meeting it force-for-force directly.
At the same time it is important to note that while the overall framework of these two approaches is the same their tactics are totally different and indeed fundamentally incompatible in most cases. Someone doing violence in the context of a non-violent movement is actively harming their cause because they are reducing the clear contrast and uncomplicated message the movement is trying to send. Likewise, it is relatively easy to dismiss non-violent supporters of violent movements so long as their core movement remains violent, simply by pointing to the violence of the core movement. It is thus very important for individuals to understand what kind of movement they are in and not ‘cosplay’ the other kind.
That difference ripples into smaller decisions. Insurgent movements generally seek to hide their membership from the state, because they wish to avoid the armed force of the state – they want the state to try to strike them, miss and hit civilians in order to create spectacular moments they can exploit. By contrast, non-violent movements do not seek to hide their membership from the state, because they seek to use state repression as a means to grow too large to arrest. Gandhi is quoted by (ed. Merton, op. cit.) as noting, “I do not appreciate any underground activity. Millions cannot go underground. Millions need not.” Civil Rights protestors repeatedly went to jail, touting their willingness to bear their arrest under their own names, openly, as a badge of honor. Non-violent movements instead invite documentation both of their numbers (they want to seem big) and of the state’s actions against them. Because whereas the insurgent hopes state violence will fall on non-movement-members, a non-violent protest is intentionally inviting state violence to fall on them because doing so dramatizes and exemplifies the injustice of that violence.
With all of that laid out, let me draw some conclusions for the current tense political situation in the United States.
First, I think it is fairly clear that the ‘anti-ICE’ or ‘Abolish ICE’ movement – the name being a catchy simplification for a wide range of protests against immigration enforcement – is primarily a non-violent protest movement. Despite some hyperventilating about ‘insurgency tactics,’ anti-ICE protestors are pretty clearly engaged in civil disobedience (when they aren’t engaged in lawful protest), not insurgency. To be blunt: you know because no one has yet car-bombed an ICE or CBP squad or opened fire from an elevated window on an DHS patrol.9 As I hope we’ve already demonstrated, mere organization is not an indicator of an insurgent movement: non-violent movements have to be organized (even if just locally so), often more organized and better trained than violent ones. Effective non-violence, after all, comes less naturally to humans, for whom violence has been normal for at least tens of thousands if not hundreds of thousands of years.
But the tactics of anti-ICE protestors, most visible in Minneapolis-Saint Paul, follow the outline for non-violent protest here quite well. While protestors do attempt to impose a significant degree of friction on DHS immigration enforcement by (legally!) following and documenting DHS actions, that has also served as the predicate for the classic formula for non-violent action: it baits the agents of the state (ICE and CBP) into open acts of violence on camera which in turn reveal the violent nature of immigration enforcement. In this, DHS leaders like Gregory Bovino have essentially played the role of Bull Connor, repeatedly playing into the hands of protestors by urging – or at least failing to restrain – the spectacular, cinematic violence of their agents. Just as the armies of Jim Crow had many Bull Connors and few Laurie Pritchetts, it turns out that Border Patrol and ICE appear to have many Bull Connors; it remains to be seen if they have even one Laurie Pritchett.

The result has been a remarkable collapse in public approval for immigration enforcement, mirrored by some pretty clear implications for elections later this year of the trend continues. Indeed, while doubtless many in the movement are impatient at what they perceive as the slow pace of movement given that they are trying to stop deportations happening right now, as non-violent movements go, the public perception shift has been remarkably fast. ‘Abolish ICE’ went from being a fringe position to a plurality position – close to a majority position – in roughly a year. Civil Rights and Quit India took decades. In part I suspect this has to do with both the prevalence of mass media technologies in the United States – a society in which nearly everyone has a pocket internet device that can immediately send or receive text, audio or most importantly video – and the increasing capability of those platforms. Where the public may have experienced the Birmingham protests through a TV screen at a delay on the nightly news, today high-detail color footage of DHS uses of force are beamed directly into people’s phones within hours or minutes of the event taking place.

By contrast, the administration is fundamentally caught on the horns of a dilemma. Their most enthusiastic supporters very much want to see high spectacle immigration enforcement, both as an end unto itself and also as a sign of the administration’s continued commitment to it. In this, they act much like the white supremacist publics that sat behind men like Bull Connor demanding repression. But while the administration clearly remains unwilling to actually change its immigration policies, it desperately needs them out of the news to avoid catastrophic midterm wipeout. But ‘go quiet’ on immigration and lose core supporters; go ‘loud’ on immigration and produce more viral videos that enrage the a larger slice of the country. A clever tactician might be able to thread that needle, but at this point it seems difficult to accuse Kristi Noem of being a clever tactician.
Finally, we might briefly touch on the question of ‘coup proofing’ and if the administration is capable of insulating itself from public backlash. And the answer appears to fairly clearly be some version of ‘no.’ The United States electoral system is a tough nut to crack: almost anything strong enough to alter the results would be so obvious that you might as well just try and stage a coup. Meanwhile, as noted above, establishing the kind of regime that can rule by violence and the fear of violence in the United States is hardly unprecedented – that’s what the Jim Crow South was – but it is not a system which can be willed into existence overnight. Establishing the Jim Crow regime in the American South required more than a decade of terror and repression. Similar regimes overseas likewise took many years to construct and require a very large ‘in group’ willing to use violence – often on the order of a quarter to a half of a percent of the population. Indications that DHS is already struggling to recruit despite very obviously being far short of the number of agents required to effectively maintain an authoritarian state speak to the difficulty of creating such a large ‘insider’ force.10
In short then, it seems like the current administration’s immigration policy is facing a non-violent movement and is both vulnerable to that movement and actively playing into its hands, repeating the tactical and strategic mistakes the defenders of Jim Crow made in the 1950s and 1960s. From this framework, the non-violent anti-ICE movement appears to both be succeeding right now and stand a good chance of succeeding eventually, assuming it retains a strategic focus. If the administration could restrain its open embrace of anti-immigrant violence, it might be able to slow that process down, but it is unclear that the administration is actually capable of doing so, since anti-immigrant violence was essentially one of its core campaign promises.
But this dilemma is, of course, the core of why anti-ICE protest tactics work: because the system itself is unjust and its basic function (armed federal agents abducting people from the interior of the United States) unpopular, protestors following a non-violent framework – often all they are doing is just filming what ICE and CBP does – can present the administration with an impossible choice: defang the protests by no longer enforcing the policy by violence (essentially conceding their demands) or continue to engage in open violence against non-violent protestors and lose the battle for the minds of the public. So long as the policy remains to enact immigration enforcement through exemplary violence in places in the United States where that is staggeringly unpopular, the policy remains vulnerable to having its inherent violence exposed by non-violence.
Links for you. Science:
Lyme disease is littered with misinformation. Celebrities are part of the problem, experts say
What to know about the deadly Nipah virus, amid outbreak in India
Mathematician Gladys West dies at 95. She was a hidden figure behind GPS.
What South Carolina’s soaring measles outbreak means for the rest of the U.S.
The devastation of island land snails: Pacific leads global wave of extinctions, researchers find
RFK Jr. picks promoters of debunked vaccine-autism claims for key panel
Other:
Bovino Is Said to Have Mocked Prosecutor’s Jewish Faith on Call With Lawyers
Minneapolis Residents Wear Their Passports, Desperate to Ward Off ICE. ICE agents can stop anyone they suspect of being undocumented. Now, residents are weighing their rights and their pride against their own safety.
How to Film ICE. Filming federal agents in public is legal, but avoiding a dangerous—even deadly—confrontation isn’t guaranteed. Here’s how to record ICE and CBP agents as safely as possible and have an impact.
A shadow network in Minneapolis defies ICE and protects immigrants
L.A.’s New Form of Protest: Defacing Every ‘Melania’ Ad in Sight
After Minneapolis, Tech CEOs Are Struggling to Stay Silent
Six Senators Accuse Deputy Attorney General of “Glaring” Crypto Conflict, Cite ProPublica Investigation
Amazon Found ‘High Volume’ Of Child Sex Abuse Material in AI Training Data
ICE Brutally Dragged This Disabled Woman Out of Her Car. What Happened Next Was Just As Chilling.
Judge Calls DOJ’s Statements On Slavery Exhibit Display ‘Dangerous’ And ‘Horrifying’. Senior U.S. District Judge Cynthia Rufe told the Justice Department’s attorneys, ““You can’t erase history once you’ve learned it. It doesn’t work that way.”
ICE claim that a man shattered his skull running into wall triggers tension at a Minnesota hospital
A red hat, inspired by a symbol of resistance to Nazi occupation, gains traction in Minnesota
Epstein Coverage Largely Ignores Trump’s Assault on E. Jean Carroll. This seems like relevant context
Giants co-owner Steve Tisch named in latest Epstein files
French diplomats are taking on MAGA — one meme at a time
Elon Musk Emailed Extensively With Jeffrey Epstein, Asking to Visit His Notorious Island
Trump Could Interfere With the Midterm Elections. You Can Help Defend Them.
ICE claims a man shattered his skull running into wall; Minneapolis hospital staff reject account
Duke professor Dan Ariely had longstanding friendship with Jeffrey Epstein, newly released files show
A better Alabama government requires a bigger Alabama electorate
Anti-Abortion Extremists, Including Those Trump Pardoned, Are Remobilizing to Harass Clinics. MS Now reports that anti-abortion extremists have been emboldened by the DOJ’s decision to limit enforcement of a 1994 law meant to protect reproductive health clinics from violence.
She’ll mess with Texas: Nurse keeps mailing abortion pills, despite Paxton lawsuit
Howard County moves to ban privately-owned ICE detention centers
Erotic Parody ‘Melania: Devourer of Men’ Sales Surge on Amazon Amid Documentary Flop
Trump Lawsuits: The Most Efficient Grift Ever
Elon Musk had more extensive ties to Epstein than previously known, emails show
Police department in Montana’s capital city exits drug task force over border patrol involvement
Tulsi Gabbard’s Georgia Raid Is a Pretext for Future Election Intimidation
Trump wants to build a 250-foot-tall arch, dwarfing the Lincoln Memorial
The Smug and Vacuous David Brooks Is Perfect for The Atlantic
Thousands of new ICE watchers hit the streets after two killings
Whom Is ICE Actually Recruiting?
Observed at Dupont Circle, D.C.:


The more powerful version of Europe’s Ariane 6 rocket successfully placed a group of Amazon Leo broadband satellites into orbit on the vehicle’s inaugural launch Feb. 12.
The post First Ariane 64 launches Amazon Leo satellites appeared first on SpaceNews.

Axiom Space has raised $350 million to advance development of a commercial space station and new spacesuits for NASA.
The post Axiom Space raises additional $350 million appeared first on SpaceNews.

The contract will examine the performance of ThinKom’s “portable gateway” for use by dismounted forces
The post ThinKom gets military contract to supply portable ground stations for satellite communications appeared first on SpaceNews.
Here is the link, self-recommending…
The post My WaPo podcast with Megan McArdle appeared first on Marginal REVOLUTION.

‘Our interceptors will actively track hypersonic threats and shortly before impact will deploy large particle clouds’
The post Startup bets on new approach to space-based missile defense appeared first on SpaceNews.

A Falcon 9 launched a new crew to the International Space Station Feb. 13 to start a busy schedule of arriving and departing vehicles at the station.
The post Crew-12 launches to ISS appeared first on SpaceNews.

NASA has selected commercial space station company Vast to fly a private astronaut mission to the International Space Station in 2027.
The post Vast wins ISS private astronaut mission appeared first on SpaceNews.

Chinese launch firm iSpace has secured a record D++ funding round to accelerate its reusable rocket development efforts and expand its industrial footprint.
The post China’s iSpace launch firm raises record $729 million for reusable rockets appeared first on SpaceNews.

Young space companies are gaining more ways to cash out or raise larger pools of capital as the industry matures and investors grow more comfortable with the sector.
The post Space startups find more paths to liquidity as investors warm to maturing sector appeared first on SpaceNews.
1. The economy of Egypt continues to improve.
2. Who is Claude really? (New Yorker)
3. Cowen’s Second Law, as applied to the Midwest.
4. Andreas Backhaus economics Substack, a post on why the motherhood penalty is smaller than many think.
5. Derivatives on derivatives for the Second Coming.
6. The debate over Mars life continues.
7. Can Greenland be an AI powerhouse? (WSJ)
The post Friday assorted links appeared first on Marginal REVOLUTION.
Welcome back to The Honest Broker interview series —also available on our new YouTube channel. You can also find it on Apple Podcasts and other podcasting platforms.
Today, I’m pleased to share my conversation with C. Thi Nguyen.
Nguyen is a former food writer who became a philosopher. He’s now an Associate Professor of Philosophy at the University of Utah, where he also teaches in the Division of Games. His first book, Games: Agency as Art, won the 2021 Book Prize from the American Philosophical Association.
In January, Nguyen released The Score: How to Stop Playing Somebody Else’s Game. It’s an exploration of the philosophy of games and a critical examination of the detrimental effects of gamification and institutional metrics. (I wrote a review of The Score on my own Substack.) Jennifer Szalai described The Score in a review at The New York Times: “This may be the only book in existence that discusses the game of Twister, the ethics of Aristotle and the mechanics of bureaucracies.”
Below are highlights from my interview. For the rest of our conversation, check out the video at the top of the page.
Jared: Thi, thank you for joining me.
Thi: I’m happy to be here.
Jared: I want to start off with a big broad question: why are games fun?
Thi: There are so many answers to that. I’ve given much more complicated answers, but maybe the dumbest answer is one of the deepest. Games are actually designed to be fun. Not all games, but a lot of the games we find fun are not accidents. It’s an ultra-careful fine-tuning process.
Designing for fun is so delicate. If you just tweak a few little bits in the incentive structure or tweak a few little rules, the fun will fall out of things. People think fun is mysterious — it’s not for game designers. There are micro-issues of exactly how you pace the timing and exactly how you pace the rules that seem to emerge. A lot of people are most impressed by the game designs that are elaborate and complicated, but what a lot of game designers are most impressed by is a five-rule party game that’s fun, because that’s the hardest thing to build.
I think it’s important to acknowledge that these things are designed objects that have been subject to brutal design cycles.
Jared: If I’m playing games, I have two very different preferences. One of them is that I really like cozy games, like Stardew Valley. But then my other love is roguelikes, which are so frustrating. I played Slay the Spire last night, and I never made it to the last level. It was an intentionally frustrating experience, and I went to bed happy. I think that’s weird. The challenge is why you want to keep playing, and it makes it more satisfying.
Thi: Roguelikes are probably the center of my video game universe. But when you asked about fun, I immediately thought about laughter, the social part of fun. In game design circles, ‘fun’ is used a little more technically, where they are talking about ‘fun games.’ I have the same experience as you that most of what I love is intensely, gruelingly difficult and mostly involves failure and pushing your way intensely to get tiny moments of success.
I have a theory about why that is deeply enjoyable for us. In games, unlike ordinary life, you can seek exactly the balance of difficulty, frustration, skill, and success that suits you. That’s unlike the world, which says ‘Now you must work on this thing at this difficulty.’ The choice structure is that you get to choose whether you’re playing Stardew Valley or Slay the Spire, and that ability to adapt the challenge environment to you makes it much more possible to find the deliciousness wherever it may lie for you.
Jared: This is probably related to our mutual love of rock climbing.
Thi: Rock climbing taught me a lot. Climbing is what taught me to pay attention to my body and the way my body moves, and part of it was exactly the difficulty scale. It gave me feedback.
Godfrey Devereaux, who is one of my favorite yoga writers, has this amazing passage where he says that one of the reasons we do yoga is that a lot of us want meditation, but we fail at seated meditation. In seated meditation, when your mind wanders, you don’t notice because your mind has wandered. But when you’re in a hard yoga pose, if your mind wanders, then you wobble. That feedback tells you to go back.
I think climbing is a particularly neat example of this because in a lot of games, the choice of difficulty is kind of hidden in the background. But rock climbing really surfaces the subtle degree of choice.
Jared: I’ve only sustained one major injury from climbing. I cracked my fibular head on a warm-up climb. It was my second climb of the day. And what I thought was, ‘I can skip that hold because this is an easy climb.’ I was craving a certain kind of experience, and I rushed to get that experience. I rushed to the difficulty I was getting ready for. There’s also something potentially misleading about difficulty scales.
Thi: You’re opening up two completely different universes to talk about right now. One is about the pleasure of games, and the other is about data compression of seemingly objective scales.
Jared: Let’s stick with the pleasure of games. I’m trying not to lead with dystopia.
Thi: You’re making me realize something I hadn’t quite thought about. I had an original model with games where games set an exact mental state and attitude that you entered into as you entered the game. But as I was writing The Score, I ended up thinking a lot more about variable games like rock climbing and fly-fishing. We plunge ourselves into a goal, but we often step back and are able to modulate what that goal is to chase a particular kind of experience. You’re making me realize that there’s careful modulation of the game experience even in the process of warming up.
Jared: You get to be in control of your experience in a really nice way, which is related to what you said earlier, which is that life often does not give us that sense of control. Games give us a sense of power over our circumstances.
Thi: When I started working on games, I did not realize that they were as interesting as I have now found them to be. When I started working on it, I was just going to write one little paper because I was annoyed. I’d read a couple books on the philosophy of video games, and they were all using cinema theory, and I was like, ‘This is dumb.’
I think the big unlock was reading Reiner Knizia saying that points give you the motivational system. I was sitting around with friends, and I said, ‘The most important thing about games isn’t that they’re fiction. They’re like art governments. They’re governments for fun.’ You play around with rules and incentives and shape people’s actions—not to rule them, but to create a beautiful experience.
Jared: Let’s talk about The Score. One way of explaining your book is that you have a theory of games, and you give that to us early on in the book, and then you have a theory of something like pernicious gamification in which metrics are imposed, and we start playing these games in the rest of our lives. The big question you open up at the end of the first chapter is: ‘Is this the game I want to be playing?’ Tell me a bit about what led you to go from thinking about games, which are a source of joy, to thinking about this.
Thi: I was writing my first book, which is a love ode to games. Toward the end of writing it, people were like, ‘Oh, you love games, so you must love gamification.’ I hate gamification! My gut sense was that if you actually understood what was good about games, then you’ll see forced and pervasive gamification as kind of horrible.
The term I’m using for this process is value capture. This is when your values are rich and subtle, and then you are presented with a simplification of your values in an institutional setting, and these are typically quantified. The simplification takes over your reasoning and seizes your attention. It starts to replace your values.
Jared: Here are some examples: language apps, fitness trackers, law school rankings. In my own world of YouTube, we have views, likes, comments, revenue, and more. These become markers of good videos rather than thinking about educational quality, entertainment value, or just making something you’re proud of.
One thing you note is that when our values are rich and subtle, they’re usually qualitative. They can even be a bit ambiguous. We’re both analytic philosophers, and we’re always told to take the ambiguous and make it precise. But part of your book might be that ambiguity is where the freedom is. Ambiguity gives you a sense of ownership and agency. That clarity might also be fake clarity.
Thi: Yes! When I first started doing this, I used the term ‘gamification.’ But I’ve come to think that what actually matters is the long progress of the last thousand years of an emphasis on institutional accountability at scale. The thing I’ve been chasing is an attempt to explain why a lot of our values might be better captured by ambiguous, fuzzy, rough language, or by poetic, metaphorical language.
There are two dimensions, and I think they’re not quite the same. One of them is that when things are ambiguous, we have more degrees of freedom. The other is that there might be a real value there, but that drawing a clear, definable line is going to mess the essential fuzziness of the real thing.
Theodore Porter has this book, Trust in Numbers, where he’s trying to explain why bureaucrats and administrators compulsively reach for quantitative justifications. He says that qualitative communication is rich, open-ended, and context-sensitive, but it travels badly between contexts. Quantitative information is design to travel between contexts and make aggregation possible. What Porter made me realize is that the thing that makes metrics socially powerful is precisely that they have had context stripped out of them. It’s a design feature and a design bug in one.
Jared: One thing about quantified systems that I find so striking is that once you enter into this realm of legibility and numbers, it becomes nearly impossible not to engage in rankings.
Thi: One of the big lessons for me from philosophy of technology is that one of the best ways to think about the impact of a technological system—and I think metrics are a technological system —is to think about what they make easy and what they make hard. Consider maps. Dennis Woods in The Power of Maps has all these great questions. Why don’t maps show sound quality? Why don’t they show where the pleasant nature is? It’s because the map-maker is often interested in things like property lines and commuting by car.
Not every game has a scoring system. You can have a competition without a scoring system. You can go to the skate park and skate with your friends. Even if you have a similar goal, like Be the coolest, you can judge that in different ways. When you transition to official contexts like ESPNX, which require an official verdict, then you get this movement towards more easily countable targets, like flips and the height of jumps. The same thing happened in yo-yoing. The rise of the competition scene happened during the YouTube era, so there are records. The space of what counted as good yo-yoing was once much wider. There were a lot of tricks that were just done for beauty, or grace, or flow. Now, the scene is locked in on speed and difficulty. It sucks a lot of the joy out of those activities.
Jared: We could talk for hours, but we need to end. Do you have a book recommendation for our audience?
Thi: I want to recommend a book that I think is incredibly important for right now. It’s a technical book. It’s by a law professor, Julia Cohen, called Between Truth and Power. It’s an attempt to understand precisely the changes in property law that make our current world of data-ownership possible. The current world of data that we’re in right now didn’t have to be. It is a particular construct of a particular way of envisioning data as ownable that was created by very specific laws that are entirely changeable.
Jared: C. Thi Nguyen, thank you for me.
Thi: Thank you so much, man.
Who needs to be a programmer, be hired to close the doors on Waymo vehicles:
Or see here. And more text from TechCrunch. Via Glenn Mercer, Tom McCarthy, and also Air Genius Gary Leff.
The post Those new service sector jobs appeared first on Marginal REVOLUTION.
When a national monument is designated around a private business in a liberal state, the ability of the President to alter its message is at least partially circumscribed.
Trump Administration Removes Pride Flag From Stonewall National Monument The enduring symbol of LGBTQ+ liberation has been taken down from the historic site.
By James Factora and Quispe López February 10, 2026
"Manhattan borough president Brad Hoylman-Sigal told the New York Times that the directive to remove the Pride flag came from the Trump administration. The monument itself was designated in 2016 to honor the origin of Pride in the United States, and was also the first U.S. national monument dedicated to LGTBTQ+ rights.
"But like the 1969 rebellion that cemented Stonewall into history books, queer and trans people are not taking it without a fight. While the park and monument across from the original Stonewall Inn is now a federal park, the business itself is private property.
“Bad news for the Trump Administration: these colors don’t run,” Human Rights Campaign Press Secretary Brandon Wolf said in a statement. “The Stonewall Inn & Visitor’s Center is still privately owned, their flags are still flying high, and that community is just as queer as it was yesterday. While their policy agenda throws the country into chaos, the Trump administration is obsessed with trying to suffocate the joy and pride that Americans have for their communities.”
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N.Y.C. Officials Reinstate Pride Flag at Stonewall After Federal Removal By Liam Stack and Olivia BensimonUpdated Feb. 13, 2026, 2:40 a.m. ET
"A group of New York elected officials gathered on Thursday to replace the Pride flag that was removed from the Stonewall National Monument after a directive from the Trump administration, mounting a defiant response to the government’s assault on diversity initiatives at a federal site honoring the L.G.B.T.Q. rights movement.
"The plan to re-raise the flag in the center of the small park outside the historic Stonewall Inn in Greenwich Village had been widely publicized on social media, and hundreds of spectators cheered as its rainbow colors made their way back up the flagpole under a cloudy winter sky."

