Almost a quarter-billion calls are placed to 911 each year in the United States. A large share of them involve social problems, not crimes or emergencies—yet police are dispatched in response. This review traces how the 911 emergency system’s institutional design shapes demand for police, who is excluded from or ill served by this system, and what alternatives exist, including nonemergency lines (with police response), government hotlines (211, 311, 988), civilian crisis teams, and community-based resources. Among the universe of municipal police departments with at least 100 sworn officers in 2020, covering 107 million US residents, police have absorbed broad social service functions, with the availability of formal alternatives restricted to the largest cities. The evidence suggests that the primacy of police reflects institutional reproduction more than public need. I propose priorities for future research.
For the New York Times Magazine this Sunday, I talked to Clive Thompson about one of the conversations that I'm having most often these days: What happens to coders in this current moment of extraordinarily rapid evolution in AI? LLMs are now quickly advancing to where they can virtually become entire software factories, radically changing both the economics and the power dynamics of software creation — which has so far mostly been used to displace massive numbers of tech workers.
But it's not so simple as "bosses are firing coders now that AI can write code".
For one thing, though there are certainly a lot of companies where executives are forcing teams to churn out slop code, and using that as an excuse to carry out mass layoffs, there are plenty of companies where "AI" is just a buzzword being used as a pretense for layoffs that owners have wanted to do anyway. And more importantly, there are a growing number of coders who are having a very different experience with the tools than those bosses may have expected — and a very different outcome than the Big AI labs may have intended. As I said in the story:
“The reason that tech generally — and coders in particular — see LLMs differently than everyone else is that in the creative disciplines, LLMs take away the most soulful human parts of the work and leave the drudgery to you,” Dash says. “And in coding, LLMs take away the drudgery and leave the human, soulful parts to you.”
This is a point that's hard for a lot of my artist friends to understand: how come so many coders don't just hate LLMs for stealing their work the way that most writers and photographers and musicians do? The answer boils down to three things:
Coders have long had a history of openly sharing code with each other, as part of an open source, collaborative culture that goes back for more than half a century.
Tools for writing and creating code have almost always offered a certain degree of automation and reuse of work, so generating code doesn't feel like as radical a departure from past practices.
Software development is one of the fields with the least-advanced cultures around labor, as workers have almost no history of organizing, and many coders tend to side much more with management as they've been conditioned to think of themselves as "future founders" rather than being in solidarity with other workers.
What this means is, attitudes about automation and worker displacement in tech are radically different than they would be in something like the auto industry, and in many cases, I've found that being part of a coder workforce has meant witnessing a level of literacy about past labor movements that is shockingly low, even though their technical knowledge is obviously extremely high.
Coders, in their heads and hearts
To be somewhat reductive about it, there are two main cohorts of coders. A larger, less vocal, group who see coding as a stable, well-paying career that they got into in order to support themselves and their families, and to partake in the upward economic mobility that the tech sector has represented for the last few decades. Then there is the smaller, more visible, group who have seen coding as an avocation, which they were drawn to as a form of creative expression and problem-solving just as much as a career opportunity. They certainly haven't been reluctant to capitalize on the huge economic potential of working in tech — this is the group that most startup founders come from — but coding isn't simply something they do from 9 to 5 and then put away at the end of the day. For those of us in this group (yeah... I'm one of these folks), we usually started coding when we were kids, and we have usually kept doing it on nights and weekends ever since, even if it's not even part of our jobs anymore.
Both cohorts of coders are in for a hard time thanks to the new AI tools, but for completely different reasons.
For the 9 to 5
The people who started to write software just because it represented a stable job, but who don't see it as part of their own personal identity, are going to be devastated by the ruthlessness with which their bosses will swing the ax. These new LLM-powered software factories can generate orders of magnitude more of the standardized business code that tends to be the bread-and-butter work for these journeyman coders, and it's not the kind of displacement that can be solved by learning a new programming language on nights and weekends, or getting a new professional certification. Much of the "working class" tech industry (speaking of the roles they perform functionally within the system; these are obviously jobs that pay far more than working class salaries today) are seen as ripe targets for deskilling, where lower-paid product roles can delegate coding tasks to coding AI systems, or for being automated by management giving orders to those AI systems.
One of the hardest parts of reckoning with this change is not just the speed with which it is happening, but the level of cultural change that it reflects. Coders are generally very amenable to learning new skills; it's a necessary part of the work, and the mindset is almost never one of being change-averse. But the level at which the change is happening in this transition is one that gets closer to people's sense of self-worth and identity, rather than to their perceptions of simply having to acquire knowledge or skills. It doesn't help that the change is being catalyzed by some of the most venal and irresponsible leaders in the history of business, brazenly acting without any moral boundaries whatsoever.
For the nights and weekends
For the coders that see being a coder as part of their identity, the LLM transformation is going to represent an entirely different set of challenges. They may well survive the transition that is coming, but find themselves in an unrecognizable place on the other side of it. The way that these new LLM-based tools work is by turning into virtual software factories that essentially churn out nearly all of the code for you. The actual work of writing the code is abstracted away, with the creator essentially focused more on describing the desired end results, and making sure to test that everything is working correctly. You're more the conductor of the symphony than someone who's holding a violin.
But there are people who have spent decades honing their craft, committing to memory the most obscure vagaries of this computer processor or that web browser or that one gaming console, all in service of creating code that was particularly elegant or especially high-performing, or just really satisfying to write. There's a real art to it. When you get your code to run just so, you feel a quiet pride in yourself, and a sense of relief that there are still things in the world that work as they should. It's a little box that you can type in where things are fair. It's the same reason so many coders like to bake, or knit, or do woodworking — they're all hobbies where precisely doing the right thing is rewarded with a delightful result.
And now that's going away. You won't see the code yourself anymore, the robots will write it for you while falling around and clanking. Half the time, the code they write will be garbage, or nonsense. Slop. But it's so cheap to write that the computer can just throw it away and write some more, over and over, until it finally happens to work. Is it elegant? Who cares? It's cheap. Ten thousand times cheaper than paying you to write it, so we can afford to waste a lot of code along the way.
Your job changes into describing software. Now, if you're the kind of person who only ever wanted to have the end result, maybe this is a liberation. Sometimes, that's what mattered — we wanted to fast-forward to the end result, elegance be damned. But if you were one of those crafters? The people who wrote idiomatic code that made that programming language sing? There's a real grief here. It's not as serious as when we know a human language is dying out, but it's not entirely dissimilar, either.
If ... Then?
What do we do about it? This horse is not going back in the barn. The billionaires wouldn't let it, anyway.
I've come to the personal conclusion that the only way forward is for more of the hackers with soul to seize this moment of flux and use these tools to build. The economics of creating code are changing, and it can't just be the worst billionaires in the world who benefit. The latest count is 700,000 people laid off in the last few years in the tech industry. We'll be at a million soon, at the rate things are accelerating. Each new layoff announcement is now in the thousands.
It's not going to be a panacea for all the jobs lost, and it's not the only solution we're going to need, but one part of the answer can be coders who still give a damn looking out for each other, and building independent efforts without being reliant on the economics — or ethics — of the people who are laying off their colleagues by the hundreds of thousands.
I've spent my whole career working with communities of coders, building tools for the people who build with code. I don't imagine I'll ever stop doing it. This is the hardest moment that I've ever seen this community go through, and it makes me heartsick to see so many people enduring such stress and anxiety about what's to come. More than anything else, what I hope people can remember is that all of the great things that people love about technology weren't created by the money guys, or the bosses who make HR decisions — they were created by the people who actually build things. That's still an incredible superpower, and it will remain one no matter how much the actual tools of creation continue to change.
Since I am in South Africa, I am reminded of my time studying with Ludwig Lachmann, the South African economist from University of the Witwatersrand. I was seventeen, and Lachmann teaching a graduate seminar at New York University. Someone (Richard Ebeling maybe?) had told me he was interesting, so I wanted to sit in on the seminar. I showed up, introduced myself to Lachmann, and asked if I could listen to the lectures. I obviously did not belong, but he was very gracious and said yes of course. He wore a suit and tie, had a very Old World manner, and he had been a Jewish refugee from Germany. He was 73 or so at the time, this was 1979.
His manner of speaking was very distinctive. Of course I now recognize the South African accent, but there is more to it than that.
Lachmann was best known for his connections to the Austrian School, as he was visiting at the NYU Austrian program at the time, under the aegis of Israel Kirzner. Nonetheless Austrian economics was not what I learned in the seminar.
On the first day, I heard plenty about Sraffa and Garegnani, and all that was new (and fascinating to me). Lachmann had studied with Werner Sombart, so I learned about the German historical school as well.
Lachmann also was my first teacher who made sense of Keynes for me, moving me away from obsessions with the hydraulic IS-LM interpretations of the General Theory. He flirted with views of cost-based pricing, brought me further into the kaleidic world of G.L.S. Shackle, and he insisted that a market economy had no overall tendency toward the constellation of a general equilibrium of prices and quantities. (He did believe that most though not all individual markets tended to equilibrate.) He inveighed against W.H. Hutt’s interpretation of Say’s Law, of course some of you here will know that Hutt also was South African. I kept on trying to read Hutt, to see if I could defend him against Lachmann’s critiques. I also imbibed Hutt’s economic critique of apartheid.
Lachmann did not talk about South Africa, other than to mention how long the journey to New York was. You may know that Israel Kirzner, another early mentor of mine, had South African roots as well. He also did not talk about South Africa.
“South African economics,” if you wish to call it that, played a significant role in my early intellectual development.
To this day, when I think about the economics of AI, and many other matters, Lachmann’s book Capital and its Structure is one of my go-to inspirations.
And I am still grateful to Lachmann for letting “a kid” sit in on his class. I paid avid attention.
Hello from Toyohashi, a city between nowhere and somewhere else. A Tōkaidō city I’ve walked through on my two trips back and forth between Kyoto and Tokyo. A city with a space shuttle on top of a building and the letters USA strangely emblazoned below.
On both of my Tōkaidō walks, one particular bit of Toyohashi has stood out to me and has intrigued me in ways few other little bits along the old road have: A stretch of shotengai called (variously) Daiho Shoten or the Suijyō Buildings — literally, “Above the water.”
We’ve already sold more than 50% of our ticket allotment for our Austin event on April 8. Remember: If you are a member, you get discounted tickets. If you missed the discount code, just shoot me an email at joe@talkingpointsmemo.com and I’ll get you the goods.
If we sell out, please add yourself to the waitlist. Sometimes people drop out, sometimes we’re able to negotiate additional space.
Donald Trump may have started his war with Iran with the aim of regime change. But it has quickly became a battle over control of the global oil futures market. Iran may have few, if any, conventional weapons it can use to block, retaliate against or bloody the United States. But it has the ability to menace, if not close, the Strait of Hormuz. And that means the ability to trigger a global energy and economic crisis that may force the United States or at least its president — synonymous for the moment — to relent. What’s both fascinated and confused me is the response of global oil markets to the crisis, which seems based on at least a short-term willingness to credit Trump’s public comments as having some strong relationship to reality, which of course is absurd.
Let me give you at least a few examples of this.
The Strait or Hormuz has been effectively closed for roughly two weeks. That’s a massive disruption already baked into the next month or so of oil shipping. A few days ago, Trump and then his Secretary of Energy calmed oil markets in part by claiming that they were going to begin escorting oil tankers out of the Strait or even seize the Strait to ensure shipping. And yet, the maritime experts I’ve been following since this crisis began say that the U.S. Navy currently has no real presence in the Gulf and nowhere near the class or number of ships in the Gulf to carry out such a mission. This is a major and highly relevant fact! The location of U.S. Navy carrier groups is not a secret. So I was sort of baffled by how the U.S. news media and perhaps oil market traders aren’t connecting these pretty clear dots. If U.S. news sources report that the U.S. is going to resolve the crisis by escorting oil tankers I’d like them to mention that the U.S. doesn’t currently have any ships in the region to do anything like that.
Another example. Oil prices really settled a couple days after Trump abruptly shifted from regime change to saying the war was actually over and would be ramping down within days. Yet in the days since it’s become clear that, whatever Trump might want, it is the Iranians who are now escalating in their efforts to keep the Strait closed. And yet oil prices have only partially bounced back to their position when Trump felt he needed to say the war was done. Trump’s claims, which seem visibly out of sync with reality, look like they’re still mostly holding oil markets in place.
One more example. Just yesterday the International Energy Agency said the current crisis has created the largest supply disruption in global oil market history. Does that really fit with oil futures remaining in the mid-90s this morning and only getting back to $100 per barrel this afternoon?
Needles to say, I’m not an oil trader. Presumably these folks know quite a lot more about this than I do. They are likely reacting to two things. A lot of oil supply and price scares haven’t really panned out. The reaction to the Russian invasion of Ukraine was an example of that. Bad, but not nearly as bad as people at first predicted. Markets have also internalized TACO from the experience with tariffs. Don’t worry: Trump always chickens out. It won’t turn out to be that big a deal. Those are probably good and salient points.
It still seems like global oil markets are treating Trump like a normalish president whose public statements have some connection to reality and/or U.S. government actions. Or perhaps, not terribly surprising, oil markets are managed by disproportionately Trumpy people. And they have confidence in him. The problem of course is that unlike tariffs, this isn’t something the United States can all a halt to on its own. Iran also has a say. As the cliche goes, starting wars is much easier than ending them, in large part because other people, especially the people you went to war, with get a say. I can’t help thinking we’re in very new territory for Trump’s self-made crises with his attack on Iran because he’s brought other global players into the mix who he cannot control and who now see global economic crisis as the best path toward bringing him to heel.
At any given moment, about 20 volcanoes on Earth are actively erupting. Often among them is Mayon—the most active volcano in the Philippines. The nearly symmetrical stratovolcano, on Luzon Island near the Albay and Lagonoy gulfs, rises more than 2,400 meters (8,000 feet) above sea level.
Historical records indicate Mayon has erupted 65 times in the past 5,000 years, with the latest episode beginning in January 2026. The Philippine Institute of Volcanology and Seismology (PHIVOLCS) first reported increased rockfalls near the volcano’s summit and inflation of the mountain’s upper slopes. On January 6, the alert level was increased to three on a five-level scale after lava began flowing from the crater and hot clouds of ash and debris called pyroclastic flows (also called pyroclastic density currents) moved down one side of the mountain.
The volcano was still puffing and lava flowing on February 26, when the OLI (Operational Land Imager) on Landsat 8 acquired this rare, relatively clear image. The natural-color scene is overlaid with infrared observations to highlight the lava’s heat signature. On that day, PHIVOLCS reported volcanic earthquakes, rockfalls, and pyroclastic flows. The longest pyroclastic flow had traveled about 4 kilometers (3 miles) through the Mi-isi Gully on the southeast flank.
The level-three alert, which remained in place in March, prompted evacuations within a 6-kilometer (4-mile) radius of the crater, displacing hundreds of families from communities including Tabaco City, Malilpot, and Camalig. Past pyroclastic flows have proven extremely destructive, leading to more than 1,000 deaths in 1814, at least 400 deaths in 1897, and 77 deaths in 1993. More than 73,000 people were evacuated during an eruption in 1984.
Sulfur dioxide (SO2) emissions during the current eruption have averaged 2,466 tons per day, with a peak of 6,569 metric tons measured on February 4, 2026. That is the highest SO2 emission level for one day in 15 years, the PHIVOLCS announced in early February. That was later exceeded on March 6, when SO2 emissions reached as high as 7,633 metric tons.
Multiple NASA satellites have also monitored the volcano’s sulfur dioxide emissions, showing sizable plumes of the gas drifting southwest on February 4 and March 6. The Philippine volcanology institute reported a peak in other activity on February 8 and 9, with 469 rockfalls, 12 major pyroclastic flows, and ashfall in the municipalities of Camalig and Guinobatan.
NASA Earth Observatory image by Michala Garrison, using Landsat data from the U.S. Geological Survey.Story by Adam Voiland.
The story of the U.S. solar industry over the past twenty years is a painful read. Technologies invented at U.S. universities and national laboratories made their way to China where they were perfected, subsidized and manufactured at low costs and huge volumes. China put in the money and effort needed to make solar technology blossom and to wipe out all comers. It’s now installing more than twice as many solar panels as the rest of the world combined. Meanwhile, the U.S. failed to mount formidable competition or to develop ultra-ambitious plans of its own.
The conventional wisdom today is that the U.S. has little hope of recovering. China won and will be selling the rest of the world solar technology for decades to come.
Joel Jean, however, has an alternate version of this future to propose.
Jean is the co-founder and CEO of Swift Solar, a start-up based in San Carlos, Calif. Founded in 2018, Swift has been working to develop a new type of solar technology that marries existing silicon-based solar cells with cells made from perovskites. To which your next thought is probably, “What the fuck is a perovskite?”
There’s a mineral called perovskite, but it’s not really what we’re after here. We’re talking about synthetic materials with a crystal structure that resembles that of perovskites found in nature. These synthetic perovskite crystals happen to be very good at capturing sunlight and turning it into electricity. They’re also relatively simple to produce. These properties of perovskites have had people excited for many years because they could lead to better, cheaper solar cells than those made today out of silicon.
The problem with perovskites has been that they tend to work well in laboratories in terms of converting light into electricity, but they degrade quickly, especially when placed outdoors where they’re exposed to the elements, temperature fluctuations and, well, sunlight. All of which becomes rather troubling when you’re making a solar panel that’s meant to sit outside in the baking sun for decades.
The promise of perovskites has proven irresistible to the solar industry, which has been hyping the technology for more than a decade. No one, though, has really solved the degradation issues, and this is what has Jean excited because the uncertainty opens up opportunity.
“The research community has seen tons of different technologies come and go,” he says. “But this is the first time we have something that can overtake silicon on performance and cost. This creates a moment for a reset, and I think the U.S. and Europe really do still have a chance here to leapfrog China.”
Jean is an always-smiling, upbeat dude with a PhD in electrical engineering from MIT. He likes to position himself as the dummy among a group of several Swift Solar co-founders who also have PhDs from places like Oxford and MIT and have been the pioneers of the perovskite field, driving many of the breakthroughs that have made the technology so compelling.
They’ve all been working together at Swift’s research and development facility in San Carlos to create a production line that shifts the technology from handmade solar cells to cells that can be mass manufactured. And Jean now thinks the company is a couple years away from making tens of megawatts to hundreds of megawatts in stable solar cells per year.
AS PROOF of its confidence, the company today will announce a major move by buying some of the manufacturing assets and intellectual property of Meyer Burger, a onetime Swiss/German solar manufacturing powerhouse. Swift will take over a traditional solar cell production line in Bitterfeld-Wolfen, Germany and machines and patents tied to more advanced cell production techniques.
Swift plans to enter the more traditional solar market quickly by building a cell and panel factory based on the Meyer Burger technology in the U.S. It will then look to add its perovskite equipment to the same production line and create cells that blend perovskite and silicon. If all goes smoothly, the combo cells pumped out by the factory would have much higher efficiency than current silicon-only cells. (Current solar cells have approached a limit of 30 percent efficiency, while the so-called tandem cells could hit 45 percent efficiency.)
Meyer Burger had once supplied the Chinese solar industry with solar cell manufacturing equipment but saw its sales plummet as Chinese companies mimicked the technology. Meyer Burger tried to shift toward making solar cells and panels around 2020 but failed to pull off the pivot due to a variety of issues, including high headcount costs and a large debt load. This left the company to file for bankruptcy in the U.S. and insolvency in Germany last year and to shut down a solar panel factory in Arizona, which had once been meant to be part of a major U.S. solar expansion. Due to this distress, Swift was able to buy some assets on the cheap and to hire a number of Meyer Burger’s top employees, including its former CEO Gunter Erfurt and global R&D lead Marcel Koenig.
Meyer Burger’s tale is representative of the woes that have beleaguered solar efforts in the U.S. and Europe, although Swift Solar hopes to turn the pain and sadness into a win.
“The Meyer Burger team gives us a lot of manufacturing expertise,” Jean says. “We’re going to take the best of Western silicon manufacturing technology and combine it with the perovskite technology and get the best of both worlds.”
DESPITE THE stability issues with perovskites, China has been barreling forward. It has a handful of companies selling perovskite panels and building up to gigawatt-scale production lines. The Chinese government has also flagged the development of perovskite technology as a national priority.
Joel Jean and the Swift team
Jean and his team, however, remain convinced that these Chinese manufacturers have yet to crack the science on making the perovskite cells last for decades. China will have a lead on dialing in the manufacturing operations but could still lose this crucial race if Swift can out-engineer its rivals.
“China tends to scale first and ask questions later,” Jean says. “That’s not a viable strategy in the U.S. The important thing is that scaling doesn’t solve science questions.
“It’s a competition. We might very well lose, but I think we’re one of the best shots the West has. It’s going to come down to who can solve these underlying problems.”
In San Carlos, Swift has taken over an old warehouse and filled it with machinery – much of it hand built over the years by the company’s engineers. Their current mission has been to sandwich layers of silicon and perovskite together to create tandem cells and then run those cells through many cycles of charging and discharging. Some of this work is done with machines that produce intense faux sunlight, while Swift also tests its cells on the rooftop of its building as well as outdoors at national labs and at customer sites.
Swift has more of its own creations for replicating high-temperature conditions across many cells and for depositing thin perovskite layers. (Some of the earliest incarnations of these machines were built in the co-founders’ shared living room in Colorado.)
The big trick all of this equipment is designed to solve is finding the right combination of materials and manufacturing processes that allow the perovskite cells to maintain their composition and performance through the 30 years of use that the solar industry expects. “There are all of these interactions between the materials and then expansion and contraction from thermal cycles,” Jean says. “Chemical reactions can be accelerated by heat and light. Things can delaminate and pull apart. It’s all very fragile to put it mildly.”
Jean can see a future – perhaps a decade away – where perovskites replace silicon altogether as the main semiconductor in solar cells. The synthetic materials can be produced at much lower costs than silicon and could have a massive effect on lowering solar costs. In the meantime, however, the silicon and perovskite blend allows the company to piggyback on existing technology, manufacturing processes, and supply chains.
So far, Swift has raised $70 million in venture funding (James Fickel, Eni Next, Fontinalis Partners and others) and another $15 million in non-dilutive funding from the likes of the Department of Energy and the Defense Department – aka The Department Of War/Kidnapping/And Greenland Lust.
As the company is taking on China in a field that the PRC holds very dear and with a still unproven technology, it has some work to do. But stranger things have happened.
Just a couple of blocks from Swift’s headquarters were the original headquarters of a tiny company called Tesla. It too began in an old warehouse, and it was trying to make an electric sports car powered by laptop batteries, and, well, very few people thought this was a practical idea.
It becomes clearer with each passing day that the people who took us to war with Iran had and have no idea what they’re doing — that they’re adolescents who think they’re playing video games while thousands die and the world careens toward economic crisis. The New York Times reports that Trump officials dismissed warnings that attacking Iran could disrupt world oil supplies. Among other things, the Times reports that
Mr. Trump, both publicly and privately, has been arguing that Venezuelan oil could help solve any shocks coming from the Iran war.
In 2024 Venezuela produced 900,000 barrels of oil per day; normally 20 million barrels a day transit the Strait of Hormuz. But arithmetic has a well-known woke bias.
Meanwhile, the Washington Post reports that the Pentagon has barred press photographers from briefings about the war after they published photos of Pete Hegseth that his staff considered “unflattering.” Priorities!
Amid the bloody shambles, one big question is, who put The Gang That Couldn’t Think Straight in power? In an immediate sense, Trump was put over the top by low-information voters — defined by G. Elliott Morris as voters who don’t know which party controls Congress. But the groundwork for the MAGA takeover was laid well before by the Roberts Supreme Court and by right-wing billionaires that the court enabled.
A few weeks ago I wrote about Billionaires Gone Wild, the extraordinary influence acquired by a tiny group of ultra-wealthy men. I shared this chart on campaign contributions, based on estimates from Americans for Tax Fairness:
On Monday the Times published a deeply reported story about billionaires’ influence that, among other things, found that the chart above somewhat underestimates their role in campaign finance: According to the Times, they accounted for 19 percent of contributions in 2024, not 16.5 percent.
The Times also pointed out that the big money swung hard right in the 2024 election. The magnitude of the largesse showered on Republicans is clear in OpenSecrets data on the top 100 donors in different cycles:
Moreover, the Times presents numbers that are even more extreme than the Open Secrets data:
In past elections, as ultrawealthy donors became more active, both major parties reaped rewards. But there was a stark divergence in 2024, with less money flowing directly to Democrats and a sharp increase in the amount donated to Republicans.
For every dollar donated by billionaires and their immediate families to a candidate or committee associated with Democrats, five dollars went to Republicans.
Much of that was a result of ultrawealthy people in the tech industry, who aligned with Mr. Trump’s tax and deregulation policies. More than a dozen billionaires were awarded roles in his administration.
And these explicit money flows don’t capture the immense effect of other deployments of billionaires’ wealth, notably the subversion of both conventional and social media. Elon Musk purchased Twitter in 2022 and quickly began converting it into the Nazi-friendly cesspool it is today — and no, that’s not hyperbole. How much did this contribute to the degradation of public discourse? Paramount, controlled by Larry Ellison and run by his son, has taken over CBS News — which is rapidly going downhill — and is on the verge of taking over CNN too. And Jeff Bezos is gutting The Washington Post, although kudos to the remaining reporters who are still trying to do their jobs.
There is, however, something that is still puzzling me: To a large extent billionaires bought themselves a government friendly to their interests. Trump and company have granted many items on the tech broligarchy wish list, from tax breaks to deregulation to promotion of crypto and unregulated AI. But why the abject incompetence? Couldn’t billionaires find political allies who wouldn’t plunge the country into a potentially disastrous and historically unpopular war without considering the risks?
I have two tentative answers.
One is that no, competent allies weren’t available. Money buys a lot of influence, but to actually take over the U.S. government requires more than money — it requires politicians who are utterly corrupt. In his first administration, Trump learned that hiring people who were even modestly competent eventually presented barriers to his authoritarian instincts – for example, his former Vice President Mike Pence. Hence Trump learned that in choosing his political hires the more incompetent, the more venal, the more bigoted, and the more cruel, the better.
You might think that presidential pardons for scammers, money launderers and outright crooks are unrelated to the ill-advised war on Iran. But corruption is a key feature of a billionaire-installed regime, and corruption and incompetence go hand in hand.
My second answer is that the vast wealth of tech billionaires has made many of them unconcerned with the little people’s lives — and deeply unpatriotic. If Americans are being brutalized and murdered by rogue ICE agents…well, that’s not their problem. If the Justice Department and the FBI are totally subverted and operate as Trump’s enforcers, they know that vindictive, unlawful tactics will never touch their lives. If Republican budget cuts decimate rural hospitals and deprive hundreds of thousands of health insurance…well, they have their own private doctors and clinics. If Trump starts an ill-conceived war that doubles the price of oil…well, they can certainly afford the higher gasoline bills for their limousines and yachts. And it won’t be their kids hunkered down in a bunker in the Middle East.
So if you want to understand how this country has degenerated to such a state, how we can be spending nearly $2 billion a day attacking Iran without a clear endgame in sight, while children go without healthcare, nursing homes are understaffed because their workers have been deported, home electricity bills skyrocket due to data centers, consider who benefits and who isn’t hurt.
This is a billionaire’s war, waged at everyone else’s expense.
PR from Shopify CEO Tobias Lütke against Liquid, Shopify's open source Ruby template engine that was somewhat inspired by Django when Tobi first created it back in 2005.
Tobi found dozens of new performance micro-optimizations using a variant of autoresearch, Andrej Karpathy's new system for having a coding agent running hundreds of semi-autonomous experiments to find new effective techniques for training nanochat.
Tobi's implementation started two days ago with this autoresearch.md prompt file and an autoresearch.sh script for the agent to run to execute the test suite and report on benchmark scores.
The PR now lists 93 commits from around 120 automated experiments. The PR description lists what worked in detail - some examples:
Replaced StringScanner tokenizer with String#byteindex. Single-byte byteindex searching is ~40% faster than regex-based skip_until. This alone reduced parse time by ~12%.
Pure-byte parse_tag_token. Eliminated the costly StringScanner#string= reset that was called for every {% %} token (878 times). Manual byte scanning for tag name + markup extraction is faster than resetting and re-scanning via StringScanner. [...]
Cached small integer to_s. Pre-computed frozen strings for 0-999 avoid 267 Integer#to_s allocations per render.
This all added up to a 53% improvement on benchmarks - truly impressive for a codebase that's been tweaked by hundreds of contributors over 20 years.
I think this illustrates a number of interesting ideas:
Having a robust test suite - in this case 974 unit tests - is a massive unlock for working with coding agents. This kind of research effort would not be possible without first having a tried and tested suite of tests.
The autoresearch pattern - where an agent brainstorms a multitude of potential improvements and then experiments with them one at a time - is really effective.
If you provide an agent with a benchmarking script "make it faster" becomes an actionable goal.
CEOs can code again! Tobi has always been more hands-on than most, but this is a much more significant contribution than anyone would expect from the leader of a company with 7,500+ employees. I've seen this pattern play out a lot over the past few months: coding agents make it feasible for people in high-interruption roles to productively work with code again.
He used Pi as the coding agent and released a new pi-autoresearch plugin in collaboration with David Cortés, which maintains state in an autoresearch.jsonl file like this one.
Brutal satire on the whole vibe-porting license washing thing (previously):
Finally, liberation from open source license obligations.
Our proprietary AI robots independently recreate any open source project from scratch. The result? Legally distinct code with corporate-friendly licensing. No attribution. No copyleft. No problems..
I admit it took me a moment to confirm that this was a joke. Just too on-the-nose.
Epic piece on AI-assisted development by Clive Thompson for the New York Times Magazine, who spoke to more than 70 software developers from companies like Google, Amazon, Microsoft, Apple, plus other individuals including Anil Dash, Thomas Ptacek, Steve Yegge, and myself.
I think the piece accurately and clearly captures what's going on in our industry right now in terms appropriate for a wider audience.
I talked to Clive a few weeks ago. Here's the quote from me that made it into the piece.
Given A.I.’s penchant to hallucinate, it might seem reckless to let agents push code out into the real world. But software developers point out that coding has a unique quality: They can tether their A.I.s to reality, because they can demand the agents test the code to see if it runs correctly. “I feel like programmers have it easy,” says Simon Willison, a tech entrepreneur and an influential blogger about how to code using A.I. “If you’re a lawyer, you’re screwed, right?” There’s no way to automatically check a legal brief written by A.I. for hallucinations — other than face total humiliation in court.
The piece does raise the question of what this means for the future of our chosen line of work, but the general attitude from the developers interviewed was optimistic - there's even a mention of the possibility that the Jevons paradox might increase demand overall.
One critical voice came from an Apple engineer:
A few programmers did say that they lamented the demise of hand-crafting their work. “I believe that it can be fun and fulfilling and engaging, and having the computer do it for you strips you of that,” one Apple engineer told me. (He asked to remain unnamed so he wouldn’t get in trouble for criticizing Apple’s embrace of A.I.)
That request to remain anonymous is a sharp reminder that corporate dynamics may be suppressing an unknown number of voices on this topic.
Here's what I think is happening: AI-assisted coding is exposing a divide among developers that was always there but maybe less visible.
Before AI, both camps were doing the same thing every day. Writing code by hand. Using the same editors, the same languages, the same pull request workflows. The craft-lovers and the make-it-go people sat next to each other, shipped the same products, looked indistinguishable. The motivation behind the work was invisible because the process was identical.
Now there's a fork in the road. You can let the machine write the code and focus on directing what gets built, or you can insist on hand-crafting it. And suddenly the reason you got into this in the first place becomes visible, because the two camps are making different choices at that fork.
On one level, I’m pleased with this finding. The authors find that supply shocks played only a minor role in the post-Covid inflation. I’ve argued that the rapid growth in nominal GDP during 2021-22 strongly suggests that the primary problem was excessive aggregate demand, not supply restrictions.