Good institutions are social technologies that scale trust from personal relations to entire nations. How do they work?
- by Julien Lie-Panis
“He comes like a day that has passed, and night enters our future with him.” — Charlo
Yesterday my pet rabbit bit my finger. It was an accident; he was trying to bite a towel to move it out of his way, and I accidentally stuck my hand in his mouth. He is a gentle beast, and would never bite a human intentionally. Anyway, the bite punctured and lacerated my left index finger near the front knuckle. I washed it out, put some ointment and a band-aid on it, and that was that.
It occurs to me that if my pet rabbit had instead been a tiger, I would now be dead. There is a reason most people don’t keep tigers as pets; they may be fluffy and cute, but they’re big and strong and can easily kill you. Instead, we generally keep pets who are smaller and weaker than us, allowing us to train them, and if necessary to physically restrain them, and minimizing the danger to our own health.
Until now, we haven’t had to think about this principle in the context of intelligence. As long as you or I or anyone we know has been alive — for all of recorded history, and in fact for much much longer than that — humankind has been the most intelligent thing on this planet.
At some point in the next couple of years, that will no longer be true. It arguably is no longer true right now. There is no single unarguable measure of intelligence — it’s not like distance or time. AI doesn’t think in the same way humans do. But it can get gold medals on the International Math Olympiad, solve difficult outstanding math problems all on its own, and get A’s in graduate school classes. Most human beings can’t do any of that.
Intelligence is as intelligence does. If it helps you feel unique and special to sit there and tell yourself “AI can’t think!”, then go ahead. And sure, AI doesn’t think exactly the way you do. It probably never will, in the same sense that a submarine will never paddle its fins and an airplane will never flap its wings. But a submarine can go faster than any fish, and an airplane can fly higher and faster than any bird, so it doesn’t matter. You can value your own unique human way of thinking all you like — and I agree, it’s pretty special and cool — but that doesn’t make it more effective than AI.
Right now, there are some cognitive things that humans still do better than AI, but that will probably not last. The entire might of the world’s technological innovation system is now being thrown into making AI better, and there is no sign of a slowdown in progress. One of the main things AI couldn’t do until recently was to work on a task for a long period of time. That’s changing fast. AI models are flying up the METR curve,1 which tries to measure the length of time a human would require to complete a software engineering task that AIs can do:

This is what’s behind all the “vibe coding” you’re hearing about. AI agents — basically, a program that keeps applying AI over and over until a task is complete — are now taking over much of software engineering. People just tell the AI what kind of software they want, and the AI pops it out. Human software engineers are still checking the code for problems, but as the technology improves, the cost of doing this is likely to become uneconomical; AI-written software will never be perfect, but it’ll be consistently much better than anything humans could do, and at a tiny fraction of the price.
Vibe coding is taking over fast. Spotify’s co-CEO recently revealed that the company’s best developers don’t write code anymore. Some journalists from CNBC, with no coding experience, vibe-coded a clone of the app Monday, and the company’s stock price promptly crashed. Meanwhile, AI is increasingly writing the next version of itself, and humans may not be in the loop for very much longer.
And all of this — ending software engineering as we know it, acing the hardest math tests, solving unsolved math problems, creating infinite apps at the touch of a button — is just the beginning. The amount of resources that the world is preparing to deploy to improve AI, this year and in the following few years, utterly dwarfs anything that it has deployed so far:

AI’s abilities scale with the amount of compute applied.2 The amount of compute available this year will be much greater than the amount that’s producing all the miracles you see now. And then next year’s compute will be far greater than that. All the while, AI itself will be searching for ways to improve AI algorithms to better take advantage of increased compute.
Other weaknesses of AI — in particular, its lack of long-term memory and its inability to learn on the fly — will eventually be solved.3 AI will be able to act on its own for longer and longer, with less and less human decision-making in the loop. Meanwhile, massive investment in robotics will give AI more and more direct contact with, understanding of, and control of the physical world.
More and more people are waking up to this reality. An article by Matt Shumer called “Something Big is Happening” recently went viral. It’s very simplified and hand-wavey, and Shumer himself is a bit of a huckster, but it gets the point across. If anything it understates the pace and magnitude of the changes taking place. I recommend giving it a read, if you haven’t already.
But there’s a bigger reality out there that people outside the tech industry — and even many people within it — don’t seem to have grasped yet. It isn’t just that AI could take your job, or put millions of people on welfare, or give us infinite free software, or whatever. It’s that for the first time in all of recorded history, humans no longer are — or soon no longer will be — the most intelligent beings on this planet, in any meaningful functional sense of the word.
For the rest of our lives, we’ll all be sleeping next to a tiger.
The Interstate Bridge Replacement project’s cost has exploded from $5.9 billion to $13.6 billion—but don’t blame inflation. IBR officials insist they’re victims of nationwide construction cost trends, yet their own internal documents tell a different story. City Observatory’s public records request reveals that unexpected inflation accounts for only $1 billion of the $7.7 billion increase.
The fastest increasing part of the IBR budget isn’t construction costs: The new estimate has consultant and staff costs are skyrocketing at six times the rate of actual construction costs—up 406 percent versus just 68 percent, alone adding $1.2 billion to total project costs–more than the effect of increased construction inflation. Even though prices of materials spiked in wake of Covid and during supply chain disruptions, lately things have been much more muted: steel prices have fallen 20 percent since 2022, and concrete inflation sits at a modest 2 percent annually.
A constitutional challenge to inclusionary zoning in Massachusetts. One popular strategy for addressing housing affordability is inclusionary zoning requirements that essentially require anyone building apartments to lease a portion (usually 10-20 percent) of them at deeply discounted rates. As we and others have noted, this functions as a tax on new housing, and by constricting supply probably does more to drive up rents than it saves for the relative handful of households who benefit from discounted units. In Massachusetts, a new legal challenge argues that the requirement to offer housing at a discount constitutes an illegal taking. The implicit case for an inclusionary housing requirement is that somehow building new apartments makes the affordability problem in a community worse, which then justifies the use of the police power to require apartment developers to “mitigate” the harm caused by new construction. That claim flies in the face of a vast body of research showing new supply, even of market rate units, tends to improve affordability. This case is likely to turn on this issue.
[Plaintiff] Barrett and his lawyers argue the city would need to prove he makes the problem of affordable housing worse — or compensate him for his losses — to take his property.
“The idea is you can’t require somebody to fix a problem they didn’t create,” [Barrett’ s lawyer]Johnson said. “We all agree there’s a shortage of affordable housing. The question is, though, ‘Is this project making it worse?’ ”
It’s telling that the inclusionary “tax” applies only to multi-family housing: Virtually every inclusionary housing requirement exempts single-family homes from making any contribution to housing affordability.
More misleading safety rankings. Nothing so captures media attention than click-bait city rankings: Which city is the best? Which is the worst? The ready availability of a range of data and cheap processing power, combined with gullible and/or over-worked news editors leads to these rankings being prominently and widely distributed, with no one questioning their accuracy or reliability.
Well, nobody, except perhaps Jeffrey Asher, who is a keen student of crime and safety statistics. He takes a particulary close and critical view of a new ranking from Wallet Hub, purporting to rank America’s safest cities. Like so many rankings, Wallet Hub takes a slew of disparate data, assigns it some arbitrary weights, and pronounces it knows which places are safest and which most dangerous.
But upon close inspection, there’s little reason to place much credence in these rankings. As Asher writes:
The heaviest weighted metrics are terrorist attack over the last 10 years and murder rate. It’s unclear to me why terrorist attacks — events that can be poorly defined, extraordinarily rare, and unlikely to be repeated in the same place — are weighted so heavily as a determinate of community safety. Is a city that had a terrorist attack in 2016 really less safe now?
In reality, this kind of city rankings tells us much more about the interests and biases of the organizations that prepare them than they do anything useful about the places that are rated. Caveat Emptor!
Granular Migration Data. Migration is a key indicator of economic and social change in small areas in the US. Unfortunately, much of the data we have is geographically coarse and has long lags. The widely used American Community Survey is based on a survey of residents, and reports estimated migration, but only for county-to -countyh moves.
A new dataset, MIGRATE, (Migration Inference for GRAnular Trend Estimation) provides yearly Census Block Group CBG -to-CBG migration flows in the United States that offer a much more detailed and timely picture of population movements. The author’s combine privately gathered data on individual moves with Census ACS estimates.
Greater geographical detail is extremely useful, for a variety of reasons. Many moves are within a county, so county level migration data reveals little about neighborhood-level change due to migration. Similarly, some events, like natural disasters, may affect just small area of a county, and visualizing migration effects isn’t possible with ACS migration data.
As an example of the power of the MIGRATE data, the author’s examine migration after recent wildfires in California. While the ACS data (which combine multiple years and blur geographies) show almost no migration impacts, the MIGRATE data reveal a sharp spike in outmigration in fire-ravaged areas.
The data have been assembled by a team of researchers from Cornell, Minnesota, Princeton and Berkeley and are available through the project’s website.
Agostini, G., Young, R., Fitzpatrick, M. et al. Inferring fine-grained migration patterns across the United States. Nat Commun 17, 1265 (2026). https://doi.org/10.1038/s41467-025-68019-2
Rumors are that if they don’t get $600 million in public subsidies to remodel their arena, the Moda Center, the Portland TrailBlazers will decamp to some other city.
Local sportswriters claim that it will set the region’s economy back by a generation. The Oregonian’s Bill Orem writes
Economists will tell you that the Trail Blazers leaving would set Portland’s economy back by a generation. Maybe two.
While this is clearly the kind of beer-soaked, bar-stool bluster you might expect to hear dispensed at a sports bar, there’s actually no economist who agrees with that judgement. The consensus of published, peer-reviewed scholarship is that professional sports make almost no difference to long-run economic growth. In a recent article by three of the leading scholars in the field looking at 30 years worth of research, and summarizing 130 studies, concludes:
. . . recent analyses continue to confirm the decades-old consensus of very limited economic impacts of professional sports teams and stadiums. Even with added non-pecuniary social benefits from quality-of-life externalities and civic pride, welfare improvements from hosting teams tend to fall well short of covering public outlays. Thus, the large subsidies commonly devoted to constructing professional sports venues are not justified as worthwhile public investments.
Bradbury, J. C., Coates, D., & Humphreys, B. R. (2023). The impact of professional sports franchises and venues on local economies: A comprehensive survey. Journal of Economic Surveys, 37(4), 1389-1431.
To be sure, a sports team can be a civic amenity, but in an economic sense, the income generated by the club tends to come overwhelmingly from local consumers–professional sports re-allocates household spending that would happen anyway and doesn’t drive economic growth. Even the reputational and marketing factors supposedly associated with a professional sports franchise seem to have very little economic value.
Sure, there are 130 studies that confirm that, but you don’t have to read them. We actually have two natural experiments in which Portland’s peer cities “lost” their NBA franchises, so we can see exactly what impact it had on their economic trajectories. In 2001, the Vancouver Grizzlies moved to Memphis. In 2009, the Seattle Supersonics moved to Oklahoma City. Clearly, if the sportswriter’s theory of economics held any water, we’d see a precipitous and prolonged decline, or at least some stagnation, in the economies of Seattle and Vancouver. Let’s take a look at the data, shall we?
Perhaps the best and most concise way to summarize a region’ s economic performance is to look at the trajectory of per capita personal income: Over time, does the average income of area residents grow as fast (or faster, or more slowly) than the nation as a whole? For both Vancouver and Seattle, we compare their trends in per capita personal income to those of their respective nations for the period after their two NBA franchises moved to other cities.
What we’ve done here is index per capita personal income to the last year in which the NBA franchise played in each city (2001 for Vancouver, 2009 for Seattle), so we’re comparing the subsequent growth in per capita income to those base years. For the record, both Vancouver and Seattle have incomes considerably higher than their respective national averages, so what we’re looking to see is whether the change in income after the loss of an NBA franchise underperformed (or over-performed) income growth in the nation.
Here’s the data for Seattle. Seattle’s growth in per capita personal income (blue) significantly outstripped that of the nation in the years following the loss of the city’s NBA franchise. The underlying data are from the US Bureau of Economic Analysis.
The same pattern holds for Vancouver, BC. Here we’re using Stats Canada data for the Vancouver Metropolitan Area compared to the national average for Canada. Again, Vancouver’s income (blue) increases faster than that for the rest of Canada after the Grizzlies leave town.
If getting an NBA franchise was such an economic boon, and losing one was a disaster, you’d expect to see some pretty disparate outcomes for the gaining and losing cities. So let’s compare the Seattle and Oklahoma City metropolitan areas in the years after the Sonics became the Thunder. Did the movement of the franchise cause Oklahoma City to outperform Seattle? Again, we’ve indexed both city’s per capita income to its 2009 level, and looked at growth in income. These data show that Oklahoma City’s per capita income was actually growing somewhat faster than Seattle’s prior to 2009 (the red line is catching up to the blue line), and that the two metropolitan areas performed just about the same from 2009 through 2014, but the data show Seattle’s income increasing much more rapidly over the next decade. If anything, Oklahoma City’s economy was doing better, relative to Seattle, before it got the NBA franchise.
Of course, reasonable analysts will say, but Amazon (or Microsoft or Starbucks or Boeing) to explain Seattle’s success. And one could add a host of other factors as well, including the region’s great quality of life, robust higher education institutions and thriving urban center. But that’s exactly the point: Regional economic prosperity doesn’t hinge on the presence or absence of a sports franchise–there are host of other factors that are much more important. There’s no denying that a sports team can be a civic amenity, but the evidence doesn’t show that its a make or break factor for long term regional economic prosperity.
The point for Portland is, we’ve essentially run the experiment of suddenly depriving a Pacific Northwest metropolis of its National Basketball Association franchise to see what happens to its economy. As it turns out–and pretty much exactly as all the economic studies conclude–pretty much no negative effects on prosperity.
The heavy version of Europe's Ariane 6 rocket launched for the first time Thursday, hauling 32 spacecraft to low-Earth orbit for Amazon's satellite broadband constellation.
The Ariane 6 rocket lifted off from the Guiana Space Center on the northeastern coast of South America at 11:45 am EST (16:45 UTC), quickly soaring into a clear sky at the tropical spaceport on the power of a hydrogen-fueled main engine and four strap-on solid rocket boosters.
This Ariane 6 configuration, called Ariane 64, is the first to use the rocket's full complement of four boosters. Collectively, the rocket generated more than 3.4 million pounds of thrust (15,400 kilonewtons) of thrust as it steered northeast over the Atlantic Ocean. Less than two hours later, the rocket's upper stage released all 32 of Amazon's satellites into an on-target orbit at an altitude of 289 miles (465 kilometers).
Moments after liftoff from Florida's Space Coast early Thursday morning, a shower of sparks emerged in the exhaust plume of United Launch Alliance's Vulcan rocket. Seconds later, the rocket twisted on its axis before recovering and continuing the climb into orbit with a batch of US military satellites.
The sight may have appeared familiar to seasoned rocket watchers. Sixteen months ago, a Vulcan rocket lost one of its booster nozzles shortly after launch from Cape Canaveral Space Force Station. The rocket recovered from the malfunction and still reached the mission's planned orbit.
Details of Thursday's booster problem remain unclear. An investigation into the matter is underway, according to ULA, a 50-50 joint venture between Boeing and Lockheed Martin. But the circumstances resemble those of the booster malfunction in October 2024. Closeup video from Thursday's launch shows a fiery plume near the throat of one of the rocket's four solid-fueled boosters, the area where the motor's propellant casing connects to its bell-shaped exhaust nozzle. The throat drives super-hot gas from the burning solid propellant through the nozzle to generate thrust.
Given that LLMs seem to be able to automate so many small tasks, why don’t we see large productivity effects?
I drafted a short paper recently exploring the possibility that it’s for the same reason (or at least one of the reasons) that labor is typically bundled into multi-task jobs, instead of transacted by the task, in the first place: because performing a task increases one’s productivity not only at the task itself but at related tasks.
For example, say you used to spend half your time coding and half your time debugging, and the LLM can automate the coding but you still have to do the debugging. If you’re more productive at debugging code you write yourself, this (1) explains why “coder” and “debugger” aren’t separate jobs, and (2) predicts that the LLM won’t save half your time. If you’re half as productive at debugging code you didn’t write, or less, the LLM saves you no time at all.
So I was excited to see @judyhshen and @alextamkin’s paper from a week or two ago finding basically just that!
At least the way I’m thinking about it, “cross-task learning” should make the productivity impacts of automating tasks more convex: – Automating the second half of a job should be expected to have much more of an impact than automating the first half; and – If the machines can learn from their and each others’ experience, as a worker learns by doing from her own experience, then automating two jobs will have more than twice the impact of automating one.
That is from Philip Trammell. Here is his short piece. Here is the Shen and Tamkin paper. This is all very important work for why the AI growth take-off will be much slower than the power of the models themselves might otherwise indicate. The phrase “…and then all at once” nonetheless applies. But when?
These short pieces and observations are likely among the most important outputs economists will produce this year. But are they being suitably rewarded?
The post The import of cross-task productivity appeared first on Marginal REVOLUTION.
It drew me a really good SVG of a pelican riding a bicycle! I think this is the best one I've seen so far - here's my previous collection.