I am surprised that they found little evidence that money supply played an important role. The M2 money supply rose by 40% between February 2020 and February 2022, by far the fastest two-year growth in modern history:
To be clear, I don’t view M2 as the best indicator of the stance of monetary policy, rather I prefer NGDP growth. But I’m in the minority, and M2 is the much more conventional measure of monetary policy. Unfortunately, economists have never really solved the identification problem in macroeconomics, and hence even in 2026 we continue to debate the same issues that were being contested back in the 1960s—what is the relative importance of fiscal and monetary policy?
One problem is that there is no generally accepted definition of “causation”. Consider a bus that goes off a twisty mountain road with no guardrail. What caused the accident? One person could claim that the accident would not have occurred if the road had an adequate guardrail. Another person could claim that the accident was caused by a driver that was not sufficiently cautious. It is not obvious that either claim is “wrong”.
Was the 2021-22 inflation caused by excessive fiscal stimulus, or by the failure of the Fed to offset the stimulus with appropriate monetary policy? Perhaps both claims are true.
Let’s think about the fact that the 2020-21 fiscal stimulus had the sort of inflationary impact predicted by Keynesian models, but the 2013 fiscal austerity did not have the contractionary impact predicted by the very same models. Why is that?
The 2013 fiscal austerity did not occur during a period where policymakers viewed slower growth in NGDP as being desirable. Hence, the Fed offset the impact of the austerity with easier money, and the economy failed to slow as predicted. In contrast, the 2020-21 fiscal stimulus occurred in an environment where faster growth in NGDP was widely viewed as desirable, by both monetary and fiscal policymakers. In that environment, the Fed choose not to offset the expansionary impact of fiscal stimulus. In retrospect, both fiscal and monetary policymakers erred with excessively expansionary policies in 2021, but at the time the policy was viewed as appropriate.
If I am correct, then this suggests that the impact of fiscal policy will depend on the zeitgeist, the attitude of monetary and fiscal policymakers toward growth in nominal spending. The Fed will largely offset the impact of fiscal policy on nominal spending when the Fed doesn’t view that impact as being desirable. Historical studies of correlations between fiscal policy and inflation will not have reliable policy implications, for the same reason that historical studies of the correlation between inflation and unemployment from 1879 to 1968 had misleading policy implications for a world of unconstrained fiat money.
In 1976, Robert Lucas explained why the Phillips Curve was an unreliable guide to policymakers. Studies that found a negative correlation between inflation and unemployment were mostly looking at periods of time where authorities were not trying to manipulate the inflation rate to influence employment. Recall that between 1879 and 1968, the dollar was almost always fixed to gold at either $20.67/oz. or $35/oz. Under that policy regime, you cannot permanently lower unemployment with higher rates of steady state inflation. If temporary increases in inflation have an expansionary impact, it is largely because they are unanticipated. (As an aside, NGDP growth is a better variable than inflation when doing these sorts of Phillips Curve studies.)
Even if the 2020-21 fiscal stimulus did have an inflationary impact, that’s no reason to assume that a similar fiscal program adopted today would have the same sort of impact. Having seen what went wrong in 2021-22, today’s Fed would be far more likely to offset the impact of bigger budget deficits with tighter money, something they did not do in 2021.
Another recent study does find some evidence of causation running from fiscal shocks to inflation. Gabriel P. Fritsch and J. Zachary Mazlish’s new paper found strong evidence that positive fiscal shocks are inflationary. Here is the abstract:
We introduce a new methodology for identifying high-frequency fiscal shocks using Large Language Models. We apply this method to 1947-2025 US data. Our results show that the model successfully mimics a "professional forecaster" of the current and future US fiscal position, and is able to recover similar shocks to what have already been identified in the narrative fiscal shock literature. We then examine the effects of fiscal shocks on asset prices: in response to a 1pp shock to the present-value of the current and next ten-years deficits, ten-year Treasury yields rise more than 30bps, with real yields and break-even inflation expectations both contributing to the rise. The dollar appreciates significantly — as much as 4.8% — and the 2Y-10Y spread rises 16-24bps. Turning to macroeconomic outcomes, our fiscal shocks produce government spending multipliers in the 0.5-1 range. Tax shocks shows strong signs of anticipation, and using our data to account for anticipation, we find that output and consumption fall by more than 2% in anticipation of a 1% of GDP tax cut. The multiplier for an anticipated tax shock is 1.2, smaller than typical estimates.
I like the approach they use, even though their findings conflict with my “monetary dominance” view of macroeconomics. By looking at market responses to policy surprises, they are able to address the identification problem that has made it so difficult to establish causality. Assuming the findings hold up in future research, this study seems to clearly indicate that fiscal stimulus has a positive impact on inflation.
Nonetheless, there is an important difference between statistical significance and economic significance. For instance, look at the biggest fiscal policy shocks during the period since WWII, from the Fritsch and Mazlish paper:
Notice that the election of Reagan was by far the largest positive shock, twice the size of the second largest (Trump’s first election.) And yet during the Reagan administration, we saw the largest disinflation of my lifetime. Did the disinflation occur because markets misjudged Reagan’s fiscal policy? Not at all—budget deficits did increase sharply during the 1980s due to a combination of much higher military spending and sharply lower tax rates. The positive fiscal shock that was predicted after Reagan was elected did in fact occur.
And yet inflation fell sharply during the 1980s, even as many Keynesian economists predicted that inflation would increase. The explanation is simple; Reagan’s fiscal expansion was more than offset by a much tighter monetary policy, which brought inflation down from the double digits of 1979-81 to approximately 4% during 1982-89. Two things can both be true:
A. Reagan’s fiscal stimulus boosted inflation, other things equal.
B. Monetary policy was by far the dominant factor determining the path of inflation during the 1980s.
Also notice that during the 1970s, the two largest fiscal shocks were both contractionary—the Nixon budget and the Ford budget. And yet any story of the 1970s will focus on the extremely high (and rising) inflation of the period, far worse than the recent post-Covid inflation. Even if the two budget shocks did have a contractionary impact at the margin, the effects were completely overwhelmed by the extremely expansionary Fed monetary policy of 1965-81. Again, statistical significance does not always imply economic significance.
In a world where the Fed targets inflation at 2% but also cares about unemployment, supply shocks may have a temporary impact on the CPI. But non-monetary demand shocks should be fully offset by monetary policy, at least if the Fed is doing its job. Any (undesirable) impact of (demand-side) fiscal policy on inflation would result from the Fed failing to properly do its job. This means that any model showing how fiscal policy affects inflation will implicitly be a model of monetary policy failure.
I have no problem with studies that show that fiscal policy action X is correlated with monetary policy failure Y. Just don’t expect that study to provide reliable policy guidance to future fiscal policymakers.
PS. The Fritsch and Mazlish paper makes this claim:
Ten days after a shock that increases the present discounted-value of the current and next ten-year’s expected deficits over GDP by 1pp, the dollar appreciates 4.8%, ten-year nominal Treasury yields rise 46 basis points (bps), and ten year real yields are 34bps higher.
That implies a 12-basis point rise in inflation expectations, or a 20-basis point increase from the Reagan shock (which was 1.7 pp). Actual inflation fell by roughly 800 basis points.
PPS. Off topic, I was amused to see this headline in the OC Register:
Why do 31% of Americans want a housing crash?
And this data:
The survey found that 37% of renters who were rooting for a crash said a price collapse would improve their odds of buying a home. Just 12% of owners felt the same way.
Conversely, 39% of owners hoping for a housing crash wanted the lower property taxes a drop would create, compared with 15% of renters.
Of course, a housing crash caused by lower demand does not make housing more “affordable”, as we saw when a deep recession and tighter lending standards caused less housing to be built in 2008. On the other hand, a fall in house prices due to more supply does make housing more affordable, as we recently saw in Austin, Texas.
Speaking of housing, recent attempts to ban corporate ownership of housing are just one more piece of evidence that we are living in a new dark age of economics. They turned a YIMBY bill into a NIMBY bill. Both the left and the right have completely lost touch with reality. As I keep saying, “affordability” isn’t about prices, it’s about output. The way things are going, it may take decades to get back to the sensible neoliberalism of the 1990s.
In 2023 I wrote "SQLAlchemy 2 In Practice", a book in which I offer an in-depth look at SQLAlchemy version 2, still the current version today. SQLAlchemy is, for those who don't know, the most popular database library and Object-Request Mapper (ORM) for Python.
I have a tradition of publishing my books on this blog to read for free, but this is one that I never managed to bring here, and starting today I'm going to work on correcting that. This article includes the Preface of the book. If you are interested, keep an eye out on this blog over the next few weeks, as I will be publishing the eight chapters of the book in order. If you can't wait for the installments, you can buy the book in electronic or paper format today, and I will be eternally thankful, as you will be directly supporting my work.
File – SpaceX’s Falcon 9 rocket stands in the vertical launch position at Space Launch Complex 4 East at Vandenberg Space Force Base ahead of the launch of the Starlink 17-5 mission on Aug. 18, 2025. This was the ninth flight for Falcon 9 booster, tail number B1088. Image: SpaceX
SpaceX is scheduled to launch a pair of Falcon 9 rockets from both California and Florida on Friday morning. Following the flight from Vandenberg Space Force Base is planned to fly just a couple hours after the launch from Cape Canaveral Space Force Station.
The Starlink 17-31 mission will add 25 broadband internet satellites to SpaceX’s low Earth orbit megaconstellation. Deployment is expected a little more than an hour after the launch.
Liftoff from Space Launch Complex 4 East is scheduled for 7:33:50 a.m. PDT (10:33:50 a.m. EDT / 1433:50 UTC).
Spaceflight Now will have live coverage beginning about 30 minutes prior to liftoff.
SpaceX will launch the Starlink 17-31 mission using the Falcon 9 first stage booster with the tail number 1071. This will be its 32nd flight following the launch of missions, like NASA’s SWOT, five missions for the National Reconnaissance Office and five SmallSat rideshare missions.
A little less than 8.5 minutes after liftoff, B1071 will target a landing on the drone ship, ‘Of Course I Still Love You,’ positioned in the Pacific Ocean. If successful, this will be the 183rd landing on this vessel and the 585th booster landing for SpaceX.
File: A Falcon 9 rocket stands in the launch position at Space Launch Complex 40 (SLC-40) at Cape Canaveral Space Force Station ahead of the planned liftoff of the Starlink 6-61 mission on Oct. 22, 2024. Image: Adam Bernstein/Spaceflight Now
SpaceX is starting off the weekend with two planned Falcon 9 rocket launches from both Florida and California. The pair are scheduled to fly within just a few hours of each other.
First up is the Starlink 10-48 mission, which will launch from Cape Canaveral Space Force Station to deliver 29 Starlink V2 Mini satellites into low Earth orbit.
Liftoff from Space Launch Complex 40 is scheduled for 8:10:40 a.m. EDT (1210:40 UTC). The rocket will on a north-easterly trajectory upon leaving the pad.
Spaceflight Now will have live coverage beginning about an hour prior to liftoff.
The 45th Weather Squadron forecast an 80 percent chance for favorable conditions during the Friday morning launch window. Meteorologists are tracking potential interference from strong liftoff winds and cumulus clouds as well as a slightly elevated risk in the booster recovery zone.
SpaceX will launch the mission using the Falcon 9 first stage booster with the tail number 1095. This will be its sixth launch after previously flying five other batches of Starlink satellites.
Nearly 8.5 minutes after liftoff, B1095 will target a landing on the drone ship, ‘Just Read the Instructions,’ positioned in the Atlantic Ocean. If successful, this will be the 153rd landing on this vessel and the 584th booster landing to date for SpaceX.
After Starlink 10-48 payload deployment happens, SpaceX is set to move right into the countdown for the launch of Starlink 17-31 from Vandenberg Space Force Base in California. That mission is scheduled to launch at 7:33 a.m. PDT (10:33 a.m. EDT / 1433 UTC).
In a brief call with Barak Ravid of Axios today, President Donald J. Trump said “The war is going great. We are way ahead of the timetable. We have done more damage than we thought possible, even in the original six-week period.” He added that the war against Iran will end “soon” because there’s “practically nothing left to target.” “Little this and that... Any time I want it to end, it will end,” he said.
In fact, according to Patrick Wintour of The Guardian, Iranian officials have rejected two messages from Trump’s Middle East envoy Steve Witkoff calling for a ceasefire. Wintour writes that Iran’s leaders “sense it is not losing the war and the US president is at the minimum feeling the political pressure.” Iranian officials intend to make the economic, political, and military costs of the war so high that Trump will not attack Iran again.
For his part, Trump appears to be panicking over yesterday’s news that Iran is laying mines in the Strait of Hormuz, through which tankers transport about 20% of the world’s oil through a two-mile-wide (3.2 km) shipping channel. (Twenty percent of the world’s oil is about 20 million barrels, and a barrel is a unit of measure equal to 42 U.S. gallons or 159 liters.) Threats from Iran have bottled up oil in the Persian Gulf, and suppliers are shutting down operations because their storage facilities are full. The average price of gasoline in the U.S. has jumped nearly 60 cents a gallon since Trump launched attacks against Iran.
As Morgan Phillips of Fox News notes, naval mines are cheap, as little as a few thousand dollars, and can incapacitate or sink a $2 billion U.S. destroyer. They can be deployed by small vessels like hard-to-spot fishing craft at night.
The U.S. destroyed sixteen inactive Iranian mine-laying ships yesterday; today three merchant ships sustained minor damage after being struck in or near the strait. Today Trump claimed the U.S. has hit “28 mine ships as of this moment,” prompting Chris Cameron of the New York Times to note that “[t]he president sometimes exaggerates or is imprecise when giving figures.”
A spokesperson for Iran’s military command, Ebrahim Zolfaqari, said: “Get ready for oil to be $200 a barrel, because the oil price depends on regional security, which you have destabilised.” Today Iran struck oil storage facilities in Oman and Bahrain.
While a few Iranian ships are traversing the strait, they are the only ones. Retired French vice admiral Pascal Ausseur told the Associated Press: “In today’s context, sending warships or civilian vessels into the Strait of Hormuz would be suicidal,” adding that a ceasefire with Iran “would move the situation from suicidal to dangerous.” At that point, escorts of oil vessels by military ships could begin.
Today Trump told Leonardo Feldman of Newsweek that the project of reopening the Hormuz Strait is “working out very well, and I think you are going to see that.” Trump has said prices will “drop very rapidly when this is over,” but oil industry analysts say reopening production could take at least a month even if Trump could declare the war over immediately, and there is no indication Iran would agree to an instant ceasefire.
Aarian Marshall of Wired reports that half of the ships that usually travel through the Strait of Hormuz carry oil, but the other half carry raw materials that are made into fertilizer, plastics, precision instruments, machinery, electrical parts, and electronic components, all of which could jump in price.
Jon Gambrell of the Associated Press suggested that the war with Iran boils down to a single question: “Who can take the pain the longest?” Iran is being hammered with air strikes by both Israel and the U.S. Those strikes now include Israeli strikes on targets in Lebanon Israel says are connected to Iran-backed Hezbollah militants, killing more than 600 people and turning as many as 800,000 into refugees. For the regime, Gambrell notes, victory means staying in power and outlasting the bombing.
It is unclear what victory looks like for the U.S. The administration has offered a range of justifications for its war without suggesting what an endgame looks like. David Brown of the Wall Street Journal reported today that the U.S. and Israel appear to disagree about how long the war should last, with Israeli officials wanting to continue the war by decimating Iran’s oil industry and targeting top Iranian officials.
The pain for the U.S. is already becoming clear. Yesterday, after Reuters reporter Phil Stewart reported that as many as 150 U.S. troops had been wounded so far in the Iran conflict, the Pentagon publicly revised its estimate of fewer than a dozen U.S. service members wounded upward to about 140. The wounds include brain trauma, shrapnel wounds, and burns. Seven service members have died.
Lawmakers and their aides expressed frustration that the Pentagon had not announced the casualty numbers without prodding. “Just own it and be transparent,” a congressional aide told Alex Horton of the Washington Post. “You owe it to the service members.”