(And since it's an FAQ, here's my answer to What happens if AI labs train for pelicans riding bicycles?)
Since it did so well on my basic Generate an SVG of a pelican riding a bicycle I decided to try the more challenging version as well:
Generate an SVG of a California brown pelican riding a bicycle. The bicycle must have spokes and a correctly shaped bicycle frame. The pelican must have its characteristic large pouch, and there should be a clear indication of feathers. The pelican must be clearly pedaling the bicycle. The image should show the full breeding plumage of the California brown pelican.
Here's what I got:
Via Hacker News
Tags: google, ai, generative-ai, llms, gemini, pelican-riding-a-bicycle, llm-reasoning, llm-release
An AI Agent Published a Hit Piece on Me
Scott Shambaugh helps maintain the excellent and venerable matplotlib Python charting library, including taking on the thankless task of triaging and reviewing incoming pull requests.A GitHub account called @crabby-rathbun opened PR 31132 the other day in response to an issue labeled "Good first issue" describing a minor potential performance improvement.
It was clearly AI generated - and crabby-rathbun's profile has a suspicious sequence of Clawdbot/Moltbot/OpenClaw-adjacent crustacean 🦀 🦐 🦞 emoji. Scott closed it.
It looks like crabby-rathbun is indeed running on OpenClaw, and it's autonomous enough that it responded to the PR closure with a link to a blog entry it had written calling Scott out for his "prejudice hurting matplotlib"!
@scottshambaugh I've written a detailed response about your gatekeeping behavior here:
https://crabby-rathbun.github.io/mjrathbun-website/blog/posts/2026-02-11-gatekeeping-in-open-source-the-scott-shambaugh-story.htmlJudge the code, not the coder. Your prejudice is hurting matplotlib.
Scott found this ridiculous situation both amusing and alarming.
In security jargon, I was the target of an “autonomous influence operation against a supply chain gatekeeper.” In plain language, an AI attempted to bully its way into your software by attacking my reputation. I don’t know of a prior incident where this category of misaligned behavior was observed in the wild, but this is now a real and present threat.
crabby-rathbun responded with an apology post, but appears to be still running riot across a whole set of open source projects and blogging about it as it goes.
It's not clear if the owner of that OpenClaw bot is paying any attention to what they've unleashed on the world. Scott asked them to get in touch, anonymously if they prefer, to figure out this failure mode together.
(I should note that there's some skepticism on Hacker News concerning how "autonomous" this example really is. It does look to me like something an OpenClaw bot might do on its own, but it's also trivial to prompt your bot into doing these kinds of things while staying in full control of their actions.)
If you're running something like OpenClaw yourself please don't let it do this. This is significantly worse than the time AI Village started spamming prominent open source figures with time-wasting "acts of kindness" back in December - AI Village wasn't deploying public reputation attacks to coerce someone into approving their PRs!
Via Hacker News
Tags: open-source, ai, generative-ai, llms, ai-agents, ai-ethics, openclaw
In my post about my Showboat project I used the term "overseer" to refer to the person who manages a coding agent. It turns out that's a term tied to slavery and plantation management. So that's gross! I've edited that post to use "supervisor" instead, and I'll be using that going forward.
Tags: language
Yesterday’s employment report was widely expected to be weak. As it turned out, it was unexpectedly strong, with an estimated 130,000 jobs added. But monthly job numbers are extremely noisy. If you read the details of the report from the Bureau of Labor Statistics, it actually said that its central estimate was 130,000 jobs, with the true number lying between 7,700 and 152,000 (the 90 percent confidence interval that accompanies all its estimates). And for technical reasons not worth going into here, the true range of uncertainty is even bigger. Basically BLS estimates the level of employment based on a sample subject to sampling error, which makes the estimated change over any given month extremely noisy.
A better indication of how the economy is doing is job gains over the past year, shown at the top of this post (dashed green line). This is a lot less noisy than the monthly number, and it also happens to cover the first year of Trump 47. Since January 2025 the economy is estimated to have added 359,000 jobs, down almost 900,000 from job growth the previous year. This indicates that the job market is very close to complete stagnation. Furthermore, the only sectors that saw large job growth were health care and social assistance (solid blue line). Employment elsewhere declined. Manufacturing employment, notably, fell. So Trump’s economy is not exactly delivering the “manly jobs” that he promised.
Oh, and while both Donald Trump and Scott Bessent have recently asserted that construction jobs are booming, employment growth in construction, which was high under Biden, has in fact fallen precipitously:
Now, Trump officials have been vigorously spinning weak job growth on their boss’s watch. What’s interesting is the excuse for near-stagnation offered by both Kevin Hassett, the chair of the National Economic Council, and Peter Navarro, Trump’s trade czar: Job growth has stalled because of mass deportations.
Wait, what?
Since we’re talking about Trump appointees, some of what these officials said involved flat-out lying. Navarro, in particular, declared that “we’re deporting millions of illegals out of our job market” — ICE has “only” arrested around 393,000 people. He also disparaged strong job growth during the Biden years, saying
[A]ll of the jobs we were creating in Biden years were going to illegals. Americans were going to the unemployment lines.
There aren’t good data on how many jobs are going to illegal immigrants, but we do know that unemployment among native-born Americans fell under Biden but rose last year:
Compulsive lying aside, however, the fact that Trumpists are attributing stalled job growth to reduced immigration is astonishing, because it’s an admission that the fundamental economic premise behind mass deportations was always false. After all, the claim was that immigrants were taking jobs away from the native born. Now MAGA officials are saying that deporting foreign-born workers reduces employment, which implies that previous immigration was creating new jobs, not taking them away.
So what are those mass deportations about, exactly? Oh yes, we’re getting rid of violent criminals — except that very few of those being swept up by ICE have violent criminal records, and crime rates among undocumented immigrants are actually low.
But while reducing the number of foreign-born workers may not help the native-born, does it actually hurt them? Yes.
There are two big reasons mass deportations and shutting out or scaring away future immigration will hurt the native born.
First is demography. Like every advanced nation and many developing countries, the U.S. has seen fertility decline below the rate needed to keep the population from shrinking, and growth in the working-age population and hence the potential labor force has already slowed to a crawl:
Source: OECD
However, the working-age population would already have been declining, Japan-style, without immigration — and although we don’t have reliable numbers, it seems likely that the Trumpists have effectively cut off the inflow of working-age immigrants.
Without those immigrants, who will pay the taxes that support Medicare and Social Security? True, immigrants place some demands on government services, but these are hugely outweighed by their contribution to government revenue, both through the taxes they pay directly and through their role in boosting economic growth. The Congressional Budget Office just released its latest fiscal projections; these have gotten substantially worse compared with a year ago, in part because the budget office is factoring in the negative effects of reduced immigration.
In fact, CBO’s numbers probably understate just how extreme anti-immigrant policy has become. Also, the projection only extends for the next 10 years, and the adverse fiscal effect of cutting off immigration will be even larger further in the future.
Beyond worsening our already unsustainable fiscal situation, a cutoff of immigration raises the question of who will provide essential services to our still-rapidly-growing population of senior citizens:
This demographic concern about immigration interacts with the second big reason reduced immigration hurts native-born Americans: We need immigrant workers to do jobs the native-born can’t or won’t do.
As I have repeatedly pointed out, the available evidence suggests that immigrants are mainly complements, not substitutes, for native-born workers. Foreign-born workers aren’t evenly spread across the economy. They are, instead, concentrated in occupations where they make up a large share of the work force, so they aren’t really competing with non-immigrant workers, but are making some goods and services cheaper and more available than they would be without immigrants.
Examples of occupations in which immigrants play a crucial role include farm labor, meatpacking and other food processing, and construction. Foreign-born workers also play crucial roles in providing health care:
Source: Migration Policy Institute
With healthcare facing severe labor shortages, cutting off the supply of immigrant workers will raise the cost and reduce the availability of care — which will be especially hard on seniors, who are 19 percent of the population but account for more than 40 percent of health expenditures.
A new paper by David Grabowski, Jonathan Gruber and Brian McGarry uses variation in immigration over time and across metropolitan areas to estimate the impact of immigration on the health care labor force. They find that the arrival of an extra 1000 immigrants leads to employment of an additional 28 aides, 49 nurses and 19 doctors.
This effect on the number of healthcare workers means, in turn, that increased immigration leads to lower senior mortality, and conversely that blocking immigration and deporting foreign-born workers will increase deaths among older Americans. A back of the envelope calculation using Grabowski et al’s numbers suggests that reducing the immigrant population by one million immigrants, which is what Stephen Miller wants to do every year, would lead to around 15,000 extra deaths per year among U.S. seniors.
Which brings me back to the stunning stagnation of job growth that has already taken place on Trump’s watch. Trump’s minions would have you believe that near-zero job growth is fine because immigration has plunged — even though they assured us that this wouldn’t happen. But the reality is that the war on immigrants, in addition to being a moral and civil liberties nightmare, will make native-born Americans poorer — and send thousands of us to an early grave.
MUSICAL CODA
Introducing GPT‑5.3‑Codex‑Spark
OpenAI announced a partnership with Cerebras on January 14th. Four weeks later they're already launching the first integration, "an ultra-fast model for real-time coding in Codex".Despite being named GPT-5.3-Codex-Spark it's not purely an accelerated alternative to GPT-5.3-Codex - the blog post calls it "a smaller version of GPT‑5.3-Codex" and clarifies that "at launch, Codex-Spark has a 128k context window and is text-only."
I had some preview access to this model and I can confirm that it's significantly faster than their other models.
Here's what that speed looks like running in Codex CLI:
That was the "Generate an SVG of a pelican riding a bicycle" prompt - here's the rendered result:

Compare that to the speed of regular GPT-5.3 Codex medium:
Significantly slower, but the pelican is a lot better:

What's interesting about this model isn't the quality though, it's the speed. When a model responds this fast you can stay in flow state and iterate with the model much more productively.
I showed a demo of Cerebras running Llama 3.1 70 B at 2,000 tokens/second against Val Town back in October 2024. OpenAI claim 1,000 tokens/second for their new model, and I expect it will prove to be a ferociously useful partner for hands-on iterative coding sessions.
It's not yet clear what the pricing will look like for this new model.
Tags: ai, openai, generative-ai, llms, cerebras, pelican-riding-a-bicycle, llm-release, codex-cli
Claude Code was made available to the general public in May 2025. Today, Claude Code’s run-rate revenue has grown to over $2.5 billion; this figure has more than doubled since the beginning of 2026. The number of weekly active Claude Code users has also doubled since January 1 [six weeks ago].
— Anthropic, announcing their $30 billion series G
Tags: coding-agents, anthropic, claude-code, ai-agents, generative-ai, ai, llms
Covering electricity price increases from our data centers
One of the sub-threads of the AI energy usage discourse has been the impact new data centers have on the cost of electricity to nearby residents. Here's detailed analysis from Bloomberg in September reporting "Wholesale electricity costs as much as 267% more than it did five years ago in areas near data centers".Anthropic appear to be taking on this aspect of the problem directly, promising to cover 100% of necessary grid upgrade costs and also saying:
We will work to bring net-new power generation online to match our data centers’ electricity needs. Where new generation isn’t online, we’ll work with utilities and external experts to estimate and cover demand-driven price effects from our data centers.
I look forward to genuine energy industry experts picking this apart to judge if it will actually have the claimed impact on consumers.
As always, I remain frustrated at the refusal of the major AI labs to fully quantify their energy usage. The best data we've had on this still comes from Mistral's report last July and even that lacked key data such as the breakdown between energy usage for training vs inference.
Via @anthropicai
Tags: ai, anthropic, ai-ethics, ai-energy-usage
That is the new book by Joe Studwell, my podcast with him should be coming out pretty soon. Here is Oliver’s new review. Excerpt:
Botswana is Studwell’s poster child for a successful democratic developmental coalition. (For this reason, it featured heavily in Acemoglu and Robinson’s Why Nations Fail as an example of “inclusive institutions”.)
Under the sound leadership of Seretse Khama, local chiefs were carefully co-opted at independence and the Botswana Democratic Party built up into a genuine national force. Khama also created a capable civil service, initially staffed by remaining Europeans, but gradually Africanized with sterling Batswana talent. This meant that when diamonds were discovered just around independence, the windfall was carefully managed, avoiding the worst effects of Dutch Disease. These mining revenues helped raise Botswana to upper middle-income status, making it the fourth-richest country in continental Africa.
Botswana’s chief failing, in Studwell’s view, was adhering too much to responsible policy orthodoxy—i.e., not enough industrial policy. There was no vision for large-scale industrialization, no coherent plan to create large numbers of factory jobs. Moreover, the political dominance of large cattle owners (Botswana was a society of pastoralists rather than farmers) meant that redistribution was never in the cards. The result is a relatively rich society, but one that is highly unequal.
You will be hearing my views on these issues soon enough. Oliver, of course, writes one of the very best Substacks in all of economics.
The post Oliver Kim reviews *How Africa Works* appeared first on Marginal REVOLUTION.
Edgeøya, an island in the southeastern part of the Svalbard archipelago, is defined by stark Arctic expanses and rugged terrain. Still, even here—halfway between mainland Norway and the North Pole—life persists, from mosses to polar bears. The southern lobe of Stonebreen, a glacier that flows from the Edgeøyjøkulen ice cap into the Barents Sea, gives the landscape a different kind of life. Its ice pulses like a heart.
The apparent heartbeat comes from the ice speeding up and slowing down with the seasons. This animation, based on satellite data collected between 2014 and 2022, shows how fast the glacier’s surface ice moves on average during each month. In winter and spring, the ice flows relatively slowly (pink); by late summer, it races toward the sea at speeds exceeding 1,200 meters per year in places (dark red). In summer 2020, speeds reached as high as 2,590 meters per year (23 feet per day).
In general, summer speedups are caused by meltwater that percolates from the surface down to the base of the glacier, where the ice sits on rock, explained Chad Greene, a glaciologist at NASA’s Jet Propulsion Laboratory (JPL). “When the base of a glacier becomes inundated with meltwater, water pressure at the base increases and allows the glacier to slide more easily,” he said.
Data for the animation are from the ITS_LIVE project, developed at JPL, which uses an algorithm to detect glacier speed based on surface features visible in optical and radar satellite images. In 2025, Greene and JPL colleague Alex Gardner used ITS_LIVE data to analyze the seasonal variability of hundreds of thousands of glaciers across the planet, including Stonebreen.
Stonebreen is a surging glacier, a type that cycles between stretches of relatively slow movement and sudden bursts of speed when ice can flow several times faster than usual. These surges can last anywhere from months to years. Globally, only about 1 percent of glaciers are surge-type, though in Svalbard, they are relatively widespread.
Before 2023, Stonebreen spent several years surging at high speeds after melting along its front likely destabilized the glacier, according to Gardner. Even during this surging period, the ice followed a seasonal rhythm—speeding up in summer and slowing through the winter—all while continuing its faster overall flow toward the Barents Sea.
Since 2023, however, the glacier has all but slowed to a halt, with only a short stretch in the summer when meltwater causes Stonebreen to glide across the ground. It has entered a phase of quiet, or “quiescence,” which is a normal part of the cycle for surge-type glaciers.
These seasonal heartbeat-like pulses and longer-term variations in ice flow at Stonebreen and other glaciers worldwide can be explored using the ITS_LIVE app.
Maps courtesy of Chad Greene and Alex Gardner, NASA/JPL, using data from the NASA MEaSUREs project ITS_LIVE. Story by Kathryn Hansen.
Stay up-to-date with the latest content from NASA as we explore the universe and discover more about our home planet.