Bora Erden and Leanne Abraham of the New York Times reported today that at least seventeen U.S. military sites and installations across the region, including air defense systems, have been struck since the war began. Iran has also struck diplomatic sites, including U.S. embassies in Kuwait City, Kuwait, and Riyadh, Saudi Arabia, and the U.S. consulate in Dubai.
The eye-watering cost of the conflict is also hitting home. Officials from the Pentagon told members of Congress this week that the military used up $5.6 billion worth of munitions in the first two days of the war, a much higher burn rate than the administration had previously disclosed. Lawmakers are concerned that Trump’s Iran attack, along with his strikes on Nigeria, Somalia, Iraq, Venezuela, the small boats in the Caribbean and eastern Pacific, and the Houthis in Yemen, is cutting into U.S. readiness for unexpected conflicts.
Lawmakers are also unhappy about the administration’s expected upcoming request for more money to fight the war. Catie Edmondson of the New York Times reported that Pentagon officials told lawmakers yesterday the first six days of the war had cost more than $11.3 billion, not including the buildup of personnel and military hardware for the initial strikes.
Today Julian E. Barnes, Eric Schmitt, Tyler Pager, Malachy Browne, and Helene Cooper of the New York Times reported that, according to a preliminary report by military investigators, the U.S. is responsible for the February 28 strike on the Shajarah Tayyebeh girls elementary school that Iranian officials say killed at least 175 people, most of them children. The school building had been part of an adjacent Iranian military base years ago, and it appears the U.S. used outdated information in their targeting of the building.
As the journalists wrote, “Striking a school full of children is sure to be recorded as one of the most devastating single military errors in recent decades.”
On Saturday, when asked about the possibility the U.S. was responsible for the strike, Trump answered: “No. In my opinion and based on what I’ve seen, that was done by Iran…. We think it was done by Iran. Because they’re very inaccurate, as you know, with their munitions. They have no accuracy whatsoever. It was done by Iran.”
On Monday, when a reporter noted that it was likely a Tomahawk missile that hit the school and asked if the U.S. would accept responsibility, Trump responded that “the Tomahawk…is sold and used by other countries,” and suggested that Iran “also has some Tomahawks.”
On Tuesday, a reporter asked why Trump said Iran had Tomahawks when only three other U.S. allies and the U.S. have them. White House press secretary Karoline Leavitt answered: “The president has a right to share his opinions with the American public, but he has said he’ll accept the conclusion of that investigation, and frankly, we’re not going to be harassed by the New York Times, who’s been putting out a lot of articles on this making claims that have just not been verified by the Department of War, to quickly wrap up this investigation because the New York Times is calling on us to do so.”
Today a reporter confronted Trump, saying: “A new report says that the military investigation has found that the United States struck the school in Iran. As commander-in-chief, do you take responsibility for that?”
Trump answered: “I don’t know about it.”
Tonight, Iranian boats full of explosives hit two tankers carrying Iraqi fuel oil and set them ablaze about 30 miles (48 kilometers) off the Iraqi coast. According to Iraqi state media, Iraqi oil ports have “completely stopped operations.” Jon Gambrell of the Associated Press reported that one of the key measures of oil prices, Brent crude, jumped above $100 a barrel.
We briefly mentioned New Wave Hardware in last week’s Inanimate Lab Notes so this is me doing some unpacking. While you’re there, join 300+ other subscribers and sign up for our newsletter. You’ll get weekly links and updates on what we’re working on.
There are a bunch of things changing with new hardware products, design and technology.
Let’s say: the intersection of hardware and AI. But our hunch is that it’s broader than that.
There are new ways to get hardware into the hands of consumers, and new AI interactions that are now possible, and more, and these changes are happening independently but simultaneously. We’re tracking this as what we’re calling New Wave Hardware.
So we got a few founders together at Betaworks in NYC earlier this week for a roundtable to compare notes (thank you Betaworks!).
The meta question was: does our hunch hold? And, if so, what characterises New Wave Hardware and what specifically is changing – so that we can push at it?
I kept notes.
I’ll go off those and add my own thoughts.
(I’m using some direct quotes but I won’t attributing or list attendees. I would love for others to share their own perspectives!)
AI interfaces
Voice is good now! (As I said.) So we’re seeing that a lot.
More than that:
You can express an intent and the computer will do what you mean
Natural interfaces are workable now, beyond voice. e.g. the new Starboy gadget by lilguy: "We trained multiple tiny image models that run locally on the device, letting it recognize human faces and hand gestures" (launch thread on X).
What do we do with consumer gadgets that perceive pointing and glances? What is unlocked when we shift away from buttons and apps to interact with hardware devices, and the new interface is direct and human and in the real world?
New interaction modalities
Beyond the user interface, the way we interact with hardware is changing. I kept a running list of the interaction modality changes that were mentioned:
Human interfaces – see above.
Situated – due to always-on sensors, AI devices know what’s going on around them and can respond when they see fit, not only on a user trigger. Yes, screens that dim when it gets dark, but in a wider sense this goes back to Clay Shirky’s essay Situated Software (2004), "software designed in and for a particular social situation or context." We’re seeing more of this.
Autonomous – agents are software that has its own heartbeat, now we see that "the hardware becomes aware"… and then what? Maybe the user doesn’t need to be intentional about activating some function or another; the device can get ahead of intentions, and offer a radically different kind of value to the user. A new design possibility.
Networked – we’re frequently working with connected devices which today have attained a new level of reliability. What happens when the stuff around us channels planetary intelligence?
Embodied – the cleverness of the Plaud AI note taker device is that it’s a social actor: you can notice it, place it on the table, cover it; it inflects what people say and how they feel (for better or worse). Hardware is in the real world and you can move it from focal to peripheral attention just by moving your head.
Some of these are new colours in the palette to design with; some are intrinsic to hardware and have been there all along. Though amplified! The rise of wearables (described by one founder as "sitting between the utility and affinity group") means that hardware is more frequently in our faces.
There are challenges. When we have devices and "the ability to put software that can do anything at any time in them," the lack of affordances and constraints can be baffling. So how do we not do that?
And how do we understand what things do anyway, really, when behaviour steered by AI is so non-deterministic? Perhaps we have to lean into the mystical. That’s another trend.
Getting hardware in the hands of users
Every few years there’s a claim that it’s now quicker than 18 months to get a hardware product from concept through manufacture: that’s still not the case but there are alternatives and short cuts – some of which are potentially rapidly quicker.
Like: reference designs. There is now so much hardware coming out of Shenzhen, there are high level references designs for everything to customise, and factories are keen to partner. One team at the roundtable brought up their core electronics in the US, then got pretty sophisticated products built (batch size of 100) complete with beautiful metal enclosures after spending just 3 weeks in China.
Also like: 3D printers. Short run fabrication is possible domestically in a way it wasn’t before. Let me highlight Cipherling which combines production-grade microcontrollers with a charming 3D printed enclosure to get to market quicker.
It does seem like the sophistication of the Western and Shenzhen hardware ecosystems has made these approaches - which are not new - newly accessible.
Form factors
New Wave Hardware skews consumer, perhaps?
Or at least there’s a renewed interest in consumer hardware from startups and investors.
This is partly because there’s a big unknown and therefore a big opportunity: AI is hungry for context, it’s useful in the real world outside our phones, and the new AI interaction modalities means there’s a lot to figure out about how to make that good – it’s not obvious what to do. Like do we have lanyards or pucks on tables or what? We need to experiment, which demands quick cycle time, which is a driver on finding alternatives to the 18 month product development cycle.
Also the previous generation of hardware was oh-so-asinine. One remark I wrote down from the roundtable, regarding the consumer hardware that currently surrounds us: "This is hardware that would want to be invisible if it could."
So there’s a desire to try new forms; products that don’t secretly want to hide themselves.
Just a note too that “new form factors” doesn’t just mean standalone devices: we continue to be inspired by the desk-scale or even room-scale work at Folk Computer.
New tools, of course
If you’re an artist wanting to put a few dozen instances of weird new consumer electronics in people’s hands, and your single blocker was writing firmware, then guess what: in the year of our Claude 2026 that is no longer a blocker.
AI tools provide what I’ve previously called Universal Basic Agency and it is wonderful. When individuals are unblocked, we get an abundance of creativity in the world.
(We were at a 6 minute demos event in the basement of an independent bookstore in Brooklyn on Friday - see this week’s Lab Notes - and one speaker was showing their vintage arcade display adaptor project. So cool. They make super complicated PCBs but don’t enjoy 3D modelling, so did the CAD in programmable modelling software with a few lines of code. Not AI, but advanced tools.)
And do we see a glimmer of end-user programming too?
I’m grateful for the thoughtful and open conversation of everyone at the roundtable.
As I write this, a set of colourful Oda speakers, hanging from the ceiling here at Betaworks, relay a live audio stream from a macaw sanctuary forest in central Costa Rica. We can hear the birds and the weather – it is transporting.
If there is such a trend as New Wave Hardware (and, after our small conversation, I do believe there is) then it is not confined to mass market novel AI interfaces, it is also these profound artistic interventions, and we all learn from one another.
Are you seeing something happen here too? Are hardware startups characterised by something different today versus, say, 5 years ago? Lmk if you end up sharing your perspective on your blog/newsletter – would love to read.
At Inanimate we are building products within New Wave Hardware, and working to do our bit to enable it.
We hope to convene another roundtable in the near future, either here in NYC or back home in London, to continue swapping notes and pointers and feeling this out together.
You have a leader named Adolph Hitler. He is rounding up Jews. He makes clear there is a master race. He believes he should rule everyone and everything.
Would it be wrong to wish for his death?
It’s 2005.
You live in Syria.
You have a leader named Bashar al-Assad. He is gassing your fellow citizens. Poisoning them. Murdering them. Wiping out families.
Would it be wrong to wish for his death?
It’s 2026.
You live in America.
You have a president named Donald J. Trump who cares for no one (literally no one) but himself. Under his reign, masked agents crawl across the land, grabbing people, kidnapping people, terrorizing communities, killing people. Under his reign, the only thing he values is his own wealth, his own power, his own gluttony. He has set fire to the Constitution. He has spoken in such ways that his opponents are violently targeted and, often, physically beaten. He lies incessantly. He shows loyalty to no one. He is a vile racist, a vile sexist, a vile homophobe, a concealed pedophile whose base-level instincts are carnal and focus upon survival. If people die, they die. Soldiers—who cares? POWs were losers for being captured. Scientists—who cares? Climate change is fake. Innocent children—who cares. So what if we bombed a school in Iran? Let them eat cake.
Would it be wrong to wish for his death?
Would it really be so wrong?
•••
I think about this quite often, because I desperately want Donald Trump to die.
And this is not a threat—I do not want him murdered, for the last thing we need is the Orange Pig turning into a martyr. No, I want him to die on the toilet, while taking a big-ass stinky shit with a couple o’ half-eaten Egg McMuffins wedged within his doughy, lifeless, rigor mortis-infected paws. I want the official White House photographer to chronicle the scene, then have those pictures leaked across the world. I want to see Donald Trump’s corpse—orange above the neck/pale below it—alongside a toilet, shit splotches coating his thighs and buttocks, any remaining morsels of dignity forever expunged by this new made-for-Wikipedia image.
I have, truly, never wished death upon another person. Not John Rocker, not J.D. Vance, not Kristi Noem … not anyone. Why? Because 99.9999999999 percent of us have loved ones who deeply care, and who would be wounded by our departures. Rocker has a mother. Vance has a wife and children. Noem has Corey. The finality of death is crushing, and even awful people have redemptive qualities.
But not Trump. He is, in every sense of the word, a succubus (Definition: a demon in European folklore that appears in dreams to seduce men, draining their life force or soul through sexual intercourse to survive). He cheated on wife 1 with wife 2 and wife 2 with wife 3 and wife 3 with one of many women, including a porn star he paid off in hush money. He was barely around to raise his children, and—I’m guessing—couldn’t tell you Barron’s birthdate or favorite color. He is badness. Pure, dark, grotesque badness.
So, again, I do not generally wish for one to die.
So I serve as an adjunct journalism professor at Chapman University. The other day, David Jensen of the Panther, the student newspaper, asked to chat OC politics on the ol’ podcast.
Up betimes and to my office all the morning with Captain Cocke ending their account of their Riga contract for hemp. So home to dinner, my head full of business against the office. After dinner comes my uncle Thomas with a letter to my father, wherein, as we desire, he and his son do order their tenants to pay their rents to us, which pleases me well. In discourse he tells me my uncle Wight thinks much that I do never see them, and they have reason, but I do apprehend that they have been too far concerned with my uncle Thomas against us, so that I have had no mind hitherto, but now I shall go see them. He being gone, I to the office, where at the choice of maisters and chyrurgeons for the fleet now going out, I did my business as I could wish, both for the persons I had a mind to serve, and in getting the warrants signed drawn by my clerks, which I was afeard of.
Sat late, and having done I went home, where I found Mary Ashwell come to live with us, of whom I hope well, and pray God she may please us, which, though it cost me something, yet will give me much content. So to supper and to bed, and find by her discourse and carriage to-night that she is not proud, but will do what she is bid, but for want of being abroad knows not how to give the respect to her mistress, as she will do when she is told it, she having been used only to little children, and there was a kind of a mistress over them.
Troubled all night with my cold, I being quite hoarse with it that I could not speak to be heard at all almost.
When I re-read my 2006 piece “And Oranges” today before linking to it, I paused when I read this:
And while it is easy to find ways to complain that Apple is not
open enough — under-documented and undocumented security updates
and system revisions, under-documented and undocumented file
formats — it would be hard to argue with the premise that Apple
today is more open than it has ever been before. (Exhibit A: the
Web Kit project.)
It’s not often I get to fix 20-year-old typos, and to my 2026 self, “Web Kit” looks like an obvious typo. But after a moment, I remembered: in 2006, that wasn’t a typo.
If you write about Mac keyboard shortcuts, as I did yesterday, you
should know how to do it right. Just as there’s a proper order
for adjectives in English, there’s a proper order for
listing the modifier keys in a shortcut.
I haven’t found any documentation for this, but Apple’s preferred
order is clear in how they show the modifiers in menus and how
they’re displayed in the Keyboard Shortcuts Setting.
The order is similar to how you see them down at the bottom left
of your keyboard. Control (⌃), Option (⌥), and Command (⌘) always
go in that order. The oddball is the Shift (⇧) key, which sneaks in
just in front of Command.
Perhaps this wasn’t documented in 2017, but at least since 2022 (per the Internet Archive), Apple has documented the correct order for modifier keys in a keyboard shortcut in their excellent Apple Style Guide, under the entry for “key, keys”:
If there’s more than one modifier key, use this order: Fn
(function), Control, Option, Shift, Command. When a keyboard
shortcut includes a mouse or trackpad action, use lowercase for
the mouse or trackpad action.
Option-click
Option-swipe with three fingers
There’s all sorts of good stuff in this Style Guide entry, including an explanation for why the shortcut for Zoom Out is ⌘- (using the lower of the two symbols on the “-/_” key) but the shortcut for Zoom In is ⌘+ (using the upper of the two symbols on the “=/+” key):
If one of the characters on the key provides a mnemonic for the
action of the command, you can identify the key by that character.
While I’m at it, here’s a pet peeve of mine. When you write out a keyboard shortcut using modifier key names, you connect them with hyphens: Command-R. But when using the modifier glyphs, you should definitely not include the hyphens. ⌘C is correct, ⌘-C is wrong. For one thing, just look at the shortcuts in the menu bar — the shortcut for Copy has been shown as ⌘C since 1984. For another, consider the aforementioned shortcuts that most apps use for Zoom In and Zoom Out: ⌘+ and ⌘-. Both of those would look weird if connected by a hyphen, but Zoom Out in particular would look confusing: Command-Hyphen-Hyphen?.
(How do you write those out using words, though? Apple uses “Command-Plus Sign (+)” and “Command-Minus Sign (-)”. Me, I’d just go with “Command-Plus” and “Command-Minus”.)
Pay no attention to Drang’s follow-up post, or this one from Jason Snell. The correct order is Fn, Control, Option, Shift, Command — regardless if you’re using the words or the glyphs.
Looks like Apple updated the keyboard on the new M5 16‑inch
MacBook Pro. The Backspace, Return, Shift, and Tab labels are
gone, replaced with symbols instead.
All the new MacBook keyboards sport this same change, including the M5 Air and A18 Pro MacBook Neo. I’m not a fan. I like the words on those keys. But I’m willing to admit it might just be that I’ve been using Apple keyboards with words on those keys since I was like 10 years old. iOS 26 switched from the word “return” to the “⏎” glyph on the software keyboard (and removed the word “space” from the spacebar — which, in hindsight, seemed needless to label).
The Escape key is still labelled “esc”, and the modifier keys (Fn, Control, Option, and Command) still show the names underneath or next to the glyphs. I suspect this is because documentation — including Apple’s own — often uses names for these keys (Option-Shift-Command-K), not the glyphs (⌥⇧⌘K). It’s only in the last few years that Apple began including the glyphs for Control (⌃) and Option (⌥) — until recently, those keys were labelled only by name. They added the ⌃ and ⌥ glyphs between 2017 and 2018. And until that change in 2018, Apple added the label “alt” to the Option key — a visual turd so longstanding that it dates back even to my own beloved keyboard.
Outside the U.S., Apple has been using glyphs for these key caps for a long time. The change from words to glyphs is new only here.
Chance Miller, reporting for 9to5Mac back on January 28:
Halide and Lux co-founder and designer Sebastiaan
de With announced today that he is joining Apple’s human
interface design team. This marks a return to Apple for de With,
who previously worked as a freelancer for the company on projects
including Find My, MobileMe, and iCloud.
The last time I mentioned De With here on Daring Fireball was back in June, on the cusp of WWDC, when I linked to his resplendently illustrated essay, “Physicality: The New Age of UI”, wherein he speculated on where Apple might be going. It’s very much worth your time to revisit De With’s essay now, knowing that he’s joined Apple’s design team. My own comments on his essay hold up well too — especially my concern that a look-and-feel centered on transparency doesn’t seem a good fit for MacOS, where windows stack atop each other.
When De With published his essay, it was as an idea for where Apple might go. Now that we’ve seen and been living with Liquid Glass, his essay works even better as a roadmap for the direction Liquid Glass should head.
That leaves us with a fully disassembled laptop. We’ve done this
in less than 10 minutes, which is absolutely amazing for an Apple
laptop. I can’t say we’ve ever had a Mac that looks as repairable
and as modular as this one. No sticky tape, no tricky adhesives,
modular parts, minimal parts as well, no hinge covers or anything
like that. It’s just super straightforward, elegant design.
The aspects of the Neo that make it less expensive also make it simpler, and thus easier to service. Apple’s iPhones, iPads, and higher-end MacBooks that use a lot of glue and tape and pack components together in hard-to-disassemble ways aren’t designed that way out of spite or carelessness. They’re like that because that’s what it takes to make devices ever smaller, and ever more lightweight. By allowing the Neo to be a bit thicker and heavier, it’s also a lot simpler.
There are fun things you can do in software when it is aware of
the dimensions and features of its hardware. [...]
The rule here would be, perhaps, a version of “show, don’t tell.”
We could call it “point to, don’t describe.” (Describing what to
do means cognitive effort to read the words and understand them.
An arrow pointing to something should be easier to process.)
I just learned the word proprioception a few weeks ago, in the context of how you can close your eyes and put your fingertip on the tip of your nose. Perfect word for this sort of hardware/software integration too.
“Winter” 2025-2026 warmest on record across most of Western U.S., including SoCal & Sierra Nevada Well, now it’s official: Winter (Dec-Feb) 2025-2026 was the warmest on record across the majority of the American West, and a top-3 warmest winter nearly everywhere that it didn’t quite cinch the record. That includes nearly all of the Colorado […]
…on March 12 we’ll be launching Liberalism.org, a new project from IHS [Institute for Humane Studies]. We’re aiming to build something akin to a modern-day coffee house of the liberal tradition—a digital gathering place where today’s most innovative liberal thinkers can weigh tradeoffs, think across differences, and apply liberal values to the challenges of today and the future.
The idea is to create a space that is serious but accessible—a home for exploring political, economic, intellectual, and civic freedom as a coherent and evolving tradition. We’re hoping it will serve as both an outlet for the ideas and a public-facing resource for those who care about the future of liberalism in its broad, classical sense.
For some, New Year’s Day is the time to change things around, to make those resolutions that will alter the way you are living your life. It is a time for renewal and rebirth. Out with the old ways, and in with the new. For others, however, there is another changing-of-the-seasons moment around three months later – and it is a far more magical time.
All sports have their first games of the season, but it is baseball that looks forward to and celebrates its opening day like no other. Young fans eagerly make their first trips to the ballpark, hope springs eternal, and, these days, online sports betting in Washington does a brisk business. Opening day is a day of hope, and arguably the best day of the year.
There are many reasons why Major League Baseball’s opening day holds such an important place in the hearts of the players and fans. In this article, we will take a look at just why opening day is so magical and some of the traditions and ceremonies that everyone looks forward to at this time of year.
A Time for Dreaming
There is a book by Thomas Boswell called Why Time Begins on Opening Day, and that title perfectly sums up the way baseball fans feel about the first games of the new season each year. It doesn’t matter if your team won the World Series in the Fall before, or if it failed to get past 60 wins in the previous season, everyone is at 0-0 on opening day.
Los Angeles Dodgers fans will be eagerly awaiting to see whether their team can continue its journey to legendary dynasty status, while those who root for the Colorado Rockies will be hoping that their team can somehow improve from the nadir of 2025. Whatever happens in the months to come, both those teams will be at the same level on opening day.
Opening day is a time for a kind of hope that doesn’t need to be based on fact. One of the greatest things about being a sports fan, in general, is that no matter how poorly your team has performed in the past, the new season is a time for rebirth and renewal. Those hopes may well disappear as quickly as the New Year’s resolutions were forgotten in January. But, for one magical day, anything can happen.
Back to the Old Routine
It is not just a time for hopeful fans to pretend that their team is able to compete for a pennant or a title. For many, opening day also allows them to get back into a familiar and comfortable routine. With a 162-game season, Major League Baseball fans may not go as regularly to home games as those of other sports, but there are many who try to get to as many games as possible.
Opening day, especially those where your team is playing at home, provides an opportunity for regular fans to catch up with old friends. Those friends sometimes only exist at the ballpark. But they are people who spend a lot of time together and have known the same highs and lows over the years.
It may be a complete coincidence, but opening day also comes around at a time of the year when the cold winter days come to a close. Sunny, spring days are heralded with opening day baseball and the opportunity to spend more time outdoors.
First Pitch and Ceremonial Rituals
Opening day is a new beginning for everyone, and baseball has a number of rituals and ceremonials that celebrate the new season. These all make the day even more magical, and many teams have their own bespoke traditions that fans look forward to throughout the long and cold offseason.
One of the most notable opening day traditions is the First Pitch Ceremony. Dating back to the early 20th century, when President William Howard Taft threw the first pitch at the Washington Senators’ home opener at National Park in 1910, it is a ceremony that has been repeated by a number of presidents ever since. But even if your team is not lucky enough to have the president do the honors, that first pitch signals the new season like nothing else.
Some teams treat opening day as a city-wide festival, with parades and other activities designed to bring everyone together behind a common cause – the local team.
Baseball is All About Nostalgia
As we mentioned before, all sports and leagues obviously have their own version of opening day, as the new season comes around every year. But it is the inherent nostalgia in baseball that makes this sport’s opening day so much more special. Baseball is known as “America’s pastime”, and it is a sport that communities gather around and invest a lot of time in. That is why opening day is so special each year.
The NFL, NBA, and NHL have their own traditions and love of statistics, but the love of the game and its history is manifested in a special way by Major League Baseball. Opening day transcends the sport itself, bringing generations together even if they have very little else in common.
From first pitch ceremonies to traditional songs, opening day is a cultural moment that brings all Americans together, with a common cause for hope and a brighter tomorrow.
Satellite operator SES said a missile “targeted and struck” its teleport facility in Israel March 9 as tensions spill across the region amid ongoing Israeli and U.S. military operations against Iran.
SAN FRANCISCO – Mantis Space, a New Mexico startup planning a constellation to supply solar power to spacecraft, emerged from stealth March 12 with $10 million in seed funding. “We are building a constellation of satellites that deliver power directly to solar arrays that exist in the market today and bringing products to market that […]
Firefly Aerospace’s Alpha rocket successfully returned to flight March 11, launching a technology demonstration mission more than 10 months after the rocket’s previous launch failed.
Paris, February 2026 — Novaspace’s Capacity Pricing Trends, 8th Edition finds the satellite connectivity market has entered a Post‑Capacity Era, where bandwidth is no longer the basis of differentiation. Starlink’s vertical integration and cost […]
Enpulsion, an Austrian company that produces satellite electric propulsion systems, has raised its first significant outside funding to increase production and potentially acquire other companies.
NASA’s approach to managing the development of crewed lunar landers for Artemis has successfully controlled costs but not schedule, raising questions about NASA’s desire to accelerate those efforts.
A Vienna-based startup has raised $4 million to scale a software platform that generates synthetic satellite data for training AI models to detect environmental and operational risks.
In this episode of the SpaceNews Space Minds podcast, host David Ariosto talks with Jonathan Cirtain, CEO and President of Axiom Space. They discuss the challenges — and wonders — […]
It’s long been believed the constantly rising costs of new home construction, and lackluster improvements in construction productivity more generally, are fundamentally a problem of production methods. Most houses in the US are still built on-site, using manual labor and hand tools, a manner of construction that doesn’t seem all that different from construction in the 19th century. By contrast, sectors like agriculture and manufacturing have shifted from this type of “craft production,” where work is done primarily by skilled manual labor, to industrialized, factory production, where work is mainly done by high-volume, highly automated machinery. Direct labor — the labor needed to actually physically produce something — makes up only about 10-12% of the cost to manufacture a modern car, while it’s roughly half of the cost of building a new single family home. Extending this line of thinking suggests that if construction could be similarly industrialized — if homes were built in factories and then delivered to their sites, rather than built on-site, by hand — we’d see the sorts of falling costs and rising productivity in construction that we’ve seen in manufacturing and agriculture.
The concept of industrializing homebuilding by bringing the process into the factory began to be articulated almost as soon as the benefits of mass production became apparent. Around the 1920s Alfred P. Sloan, president of General Motors, extolled the virtues of industrialized production, noting that an $800 Chevrolet would cost $5000 if it were made by hand, and suggested that the costs of building a home could be similarly and dramatically reduced using factory methods. In 1928, the German architect Walter Gropius noted that between 1913 and 1926 the price of new cars had halved, while the price of construction had doubled. Gropius later attributed this to the different production methods of car manufacturing and homebuilding, declaring that contemporary building methods were “far behind the times” and “not fit to solve the problem” of building affordable homes:
The greater proportion of hand-work involved in building increased the price in accordance with the increasing labor costs. Refinement of mass production methods, on the other hand, considerably lowered the price of automobiles. A decent dwelling became unattainable for the poor, yet the car became an everyman’s tool.
The potential efficiency gains and cost savings of factory-based construction have been a driver of numerous prefabricated — factory-built — homebuilding efforts. They were behind the Lustron Corporation, which received $37.5 million (over $500 million in 2026 dollars) in government funding to produce an enameled-steel panel home in an enormous former aircraft engine factory following WWII. They fuelled Operation Breakthrough, a 1970s US government initiative to kickstart the industrialized production of housing. They formed the core thesis of Katerra, a construction startup that in 2018 raised over $2 billion in venture capital on promises of driving down the costs of construction with factory methods (disclosure: I formerly managed an engineering team at Katerra).
However, these hopes have yet to bear out, and achieving cost savings with prefabricated construction has proved to be highly elusive in practice. Factory-based building methods have been tried extensively both in the US and abroad, but it’s hard to find examples of prefabricators achieving significant cost savings above more traditional methods. The savings that have occurred are frequently in the realm of 10-20%, a far cry from the huge reductions that followed the industrialization of car manufacturing. Often these cost savings don’t materialize at all, and prefabricators instead emphasize other benefits of factory methods like reduced construction time and increased quality. In cases where major savings do occur — such as with mobile homes — it’s often within somewhat narrow categories of building that have not generalized to the broad construction market.
What should we expect from factory-based homebuilding?
Before we look at the history of cost savings with prefabricated construction, it’s worth articulating what, specifically, we might hope to gain by using factory-based construction methods.
Prior to the age of mass-production, cars were assembled using craft production methods. In “The Machine that Changed the World”, a study of Japanese car manufacturing methods, the authors describe how cars were assembled at Panhard et Levassor, a French machine-tool company which at the end of the 19th century was the world’s leading car manufacturer:
P&L’s workforce was overwhelmingly composed of skilled craftspeople who carefully hand-built cars in small numbers…different contractors, using slightly different gauges, made the parts. They then ran the parts through an oven to harden their surfaces enough to withstand heavy use. However, the parts frequently warped in the oven and needed further machining to regain their original shape.
When these parts eventually arrived at P&L’s final assembly hall, their specifications could best be described as approximate. The job of the skilled fitters in the hall was to take the first two parts and file them down until they fit perfectly. Then they filed the third part until it fit the first two, and so on until the whole vehicle — with its hundreds of parts — was complete…by the time the fitters reached the last part, the total vehicle could differ significantly in dimensions from the car on the next stand that was being built to the same blueprints.
Because P&L couldn’t mass-produce identical cars, it didn’t try. Instead, it concentrated on tailoring each product to the precise desires of individual buyers.
This was a time-consuming and labor intensive process, and cars produced in this manner were expensive: in the early 1900s a new car cost on the order of $2000 to $3000 ($77,000 to $116,000 today).
Henry Ford and his systems of mass production changed all that. By introducing a series of manufacturing improvements — machine-made interchangeable parts, the moving assembly line, special-purpose automated machine tools — Ford was able to dramatically reduce the cost of producing a car. In 1908, Ford’s Model T cost $850, far less than competing cars. And as production methods improved and manufacturing scale increased, the costs fell even further: by 1925, a Model T was selling for just $260, a reduction of more than 80% in inflation-adjusted terms.
Notably, the enormous reductions in cost didn’t come at the expense of quality. An analysis of Buick’s 1911 Model 10, a competitor of the Model T, noted that “[a]nyone comparing a Model T Ford side by side with a Model 10 Buick would be unable to find anything superior on the Buick other than it had more brass trim. The Buick is crudely constructed, in essence years behind a Model T Ford in terms of manufacturing ease and serviceability, performance, and reliability. The Buick Model 10 is slow, heavy, and small.” This increase in quality meant reduced maintenance costs; the Model T cost around $100 a year to maintain at a time when other cars cost $1500.
Since automobiles transitioned from craft to industrialized production, the cost of cars has continued to fall in inflation-adjusted terms. And we see this pattern more broadly with manufactured goods: they tend to get cheaper over time. If we look at categories of manufactured goods in the consumer price index over the last several decades, nearly all of them have fallen in price in real terms.
Notably, this shift to industrialized production isn’t dependent on the success of a single firm. Ford’s share of automobile sales peaked at around 60% of the US car market in the early 1920s, but by the 1930s it had fallen behind General Motors and Dodge, and by the middle of WWII the company “was on the brink of collapse,” to the point where the government considered taking it over. But even if Ford had gone out of business, the industry wouldn’t have shifted back to craft-methods of production. Similarly, a dramatic decline in the overall car market — car sales declined by about 75% during the Great Depression, and by nearly 50% following the global financial crisis — didn’t cause a shift back towards craft methods of production. Once industrialized production arrives, is benefits ensures that it sticks around even in the face of market downturns.
The promise of factory-based construction then, is that the new methods that are so superior, and result in such great decreases in cost while offering equal or even superior quality, that going back to the old methods is unthinkable, even in the face of major firm failures or market declines. People will often articulate other benefits of prefabricated construction, and these benefits are often real and valuable, but it’s the promise of durably improved efficiency and reduced cost that has continuously inspired enthusiasm for the concept.