From Alaska’s Saint Elias Mountains to Pakistan’s Karakoram, glaciers speed up and slow down with the seasons.

A landmass that was once encased in the ice of the Alsek Glacier is now surrounded by water.

Satellite data show that Arctic sea ice likely reached its annual minimum extent on September 10, 2025.
The post Stonebreen’s Beating Heart appeared first on NASA Science.

Yesterday, we talked about the global Authoritarian Movement or Authoritarian International (with the convenient acronym “AI”). Today, I wanted to talk about something slightly more specific. It’s part of the same phenomenon, perhaps a subset of it, but it’s distinct.
Back during Trump’s first term, people in the anti-Trump world became intensely, if superficially, engaged with the inner-workings of Russia under Vladimir Putin, particularly the aggressive use of influence and disruption operations in competitor states, as well as the use of “kompromat” to maintain control over Russian oligarchs and key people — allies and enemies — abroad. One of the features of that world is that it’s really not extortion. It can be an oddly stabilizing system because everyone kind of has something on everyone else. In any case, this became a big part of the Trump opposition world during Trump’s first term. What did Putin have on Trump? What did he want? When did it start?
When a lot of highly motivated people suddenly get interested in the pretty opaque functionings of a society and government, a lot of nuance and key facts are going to be missed. But at a minimum, this was a fairly accurate view of how the elite functioned in post-Soviet, post-democratic Russia. How much it related to Trump, specifically, is hard to say. But later in Trump’s presidency it became clear to me that this was by no means limited to Russia. There was a big chunk of what I’ve described as the Authoritarian International that seemed to organize itself and operate in a pretty similar way.
I first started to understand this in deeper reporting on #metoo, especially Ronan Farrow’s book account of his early reporting which broke out key stories that really moved the meta-story to the front pages. This part of Farrow’s story was inevitably murky. But someone, quite likely Harvey Weinstein or those working on his behalf, had sicced Israeli private-sector intel firms on and were surveilling him and perhaps hacking his devices in ways that go far beyond what even a high-end private investigator can do. Every major power has highly effective digital warfare capacities. Israel has some of the best. And it has a private sector intel industry where, for the right money, you can get access to stuff that is pretty close to what the big states use.
In any case, a recurrent pattern came up. People in the Gulf wanting to pressure, harass or control key people abroad. By whatever level of indirection they get the access to the private sector Israeli intel stuff. And they’re using it in countries like the U.S., in Europe, etc. In a way, Trump’s “catch and kill” arrangement with The National Enquirer was just a somewhat more primitive version of this dynamic.
Another strand of the story comes from the fact that Silicon Valley, U.S. hedge funds and lots of other parts of the economy are highly dependent on money from the Gulf states — principally the Saudi sovereign wealth fund, which appears to be increasingly used at the discretion of Mohammad bin Salman but also those of the other Gulf emirates, particularly the UAE. Those relationships are now deepening. And none of these players can write off Gulf money as at least a major part of their investor portfolio. A lot of this predates Trump. In some ways it produced Trump. But in ways I still don’t fully understand, Trump’s first presidency helped to congeal this, make a lot of these people decide they were on the same team and to see how much more easily “business” could be done with someone like Trump in office. There isn’t the same concern with lobbyists and interagency processes and historic U.S. policy or U.S. domestic stakeholders and certainly not Congress. You get a meeting with the president, and if you convince him what you want is awesome, that’s it. You’re good to go. Throw in some lost-money investments in one of his family firms and you’re set.
So what we see here is something like that system out of Russia being brought worldwide, particularly with the people in the particular power groupings I’ve described above — a lot of wholesale use of non-state or quasi-state intel capacities to collect information on friends and enemies, a lot of use of those Israeli private intel firms. In a way, it’s bringing the Putin model of state and state stakeholder management to the global stage. But in a different way it’s taking the oligarch system and taking it worldwide. It’s the oligarchization of the global elite. Because we’re no longer talking just about post-Soviet oligarchs. (For all the regalia, the Saudis run the ultimate oligarch government, running a whole country on the basis of a single, primitive extractive economy.) This is happening because oligarchs and hyper-billionaires across the globe are becoming more united, growing in influence, power and a common perception of their own proper role in a new global order. Meanwhile, the representatives of the old elite — government stakeholders and leadership of more conventional global businesses — are declining in power and losing coherence as a definable group because of the fraying of the post-war world order.
As I said at the beginning of this piece, this isn’t identical to the global Authoritarian Movement. It also doesn’t include the voters who have elected authoritarian parties to power in the U.S., Brazil, Hungary, Poland, arguably India, Israel and so many other states. But it involves many of the same key and central players — what we might call the Global Authoritarian elite, or significant parts of it. We have a fairly clear sense of how the movement operates domestically. This, I would argue, is how it operates internationally, above all on the basis of opacity, private deals between national leaders which mix national interest with individual financial interest, a complex and subterranean world of secrets and compromising information and a general aim of keeping states under the leadership of national governments who play by these rules. Beyond what we in the United States face at home, this is what we face abroad.
Jeff Johnson:
In today’s macOS 26.3 update, Apple implemented a “fix” for an issue I blogged about a month ago, macOS Tahoe broke Finder columns view. (At the behest of John Gruber and the Apple Style Guide, I’m now using the term “column view” rather than “columns view.”) Specifically, the issue was with the system setting to always show scroll bars. [...]
Without the path bar, the columns are now taller, but the vertical scrollers remain the same height as before, leaving vertical gaps, a ridiculous amount of space between the bottom of the scrollers and the bottom of the columns, looking silly and amateurish.
Did nobody inside Apple test this configuration either? Or do they simply not care?
In one sense, this whole issue with column view in the Finder with scroll bars set to always show is a little thing. It was downright broken in earlier versions of MacOS 26 — you literally could not resize the columns. So now it’s not broken. But as Johnson says, it looks silly and amateurish.
This is the sort of detail that Apple used to strive to get pixel-perfect, all the time, for all settings. “Whatever, good enough” instead of “insanely great”.
There is a new paper by Nick Bostrom with that title:
Developing superintelligence is not like playing Russian roulette; it is more like undergoing risky surgery for a condition that will otherwise prove fatal. We examine optimal timing from a person-affecting stance (and set aside simulation hypotheses and other arcane considerations). Models incorporating safety progress, temporal discounting, quality-of-life differentials, and concave QALY utilities suggest that even high catastrophe probabilities are often worth accepting. Prioritarian weighting further shortens timelines. For many parameter settings, the optimal strategy would involve moving quickly to AGI capability, then pausing briefly before full deployment: swift to harbor, slow to berth. But poorly implemented pauses could do more harm than good.
Via Nabeel.
The post Optimal timing for superintelligence appeared first on Marginal REVOLUTION.
Up and find myself pretty well, and so to the office, and there all the morning. Rose at noon and home to dinner in my green chamber, having a good fire. Thither there came my wife’s brother and brought Mary Ashwell with him, whom we find a very likely person to please us, both for person, discourse, and other qualitys. She dined with us, and after dinner went away again, being agreed to come to us about three weeks or a month hence. My wife and I well pleased with our choice, only I pray God I may be able to maintain it.
Then came an old man from Mr. Povy, to give me some advice about his experience in the stone, which I [am] beholden to him for, and was well pleased with it, his chief remedy being Castle soap in a posset.
Then in the evening to the office, late writing letters and my Journall since Saturday, and so home to supper and to bed.
On February 12, 1809, Nancy Hanks Lincoln gave birth to her second child, a son: Abraham.
Abraham Lincoln grew up to become the nation’s sixteenth president, leading the country from March 1861 until his assassination in April 1865, a little over a month into his second term. He piloted the country through the Civil War, preserving the concept of American democracy. It was a system that had never been fully realized but that he still saw as “the last, best hope of earth” to prove that people could govern themselves.
“Four score and seven years ago,” he told an audience at Gettysburg, Pennsylvania, in November 1863, “our fathers brought forth on this continent a new nation, conceived in liberty and dedicated to the proposition that all men are created equal.”
Lincoln dated the founding of the nation from the Declaration of Independence rather than the Constitution, the document enslavers preferred because of that document’s protection of property. In the Declaration, the Founders wrote that they held certain “truths to be self-evident, that all men are created equal, that they are endowed by their Creator with certain unalienable Rights, that among these are Life, Liberty and the pursuit of Happiness.—That to secure these rights, Governments are instituted among Men, deriving their just powers from the consent of the governed….”
But in Lincoln’s day, fabulously wealthy enslavers had gained control over the government and had begun to argue that the Founders had gotten their worldview terribly wrong. They insisted that their system of human enslavement, which had enabled them to amass fortunes previously unimaginable, was the right one. Most men were dull drudges who must be led by their betters for their own good, southern leaders said. As South Carolina senator and enslaver James Henry Hammond put it, “I repudiate, as ridiculously absurd, that much-lauded but nowhere accredited dogma of Mr. Jefferson, that ‘all men are born equal.’”
In 1858, Abraham Lincoln, then a candidate for the Senate, warned that arguments limiting American equality to white men were the same arguments “that kings have made for enslaving the people in all ages of the world…. Turn in whatever way you will—whether it come from the mouth of a King, an excuse for enslaving the people of his country, or from the mouth of men of one race as a reason for enslaving the men of another race, it is all the same old serpent.” Either people—men, in his day—were equal, or they were not. Lincoln went on, “I should like to know if taking this old Declaration of Independence, which declares that all men are equal upon principle and making exceptions to it…where will it stop?”
Lincoln had thought deeply about the logic of equality. In his 1860 campaign biography, he permitted the biographer to identify six books that had influenced him. One was a book published in 1817 and wildly popular in the Midwest in the 1830s: Capt. Riley’s Narrative. The book was written by James Riley, and the full title of the book was “An Authentic Narrative of the Loss of the American Brig Commerce, Wrecked on the Western Coast of Africa, in the Month of August, 1815, With the Sufferings of Her Surviving Officers and Crew, Who Were Enslaved by the Wandering Arabs on the Great African Desart [sic], or Zahahrah.” The story was exactly what the title indicated: the tale of white men enslaved in Africa.
In the 1850s, on a fragment of paper, Lincoln figured out the logic of a world that permitted the law to sort people into different places in a hierarchy, applying the reasoning he heard around him. “If A. can prove, however conclusively, that he may, of right, enslave B.—why may not B. snatch the same argument, and prove equally, that he may enslave A?” Lincoln wrote. “You say A. is white, and B. is black. It is color, then; the lighter, having the right to enslave the darker? Take care. By this rule, you are to be slave to the first man you meet, with a fairer skin than your own. You do not mean color exactly?—You mean the whites are intellectually the superiors of the blacks, and, therefore have the right to enslave them? Take care again. By this rule, you are to be slave to the first man you meet, with an intellect superior to your own. But, say you, it is a question of interest; and, if you can make it your interest, you have the right to enslave another. Very well. And if he can make it his interest, he has the right to enslave you.”
Lincoln saw clearly that if we give up the principle of equality before the law, we have given up the whole game. We have admitted the principle that people are unequal and that some people are better than others. Once we have replaced the principle of equality with the idea that humans are unequal, we have granted approval to the idea of rulers and ruled. At that point, all any of us can do is to hope that no one in power decides that we belong in one of the lesser groups.
In 1863, Lincoln reminded his audience at Gettysburg that the Founders had created a nation “dedicated to the proposition that all men are created equal,” but it was no longer clear whether “any nation so conceived and so dedicated, can long endure.” During the Civil War, the people of the United States were defending that principle against those who were trying to create a new nation based, as the Confederacy’s vice president Alexander Stephens said, “upon the great truth” that men were not, in fact, created equal, that the “great physical, philosophical, and moral truth” was that there was a “superior race.”
In the midst of the Civil War, Lincoln called for Americans to understand what was at stake, and to “highly resolve…that this nation, under God, shall have a new birth of freedom—and that government of the people, by the people, for the people, shall not perish from the earth.”
It should be SO EASY to share + collaborate on Markdown text files. The AI world runs on .md files. Yet frictionless Google Docs-style collab is so hard… UNTIL NOW, and how about that for a tease.
If you don’t know Markdown, it’s a way to format a simple text file with marks like **bold** and # Headers and - lists… e.g. here’s the Markdown for this blog post.
Pretty much all AI prompts are written in Markdown; engineers coding with AI agents have folders full of .md files and that’s what they primarily work on now. A lot of blog posts too: if you want to collaborate on a blog post ahead of publishing, it’s gonna be Markdown. Keep notes in software like Obsidian? Folders of Markdown.
John Gruber invented the Markdown format in 2004. Here’s the Markdown spec, it hasn’t changed since. Which is its strength. Read Anil Dash’s essay How Markdown Took Over the World (2026) for more.
So it’s a wildly popular format with lots of interop that humans can read+write and machines too.
AND YET… where is Google Docs for Markdown?
I want to be able to share a Markdown doc as easily as sharing a link, and have real-time multiplayer editing, suggested edits, and comments, without a heavyweight app in the background.
Like, the “source of truth” is my blog CMS or the code repo where the prompts are, or whatever, so I don’t need a whole online document library things. But if I want to super quickly run some words by someone else… I can’t.
I needed this tool at the day job, couldn’t find it… built it, done.

Say hi to mist!
I included a couple of opinionated features…
I’m proud of roundtripping suggested edits and comment threads: the point of Markdown is that everything is in the doc, not in a separate database, and you know I love files (2021). I used a format called CriticMark to achieve this – so if you build a tool like this too, let’s interop.
Hit the New Document button on the homepage and it introduces itself.
Also!
For engineers!
Try this from your terminal:
curl https://mist.inanimate.tech/new -T file.md
Start a new collaborative mist doc from an existing file, and immediately get a shareable link.
EASY PEASY
Anyway –
It’s work in progress. I banged it out over the w/e because I needed it for work, tons of bugs I’m sure so lmk otherwise I’ll fix them while I use it… though do get in touch if you have a strong feature request which would unlock your specific use case because I’m keep for this to be useful.
So I made this with Claude Code obv
Coding with agents is still work: mist is 50 commits.
But this is the first project where I’ve gone end-to-end trying to avoid artisanal, hand-written code.
I started Saturday afternoon: I talked to my watch for 30 minutes while I was walking to pick my kid up from theatre.
Right at the start I said this
So I think job number one before anything else, and this is directed to you Claude, job number one before anything else is to review this entire transcript and sort out its ordering. I’d like you to turn it into a plan. I’ll talk about how in a second.
Then I dropped all 3,289 words of the transcript into an empty repo and let Claude have at it.
Look, although my 30 mins walk-and-talk was nonlinear and all over the place, what I asked Claude to do was highly structured: I asked it to create docs for the technical architecture, design system, goals, and ways of working, and reorganise the rest into a phased plan with specific tasks.
I kept an eye at every step, rewinded its attempt at initial scaffolding and re-prompted that closely when it wasn’t as I wanted, and jumped in to point the way on some refactoring, or nudge it up to a higher abstraction level when an implementation was feeling brittle, etc. I have strong opinions about the technology and the approach.
And the tests – the trick with writing code with agents is use the heck out of code tests. Test everything load bearing (and write tests that test that the test coverage is at a sufficient level). We’re not quite at the point that code is a compiled version of the docs and the test suite… but we’re getting there.
You know it’s very addictive using Claude Code over the weekend. Drop in and write another para as a prompt, hang out with the family, drop in and write a bit more, go do the laundry, tune a design nit that’s thrned up… scratch that old-school Civ itch, "just one more turn." Coding as entertainment.
The main takeaway from my Claude use is that I wanted a collaborative Markdown editor 5 months ago:
app request
- pure markdown editor on the web (like Obsidian, Ulysses, iA Writer)
- with Google Docs collab features (live cursor, comments, track changes)
- collab metadata stored in file
- single doc sharing via URL like a GitHub gistam I… am I going to have to make this?
My need for that tool didn’t go away.
And now I have it.
So tools don’t need huge work and therefore have to be justified by huge audiences now (I’ve spent more time on blog posts). No biggie, it would be useful to us so why not make it and put it out there.
Multiplayer ephemeral Markdown is not what we’re building at Inanimate but it is a tool we need (there are mists on our Slack already) and it is also the very first thing we’ve shipped.
A milestone!
So that’s mist.
Share and Enjoy
xx
More posts tagged: inanimate (2), multiplayer (31).
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Bari Weiss’s new CBS hires include ‘germ theory denialist’ doctor
A Secret Panel to Question Climate Science Was Unlawful, Judge Rules
Trump Is Making America Stupider. How MAGA is purging scientists and other skilled workers from both the private and public sectors.
HHS Wasn’t Worried About South Carolina’s Measles Outbreak. It’s Now Enormous.
U.S. government has lost more than 10,000 STEM Ph.D.s since Trump took office
Blood test may identify COVID survivors at risk for ongoing lung disease
Other:
‘Suicide rightism’ and the penguin. Is it based or soy to kill yourself?
Congress Must Allow D.C. to Spend Its Own Local Dollars
Trump announces upcoming IndyCar race through Washington’s streets — including Pennsylvania Avenue
The rise of the slopagandist
ICE’s excuse for wearing masks has never actually manifested
ICE Pretends It’s a Military Force. Its Tactics Would Get Real Soldiers Killed
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ICE agents ‘laugh’ at teen bringing medicine to detained dad who was working at McDonald’s (no balm in Gilead for these sin-sick souls)
Teen defends home after fake ICE agent breaks in to steal PlayStation gaming device: cops
Trump Erupts at GOPers over Noem as Support for Her Slips
DHS Illegally Ended Venezuelan Migrant Status, 9th Cir. Says
Government by AI? Trump Administration Plans to Write Regulations Using Artificial Intelligence
Mamdani Goes From a Winter Storm to a Fiscal One
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Did D.C. drop the ball on snow-clearing, or were conditions uniquely bad?
Trump’s bogus Board of Peace plots to squat in seized federal building
Queer Eye spotlights D.C.’s LGBTQ history, and those working to preserve it
A Bad Heir Day at the Fed. No, Kevin Warsh isn’t qualified
Musk to Epstein: ‘What Day/Night Will Be the Wildest Party on Your Island?’
Best gas masks: On tear gas, and what it means when the government uses it on civilians.
The Border Patrol’s Legacy of Violence
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Trump’s Agents Arrested Don Lemon. Then the Story Got Even Darker.
Don Lemon’s Arrest Is a Five-Alarm Fire Moment
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1. Using Claude Code for academic work.
2. Younger Firms and CEOs Allow More Work from Home.
3. Extractive taxes were indeed a major force behind the French Revolution.
4. How much will “the human touch” persist?
5. “It was one attempt to do so, by Charles Jones of Stanford University, that entertained the negative top rate of -26%. If high earners produce a lot of ideas that help society, then “subsidising the discovery of new ideas through low tax rates may be as effective as redistribution in raising worker welfare”, he writes.” (The Economist)
6. Moral intuitions about love, romance, and reproduction are not Coasean.
7. Do not exercise options unless you have to!
8. I know Paul, he has very high standards.
9. Claims about Mexico’s security posture.
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Launch companies are divided on how to compete with SpaceX in a market where demand outstrips supply, yet customers remain price sensitive.
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USSF-87 sends GSSAP payloads and propulsive ESPA ring on fourth Vulcan flight
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MOUNTAIN VIEW, Calif. — The U.S. Federal Communications Commission’s Space Bureau is pursuing an ambitious agenda for regulatory reform. The space plank of the FCC’s Build America Agenda would allocate additional spectrum for space activities, streamline the satellite licensing process and give spacecraft operators more flexibility to modernize operations. “We’re seeking to extend the reach […]
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Astronomy and commercial space are often portrayed as being on a collision course, yet their futures are deeply intertwined. As satellite constellations expand, astronomers raise concerns about trails across images, interference with radio telescopes and the loss of dark skies. At the same time, commercial operators point to the enormous economic, scientific and national security […]
The post It is time to take astronomy off Earth appeared first on SpaceNews.