A brief history of prefabricated homebuilding
The history of prefabricated construction dates back hundreds of years. In 1624, English colonists brought a prefabricated panelized house with them when they arrived at Cape Ann, Massachusetts which was disassembled and reassembled several times.
During the California Gold Rush of 1848, thousands of prefab homes were exported to California from the eastern US as well as England, France, Germany, and even China: by 1850, 5000 homes had been ordered and shipped to California from the New York area alone. In 1861, the lumber dealers Skillings & Flint patented a “portable house” made of panelized wood construction which could be erected in three hours, many of which they sold to the Union Army during the Civil War. In 1892, Ernest Hodgson began to sell prefabricated cottages made from wood panels, which the company continued to sell in one form or another until the 1970s.1
But it was really in the 1930s when the idea of prefabrication as a strategy for reducing the costs of building a home began to emerge. The ongoing Depression, and the high costs of housing, had put homes out of reach for many Americans. The success of mass production, or “Fordism,” in driving down the costs of cars inspired many entrepreneurs to try a similar strategy with homebuilding. An article in the Brooklyn Daily Eagle from 1935 noted that “mass production of prefabricated housing promises to revolutionize homemaking for the average family.” One early example was the Motohome, which debuted that same year as the “prefabricated house that comes complete with food in the kitchen.” Promotional material for the Motohome noted that other goods had become cheap thanks to mass production, and it was only logical to apply such methods to homebuilding:
THE greatest social and economic problem that has grown out of the depression has been the necessity of reducing the cost of homes to a price that is not out of balance with the price you pay for other necessities of life. Home building for years has remained on an antiquated basis. That is why the cost of homes has been going steadily higher and higher in relation to the cost of other things that have been lowered through the aid of mass production. It is obvious that by manufacturing homes on a mass-production basis, the cost can be brought down to a point where you may again afford to own your home and give your children their chance in life.
The Motohome was not particularly successful, selling only 150 units, and subsequent home designs from its manufacturer American Houses reduced the extent of prefabrication to “precutting [material] and partial preassembly of panels.”
But other prefab companies found more success. In 1934, Foster Gunnison, a salesman of lighting fixtures, founded “Gunnison Magic Homes” (later shortened to Gunnison Homes), which aimed to “bring the full benefits of mass production technology to a backwards industry.” Gunnison hired manufacturing experts from car manufacturing, and developed a system of panelized construction using stressed-skin plywood construction (where the plywood exterior carries the weight of the structure, rather than wood studs) first developed by the US Forest Products Laboratories. Gunnison aimed to make his company “the General Motors of the homebuilding field,” and by 1944 Gunnison Homes’ factories were producing 600 houses a month. And in 1940, brothers George and James Price founded National Homes, producing prefabricated wood panel homes in their factory in Lafayette, Indiana. Within two years, National Homes had produced over 3600 homes. Overall, between 1935 and 1940 prefabricators produced an estimated 10,000 homes in the US.
Prefabricated construction gained further traction during WWII, when it was widely used to rapidly build homes for war workers moving into defense production areas. The 1942 Lanham Act authorized five manufacturers to produce 70,000 prefab homes for $153 million, and by 1943 there were at least 20 firms which had each manufactured more than 1000 houses, and several firms which were producing several hundred prefab homes a month. By the end of the war an estimated 200,000 prefabricated homes were built, roughly 12.5% of the 1.6 million homes built in America during the war.
A few of the many prefabricated homebuilders operating during WWII, via Architectural Forum.
Following the war, US housing expediter Wilson Wyatt planned to use prefabrication to rapidly build large numbers of homes to address an “acute housing shortage”: 250,000 prefab houses were planned for 1946, and 600,000 for 1947. This didn’t come to pass — Wyatt resigned after less than a year, and the actual number of prefabs built in 1947 was around 25-35,000. But by the 1950s prefab construction was nevertheless beginning to carve out a meaningful, and increasing, fraction of the US housing market. In 1954 prefabs were around 5-8% of total single family home construction; by 1959 that fraction had risen to 6-12%.
Many of these prefab homes were mobile homes: permanently occupied travel trailers. But prefabricated construction of conventional homes was also becoming more popular. National Homes, in particular, became a force to be reckoned with in the prefab industry. In 1953 National Homes produced just over 14,000 homes, roughly 2% of all US houses built. In 1959, the company merged with seven other prefabricators, giving it a network of nine plants across the US (some of which it was eventually forced to divest thanks to an anti-trust lawsuit). In 1956 the company had produced its 100,000th home; by 1960, it had hit 200,000, and by 1963 a quarter of a million. Founder James Price had the audacious goal of being responsible for 50% of ALL US housing starts by 1975.
Wall panel being made at National Homes’ factory, circa 1959.
During the 1960s mobile homes, today known as manufactured homes, also began to rapidly gain in popularity. Mobile home sales rose from 90,000 in 1960 to nearly 600,000 in 1972, at which point there were mobile home factories in 45 states. By 1974, Skyline, the largest mobile home manufacturer in the US, was producing 50,000 homes a year, more than any other homebuilder, and the Mobile Home Manufacturer’s Association had become the world’s largest land developer as part of its efforts to build new mobile home parks. By the early 1970s, mobile homes along with other types of prefabricated, factory-built construction made up on the order of half (and possibly more) of all single family home construction.
But the early 1970s proved to be the peak of factory-built housing in the US. During the 1970s, many prefab firms went out of business or otherwise struggled. In 1972 the largest prefab factory in the US, owned by Behring Corporation, closed. Gunnison Homes, which had been purchased by US Steel in 1944, stopped producing homes in 1974. EL Hogdson similarly went out of business in the 1970s. National Homes entered a period of decline, losing $10 million in 1973 and $20 million in 1974, though the company managed to remain in business until the 1980s. Operation Breakthrough, a major government effort to kickstart large-scale production of factory-built housing, failed; despite $72 million in investment (plus millions more in Section 236 financing), 20 of the 22 building systems funded by Breakthrough were no longer being produced by the 1980s. Between 1973 and 1976 the number of mobile home factories in the US declined by nearly 40%, and the number of wood panel home factories declined by nearly 60%.
Since the 1970s, prefab has continued to gradually lose ground in the US housing market. Cardinal Industries, which was the largest prefab homebuilder in the US following the demise of National Homes, declared bankruptcy in 1989. By 1990, mobile homes (which had since been confusingly renamed “manufactured homes”) and other prefabs together were down to around 20% of the US single family home market, and almost certainly a much smaller share of the multifamily apartment market. Manufactured homes saw an uptick in popularity through the 1990s, buoyed by lax lending standards, but sales collapsed in the early 2000s as lending standards tightened and repossessed homes flooded the market. Other types of prefabricated homes declined significantly following the 2008 Global Financial Crisis.2
In the 2010s, there was a raft of US startups which spent enormous amounts of money to try and bring factory-based methods to homebuilding. In addition to Katerra ($2 billion), there was Veev ($475 million), Blu Homes ($217 million), Mighty Buildings ($100 million), Entekra ($75 million), and others. These companies all went out of business or otherwise failed (Mighty Buildings, for instance, pivoted to selling exterior cladding systems).
Today, prefabricated construction remains a small fraction of overall homebuilding in the US. For single family homes it’s around 10%, most of which are manufactured homes. For multifamily apartments, it’s roughly 3%.
Thus the lack of a robust prefab housing construction industry in the US is not for lack of trying. Many firms have taken swings at being the “Henry Ford” of housing: often these firms have been backed by very substantial investments, and many of them have produced thousands of homes. But none of them have catalyzed a transformation of the American homebuilding industry the way that Ford did for the car industry.
Prefab outside the US
Prefabricated home construction has a similarly long history of use outside the US. In the UK, following WWII the government funded the construction of over 150,000 prefabricated homes as part of its “Emergency Factory Made” housing program. The most notable of these was the AIROH house, which was designed to make use of now-surplus aircraft manufacturing plants and the 100,000 tons of scrap aluminum that no longer needed to be turned into airplanes. Over 54,000 aluminum-framed AIROH houses were produced during the program, each one using two tons of scrap aluminum.
More recently, the UK government has poured enormous amounts of investment to encourage the adoption of prefabricated construction (what they refer to as “Modern Methods of Construction” or MMC). As in the US, this effort has been marked by numerous high-profile failures and bankruptcies. Tophat, a modular builder formed in 2016, secured over £160 million (~$215 million) in funding, then operated at a loss between 2020 and 2023 before declaring bankruptcy. Legal & General, a financial services company, formed a prefab homebuilding division in 2016; by the time it closed in 2023, it had lost £236 million (~$316 million). Ilke Homes, a modular homebuilder founded in 2017, closed in 2023 owning £320 million (~$429 million) in debt. Today, prefab construction remains a small fraction of the UK’s homebuilding industry, around 5-10%.
In Germany, prefab construction has had more success. Millions of precast concrete apartments were built in East Germany during the Cold War, and since the 1990s prefabricated construction (much of it using wood-panel construction) has gradually become more popular. From less than 10% of new housing units in 1990, prefab today accounts for more than 25% of new German homes.
Japan has similarly built large numbers of prefabricated homes. Prefabricated construction began to gain popularity in the 1960s, and by the 1970s Japan was producing over 100,000 prefabricated homes annually. Since the 1960s more than 10 million prefab homes have been built in Japan, and prefab makes up roughly 15% of the Japanese housing market.
But the country that has adopted prefabrication more than any other country is Sweden. Roughly 85% of single family homes, and 30-40% of multifamily apartments in Sweden are prefabricated.
It’s clear, then, that factory-based construction methods have been tried extensively, both in the US and around the world. It’s also equally clear that, in general, these methods have not displaced conventional construction. Outside of a few Scandinavian countries, prefabrication does not appear to be the primary method of homebuilding used in any major country.
Prefab’s record of cost savings
One major reason for the relative lack of success of prefab construction is cost. Unlike car manufacturing, where industrialized methods rapidly and dramatically reduced the cost to manufacture a car, the cost savings yielded by prefabricated construction have historically been much more modest, if indeed they’ve occurred at all.
The chart below shows the price per square foot of prefabricated homes built by different US manufacturers in the 1950s. It also includes the price per square foot of a typical conventionally-built US home in the 1950s.
And this chart shows the price per square foot of several prefabricated homes (not including land) circa 1947.
We can see that most prefabricated homes cost roughly as much, or more, than conventional construction. Only six of the 22 1950s homes have a lower square-foot cost than conventional construction, and none of the 1947 homes are.3 And the lower costs that do exist are somewhat modest, ranging from 5-20%. What’s more, some of this cost savings comes from prefabricated homes having fewer features, rather than any sort of factory-based productivity improvement. National Homes’ 1953 catalog, for instance, notes that to keep prices low, “certain minor features come to you unfinished.” The National Homes low-cost “Cadet” model didn’t include interior paint, had a concrete or plywood floor in lieu of things like carpet or tile, had no closet doors, and had no attic or garage (though a carport could be added for an extra fee).
Gunnison Homes claimed that their construction costs were “as much as one-fifth less” than conventional construction. Via House and Home 1953.
Skipping ahead to the late 1960s and 1970s, we see a similar pattern. The 1969 report “Building the American City” from the presidentially-appointed Douglas Commission included a section on factory-based construction methods. It estimated the potential savings of a fully factory-built house as being around 16.5% when compared to conventional construction. Likewise, the 1975 publication “Good Shelter: A Guide to Mobile, Modular, and Prefabricated Houses” notes that in 1972 the average prefab home cost on average $9 to $12 per square foot. This is a substantial savings of 33-50% compared to the average cost of conventional home construction (around $18 per square foot that year), but it’s likely an outlier; the same publication gives prices of $18 to $20 per square foot for 1974, only slightly less than the average conventional cost of around $21 per square foot that year. A 1977 issue of the homebuilder publication “House and Home” gives a typical prefab house cost of $15 to $17 per square foot, plus the cost of shipping. This is substantially less than the typical conventional construction cost that year (around $29 per square foot), but that’s the cost the builder pays the factory, and doesn’t include any of the necessary site work (foundations, utilities), the cost to install or finish the home, or the builder’s profit margin. Once these are added in, the cost advantage becomes more marginal: the article notes that that price allows the builder to be competitive with conventional building methods, and offer some modest cost savings (which trades off against the reduced flexibility of prefab construction).4 It states that builders choose prefab to “get houses up quickly, or to sell in remote areas where assembling crews for conventional building would be difficult, or to control costs more accurately,” not for any major cost savings.
Operation Breakthrough, an ambitious government program to industrialize US homebuilding, provides another example of limited cost savings of prefabricated construction. Breakthrough began in 1969, and funded the development and construction of 22 housing systems (out of several hundred applicants) in the hopes that some of them would eventually achieve true mass production. Several thousand Breakthrough housing units were constructed at demonstration sites around the country, and HUD financed the construction of tens of thousands more under its Section 236 program for low-income housing.
As part of the program, the housing system producers estimated the cost of the systems they were developing. Only 5 of the 22 systems estimated their costs would be less than conventional construction, and once again these estimated savings were modest, on the order of 5 to 20%. And it seems unlikely that in practice these savings were achieved: the government paid tens of millions of dollars to the demonstration site developers to cover the excess costs of the housing systems beyond their market value, and by the 1980s 20 of the 22 housing systems (including every “low cost” system) were no longer in production.
By the 1980s, US prefab homebuilders had largely given up trying to compete by offering low-cost homes, a segment which was increasingly dominated by mobile homes. From a 1981 article in House and Home:
Ten years ago, [factory-built housing’s] banner had been “affordability,” and it had cultivated the image of an industry about to spark a revolution that would stand the conventional housing industry — slogging along with supposedly antiquated building methods — on its ear.
That revolution never came…
The sentiments expressed by John Baxter, manager of operations for Boise Cascade, are typical of how the industry sees itself now. “Modular housing is not going to be the answer for affordable housing in the next ten years,” says Baxter. [National Association of Home Manufacturers’ John] Kupferer agrees, and gladly passes the affordability banner on: “Mobile homes really have the answer when it comes to affordable housing.” And instead of that revolution, Kupferer sees modular’s share of the housing market growing via evolution.
The thrust of this evolution, says Kupferer, is that “dollar for dollar, you get much more value in a manufactured house.” There will be no more trying to stress a lower cost-per-square-foot than conventional builders: “We never say we can beat the other guy’s price. We don’t want to be known as the cheaper house.” (house and home march 1981).
The trends of prefabricated construction offering modest, if any, cost savings continued into the 1990s. A 1991 article on Utah prefab homebuilder Valgardson Housing System gives its costs per square foot as around $44, around a 19% savings compared to average conventional construction costs that year (deseret news, census). A 1998 HUD/NAHB study comparing conventional and factory-built homes found that a factory-built house would cost around 15% less than an equivalent conventional, site-built house.
This state of affairs continues today. Successful prefab homebuilders in the US rarely tout their cost savings, and instead emphasize benefits like faster build time or higher quality. High-end prefab homebuilder Bensonwood states on their website that “[a]pples to apples, we build a more consistent, higher quality product for less money than can be built with conventional construction methods. We are not, however, price-competitive with stick-built homes built to code-minimum levels.“ Vaughan Buckley, the CEO of modular multifamily builder Volumetric Building Companies, noted that cost savings of prefab was on the order of 5 to 10%, and that “It’s not a huge swing in cost that our clients typically seek modular for. It’s the reduction in schedule.” The founder of prefab design firm CleverHomes stated that “while there can be some savings with modular prefab construction, the more substantive benefits are the predictability of budget and process, the quality control, the speed of construction.” Derrick Seitz of construction management firm Windover construction stated that “[o]ne thing we always make clear at the forefront with clients considering modular is that the construction costs are the same as conventional methods.”