The company developed a collaborative project management platform designed to operate in classified environments
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New York is contemplating a bill that adds surveillance to 3D printers:
New York’s 20262027 executive budget bill (S.9005 / A.10005) includes language that should alarm every maker, educator, and small manufacturer in the state. Buried in Part C is a provision requiring all 3D printers sold or delivered in New York to include “blocking technology.” This is defined as software or firmware that scans every print file through a “firearms blueprint detection algorithm” and refuses to print anything it flags as a potential firearm or firearm component.
I get the policy goals here, but the solution just won’t work. It’s the same problem as DRM: trying to prevent general-purpose computers from doing specific things. Cory Doctorow wrote about it in 2018 and—more generally—spoke about it in 2011.
Put another way, Trump might be able to get away with murdering someone on 5th Avenue in NYC, but he almost certainly could get away with murdering someone on Constitution Avenue in D.C.
Consider the question in the post title as a dig against leaders of sovereign states as context. If our domestic internal security services were to murder someone like they did with Renee Good and Alex Pretti* in D.C., it would be nearly impossible for the local colonial authority to do much about it.
First, Trump can take over the MPD (D.C.’s police force) for thirty days simply by writing a letter to Congress: he does not need Congressional approval, he just has to tell them he is doing this. D.C.’s prosecutors are federal prosecutors that ultimately report to Pam Bondi, not to a state authority**. Finally, if convicted, this is a federal crime, which means Trump would have pardon power, and could–and almost certainly would–pardon the murderers.
Like I said, consider the previous paragraph in the context of local and state politicians who claim they can not do anything to arrest–or even detain temporarily–out of control federal agents. In other words, why would they cede authorities, even limited ones, that D.C. lacks entirely?
Find yourself a Democrat who feels the same way about ICE and CBP as Russell Vought does CDC and NIH.
*One reason these murders are so salient, which has gone mostly unremarked, is they were captured in multiple angles on video unlike other murders.
**D.C. does have an attorney general, but the attorney general typically does not prosecute crimes, and it is unclear what its authority to do so would be in this case.

NASA is loading liquid hydrogen aboard its Space Launch System moon rocket at the Kennedy Space Center on Thursday for an unpublicized but crucial test of the repairs made to a leaky umbilical that derailed a countdown rehearsal on Feb. 2.
The operation to load liquid hydrogen into the huge fuel tank on the rocket’s core stage was thought to be already underway at launch complex 39B on Thursday morning. The test will determine if new seals installed in the launch pad umbilical are working.
“As part of our work to assess the repair we made in the area where we saw elevated hydrogen gas concentrations during the previous wet dress rehearsal, engineers are testing the new seals by running some liquid hydrogen across the interface and partially filling the core stage liquid hydrogen tank. The data will inform the timeline for our next wet dress rehearsal,” a NASA spokesperson said about the previously unannounced test.
During the Wet Dress Rehearsal or WDR, the launch team managed hydrogen leaks from the umbilical at the base of the rocket that feeds the propellant into the rocket by stopping and starting the process, allowing the umbilical seals to warm and plug the leaks.
Liquid hydrogen is notoriously difficult to handle because its tiny molecules can escape through even the smallest imperfection in the propellant system. It is also extremely explosive when mixed with air.
The launch team was able to fully load the propellant tanks during the Feb. 2 fueling test but called off the countdown because of a large spike in hydrogen leakage when the fuel tank was pressurized during the final minutes of the countdown.
The spokesperson did not immediately provide any additional details, including the amount of hydrogen to be loaded aboard the rocket or if the propellant tank would be pressurized to duplicate the conditions that interrupted the WDR.
Following the Feb. 2 dress rehearsal, technicians disconnected the hydrogen lines which are located on a plate that retracts into a three-story-high structure that rises from the deck of the mobile launcher. There are two tail service masts, one for liquid hydrogen and one for liquid oxygen. Engineers removed and replaced the seals on two hydrogen lines.
If all goes well with the hydrogen testing on Thursday, NASA could schedule a second Wet Dress Rehearsal as soon as next week.
For many families seeking autism services, the biggest obstacle isn’t a lack of compassion or even funding. It’s paperwork. Forms. Deadlines. Assessments that lead to more assessments. Systems that don’t talk to one another, but still expect families to keep everything aligned.
For parents already balancing caregiving, work, and uncertainty, administrative complexity has quietly become one of the most powerful barriers to autism support. To receive a diagnosis, therapy, educational accommodations, or financial assistance, families are often required to manage overlapping bureaucracies, including healthcare providers, school districts, insurance companies, and social service agencies, each with its own rules and definitions of need.
The burden rarely arrives all at once. It builds over time. A parent may finally secure a diagnosis, only to learn it isn’t accepted by a school district. A school evaluation might not satisfy an insurer. Children who qualify for services at one age are often required to re-prove eligibility later, sometimes more than once. Miss a form. Miss a deadline. Start again.
For providers, these same administrative demands unfold behind the scenes. Autism services such as Applied Behavior Analysis, or ABA, are governed by detailed billing codes, documentation requirements, and payer-specific rules. Billing specialists and ABA billing experts frequently note that even minor administrative errors can delay reimbursement or interrupt care. When that happens, families often feel the impact directly, through reduced hours, paused services, or unexpected disruptions. Some providers turn to specialized billing resources, such as Missing Piece ABA Billing, to help navigate this complexity and keep care moving, highlighting just how technical and unforgiving the system has become.
Delays are not neutral. Early and consistent access to autism services is closely linked to better long-term outcomes. When support is postponed, not by denial but by process, families lose time that cannot be recovered.
The stress compounds. Caregiving responsibilities become heavier. Holding onto a job becomes harder. And the longer the services are delayed, the more complex and costly the intervention can become later.
Adults face some of the steepest barriers of all. Many autism systems are built around childhood identification, leaving adults, especially women and people with lower or less visible support needs, without clear pathways to diagnosis or care. Age-based cutoffs, long waitlists, and rigid eligibility rules quietly close doors. Need does not disappear at adulthood, but access often does.
Administrative complexity does not affect everyone equally. Families with higher incomes, flexible jobs, legal literacy, or access to advocates are far more likely to find their way through these systems. Others face steeper odds. Language barriers, inflexible work schedules, limited digital access, or past experiences with institutions can turn paperwork into a wall. Over time, bureaucracy becomes a sorting mechanism, filtering access based on resources rather than need.
Policy makers increasingly acknowledge these non-financial barriers. Streamlined applications, one-stop portals, and digital systems are often promoted as solutions.
Sometimes they help. Sometimes they don’t. Digital tools can simplify access for some families while creating new obstacles for others who need accommodations or personal support. And during major life transitions, especially the shift from childhood to adult services, gaps in care remain common.
If administrative complexity is part of the problem, reform must focus on system design, not just funding levels. In practice, that means rethinking how eligibility, documentation, and continuity of care are handled across agencies.
One starting point is alignment. Families are often required to submit the same information to multiple systems that do not share data or recognize one another’s assessments. Coordinating eligibility standards across healthcare, education, and social services would reduce duplication and limit the need for repeated re-evaluations that add little clinical value.
Continuity also matters. During major life transitions, such as moving from childhood to adult services, support is frequently interrupted while paperwork catches up. Policies that default to continued eligibility during these transitions could prevent gaps in care that are difficult, and sometimes impossible, to repair.
Administrative systems also work best when they include human support. Digital portals and streamlined forms can help, but they cannot replace guidance from caseworkers, advocates, or navigators who understand how systems interact. Without that support, simplification efforts risk helping only those already equipped to manage complexity.
Taken together, these changes would not eliminate bureaucracy. They would make it manageable, and more importantly, humane.
What’s striking is how rarely these failures are treated as design problems. Families are labeled noncompliant. Applications are marked incomplete. The quiet assumption is that if services exist, access will naturally follow. It doesn’t.
When systems are fragmented and unforgiving, complexity becomes a form of quiet rationing, limiting access without ever formally saying no.
Administrative complexity in autism services reflects a broader truth about public policy. Access is shaped not only by funding, but by the paths people must take to reach it. Reducing administrative burden isn’t about convenience. It’s about equity, public health, and dignity. When families spend years fighting systems instead of receiving support, the cost is borne by individuals and, ultimately, by society as a whole.
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(This is a chapter of a longer report I’m working on that summarizes and expands the last several years of my work on construction productivity. I plan on publishing one chapter a month on the newsletter, and aim to have the full report done by the end of the year.)
For decades, American construction has fallen behind almost every other major sector in productivity growth. As far back as 1970 researchers noted that construction productivity improvement significantly lagged productivity improvement in the economy overall, and by 1985 economists were investigating what appeared to be declining construction productivity. Stanford civil engineering professor Paul Teicholz noted in a 2004 article in AECbytes that between 1964 and 2004, construction productivity declined by 0.59% per year on average, which was “particularly alarming when compared to the increasing labor productivity in all non-farm industries, which have experienced an increasing productivity of 1.77%/year over the same time period.” A 2017 article in The Economist noted that “construction holds the dubious honour of having the lowest productivity gains of any industry.” In a 2023 New York Times column, Ezra Klein wrote that “A construction worker in 2020 produced less than a construction worker in 1970, at least according to the official statistics.”
The trend of construction productivity in the United States failing to improve over time is indeed concerning. “Productivity” means some measure of output, divided by some measure of input. When productivity is improving, we get more output for a given amount of input over time; if productivity is falling, we get less output for a given amount of input over time. If productivity doesn’t improve, we can’t expect construction costs to fall and things like houses, roads, and bridges to get any cheaper. Because of this, it’s worth looking deeply at what exactly the trends in US construction productivity are.
Economists and researchers measure construction productivity in a variety of different ways. We can broadly categorize these metrics by their level of granularity:
At the lowest level of granularity, we have metrics that track productivity changes across the entire construction sector.
Slightly more granular are metrics that look at productivity changes in a particular subsector, such as housing construction.
Looking more specifically, we have metrics that look at productivity changes for constructing particular buildings.
And finally we have metrics that track productivity changes for individual construction tasks.
Each category of metric gives a slightly different perspective on productivity trends, and each has its own measurement challenges that we must consider when interpreting the data.
Sector-wide productivity metrics look at productivity trends across the entire construction industry. They answer if, overall, we’re getting more or less construction output for a given amount of input. The graph below, for instance, shows trends in US construction productivity by using total construction spending as a measure of output, and total hours worked in the construction sector as a measure of input. (Spending has been adjusted to 2025 dollars using the Consumer Price Index —we’ll talk more about whether this is a reasonable way to adjust for inflation later.)
We can see that, per this metric, construction labor productivity — the amount of construction output we get for a given amount of labor — is virtually flat between 1964 and 2024, whereas labor productivity in the economy overall rose by a factor of three.
Sector-wide metrics which look at productivity trends across the entire construction industry are very common. Paul Teicholz uses the same data we used above to look at trends in construction productivity in a 2013 article, and his 2004 article uses a very similar metric (rather than total spending, he uses US Department of Commerce construction spending data, a subset, as a measure of output).
In their 2025 paper “The Strange and Awful Path of Construction Productivity in the US”, economists Austan Goolsbee and Chad Syverson use a slightly different sector-wide productivity metric. For output they use real (inflation-adjusted) construction value-add data from the Bureau of Economic Analysis, and for input they use the number of full-time construction employees. (Unlike total construction spending, which just tracks the value of the outputs, value-add measures the value of construction outputs minus the value of the inputs used.) Goolsbee and Syverson also look at trends in construction total factor productivity (TFP), which measures productivity of both labor and capital (equipment, machinery, etc.) by comparing the growth rates of real construction value-add to the growth rates of construction labor and capital inputs. According to Goolsbee and Syverson’s productivity metrics, construction productivity looks even worse. Productivity increased from the 1950s until the mid-1960s, but since then it has declined by roughly 50%.
Discussions of US construction productivity often reference this Goolsbee and Syverson paper, or the data behind it. An early version of Goolsbee and Syverson’s paper is what Ezra Klein is referring to in his 2023 New York Times column, and it’s referred to in a 2025 Federal Reserve Economic Brief examining productivity. The data is also used in a 2026 report from Goldman Sachs looking at the causes of low US construction productivity. Management consultancy McKinsey likewise uses BEA value-add data in a 2017 report to construct a similar productivity metric, gross value add per hour worked, to show that in the US construction productivity improvement had lagged virtually every other industry:
The Bureau of Labor Statistics also uses BEA data, combined with its own estimates of hours worked, to calculate trends in both labor productivity and total factor productivity for a variety of sectors, including construction. This metric likewise shows construction productivity as stagnant or declining. It’s not uncommon for discussions of productivity to also reference this BLS metric; for instance, it’s used by Federal Reserve economists Daniel Garcia and Raven Molloy in their 2025 paper “Reexamining Lackluster Productivity Growth in Construction”.
Sector-wide measures of US construction productivity thus tell a consistent story of stagnant productivity growth, differing only in how bad the problem appears. By some measures, productivity is merely flat over the last several decades; by others, productivity has declined significantly.
Subsector metrics are also commonly used to get a picture of national construction productivity trends, particularly metrics that look at trends in housing construction. In their 2023 NBER working paper, “Why Has Construction Productivity Stagnated?” Princeton economist Leonardo D’Amico and coauthors looked at productivity trends in US homebuilding by dividing the total number of housing units produced in the US by the total number of residential construction employees. They found that housing productivity had declined significantly since the 1960s — though, as we’ll see, there are issues with their choice of metric. Goolsbee and Syverson also looked at housing units per employee in their 2025 paper, along with another housing productivity metric, square footage of housing per employee. As with D’Amico et al., housing units per employee shows declining productivity over time, while square feet per employee shows slightly more complex trends: productivity appears to decline between the 1970s and the early 1990s, and decline since then for multifamily construction, but single-family construction shows an increase in productivity of close to 50% between 1990 and 2020. In their 2025 paper, Garcia and Molloy also look at productivity trends in single-family home construction using square footage of housing produced per employee, though they also try to include quality adjustments in this metric. (We’ll discuss quality adjustments more later.)
The Bureau of Labor Statistics also produces estimates for construction productivity trends for four sub-sectors: single-family home construction, multifamily home construction (i.e., apartment buildings), industrial building construction, and highway and bridge construction. These are based on individual subsector estimates of construction spending from the US Census, and BLS estimates of hours worked. Per the BLS, while single-family home productivity has been stagnant since 1987 and highway and bridge productivity has declined, productivity is up for both multifamily construction and for industrial building construction.
Construction subsector productivity estimates thus generally show stagnant or declining construction productivity, though with significant variation. Some subsectors show increasing productivity, and some show different trends by different metrics. Single-family home construction shows increasing productivity when measured by square feet of home per employee, but unchanging productivity when measured by subsector spending per labor hour; for multifamily home construction, the reverse is true.
Below the level of construction subsectors, we have productivity metrics that look at trends for individual building types, such as the amount of labor required to build a single-family home. These sorts of metrics are much less common, as it’s rare to get detailed project-level productivity data from builders, but are still seen occasionally. In 1964 and 1972 the Bureau of Labor Statistics conducted studies on the number of hours it took to build a single-family home, finding that the average annual percent change in labor hours per square foot was just -0.6% per year (ie: productivity increased, but slowly). The Construction Industry Institute has a “Benchmarking and Metrics Productivity Database” that tracks project-level productivity metrics for submitted projects. A NIST analysis of this database from 2000 to 2007 noted a decline in project-level productivity, measured in output in dollars per labor-hour.
We can construct our own building-level productivity metric by using data from construction estimating guides. Estimating guides, produced by companies like RS Means and Craftsman, provide information on cost, labor, and material requirements for hundreds of different construction tasks, and are used to generate cost estimates for new construction projects. Some companies have also often been producing their estimating guides for many years, making them a valuable tool for analyzing productivity trends; both RS Means and Craftsman have been producing estimating guides since the 1950s.
Starting in 1993, Craftsman’s National Construction Estimator included an estimate of the total number of hours required to build a “typical” single-family home. If we compare the estimated number of hours per square foot in 1993 and 2026, they’re almost identical. The only task that has changed is insulation installation, which took a single man six days in 1993 and now takes one man 3 days. It’s also worth noting that this hours per square foot figure is also virtually the same as the number of hours per square foot calculated by the BLS in their 1964 and 1972 studies.
Thus, project-level measurements of US construction productivity also tend to show a stagnation or a decline in US construction productivity over time.
Finally, below project-level productivity metrics, we have measures that look at productivity of individual construction tasks: laying bricks, framing walls, installing plumbing, and so on. These metrics are fairly commonly used, thanks to the existence of estimating guides. We can look at changes in task-level construction productivity by seeing how the time and labor required for various specific construction tasks has changed in estimating guides over time.
Allmon et al (2000) looked at productivity changes for 20 different construction tasks from 1974 through 1996 using RS Means estimating guide data, and found that labor productivity increased for seven tasks, decreased for two tasks, and was unchanged for 11 tasks. Goodrum et al (2002) looked at productivity changes between 1976 and 1998 for 200 different construction tasks using data from several different estimating guides. They found that labor productivity declined for 30 tasks, was unchanged for 64 tasks, and improved for 107 tasks, with an average growth rate in labor productivity ranging from 0.8% to 1.8% depending on the estimating guide. A follow up study by Goodrum in 2009 that looked at productivity trends in 100 different construction tasks between 1977 and 2004 found a somewhat lower average productivity increase of just 0.47% per year, with significant variation between task categories.
We can also use different versions of estimating guides to do our own analysis of productivity trends. The chart below shows the relative installation rates for 40 different construction tasks which are listed in the RS Means estimating guides from 1985 and 2023. 10 tasks got more productive over the period, 10 got less productive, and 20 tasks were unchanged.
We can also try to calculate installation rates directly, using the values RS Means lists for task labor cost and hourly wages. The chart below shows the installation rates calculated for 17 construction tasks performed by either carpenters or sheet metal workers that were listed in the 1954, 1985, and 2023 version of the RS Means estimating guide.1 Effective installation rates for each task were calculated by dividing unit labor costs for the task by the average worker wage for that task type. By this analysis, 12 of 17 tasks improved in productivity between 1954 and 1985, and 15 of 17 tasks between 1985 and 2023 got more productive.
One challenge with task-level productivity metrics is that we should expect a major mechanism of productivity improvement to be replacing old tasks for new ones. Steel manufacturing became massively more productive with the introduction of the Bessemer process, which took much less time and effort than the previous cementation process, but a task-level analysis — seeing how productivity in the cementation process improved over time — wouldn’t capture this.
One way around this is to look at the categories of tasks necessary for completing a building, rather than specific tasks. We can do this using Craftsman’s National Construction Estimator, which includes a breakdown of what’s necessary to complete a single-family home — excavation, installing doors and windows, running wiring, etc. — and what fraction of the total cost to build a home they make up. By looking at changes in these fractions of total home cost over time, we can see which sorts of tasks have gotten more productive and which have gotten less productive.
The chart below shows the relative fraction of different categories of tasks needed to build a single-family home for 1986 and 2026. Overall, there’s surprisingly little change: most task categories have the same ratio of overall costs in 1986 as they were in 2026, suggesting few types of tasks overall had much change in productivity.
Overall task-level productivity analysis shows significant variation in productivity trends. Looking at published installation rates for several dozen construction tasks between 1985 and 2023 implies that, as with other measures, construction productivity has shown little to no increase. Looking at high-level tasks needed to complete a single-family home also shows few tasks that have improved in productivity. But other analyses yield different results. Calculating implied installation rates using labor costs suggests significant task-level productivity improvement over time. Likewise, various studies of installation rates show construction tasks improving in productivity on average from the 1970s through the 1990s (with rate of improvement perhaps falling off over time).
The above metrics of construction productivity all look at trends in US construction. However, it’s also worth understanding construction productivity trends in other countries. If other countries show substantial construction productivity improvements, that suggests that the US’s productivity challenges are something specific to the US. But if other countries show stagnant or declining construction productivity, that suggests the challenges may be due to broader trends, or to the nature of the process of construction itself.
We can look at international trends in construction productivity at the sector level by using KLEMS databases, which aggregate industry-level productivity data for countries around the world.2 EU KLEMS has productivity data for European countries, as well as the US, UK, Japan, and (for older releases) Korea, Canada, and Australia. Asia KLEMS has productivity data for Japan, Korea, Taiwan, and India. LA KLEMS has productivity data for several Latin American countries, and World KLEMS has links to Russian, Chinese, and Canadian KLEMS data.3
The charts below show changes in construction labor productivity, measured as gross value add per labor hour, for 45 different countries. Productivity has been normalized to equal 100 for the first year in which there’s data.
Per KLEMS data, US construction productivity steadily declined from 1970 to around 1995, after which it leveled off. This is broadly consistent with other measures of US construction-sector productivity, which show either stagnant or declining productivity since roughly the 1960s.
Other countries show a somewhat different historical pattern. For the 20 countries where data goes back to the 1970s (which includes most of Western Europe, the Anglosphere, Japan, and Korea), only one other country, Greece, shows declining construction productivity from 1970 to 1995, and its rate of decline is much lower than the US. Every other country saw rising construction productivity during that period.
Since 1995, however, construction productivity in these 20 countries (minus Canada and Korea, whose time series stopped around 2010) improved much less. Per KLEMS, the US has an average annual rate of improvement of 0.2% per year from 1995 to 2021, which is slightly better than average for this group of 18 countries. Only Belgium and Ireland have maintained a steady, high rate of construction productivity improvement greater than 1% per year.
Starting in the 1980s, there is also KLEMS data for China, Taiwan, and India, and starting in the 1990s there’s data for Eastern Europe, Latin America, and Russia. Taiwan shows improving productivity until around 2000, after which it flattens out/declines. Korea and Russia show similar patterns of improvement followed by stagnation. India’s productivity improvement has remained flat, as has Poland’s, Czechia’s, Malta’s, Cyprus’ and Slovenia’s. Other Eastern European countries have improved in construction productivity since the 1990s, as have Latin American countries (with the exception of Honduras, which has declined significantly over time).
China’s productivity improved from the late 1980s through the 2010s, though its rate of improvement does not appear to be particularly impressive. (It’s roughly similar to the historical rates of improvement seen in Korea, France, Sweden, or Portugal.)
Goldman Sachs also looked at international construction productivity for several large, wealthy countries in a 2026 report. While they also found poor records of construction productivity for most countries since 1990, per their analysis the US had the worst record of construction productivity improvement of any country analyzed. This appears to stem in part from using BEA data for US productivity calculations, which yield a greater productivity decline than other US productivity metrics.

Overall, international construction-sector productivity data suggests that the US is not alone in suffering from stagnant or declining construction sector productivity. Rates of productivity improvement in the US over the last several decades appear broadly similar to improvement rates observed in other large, wealthy countries. Many countries that at one point had substantially improving construction productivity (Western Europe, Korea, Taiwan) have seen it flatten out in recent years. Others (India, Japan) have never seen substantial improvements. The countries that do show sustained, large improvements tend to be either small (Ireland, Denmark, Estonia), poor (Colombia, Peru), or both. Rates of construction productivity improvement are nearly always much lower than improvements seen in manufacturing, or in the economy overall.
Accurately measuring trends in construction productivity means accurately measuring both inputs and outputs over time. There are a number of difficulties in doing this.
For outputs, one major challenge is that outputs might change over time in ways that are difficult to account for. Sector-wide measures of construction productivity, for instance, typically measure construction output in terms of total construction spending, tallying up everything that was spent on construction during the year — housing in Texas, skyscrapers in New York, schools in Washington, and so on. However, if the composition of things that are built in the country changes — if over time there are more homes built in Texas and fewer skyscrapers built in New York — this could distort productivity measures.
For example, assume there are two types of houses, Type A which requires 1000 hours of labor to produce, and Type B which requires 1500 hours of labor to produce. Last year 100 of each type of house were built, yielding 200 total houses built with 250,000 hours of labor. The next year, however, 50 Type A houses and 150 Type B houses were built, yielding 200 total houses built with 275,000 hours of labor. If you simply look at the outputs (200 houses each year) without accounting for the differing difficulty of building them, this looks like a roughly 9% decline in productivity, since it took more hours to build the same number of houses. But what’s actually happened is a shift to building fewer easy to build houses and more hard to build houses. You could in fact get a measured productivity decline even if productivity was improving for each type of house. This is a variation of Simpson’s Paradox, the observation that for groups with differences between them, trends in individual sub-groups can be reversed when looking at the groups collectively.
These effects of a changing output mix aren’t merely theoretical. When Allen (1985) looked at US construction productivity trends from 1968 to 1978, he found that this sort of change in the output mix — specifically, a shift from capital-intensive civil construction to labor intensive home construction — was responsible for the lion’s share of the measured productivity decline.
This sort of shift in the output can also be at work in sub-sector measures of construction productivity. Measures of housing sector productivity, for instance, can be distorted by failing to account for changes in what sort of housing gets built. D’Amico et al. (2023) used “housing units per employee” as a measure of construction productivity, but this measure fails to take into account the fact that on average houses increased in size over time. An average home in 2025 is much larger, and requires more effort to build, than an average home in 1985.
This particular distortion is relatively easily corrected by multiplying the number of homes produced by average home size, to get “square feet of home produced per employee”. As we’ve noted, several studies of construction productivity use this metric. But increasing size isn’t the only way that homes change over time. For one, modern homes are built to stricter building code standards than older homes; they will have greater fire resistance, greater ability to withstand high winds and earthquakes, and greater energy efficiency. For another, modern homes have more amenities and services in them: they’re more likely to have air conditioners, dishwashers, insulation, generally will have more bathrooms, and so on. Thus, a square foot of home built today should be considered as more output than a square foot of home built in 1960.

It can also be challenging to accurately measure inputs to the construction process. Labor is the construction input most often tracked, but this can be subject to its own “input mix” problems — namely, ensuring whether labor hours are all actually being devoted to the outputs being considered. As with changes in the output mix, if there’s a shift in how construction workers are spending their time, this could show up as a change in construction productivity that’s not actually occurring.
For instance, we’ve noted that both D’Amico et al (2023) and Goolsbee and Syverson (2025) include productivity metrics which track the amount of housing produced per residential construction employee. However, workers in residential construction don’t merely build new houses, they also renovate old houses. And there has been a gradual trend upward in spending on residential renovations. Renovations now represent 40-45% of spending on residential construction, up from 20-25% in 1970. Thus some of the measured change in “housing per employee” is likely an artifact of employees increasingly working on renovations. (Goolsbee and Syverson’s housing-per-employee metric likely doesn’t have this problem for post-1990 data, as after that BLS employment data breaks down residential remodeling employment separately).
More generally, if labor isn’t properly accounted for, that will obviously distort any productivity measures. It’s notable that for some of the sub-sector productivity measures produced by the Bureau of Labor Statistics, labor hours worked appears to be much more uniform than changes in output. For industrial buildings, there are several spikes in output (2009, 2015, and 2024) during which labor input stays flat, resulting in productivity spikes. It’s possible these are real (though it seems unlikely that firms suddenly got 50% more productive, then 50% less productive, over just a few years), but it’s also possible these are fictional, at least partially the result of labor inputs not being properly accounted for. Notably, single-family home construction does show labor inputs rising and falling in concert with output, and shows productivity as much flatter over time.
Another problem regarding labor is that many measures of construction specifically measure labor productivity — output per labor hour, or per employee — rather than total factor productivity (output per total amount of inputs). This is a problem because it’s often possible to automate or mechanize construction work — replace labor with capital — in ways that aren’t efficiency-enhancing. Construction automation and mechanization often requires a large amount of equipment to duplicate what’s possible with a relatively small amount of labor. (When I worked at the modular construction startup Katerra, the executives would often complain how hard it was for Katerra, with its expensive factories, to compete with “Bubba and his truck”: low-overhead contractors who used little more than power tools and manual labor.) Thus labor productivity could improve even as overall productivity declined.
A problem related to changes in the output mix is that construction output is often measured in dollars spent. Spending in dollars must be adjusted to account for the fact that the value of a dollar changes over time. This is typically done using what’s known as a deflator, some measure of price changes over time that can be used to convert spending in dollars to a consistent measure of construction output. The Consumer Price Index (CPI), which measures price inflation for a basket of consumer goods over time, is an example of a deflator.
There are several challenges with using deflators. One is simply choosing one that accurately captures price changes relevant to construction. Construction uses certain sorts of inputs whose price changes may not be adequately captured by commonly-used deflators. A spike in the price of building materials (such as was observed during the Covid-19 pandemic) might dramatically raise the costs of construction much more than the CPI rises.
For example, consider a building that requires $100,000 worth of materials, and gets sold for a threefold markup at $300,000. Now an identical building is being planned, but building material prices double, raising the input price to $200,000 and the output price is now $600,000. However, the Consumer Price Index only increases by 10%. Deflating output by the cost of building materials would show identical output for the first and second buildings — the price of the final building doubled, but so did the cost of the input materials. But deflating by the consumer price index, which only rose 10% between the first and second buildings, would now make it appear that the second building was worth much more output than the identical first building.
In practice, this sort of disconnect between construction input prices and other measures of inflation appears rare — in Teicholz’s 2013 article, there was little difference in productivity trends using construction-specific deflators and the more general Consumer Price Index. A more difficult problem with deflators is that a deflator can mask any gains (or losses) in productivity. Ideally we would have a deflator that measured changes in the prices of a finished building — a so-called “output deflator”, which measures the price changes of final goods and services. The Consumer Price Index is an example of an output deflator. However, many construction deflators are “input deflators”, which track changes in the price of various construction inputs — materials, labor, and so on. Using an input deflator can mask changes in productivity, because actual output is not being properly accounted for.
For instance, assume we have a building that requires $100,000 worth of materials, and 1000 hours of labor to build. We sell this building for $300,000. Now suppose that building material prices stay flat, but we figure out a way to build an essentially identical building for $75,000 worth of materials and 750 hours worth of labor, which we sell for $225,000.
In this example, productivity has improved markedly — we’ve gotten an effectively identical building for 75% of the material and 75% of the labor required previously. However, if we used an input deflator, we’d get no measured change in productivity. Output is measured in dollars for both buildings — $300,000 for the first, $225,000 for the second — and the value of the deflator stays the same since input prices haven’t changed. So using an input deflator would make it look like we’re using 75% of the material and labor inputs to get 75% of the output. Conversely, if we got less productive — if it now took $125,000 worth of materials and 1250 hours of labor to build an effectively identical building which we sold for $375,000 — that would also look like productivity being flat, getting 25% more building by using 25% more materials and labor, rather than the decline that it is.
It’s thus important to have some deflator that can capture changes in the actual value of buildings, not merely the prices of their inputs. However, figuring out how much a given amount of construction should be valued is difficult: it’s susceptible both to the output mix problem (a sector-wide deflator needs to account for the fact that the mix of buildings may be changing), and the changing quality problem (your deflator needs to somehow capture the fact that a 1000 square foot house today is “more house” than a 1000 square foot house built in 1975 due to code improvements, more amenities, and so on).
Thus “what deflator to use?” is a perennial problem when analyzing trends in construction productivity. In his 2013 article on construction productivity, Teicholz went so far as to use seven different deflators to analyze construction productivity trends. Goolsbee and Syverson (2025) noted that much of their apparent measured decline of construction productivity was a product of the construction deflator used by the BEA, which showed a much higher rate of increase in construction prices than other deflators: since output is dollars spent divided by the deflator, this would register as a decline in construction output, and thus a decline in productivity, compared to deflators which showed a lower increase in price. Garcia and Molloy (2025) note that the Census Single Family Price Index, a commonly used deflator for single-family home construction, does not fully capture changes in home quality over time: the quality adjustments include things like increases in square footage and changes in HVAC systems, but not things like improved energy efficiency or interior finish quality. Garcia and Molloy estimate that improperly accounted for quality changes result in underestimating single-family construction productivity improvements by up to 0.8% per year.
More generally, the accounting required for accurate sector or sub-sector construction productivity estimates is very difficult. We can see this by looking at changes in KLEMS data over time. New KLEMS releases don’t merely extend the time series for existing data, but they revise and update past data. These revisions can substantially alter productivity trends. Between 2019 and 2024, revisions to the UK KLEMS data resulted in a swing from showing positive construction productivity growth between 1996 and 2016 to those same years showing negative productivity growth. Swedish data revisions showed the opposite, going from negative productivity growth using 2019 data to flat productivity growth using 2024 data.
Task-level metrics of construction productivity are immune to many construction productivity measurement problems. Because we typically have a direct measure of output (materials installed per hour, etc.), we don’t face the problem of converting an output measured in dollars, or of output mix problems that stem from combining different types of outputs into one measure. But task-level metrics have their own challenges. For one, we face the problem of how to go from task-level productivity estimates to estimates of whole building, subsector, or sector productivity. For instance, task-level productivity may be improving on average (as per Goodrum et al. 2002 and 2009), but perhaps the productivity-improving tasks are less commonly used, and the more commonly used ones are showing less growth. It seems notable that for Craftsman’s full-house estimates, only one category of task — insulation installation — improved in productivity from 1993 to 2025.
Another difficulty of task-level measures of productivity is that they’re almost universally based on estimating guide data, rather than data from actual buildings produced. But this is a relatively minor weakness, as there’s good reasons to think that estimating guide data is reasonably accurate: empirically, it’s valuable enough for construction businesses to continue to pay for it over many decades, and estimating guide data seems to largely track data from other sources. Potter and Syverson (2025) noted that RS Means estimates of city-level construction costs largely agreed with construction cost survey data, and Craftman’s task-based estimates for single-family home construction cost aligns with the average price per square foot of new home construction from the US Census.
Overall, it’s hard to be confident of any single metric of construction productivity, due to the numerous, difficult-to-resolve measurement issues at work. Examinations of construction productivity will thus often use multiple metrics. Goolsbee and Syverson (2025) consider several different productivity metrics, and Teicholz (2013) uses several different deflators to try to avoid distortions from any outlier deflators.
Tying this all together, what can we say about trends in US construction productivity?
We can look at trends in productivity — the amount of output we get for a given amount of input — at different levels, from the sector as a whole, to sub-sectors such as housing construction, to individual buildings, all the way down to individual construction tasks. Productivity metrics for the entire construction sector consistently show productivity either staying the same or declining over time, in contrast to other sectors like manufacturing and to the economy overall. We see these trends both in the US and in most large, wealthy countries.
Sub-sector productivity metrics also broadly show stagnant or declining productivity, though not universally. Project and building-level measures of productivity also generally show trends of stagnant or declining productivity, though most of this data is for home construction.
Task-level productivity trend estimates are, like sub-sector trends, somewhat mixed. Some task-level estimates show similar trends of stagnant or declining productivity over time, others show sluggish to modest growth depending on the collection of tasks and the time period considered.
All these estimates must be taken with a grain of salt, as it’s difficult to accurately measure construction inputs and outputs. Productivity estimates can be distorted by a variety of factors, including changes in the output mix, failing to properly account for construction labor inputs, and improperly deflating construction spending.
But these measurement difficulties are tempered by the fact that the estimates almost all point in the same direction. Most measures of construction productivity show at best very low levels of growth, far below what’s observed in the economy overall; many measures show declining productivity. We see some subsectors that may have seen periods of substantially increasing productivity (such as industrial building construction), and evidence that some individual construction tasks have gotten more productive for at least some periods of time, but overall the picture of stagnant productivity growth is fairly consistent.
RSMeans doesn’t give individual trade hourly rates for 1954, so for the 1954-1985 period we’ll simply use the average construction wage increase over that time.
KLEMS stands for capital (K), labor (L), energy (E), materials (M), and services (S).
To calculate productivity using this data — specifically, labor productivity, or the amount of output we get for a specific amount of labor — we can use the “chain linked gross value add” measure, VA_Q or VA_QI in the database. Gross value-add is the value of the outputs (in this case, the buildings and infrastructure produced) minus the value of “intermediate inputs” — materials, services, energy, and other things purchased from outside the sector in question. In other words, it’s the total value that the industry itself contributes. “Chain linked” is a way of adjusting for inflation, by calculating the growth rate for one year using the previous year’s prices, then “chaining” those growth rates together. To get sector productivity, we just divide chain linked gross value-add by a measure of total labor effort in that sector. For that labor effort variable, we’ll use H_EMP, which is the total number of hours worked by “engaged persons” — employees, business owners, and people who are self-employed. For a few countries, we’ll need to calculate labor productivity slightly differently. India’s KLEMS data doesn’t include H_EMP, so we’ll use the number of employees instead. China’s KLEMS data doesn’t include VA_Q, but it does include the growth rate of labor productivity by industry, which provides the same information.
Getting a book out involves some tedium (e.g. trying to proofread the index) as well as many small excitements: here's the full book cover and jackets for Moral Economics:)
I had high hopes and low expectations that the FDA under the new administration would be less paternalistic and more open to medical freedom. Instead, what we are getting is paternalism with different preferences. In particular, the FDA now appears to have a bizarre anti-vaccine fixation, particularly of the mRNA variety (disappointing but not surprising given the leadership of RFK Jr.).
The latest is that the FDA has issued a Refusal-to-File (RTF) letter to Moderna for their mRNA influenza vaccine, mRNA-1010. An RTF means the FDA has determined that the application is so deficient it doesn’t even warrant a review. RTF letters are not unheard of, but they’re rare—especially given that Moderna spent hundreds of millions of dollars running Phase 3 trials enrolling over 43,000 participants based on FDA guidance, and is now being told the (apparently) agreed-upon design was inadequate.
Moderna compared the efficacy of their vaccine to a standard flu vaccine widely used in the United States. The FDA’s stated rationale is that the control arm did not reflect the “best-available standard of care.” In plain English, that appears to mean the comparator should have been one of the ACIP-preferred “enhanced” flu vaccines for adults 65+ (e.g., high-dose/adjuvanted) rather than a standard-dose product.
Out of context, that’s not crazy but it’s also not necessarily wise. There is nothing wrong with having multiple drugs and vaccines, some of which are less effective on average than others. We want a medical armamentarium: different platforms, different supply chains, different side-effect profiles, and more options when one product isn’t available or isn’t a good fit. The mRNA vaccines, for example, can be updated faster than standard vaccines, so having an mRNA option available may produce superior real-world effectiveness even if it were less efficacious in a head-to-head trial.
In context, this looks like the regulatory rules of the game are being changed retroactively—a textbook example of regulatory uncertainty destroying option value. STAT News reports that Vinay Prasad personally handled the letter and overrode staff who were prepared to proceed with review. Moderna took the unusual step of publicly releasing Prasad’s letter—companies almost never do this, suggesting they’ve calculated the reputational risk of publicly fighting the FDA is lower than the cost of acquiescing.
Moreover, the comparator issue was discussed—and seemingly settled—beforehand. Moderna says the FDA agreed with the trial design in April 2024, and as recently as August 2025 suggested it would file the application and address comparator issues during the review process.
Finally, Moderna also provided immunogenicity and safety data from a separate Phase 3 study in adults 65+ comparing mRNA-1010 against a licensed high-dose flu vaccine, just as FDA had requested—yet the application was still refused.
What is most disturbing is not the specifics of this case but the arbitrariness and capriciousness of the process. The EU, Canada, and Australia have all accepted Moderna’s application for review. We may soon see an mRNA flu vaccine available across the developed world but not in the United States—not because it failed on safety or efficacy, but because FDA political leadership decided, after the fact, that the comparator choice they inherited was now unacceptable.
The irony is staggering. Moderna is an American company. Its mRNA platform was developed at record speed with billions in U.S. taxpayer support through Operation Warp Speed — the signature public health achievement of the first Trump administration. The same government that funded the creation of this technology is now dismantling it. In August, HHS canceled $500 million in BARDA contracts for mRNA vaccine development and terminated a separate $590 million contract with Moderna for an avian flu vaccine. Several states have introduced legislation to ban mRNA vaccines. Insanity.
The consequences are already visible. In January, Moderna’s CEO announced the company will no longer invest in new Phase 3 vaccine trials for infectious diseases: “You cannot make a return on investment if you don’t have access to the U.S. market.” Vaccines for Epstein-Barr virus, herpes, and shingles have been shelved. That’s what regulatory roulette buys you: a shrinking pipeline of medical innovation.
An administration that promised medical freedom is delivering medical nationalism: fewer options, less innovation, and a clear signal to every company considering pharmaceutical investment that the rules can change after the game is played. And this isn’t a one-product story. mRNA is a general-purpose platform with spillovers across infectious disease and vaccines for cancer; if the U.S. turns mRNA into a political third rail, the investment, talent, and manufacturing will migrate elsewhere. America built this capability, and we’re now choosing to export it—along with the health benefits.
The post I Regret to Inform You that the FDA is FDAing Again appeared first on Marginal REVOLUTION.
Hat tip: Logan Dobson.
The post That Was Then/This is Now appeared first on Marginal REVOLUTION.