Outside of the US, we see the same thing. Sweden, as we’ve noted, has adopted prefabricated construction more than almost any other country; 85% of single family homes, and 40-45% of multifamily apartments in Sweden are prefabricated. But this hasn’t yielded low housing costs. Per Statistics Sweden, in 2023 the average price per square foot for a new single family home in Sweden was more than 70% higher than the average price in the US. And over the last 25 years construction costs and housing prices in Sweden have risen roughly as fast as they have in the US and above the level of overall inflation, rather than less than inflation like other manufactured goods.
In a New York Times article about Swedish prefabrication, Stefan Lindbäck,an executive at Swedish multifamily prefab company Lindbäcks admits that their construction costs aren’t lower than conventional builders, but suggests that they make up for it in other ways:
Building quality homes, whether on-site or off-site, will never be cheap. You don’t want to scrimp on materials or labor, and the savings of factory-built homes might not be obvious at the start, Lindbäck told our group. A conventional builder might bid lower than Lindbäcks, but then there are the costs of supervising the construction on-site and paying for delays in interest charges. And conventional builders profit from changes late in the process.
With factory-built houses, modifications are minimized because customers generally select from a standardized framework and changes are allowed only up to a certain point. The factory builder’s advantage is quality control and speed. Real profit, long-term profit, comes from streamlining the building system for predictable outcomes and fast delivery.
Similarly, Germany’s prefab home portal Fertighaus.de notes that “which construction method is cheaper, prefabricated house or solid house [on-site concrete or masonry construction], then the answer for an equivalent design is: None.” German homebuilding platform Massivehaus.de asks: “Is a prefabricated house cheaper than a solid house? In short: no. Prefabricated house prices as well as those of solid houses exist in a wide variety of levels, and none of the construction methods can be assessed as cheaper or more expensive today.”
German prefab homebuilder HUF HAUS likewise lists the advantages of choosing prefab construction, but these advantages do not include “lower price;” instead they are things like short construction time, energy efficiency, and a guaranteed fixed price.
In the UK, the CEO of prefab builder Vision Modular noted in 2023 that what drove demand for factory-built construction methods was “certainty of cost, of programme and of quality”, as well as sustainability and ESG requirements — not any cost savings. The numerous failures of various UK factory-built housing producers likewise suggests an inability to achieve any sort of major (if any) reduction in building costs. When the Swan Housing Association closed its factory in 2022 after five years of operation, it noted that “it is simply not financially sustainable to continue to build homes using modular construction, with Swan’s factory having been running at a loss.”
In Japan, the trajectory of prefabricated construction mirrors that of the US: an initial focus on using factory methods to achieve low costs, followed by a pivot to focusing on higher quality when that strategy failed. A 2003 study of Japanese prefabricated construction noted that:
During the 1960s and 1970s, Japanese housing manufacturers focused solely on the ‘mass production’ of their products, resulting in a supply of virtually identical, rather monotonous houses. Due to the ‘inferior’ image associated with the low-quality appearance of these houses, the public immediately rejected them. Since then, manufacturers have placed greater emphasis on improving industrialized housing quality…
The same paper notes that as of 2000 per-square foot costs of prefabricated construction in Japan were on average 8% higher than site-built construction. Likewise, the Japanese homebuilding platform japanese-architects.com notes that the least expensive method of building a new home is typically local, on-site builders, rather than prefabricated construction.
Toyota is an illustrative Japanese case. In the 1970s, in an attempt to apply its manufacturing expertise to other industries, Toyota formed a prefabricated homebuilding division, Toyota Home, which still exists today. But while Toyota’s manufacturing expertise, and its low-cost, high-quality cars, allowed it to become the largest automaker in the world, it hasn’t had the same success in homebuilding. Toyota Home has consistently been a minor homebuilder in Japan, and like other prefabricators it seems more focused on delivering high quality than on achieving low price (unlike with car manufacturing, where it successfully achieved both). In 2008 Toyota’s home prices ranged from $200 to $300 per square foot, far more than average prices in the US that year (around $90 per square foot per the US Census).
When there is cost savings, it’s often because a prefabricator can locate their operation in a place with low-cost labor, and ship it to a place with high-cost labor. Modular manufacturer Autovol is able to manufacture modules in their Utah factory (where labor costs are low), and ship them to California (where on-site labor costs would be high). Stack Modular uses a similar business model, manufacturing modules in China and shipping them to the western US and Canada. But this requires a substantial labor price differential, and the high costs of transporting large, bulky prefabricated building components means that there’s a limited number of places where this strategy works.
Location of Autovol’s prefab building projects. High-cost California cities dominate. Via Autovol.
Thus wherever and whenever we look, we generally see the same story: factory-based homebuilding yielding at best relatively modest cost savings, and often no savings whatsoever. This is what we see in the US historically, it’s what we see in the US today, and it’s what we see in countries around the world.
Manufactured homes and cost savings
The biggest counterexample to this general trend that I’m aware of is manufactured homes, formerly known as mobile homes. Mobile homes were originally camping trailers, but over time have evolved to more closely resemble conventional homes, and today’s manufactured homes can be hard to distinguish from site-built homes at first glance. Unlike other types of housing in the US (including other types of prefabricated housing), manufactured homes don’t conform to local building code requirements, but instead follow a federal code authored and administered by HUD.
Unlike other types of prefabricated construction, manufactured homes have consistently been substantially cheaper than conventional construction. The cost of a “single-wide” – a manufactured home that comes in a single unit — has generally been 55-65% less per square foot than the cost of a conventional home. “Double wides” — larger manufactured homes that consist of two units stitched together — are somewhat more expensive, but still dramatically less than conventional single family homes.
Do manufactured homes show that factory-based construction can, in fact, yield substantial cost savings?
One challenge when comparing the costs of manufactured homes and conventional homes is properly adjusting for differences in quality. Historically, manufactured or mobile homes were of lower quality than conventionally built homes, both in their performance characteristics and the level of interior finish. Prior to the introduction of the HUD code in the 1970s, for instance, mobile homes were sometimes known as “ten second trailers” because of how quickly fire would spread in them. Ralph Nader’s Center for Auto Safety published a book in 1975 called “Mobile Homes: the Low Cost Housing Hoax,” documenting various deficiencies of mobile homes, such as leaky pipes, bowing walls, and faulty wiring and HVAC systems.
The quality of modern manufactured homes is far higher than it was historically, but there are still performance and finish differences in manufactured homes as compared to conventional homes. For instance, manufactured homes will often use vinyl-on-gypsum (VOG) panels with visible seams for the interior, rather than higher-quality (but more expensive) drywall, and manufactured home energy efficiency requirements are far less than conventional home construction.
Determining the extent to which factory efficiencies are behind manufactured homes low costs requires adjusting for these sorts of performance and interior finish differences, and comparing a manufactured home to a similarly-specced conventional home. This sort of comparison was done in a 2023 study by the Joint Center for Housing Studies at Harvard. The study compares the costs of a single-wide, double-wide, and conventional house which each have similar numbers of bedrooms and bathrooms, interior and exterior finishes, appliances, and HVAC systems. The study also included the costs of a CrossMod, a relatively new category of manufactured home designed to be similar enough to conventional site-built homes that it is eligible for Fannie Mae financing. CrossMods have permanent foundations, more stringent energy efficiency requirements, higher quality interior and finishes, and features like porches or garages.
Per the study, single-section manufactured homes ranged from 35-47% of the cost of a conventional home, depending on the region of the country where they were built. Double-sections ranged from 60-64%, and CrossMods, which are the most similar to a conventional home, ranged from 73-80%.
However, even this comparison does not fully account for quality differences between manufactured homes and conventional, site-built homes. The adjustments made in this study do not include any differences in code requirements, which include things like higher energy efficiency. Even the more stringent energy efficiency standards of the CrossMod are lower than conventionally-built home requirements, and the requirements for single and double-wides are lower still.5 The study also does not include any differences for things like wind speed design, which in many areas will be substantially higher for conventional construction. But these differences, while real, are likely relatively minor in terms of added cost, and are probably only responsible for a fraction of the cost differences between manufactured homes and conventional construction.
Another important factor when analyzing the cost of manufactured homes is how those costs have changed over time. We noted earlier that most manufactured goods typically rise in price less than overall inflation over time. However, this is not true with manufactured homes, which rise in price at roughly the level of overall inflation.6
So despite being factory-produced, manufactured homes do not see the same sort of cost trajectories as other manufactured goods — their cost trends look much more similar to those of conventional construction.
Overall, manufactured homes show that factory-based construction can, in certain cases, yield substantial savings over conventional construction. Even taking into account quality differences, a single-wide manufactured home is probably on the order of 40-50% cheaper than an equivalent site-built home. But manufactured homes also show us the limit to these sorts of factory savings. The greatest savings in manufactured homes are achieved with single-wide construction, when the entire house can be delivered as a complete, single unit, minimizing on-site work and eliminating any difficulties from breaking a home into multiple parts. But this is only feasible for homes small enough to be shipped in one piece. As you move away from this to larger and more complex homes, the cost savings of manufactured homes get eaten away: double section homes have less cost savings than single-wides, and with CrossMods — the homes that are most similar in features and performance to conventional construction — we approach the 15-20% “best-case” savings that we see with other forms of prefabricated homebuilding. And the fact that the cost trajectory of manufactured homes looks more like conventional construction than it does for other manufactured goods suggests that even with manufactured homes, factory-based construction hasn’t been an unlock for sustained productivity improvements.
Conclusion
The history of prefabricated construction is remarkably consistent. Cost savings of moving to factory-based production for homebuilding have consistently been much less (5-20%) than many practitioners hoped for, given the enormous reductions in cost that were achieved for things like car manufacturing. Often savings fail to materialize at all. Exceptions to this do exist, in the form of things like manufactured homes, but they serve as much as an illustration of the limits of factory-based homebuilding as they do its potential. Though many have tried to claim the mantle of “the Henry Ford of housing,” none have yet matched Ford’s achievements of transforming a craft-based industry into an industrialized one, driving down prices in the process.
This doesn’t mean that industrialization of homebuilding, or of construction more broadly, is a doomed enterprise. But they do show that it’s an enormously complex problem. The long history of prefabricated construction shows that we can’t merely move the construction process into a factory and expect enormous productivity improvements and massive reductions in cost. The problem must be tackled at a lower level of abstraction — understanding, what, specifically, is changing when a process moves from craft to factory production, how those changes result in productivity improvements and decreases in cost, and figuring out how we might apply those sorts of changes to the construction process.
And its possible that costs are even higher than listed here, as for many of these houses its unclear if the price includes the lot. I’ve assumed that it does to be conservative, but if it didn’t, and only included construction costs, things would look even worse for prefab.
The article notes that that price allows prefab builders to “compete quite handsomely with the small stick builder, even allowing a price cushion for the relative inflexibility in design and plan.”
CrossMods can meet energy efficiency requirements by conforming to the 2009 International Energy Conservation Code (IECC), but most states have adopted newer and more stringent versions of the IECC. Regular manufactured homes are even less energy efficient than CrossMods.
We see similar trends in other areas of factory-based construction outside of homebuilding. The least expensive way to build a parking garage, for instance, is using precast concrete (concrete components which are cast in a factory and then delivered to the jobsite and lifted by crane into place). But the cost-per-parking space of a precast parking garage has risen roughly at the level of overall inflation.
Citizen historians are documenting history as displayed e.g. in signs at national museums and monuments, as those are censored, so that the censorship will be known, and the past will be remembered.
"On a Monday afternoon this winter, 64-year-old historian James Millward climbed the steps of the Smithsonian National Portrait Gallery with a “little stack of handouts, like a good professor,” and no sense of the drama that was about to unfold.
He had heard that when the museum swapped out the president’s portrait in January, it also removed a placard mentioning Donald Trump’s impeachments and the Jan. 6 insurrection.For Millward, a scholar of Chinese history, well-versed in the censorial methods of that country’s Communist Party, the development stirred a familiar feeling: unease at seeing “history being snipped and clipped and disappeared.”
...
"Stationed next to the freshly mounted portrait, which shows the president scowling over his desk, Millward offered printouts of the old wall text to interested visitors. They stated plainly that Trump was “impeached twice, on charges of abuse of power and incitement of insurrection.”
Millward called it “guerrilla teaching.” He was at the Portrait Gallery as an educator but also as co-founder of Citizen Historians for the Smithsonian, a group that last year spent thousands of hours documenting every corner of the Smithsonian, to track any changes made as Trump administration officials assert control over the content of the museums. “I think it’s really important,” he says, “to show that the people are noticing.”
...
"Within minutes, Millward estimates, a group of eight to 10 guards had gathered in the gallery. They were wearing different uniforms, he says, some with handcuffs and guns. Soon, they cleared the room of visitors and closed off the exhibition.
...
" Richard Meyer, an art history professor at Stanford University who has studied censorship, says the work of groups such as Citizen Historians could prove critical.
“Censorship is not just one moment,” he says. “It’s not just some external authority coming and saying, ‘This is going to be removed.’”
Documentation is a way to fight back. Because, he says, “the worst kind of censorship is the censorship we never know has happened.”
In yesterday’s post, The 21st Century ROAD to Housing Act, I wrote that Trump’s Executive Order “cuts off institutional home investors from FHA insurance, VA guarantees and USDA backing…”. The USDA is of course the United States Department of Agriculture. In the comments, Hazel Meade writes:
USDA? Wait, what????
Why is the USDA in any way involved in housing financing?
Are we humanly capable of organizing anything in a rational way?
It’s a good question. The answer is a great illustration of the March of Dimes syndrome. The USDA got involved with housing in the late 1940s with the Farmers Home Administration. The original rationale was to support farmers, farm workers and agricultural communities with housing assistance on the theory that housing was needed for farming and the purpose of the USDA was to improve farming. Not great economic reasoning but I’ll let it pass.
Well U.S. farm productivity roughly tripled between 1948 and the 1990s as family farms became technologically sophisticated big businesses. So was the program ended? Of course not. Over time the program subtly shifted from farmers to “rural communities”–the shift happened over decades although it was officially recognized in 1994 when the Farmers Home Administration was renamed the Rural Housing Service. Today rural essentially means low population density which no longer has any strong connection to agriculture.
So that’s the story of how the US Department of Agriculture came to run a roughly $10 billion annual housing program for non-farmers in non-agricultural communities. And how does it do this? By supporting no-money-down direct lending and a 90 percent guarantee to approved private lenders. Lovely.
It’s a small program in the national totals, but an amusing example of the US government robbing Peter to pay Paul and then forgetting why Paul needed the money in the first place.
Anduril Industries announced on Wednesday that it is acquiring ExoAnalytic Solutions, a space intelligence firm that operates a vast network of sensors monitoring the veiled movements of satellites thousands of miles above Earth.
"For nearly twenty years, ExoAnalytic has delivered important advantage[s] for the nation’s most critical missions," Anduril said in a press release. "Exo is a renowned leader in modeling and simulation for classified national security space programs, and provides critical software and expertise for missile warning and missile defense."
"The company also owns and operates the world’s largest commercial telescope network with more than 400 systems deployed worldwide, enabling persistent, high-fidelity awareness of deep space at a global scale," Anduril said.
Canada has a choice to make about its artificial intelligence future. The Carney administration is investing $2-billion over five years in its Sovereign AI Compute Strategy. Will any value generated by “sovereign AI” be captured in Canada, making a difference in the lives of Canadians, or is this just a passthrough to investment in American Big Tech?
Forcing the question is OpenAI, the company behind ChatGPT, which has been pushing an “OpenAI for Countries” initiative. It is not the only one eyeing its share of the $2-billion, but it appears to be the most aggressive. OpenAI’s top lobbyist in the region has met with Ottawa officials, including Artificial Intelligence Minister Evan Solomon.
All the while, OpenAI was less than open. The company had flagged the Tumbler Ridge, B.C., shooter’s ChatGPT interactions, which included gun-violence chats. Employees wanted to alert law enforcement but were rebuffed. Maybe there is a discussion to be had about users’ privacy. But even after the shooting, the OpenAI representative who met with the B.C. government said nothing.
When tech billionaires and corporations steer AI development, the resultant AI reflects their interests rather than those of the general public or ordinary consumers. Only after the meeting with the B.C. government did OpenAI alert law enforcement. Had it not been for the Wall Street Journal’s reporting, the public would not have known about this at all.