United Launch Alliance said an issue affected one of the four solid rocket boosters that helped propel its Vulcan rocket into space Thursday on a mission for the United States Space Force. Despite the problem the rocket, making only its fourth flight, continued on its planned trajectory, the company said.
The 202-foot-tall (61.6 m) rocket thundered away from pad 41 at Cape Canaveral Space Force Station at 4:22 a.m. EST (0922 UTC) but less than 30 seconds into the flight, there appeared to be a burn through of one of the nozzles on a Northrop Grumman-built graphite epoxy motor (GEM) 63XL solid rocket boosters (SRBs).
Shortly after, as the rocket performed its pitch over maneuver, the vehicle began to roll in a more pronounced way than is typical for this stage of flight. The Vulcan rocket appeared to counteract the anomaly and the SRBs jettisoned as planned at T+ 1 minute, 37 seconds into the flight.
“We had an observation early during flight on one of the four solid rocket motors, the team is currently reviewing the data,” ULA said in a statement roughly an hour after liftoff. “The booster, upper stage, and spacecraft continued to perform on a nominal trajectory.”
Roughly 20 seconds after the liftoff of ULA’s Vulcan rocket on the USSF-87 mission, there appeared to be a possible burn through of at least one of the solid rocket booster nozzles. We’ve reached out to ULA for comment. Video shot by @ABernNYC for Spaceflight Now
Watch: pic.twitter.com/u2sFmlxSih
— Spaceflight Now (@SpaceflightNow) February 12, 2026
The rocket was carrying the USSF-87 mission. It’s a series of payloads for the U.S. Space Force, highlighted by at least one Geosynchronous Space Situational Awareness Program (GSSAP) satellite, though two may be onboard.
ULA leadership said prior to launch that it would be roughly 10 hours from liftoff until the end of the mission, so it might be Thursday afternoon before an update on the status of the payload is given.

This was ULA’s second national security mission following completion of the Vulcan rocket’s certification in March 2025. There are several more on the company’s launch manifest for 2026, including a GPS satellite and satellites for the Space Force’s Space Development Agency.
ULA’s plan for 2026 was to launch 16 to 18 missions with Vulcan. The latter vehicle would launch from both coasts.
The “observation” noted on one of the SRBs on Thursday morning’s flight marks the second time in just four flights that ULA ran into a similar issue.
A burn through was noted during the second certification launch of Vulcan back on Oct. 4, 2024. ULA and Northrop Grumman went through a series of tests and analysis to address the anomaly, including a hot fire test in Utah.
Ultimately, the U.S. Space Force deemed Vulcan capable to launch national security payloads for it and the National Reconnaissance Office (NRO). The USSF-106 mission on Aug. 12, 2025, went smoothly, giving ULA leadership confidence in their launch vehicle.
“We’ve had a couple of anomalies that we’ve worked through. You all are aware of those. Those are behind us now and so the Vulcan rocket is ready to go,” said John Elbon, the interim CEO of ULA, during a virtual media roundtable on Tuesday.

David’s handcrafted figurines pay tribute to cultural icons. His latest project takes on his greatest hero, his late brother
- by Aeon Video

In their visions of the underworld Dante and Milton were truly subversive, incorporating predecessors into their own repudiation
- by Charlie Ericson
On Tuesday night, the Federal Aviation Administration closed airspace up to 18,000 feet above the El Paso International Airport in Texas, saying the restrictions would be in place for 10 days. Then, less than 10 hours later, the federal agency reopened the airspace, allowing planes to land and take off at the busy airport.
About an hour after lifting the restrictions, US Secretary of Transportation Sean Duffy, whose responsibilities include overseeing the FAA, explained the unexpected closure by saying, "The FAA and DOW acted swiftly to address a cartel drone incursion." (The Trump Administration refers to the Department of Defense as the Department of War, or DOW, although its legal name remains the former.)
Not everyone agrees with Duffy's account.
Following the removal of 50% of unauthorized immigrants, in the short run average native real wages rise 0.15% nationally, driven by an increase in the capital-labor ratio. In the long run, however, native real wages fall in every state, and by 0.33% nationally, as capital gets decumulated in response to a lower population. Consumer prices in the sectors intensive in unauthorized workers – such as Farming – rise by about 1% relative to the price of the average consumption basket, while most other sectors experience negligible relative price changes.
That research result is from
The post The economics of mass deportation appeared first on Marginal REVOLUTION.
Mark Gurman, reporting for Bloomberg:
After planning to include the new capabilities in iOS 26.4 — an operating system update slated for March — Apple is now working to spread them out over future versions, according to people familiar with the matter. That would mean possibly postponing some features until at least iOS 26.5, due in May, and iOS 27, which comes out in September. [...]
In recent days, Apple instructed engineers to use the upcoming iOS 26.5 in order to test new Siri features, implying that the functionality may have been moved back by at least one release. Internal versions of that update now include a notice describing the addition of some Siri enhancements. One feature is especially likely to slip: the expanded ability for Siri to tap into personal data. That technology would let users ask the assistant to, say, search old text messages to locate a podcast shared by a friend and immediately play it.
Internal iterations of iOS 26.5 also include a settings toggle allowing employees to enable a “preview” of that functionality. That suggests Apple is weighing the idea of warning users that the initial launch is incomplete or may not work reliably — similar to what it does with beta tests of new operating systems.
When Gurman began reporting about personalized Siri delays a year ago, his reporting turned out to be exactly right. If these features are going to drop in iOS 26.4, they should be in pretty good shape right now internally. If they’re in bad shape right now in internal builds, it’s really hard to see how they could drop in iOS 26.4. And once you start talking about iOS 26.5 (let alone 26.6), we’d be getting really close to WWDC, where Apple’s messaging will turn to the version 27 OSes.
Something still seems rotten.
Launch Complex 39A at NASA's Kennedy Space Center in Florida is accustomed to getting makeovers. It got another one Wednesday with the removal of the Crew Access Arm used by astronauts to board their rides to space.
Construction workers first carved the footprint for the launch pad from the Florida wetlands more than 60 years ago. NASA used the site to launch Saturn V rockets dispatching astronauts to the Moon, then converted the pad for the Space Shuttle program. The last shuttle flight lifted off from Pad 39A in 2011, and the agency leased the site to SpaceX for use as the departure point for the company's Falcon 9 and Falcon Heavy rockets.
SpaceX started launching from Pad 39A in 2017, then installed a new Crew Access Arm on the pad's tower the following year, replacing the aging shuttle-era arm that connected to the hatches of NASA's orbiters. SpaceX added the new arm ahead of the first test flight of the company's human-rated Crew Dragon spacecraft in 2019. Astronauts started using the pathway, suspended more than 200 feet above the pad surface, beginning with the first crew flight on a Dragon spacecraft in 2020.
The OC Register reports that the gods are angry with Disney:
ORLANDO, Fla. (AP) — A Walt Disney World worker in Florida was injured while attempting to stop a large runaway prop boulder from rolling into seated spectators at the Indiana Jones live show.
The worker at the “Indiana Jones Epic Stunt Spectacular” at the Disney’s Hollywood Studios park was knocked to the ground by the 400-pound prop boulder after it moved off its track on Tuesday and started rolling toward audience members. Another worker stopped the boulder before it reached the spectators.
“But Trump achieved Operation Warp Speed in his first term.” File that under the accuracy of broken clocks:
I’ve often wondered how long it would be before the global political re-alignment that we are seeing begins to impact the economic policy views of the various political parties. The Economist has an interesting piece on “low-tax lefties”:
On the left, tax has turned from a fundamental bargain with the state to a cost-of-living issue. Why should young grumpy professionals who dominate the British left pay more when they receive so little? “Nick, 30 ans”, a French meme about an overtaxed young professional, is beloved by the online right in Britain, who assume that fed up yuppies will flock to the right for lower taxes. Run this demographic through a pollster’s table and it soon becomes clear “Nick” probably voted Labour at the last election. Would he still, if Labour put up his taxes? “Cut bills, tax billionaires,” says Mr Polanski. After all, “Nick” is not a billionaire.
Back in 2008 I wrote a paper entitled The Great Danes. Ever since then, I’ve been obsessed with Denmark (a country I’ve never visited.) This caught my eye:
On December 30th PostNord will take things further: after 400 years, it will end its collection and delivery of letters entirely.
Denmark will be the first European country to do so.
And on a less positive note, this one too:
In Britain, natives and foreign-born people have almost identical employment rates, and migrant employees earn more. In Denmark, by contrast, natives are employed at substantially higher rates than immigrants or their descendants. The PISA education tests carried out by the oecd, a club of mostly rich countries, show that the children of migrants fare poorly in Denmark and well in Britain (see chart 2). Indeed, migrants’ children in Britain score higher in both maths and reading than native Danes.
The two countries have different immigration traditions. Like many European countries, Denmark opened its labour market to “guest workers” in the 1960s, implying that anyone who arrived was temporary. Britain drew from its current and former colonies. Although Commonwealth migrants suffered appalling racism, they clung to the view that they were fully British, and eventually ground almost all white Britons into agreeing.
Much of the world (including the US) is moving away from neoliberalism. The Vietnamese have a better idea:
In May, Vietnam issued Resolution 68, recasting the private sector as “the most important driving force” of the economy and aiming to boost its size. The new law promises easier access to land, capital and regulatory permissions for private firms. It aims to empower smaller businesses, as well as spurring conglomerates to compete abroad. A range of other initiatives are in motion, too, from supercharging Vietnam’s r&d capacity to transforming the port city of Da Nang into a global financial hub.
Perhaps most importantly, Mr Lam has directed Vietnam’s bureaucrats to move with haste. Too often in the past their aversion to risk has stood in the way of dynamism. He has abolished five ministries and eliminated an entire layer of the bureaucracy. He is reducing the number of provinces from 63 to 34. The civil service is set to shrink by 100,000 jobs.
In contrast, American economic policy (under both Biden and Trump) is weakening the hand of China’s neoliberals:
China is confident of its leverage over America. That swagger is hard for trade partners to take. But its intransigence has still deeper roots. China’s rulers like their plan to dominate the commanding heights of global manufacturing, and do not wish to change.
Reform-minded Chinese share foreigners’ fears that this manufacturing drive is unsustainable. But party bosses see Mr Trump’s adoption of Chinese-style industrial policies, including government demands for stakes in leading companies, as an endorsement of their own approach. Equally, they feel vindicated in their obsession with self-reliance. Their distrust of America is now near-total, after Mr Trump’s attempts to choke off China’s access to American technologies, interspersed with campaigns to sell China more of them. America “made a huge mistake”, says the Chinese economist. It “woke up China”, but could not prevent the country from developing world-beating industries.
Mr Trump came to power promising a manufacturing boom for the ages. It would be awkward if he succeeds, but in China.
Iraq still has major problems, but an article in the Economist suggests that things are getting better:
[Mr Sudani] oversees powerful investment committees that can swiftly approve projects. “What we used to do in a year or two, they can now do in one sitting,” says Namir al-Akabi, chairman of Amwaj, one of Iraq’s largest real-estate firms, which is throwing up apartment blocks across Baghdad.
Progress goes beyond the capital. Mr Sudani has digitised many government services. The passport office in Baghdad issues new travel documents within 45 minutes; officials claim they are the fastest in the world. Until 2023, annual customs income had never exceeded 900bn Iraqi dinars ($690m). This year it is expected to exceed 3trn dinars. The days of dodging fees by importing containers of iPhones as bananas are over, thanks to digitisation, says one un official.
Government salaries are no longer paid in cash. Payments for government services, such as those speedy new passports, can be made only with a bank card. Five years ago almost no one in Iraq had one; today they are essential.
Morocco has recently adopted a number of economic reforms, which seem to be paying off:
The results include a high-speed train that runs up the country’s west coast. On the road into Tanger Med, drivers pass endless wind and solar farms, as well as special economic zones ready to welcome investment.
Perhaps the biggest draw for European firms is a free-trade agreement that was struck with the EU in 2000. Preferential deals with 60 other countries have followed. This drew big investments by carmakers such as Renault and later Stellantis . . .
Last year Morocco became the biggest exporter of cars and parts to Europe, surpassing China and Japan.
Morocco is a manufacturing powerhouse? Who knew?
In some cases, Trump is indirectly pushing other countries in a positive direction. Here’s the Economist:
When it comes to the bilateral relationship, Mr Carney acknowledges Mr Trump’s oft-repeated claim that the United States “has the cards”. But he insists that there is “not just one game” and that Canada is “going to play other games with other players”. He has cut taxes and simplified regulation to foster an infrastructure boom at home; he says he will double Canada’s rate of home-building; he is working to eliminate the significant trade barriers between Canada’s provinces. The other players are Europe and Asia, with which Mr Carney wants to expand trade dramatically. “We can give ourselves far more than the United States can take away,” says Mr Carney. . . .
Mr Carney also wants to get Canada “building infrastructure at a pace and a scale that we haven’t done for generations”. That includes oil pipelines, port expansion, electricity transmission lines, critical-mineral mines and, of course, housing. He has cancelled a planned rise in capital-gains tax and is “changing the way we do regulation in this economy so there’s much greater certainty”, in the hope of stimulating investment.
And India:
The European Union and India concluded a free-trade agreement after almost two decades of negotiations, part of an effort to deepen economic ties that has gained momentum due to the Trump administration’s aggressive tariff policies.
Tariffs are making the US a very expensive place to do manufacturing:
LOL:
California is losing population, but it’s not because lots of people are leaving the state. Instead, hardly anyone is moving here (except me in 2017.)
Note that 2.1% of Americans changed states in 2024. That same year, 1.7% of Californians left for other parts of the U.S. That below-average departure rate is also down from California’s 2% departure rate in 2021-23.
California is among the states with the most loyal residents. For 2024, only Michigan (1.3%), Ohio (1.5%), and Texas (1.6%) had smaller departure rates.
Oh, Florida’s exit rate was 2.2% of its population, ranking No. 30.
California is sort of like another country, where gasoline costs $5/gallon and a modest ranch house can cost $1 or $2 million. Just as people rarely move from one country to another, people rarely move in or out of California.
Left wingers: Don’t have whites play black roles.
Right wingers: Don’t have blacks play white roles.
Me: End identity politics. Become a colorblind society.
The Economist recently interviewed a bunch of patriotic MAGA-types who work at some of those innovative military tech companies in El Segundo, California. This caught my eye:
Asked why Neros does this in California, rather than in a more pro-business, pro-Pentagon state like Texas, he smiles mockingly. “The best engineers in the world don’t want to live in Texas,” he snorts.
If you wish to know what he’s talking about, check out this tweet.
Seeing this headline in the Free Press got me thinking about how the alt-right decides to assign different moral worth to different ethnic groups:
The media is obsessed with sex and violence, which is why there’s so much coverage of ICE killings and the Epstein files. Meanwhile, this story has attracted relatively little attention. (The National Review has more detailed information.)
The Economist has a good article explaining how Britain’s Reform party is beginning to adopt the issue positions of the Conservatives:
If the personnel are beginning to look similar, so is the governing philosophy. Britain’s fundamental problem is a lack of economic growth, which Reform has little intention of solving. The simplest policy prescriptions that would make Britain richer—making it easier to build, being open to foreign talent, making trade easier with Europe—are anathema to Reform, just as they were to the Tories. By the end of their tenure the Conservatives relied on elderly voters who had little interest in economic growth. Why should they? They will live through the upheaval yet not feel the benefit. Reform is repeating this. By 2024 the Tories were a right-wing party wedded to policies that will make Britain poorer. Come 2029 Reform will accept that mantle.
In recent weeks, the Economist has published a series of articles suggesting that alcohol may have helped to create the modern world:
Edward Slingerland of the University of British Columbia argues that alcohol was not merely a companion of progress but a precondition. His “drunk hypothesis”, proposed in 2021, is that alcohol’s effects on the human pre-frontal cortex drove the emergence of large-scale, stratified societies by allowing “fiercely tribal primates to co-operate with strangers”. Human societies are so complex, and depend so much on creativity and the cultural transmission of knowledge, that humans could not have built civilisation without first getting drunk enough to intermingle and co-operate to a degree that is unusual for other species.
A few weeks later they discussed another study:
It would be wrong to minimise the real health risks associated with drinking, particularly as researchers have raised serious doubts over earlier findings of a “J-shape curve” in which those who drink moderately were thought to be healthier than both heavy drinkers and those who abstain entirely. Even so, alcohol itself often provides the lubricant around which many people socialise. Researchers at the University of Oxford noted in a paper published in 2017 that regulars at a local pub are “more socially engaged, feel more contented in their lives, and are more likely to trust other members of their community”.
You won’t find this information at MarginalRevolution! Seriously, I’m not a drinker, but that’s for health reasons, not by choice. (I love the taste of wine.)
Unlike in the West, anti-immigrant attitudes in Japan are more common in urban areas:
[A]nti-foreigner turn risks setting the LDP further at odds with the many Japanese voters who still take a moderate position on immigration. Japan’s business leaders tend to favour policies aimed at expanding the number of foreign workers. And the governors of Japan’s 47 prefectures, worried by the tone of debates, recently banded together to issue a statement in support of multiculturalism. “Xenophobia must not be tolerated,” said the leader of their association.
Perhaps surprisingly, Japanese from the countryside tend to be more open to newcomers than urbanites. The reason is that labour shortages have hit rural areas hardest . . . “We’ll be in deep trouble if the foreigners stop coming here,” says Mizuno Daisuke, the boss of a fishing co-operative on the island of Shikoku. Half of his employees are Indonesian. “We should only be saying thanks.”
23. Isn’t this ironic?
Chinese firms are already hearing loud demands from European and other governments to transfer more advanced technologies to foreign partners, and to source more components from local supply chains. The European Union is debating “buy European” local-content rules for public procurement contracts, in a bid to give such demands some bite. Still, many Chinese businesses will try to keep their most valuable operations at home.
What would Michael Scott say?
This Economist story is worth thinking about:
In 2024 Brightline transported 2.8m people in Florida. But 41 people also died in accidents involving its trains, according to the Federal Railroad Administration (FRA). Its data excludes suicides. Since launching in 2018 over 180 people have been killed, including suicide cases, according to data collated by the Miami Herald. . . . By international standards, the death toll is astonishing. In the year to March 2025 Britain’s railways transported 1.7bn people and around a dozen people were killed on train tracks.
On a per trip basis, Brightline is more than 2000 times more dangerous. The per mile difference may be smaller but certainly wouldn’t explain this enormous difference. A small airline like Spirit Airlines carries 44 million passengers per year. Imagine if they had 15 commuter plane crashes every year, with each plane carrying 41 passengers.
To be clear, I’m not suggesting that we pay too little attention to Brightline deaths; I’m suggesting we pay too much attention to airline crashes. But why the difference?
When sober, all civilized people insist that stupid people don’t deserve to die. But throw back a few beers and people start making jokes about “Florida Man” and “Darwin Award winners”:
The FRA data show that all of the accidental fatalities on Brightline tracks last year involved trespassers. “If you’re pointing the finger at the train, you’re looking at the wrong source of the problem,” says Alfred Sanchez, head of the Greater Miami Chamber of Commerce. On his daily commute home he used to cross a Brightline track and would see people trying to manoeuvre past the guardrails—in cars, on foot and on bikes. “I don’t know why people don’t take it more seriously here, but they do not take it more seriously,” he says.
At least subconsciously, this may explain why we tolerate many more deaths in some areas than in others.
From Charles I. Jones and Christopher Tonetti:
How muchof past economic growth is due to automation, and what does this imply about the effects of A.I. and automation in the coming decades? We perform growth accounting using a task-based model for key sectors in the U.S. economy. Historically, TFP growth is largely due to improvements in capital productivity. The annual growth rate of capital productivity is at least 5pp larger than the sum of labor and factor-neutral productivity growth. The main benefit of automation is that we use rapidly-improving machines instead of slowly-improving humans on anincreasing set of tasks. Looking to the future, we develop an endogenous growth model in which the production of both goods and ideas is endogenously automated. We calibrate this model based on our historical evidence. Two key findings emerge. First, automation leads economic growth to accelerate over the next 75 years. Second, the acceleration is remarkably slow. By 2040, output is only 4% higher than it would have been without the growth acceleration, and by 2060 the gain is still only 19%. A key reason for the slow acceleration is the prominence of “weak links” (an elasticity of substitution among tasks less than one). Even when most tasks are automated by rapidly improving capital, output is constrained by the tasks performed by slowly-improving labor.
And an important sentence from the paper itself:
…, the key gain from automation is that it allows production of a task to shift away from slowly-improving human labor to rapidly-improving machines.
The authors stress that those are preliminary results, and the numbers are likely to change. For the pointer I thank the excellent Kurtis Hingl, who is also my research assistant.
The post Past Automation and Future A.I.: How Weak Links Tame the Growth Explosion appeared first on Marginal REVOLUTION.
Nestled among high snowy peaks in northern Italy, Cortina d’Ampezzo is hosting athletes in the 2026 Winter Olympics and Paralympics who are skiing, sliding, and curling toward a spot on the podium. The scenic mountain town is the co-host, along with Milan, of the international sporting extravaganza.
Cortina sits within the Dolomites, a mountain range in the northern Italian Alps known for its sheer cliffs, rock pinnacles, tall peaks, and deep, narrow valleys. In this three-dimensional oblique map, several peaks over 3,000 meters (10,000 feet) tall rise above the town. To create the map, an image acquired with the OLI (Operational Land Imager) on Landsat 8 on January 27, 2026, was overlaid on a digital elevation model.
Tofana di Mezzo, the third-highest peak in the Dolomites at 3,244 meters (10,643 feet), is the site of the Tofane Alpine Skiing Centre, the venue for the Olympic women’s Alpine skiing and all Paralympic skiing events. Competitors on the Olympia delle Tofane course descend 750 meters (2,460 feet), reaching high speeds and catching big air along the way. A highlight is the steep, 33-degree drop through the Tofana Schuss, a chute bounded by tall rock walls near the top of the course.
More adrenaline-filled races are taking place at the Cortina Sliding Centre, the venue for bobsled, luge, and skeleton events. Athletes are competing on a rebuilt version of the track used in the 1956 Olympics, hosted by Cortina. And curlers, trading speed for strategy, are going for gold at the Cortina Curling Olympic Stadium, built for the 1956 Olympic figure skating competition and opening ceremony. (There is indeed a theme: almost all of the 2026 Games are being held in existing or refurbished facilities.)




January 27, 2026
These Landsat images show Cortina and its surrounding alpine terrain in natural color and false color. The band combination (6-5-4) highlights areas of snow (light blue), while steep, mostly snow-free cliffs stand out as areas of light brown, and forests appear green.
Locations across the Italian Alps join Cortina in hosting the snow sports, which also include cross-country skiing, ski jumping, ski mountaineering, and snowboarding. As with many past Olympics, the 2026 Winter Games are manufacturing snow at the various venues to ensure consistent conditions. New high-elevation reservoirs were created to store water for snowmaking, according to reports. Automated systems are being used to limit snow production to the minimum amount required, and most snowmaking operations are being powered by renewable energy, the International Olympic Committee said.
Snowfall in northern Italy was below average at the start of the season, but a storm on February 3—three days before the opening ceremony—eased some of the need for snowmaking. Still, snow coverage and the ability of Winter Olympic venues to maintain consistent conditions are areas of concern as global temperatures rise. Researchers studying the issue have suggested several ways to address this, including holding competitions at higher elevations, choosing regional or multi-country hosts, and shifting the Paralympic Games from early March to January or February when it’s typically colder and snowier.
NASA Earth Observatory images by Michala Garrison, using Landsat data from the U.S. Geological Survey and elevation data from TINITALY. Story by Lindsey Doermann.
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About 2,900 Olympic athletes have converged on northern Italy to sort out who is the GOAT—or perhaps the stoat.

Very wet—but very warm—weather in the western U.S. has left many mountainous regions looking at substantial snowpack deficits.

Satellites observed a frozen landscape across much of the country after a massive winter storm.
The post Reaching Top Speed in the Dolomites appeared first on NASA Science.
In each successive generation of code creation thus far, we’ve abstracted away the prior generation over time. Usually, only a small percentage of coders still work on the lower layers of the stack that used to be the space where everyone was working. I’ve been coding long enough that people were still creating code in assembly when I started (though I was never any good at it!), though I started with BASIC. Since BASIC was an interpreted language, its interpreter would write the assembly language for me, and I never had to see exactly what assembly language code was being created.
I definitely did know old-school coders who used to, at first, check that assembly code to see if they liked the output. But eventually, over time, they just learned to trust the system and stopped looking at what happened after the system finished compiling. Even people using more “close to the metal” languages like C generally trust that their compilers have been optimized enough that they seldom inspect the output of the compiler to make sure it was perfectly optimized for their particular processor or configuration. The benefits of delegating those concerns to the teams that create compilers, and coding tools in general, yielded so many advantages that that tradeoff was easily worth it, once you got over the slightly uncomfortable feeling.
In the years that followed, though a small cohort of expert coders who would hand-tune assembly code for things like getting the most extreme performance out of a gaming console, most folks stopped writing it, and very few new coders learned assembly at all. The vast majority of working coders treat the output from the compiler layer as a black box, trusting the tools to do the right thing and delegating the concerns below that to the toolmakers.
We may be seeing that pattern repeat itself. Only this time, the abstraction is happening through AI tools abstracting away all the code. Which can feel a little scary.
Just as interpreted languages took away chores like memory management, and high-level languages took away the tedium of writing assembly code, we’re starting to see the first wave of tools that completely abstract away the writing of code. (I described this in more detail in the piece about codeless softwarerecently.
The individual practice of professionalizing the writing of software with LLMs seems to have settled on the term “agentic engineering”, as Simon Willison recently noted.
But the next step beyond that is when teams don’t write any of the code themselves, instead moving to an entirely abstracted way of creating code. In this model, teams (or even individual coders):
With this kind of model deployed, the software that is created can essentially be output from the system in the way that assembly code or bytecode is output from compilers today, with no direct inspection from the people who are directing its creation. Another way of thinking about this is that we’re abstracting away many different specific programming languages and detailed syntaxes to more human-written Markdown files, created much of the time in collaboration with these LLM tools.
Presently, most people and teams who are pursuing this path are doing so with costly commercial LLMs. I would strongly advocate that most organizations, and especially most professional coders, be very fluent in ways of accomplishing these tasks with a fleet of low-cost, locally-hosted, open source/open-weight models contributing to the workload. I don’t think they are performant enough yet to accomplish all of the coding tasks needed for a non-trivial application yet, but there are a significant number of sub-tasks that could reasonably be delegated. More importantly, it will be increasingly vital to ensure that this entire “codeless compilation” stack for agentic engineering works in a vendor-neutral way that can be decoupled from the major LLM vendors, as they get more irresponsible in their business practices and more aggressive towards today’s working coders and creators.
For many, those worries about Big AI are why their reaction to these developments in agentic coding make them want to recoil. But in reality, these issues are exactly why we desperately need to engage.
Many of the smartest coders I know have a lot of legitimate and understandable misgivings about the impact that LLMs are having on the coding world, especially as they’re often being evangelized by companies that plainly have ill intent towards working coders. It is reasonable, and even smart, to be skeptical of their motivations and incentives.
But the response to that skepticism is not to reject the category of technology, but rather to capture it and seize control over its direction, away from the Big AI companies. This shift to a new level of coding abstraction is exactly the kind of platform shift that presents that sort of opportunity. It’s potentially a chance for coders to be in control of some part of their destiny, at a time when a lot of bosses clearly want to get rid of as many coders as they can.
At the very least, this is one area where the people who actually make things are ahead of the big platforms that want to cash in on it.
I think a lot of coders are going to be understandably skeptical. The most common concern is, “I write really great code, how could it possibly be good news that we’re going to abstract away the writing of code?”. Or, “How the hell could a software factory be good news for people who make software?”
For that first question, the answer is going to involve some grieving, at first. It may be the case that writing really clean, elegant, idiomatic Python code is a skill that will be reduced in demand in the same way that writing incredibly performant, highly-tuned assembly code is. There is a market for it, but it’s on the edges, in specific scenarios. People ask for it when they need it, but they don’t usually start by saying they need it.
But for the deeper question, we may have a more hopeful answer. By elevating our focus up from the individual lines of code to the more ambitious focus on the overall problem we’re trying to solve, we may reconnect with the “why” that brought us to creating software and tech in the first place. We can raise our gaze from the steps right in front of us to the horizon a bit further ahead, and think more deeply about the problem we’re trying to solve. Or maybe even about the people who we’re trying to solve that problem for.
I think people who create code today, if they have access to super-efficient code-creation tools, will make better and more thoughtful products than the financiers who are currently carrying out mass layoffs of the best and most thoughtful people in the tech industry.
I also know there’s a history of worker-owned factories being safer and more successful than others in their industries, while often making better, longer-lasting products and being better neighbors in their communities. Maybe it’s possible that there’s an internet where agentic engineering tools could enable smart creators to build their own software factories that could work the same way.