Moreover, OpenAI for Countries is explicitly described by the company as an initiative “in co-ordination with the U.S. government.” And it’s not just OpenAI: all the AI giants are for-profit American companies, operating in their private interests, and subject to United States law and increasingly bowing to U.S. President Donald Trump. Moving data centres into Canada under a proposal like OpenAI’s doesn’t change that. The current geopolitical reality means Canada should not be dependent on U.S. tech firms for essential services such as cloud computing and AI.
While there are Canadian AI companies, they remain for-profit enterprises, their interests not necessarily aligned with our collective good. The only real alternative is to be bold and invest in a wholly Canadian public AI: an AI model built and funded by Canada for Canadians, as public infrastructure. This would give Canadians access to the myriad of benefits from AI without having to depend on the U.S. or other countries. It would mean Canadian universities and public agencies building and operating AI models optimized not for global scale and corporate profit, but for practical use by Canadians.
Imagine AI embedded into health care, triaging radiology scans, flagging early cancer risks and assisting doctors with paperwork. Imagine an AI tutor trained on provincial curriculums, giving personalized coaching. Imagine systems that analyze job vacancies and sectoral and wage trends, then automatically match job seekers to government programs. Imagine using AI to optimize transit schedules, energy grids and zoning analysis. Imagine court processes, corporate decisions and customer service all sped up by AI.
We are already on our way to having AI become an inextricable part of society. To ensure stability and prosperity for this country, Canadian users and developers must be able to turn to AI models built, controlled, and operated publicly in Canada instead of building on corporate platforms, American or otherwise.
Switzerland has shown this to be possible. With funding from the federal government, a consortium of academic institutions—ETH Zurich, EPFL, and the Swiss National Supercomputing Centre—released the world’s most powerful and fully realized public AI model, Apertus, last September. Apertus leveraged renewable hydropower and existing Swiss scientific computing infrastructure. It also used no illegally pirated copyrighted material or poorly paid labour extracted from the Global South during training. The model’s performance stands at roughly a year or two behind the major corporate offerings, but that is more than adequate for the vast majority of applications. And it’s free for anyone to use and build on.
The significance of Apertus is more than technical. It demonstrates an alternative ownership structure for AI technology, one that allocates both decision-making authority and value to national public institutions rather than foreign corporations. This vision represents precisely the paradigm shift Canada should embrace: AI as public infrastructure, like systems for transportation, water, or electricity, rather than private commodity.
Apertus also demonstrates a far more sustainable economic framework for AI. Switzerland spent a tiny fraction of the billions of dollars that corporate AI labs invest annually, demonstrating that the frequent training runs with astronomical price tags pursued by tech companies are not actually necessary for practical AI development. They focused on making something broadly useful rather than bleeding edge—trying dubiously to create “superintelligence,” as with Silicon Valley—so they created a smaller model at much lower cost. Apertus’s training was at a scale (70 billion parameters) perhaps two orders of magnitude lower than the largest Big Tech offerings.
An ecosystem is now being developed on top of Apertus, using the model as a public good to power chatbots for free consumer use and to provide a development platform for companies prioritizing responsible AI use, and rigorous compliance with laws like the EU AI Act. Instead of routing queries from those users to Big Tech infrastructure, Apertus is deployed to data centres across national AI and computing initiatives of Switzerland, Australia, Germany, and Singapore and other partners.
The case for public AI rests on both democratic principles and practical benefits. Public AI systems can incorporate mechanisms for genuine public input and democratic oversight on critical ethical questions: how to handle copyrighted works in training data, how to mitigate bias, how to distribute access when demand outstrips capacity, and how to license use for sensitive applications like policing or medicine. Or how to handle a situation such as that of the Tumbler Ridge shooter. These decisions will profoundly shape society as AI becomes more pervasive, yet corporate AI makes them in secret.
By contrast, public AI developed by transparent, accountable agencies would allow democratic processes and political oversight to govern how these powerful systems function.
Canada already has many of the building blocks for public AI. The country has world-class AI research institutions, including the Vector Institute, Mila, and CIFAR, which pioneered much of the deep learning revolution. Canada’s $2-billion Sovereign AI Compute Strategy provides substantial funding.
What’s needed now is a reorientation away from viewing this as an opportunity to attract private capital, and toward a fully open public AI model.
This essay was written with Nathan E. Sanders, and originally appeared in The Globe and Mail.
One of the things I like best about South Africa is how quickly one enters another and very different intellectual world. Walk into a good used book shop, such as Clarke’s in Cape Town, and you find a slew of quality history books and biographies you otherwise would not have heard of. Buy them and read them and be transported. So many of them exist apart from the usual dialogues. For instance, I recently bought Digging Deep – A History of Mining in South Africa by Jade Davenport. It looks very good. Furthermore, you cannot tell how good the books are until you pick them up and read through a bit, as most of the usual cues of cover, author and author’s affiliation, publisher and so on are absent. Or at least unknown to me. I had not known by the way that finance economist Emanuel Dirman comes from South Africa and wrote a personal memoir. So many books here contain surprises once you open them.
Nowhere else is a used book store more interesting, at least from an English-language perspective.
It is fairly common for satellite companies to verbally spar over constellations, battling over territory such as preferred orbits and the electromagnetic spectrum for data transmission. The venue for such disputes is often the Federal Communications Commission, which has regulatory authority over satellite communications.
Everyone pretty much fights with everyone, but of late, the exchanges between SpaceX and Amazon have turned a bit nasty. And on Wednesday, the FCC chairman weighed in against Amazon.
The issue of the moment is SpaceX's recent application to the FCC for permission to launch up to 1 million satellites to form a megaconstellation to provide data center services from space.
Murphy: What do you think we need to do to avoid major conflict over the next 25 years? Or do you think it can be avoided?
Cowen: I just think there’ll be more festering conflicts. Consider the difference between World War One and World War Two. World War two is very decisively settled. That’s quite rare in history. And you had a clear, small number of victors that largely agreed. And US & UK set things up. That didn’t happen after World War One.
Yeah, there was a League of Nations that didn’t work. It collapsed again. Future conflicts will be more like World War One than World War Two. Yeah, there’s too many nuclear weapons out there, for one thing. Are we really going to decisively defeat Russia in anything, ever? Who knows? But I wouldn’t count on it.
I’m very struck by this recent conflict between Thailand and Cambodia, which is a nothing burger, but I think people are making a mistake by ignoring it. What it’s showing us is that two countries can find it worthwhile to conduct a nothing burger war every now and then a few weeks, and it’s never really over.
It never really escalates. It just goes on and I think we’ll just see more of that. East Africa feels quite dangerous at the moment.
Cowen: Things like that. And they’ll just multiply and not quite. You know, some of them will be settled. But as a whole, they won’t be settled, and they won’t give birth to, like, the new UN, the new Bretton Woods, the new whatever. The A’s will build their own institutions. Let’s wish them luck.
That was recorded several months ago with Nebular, here are the links:
Every president wants favorable press coverage. Most feel a surprising level of grievance when they don’t get it. Donald Trump is singular in using the powers of his office to force news organizations to bend to his will. But when is it beyond friendly or fawning coverage, or always giving the president the benefit of the doubt? At the gym a couple days ago I watched the soon-to-be-gobbled-up CNN doing a news segment on gas prices with an energy industry analyst. They’re not the only ones talking about gas prices. But the tone of the segment seemed out of sync with a lot of other press coverage. It occurred to me that what Trump wants, distinctly if not uniquely, is a kind of spell preservation as much as good coverage or fawning per se. He governs the country by a kind of manic coaxing which is at war with short-term memory and thrives on the ability to keep as many people fixated on the super dramatic crisis of the moment without remembering that it was preceded by an endless litany of other crises with similar branding.
In yesterday’s post, I noted a TPM reader asked whether she was missing something in thinking that Iran didn’t seem to be presenting any particular threat at all when we attacked the country two weeks ago. It is demonstrably the case that the U.S. and Israel attacked Iran now because it’s weak rather than strong, stumbling and punch drunk rather than about to go on the attack. And yet most commentators, and not just the Trumpy ones, are examining the question through the prism of just how much of a threat Iran posed and whether now was the right time to confront it. Looking at gas prices, the part of the equation that voters feel first and most closely, is another example. These questions take us out of what we might call the war and crisis posture to questions that are more like, Why are we doing this? Did we need to get into this situation?
These kinds of off-message discussions can break the spell.
Here’s what I mean by “the spell’.” Before it was Trump’s Iran war, it was the Epstein files. And before Epstein it was the ICE wilding sprees in Chicago and Minneapolis. Before that it was tariffs. And Epstein came in a few other times during intermissions. This isn’t just a lot of news with one big story succeeding the one before that. Each one is really a crisis of the president’s own making, and one that the president and his aides lean into as a crisis. So ICE was fighting a civilizational battle against criminal non-white hordes and their woke antifa domestic terrorist allies. Sure, you think it looks bad when government agents unload their weapons into non-threatening civilians. But that’s only because you don’t understand the true stakes, how late in the day it is to save America, let alone to make it great again. You’re asking WTF? is really just a measure of your naivete. Trump attacked Iran not because he was bored and feeling emasculated but because no president had the guts to do so in 50 years, or according to several Republican congressmen, since 1947, to do what Trump did. If you’re even asking you don’t understand the threat. In each of these cases, we have the very Trumpian climate of drama and crisis.
It’s all a bit like a friend with borderline personality disorder. The first time it’s a crisis and you want to help or get out of the way. The second time you wonder why your friend is having such a rough run of luck. The fifth time you get the bigger picture: your friend is pure drama. It’s them. They’re the source of the drama. Living in a climate of crisis helps them self regulate. Trump is like your friend or relative who’s borderline. You need compliant news organizations (though they don’t all have to be fawning) who will keep their coverage within the drama and not stepping back from the crisis du jour to look at this bigger context, which is that Trump is crisis after crisis, that these situations are almost always of Trump’s own making, and consistently inflamed by his administration’s incompetence. That last point is key. The coverage doesn’t necessarily have to be positive, or not consistently so. It just needs to be speaking within the crisis and treating it as somehow new and out of the blue and not like anything that was going on before, despite the fact that the before was a succession of similar high-drama crises before it.
In most ways, being a majority reader-funded news operation is an obviously good thing. However, at TPM we’ve always taken care that we are not contributing to a hierarchical news ecosystem. To address that, several years ago we started giving away Community-Supported Memberships free of charge. We also give away free memberships to students.
We talk a lot about how readers fund everything we do. It’s how we can afford to hire reporters. It’s how we can produce a podcast. It’s how we can host events. Memberships, along with the TPM Journalism Fund, also allow us to build an accessible AND sustainable news operation. And you need both.
Reader NC here wrote in to thank us, but really his membership is made possible by all of you. (We’re sharing the below note with his permission). If you are not yet a member, I hope you’ll consider joining now during our Membership Drive.
Greetings!
I had been a TPM Prime member since the very beginning when I reached out to your team a couple of years ago to request a free Prime membership. The mission-driven coworking business that my wife and I had spent 15 years buiding with great care, deep passion, and our family savings, had been capsized by the covid pandemic. Not so much a casualty of Schumpeter’s creative destruction as a victim of Taleb’s black swan, we were nonetheless broke. With my beloved TPM membership on the household chopping block, you switched me over to a free membership–no questions asked.
Now that we’re back on our feet, I switched over to the paid, annual Prive AF membership. As a citizen and a customer, I say this with utmost sincerity: Thank you.
But as a fellow entrepreneur and business owner? Forget about it. That is next-level respect, the respect I have for the business side. It’s hard enough running a small business, much less a small business that deliberately eschews its industry’s main source of revenue (monetizing reader eyeballs via third parties) because it would compromise the editorial independence that is the main driver of customer value. And you’re a union shop. Ka-pow!
Winter winds lofted clouds of dust from the Sahara Desert, carrying it north toward the Mediterranean and dispersing it widely across Europe in March 2026. When the dust combined with moisture-laden weather systems, a dirty rain fell in parts of Spain, France, and the United Kingdom.
This animation highlights the concentration and movement of dust throughout the region from March 1 to March 9. It depicts dust column mass density—a measure of the amount of dust contained in a column of air—produced with a version of the GEOS (Goddard Earth Observing System) model. The model integrates satellite data with mathematical equations that represent physical processes in the atmosphere.
The animation shows dust plumes originating in northwestern Africa being blown both to the west across the Atlantic Ocean and north toward the Mediterranean. As plumes spread throughout Western Europe over several days, people observed hazy skies from southern England, where sunrises and sunsets took on an eerie glow, to the Alps in Switzerland and Italy, where a dust layer encroached on the Matterhorn.
Not all of the dust remained aloft. Storms encountered some of the dust, causing particles to fall to the ground with rain and coat surfaces with a brownish residue. A low-pressure system, named Storm Regina by Portugal’s weather service, moved across the Iberian Peninsula and brought so-called blood rain to southern and eastern Spain, along with parts of France and the southern UK in early March, according to news reports.
Over the Mediterranean, areas of “dusty cirrus” clouds developed higher in the atmosphere, where dust particles can act as condensation nuclei for ice crystals, according to MeteoSwiss, Switzerland’s Federal Office for Meteorology and Climatology. Scientists are studying these clouds to better understand their formation and how they affect weather, climate, and even solar power generation.
In a new analysis, researchers used NASA’s MERRA-2 (Modern-Era Retrospective Analysis for Research and Applications, Version 2), observations from MODIS (Moderate Resolution Imaging Spectroradiometer), and other satellite products to parse the effect of airborne Saharan dust on solar power in Hungary. They found that photovoltaic performance dropped to 46 percent on high-dust days, compared with 75 percent or more on low-dust days. They determined the greatest losses occurred because dust enhanced the presence and reflectance of cirrus clouds and reduced the amount of radiation that reached solar panels.
Some research suggests more frequent and intense wintertime dust events have affected Europe in recent years. Researchers have proposed several factors contributing to these outbreaks, including drier-than-normal conditions in northwestern Africa and weather patterns more often driving winds north from the Sahara.
The mainstream media says almost nothing about induced pluripotent stem cells (iPSCs). So, you’re lucky that we’re here to help.
These cells with a clunky name hold the promise of being able to reverse the aging process across our bodies. Put rather bluntly, your old, wine-soaked liver could become like your twenty-something, Jell-O-shot-soaked liver. Your aging neurons could fire like they once did. And your tired heart could be fresh and loving again.
Billions of dollars have been funneled toward trying to figure out how to push iPSCs into our organs safely and effectively. We have not cracked the code yet, but there are signs that scientists are getting closer.
Nabiha Saklayen, the co-founder and CEO of Cellino Bio, is an iPSC whiz and joined the podcast this week to bring us all up to speed on the technology. She covers how iPSCs work, their history and the state of iPSC treatments around the world.
Her company is trying to take iPSCs, which have largely been made by hand, and mass produce them to accelerate experimentation and hopefully therapies and to reduce costs around this fascinating technology.
The Core Memory podcast is on all major platforms and on our YouTube channel over here. If you enjoy the show, please leave a review and tell your friends.
This podcast is sponsored by Brex, the intelligent finance platform built to help companies spend smarter and move faster.
We run on Brex and so should you. Learn more about Brex right here.
The podcast is also made possible by E1 Ventures, which backs the most ambitious founders and start-ups.
So far I personally have made almost no use of AI. But I know people who use it all the time. Broadly speaking, they fall into two groups. Some use AI casually or for fun; they generally use OpenAI’s ChatGPT. Some use it to get serious work done; they generally use Anthropic’s Claude.
My impressionistic take is confirmed by data on market shares, which by the start of 2026 showed Anthropic rapidly overtaking OpenAI, the early leader, in adoptions by enterprises — businesses and other organizations trying to accomplish well-defined tasks.
Among the organizations that have found Anthropic’s AI models more useful than those of its rivals is the Department of Defense, which relied heavily on Claude until early this month — which is when Pete Hegseth, the secretary of defense who calls himself the secretary of war, suddenly banned the use of Claude. As I pointed out the other day, Hegseth seems determined to exalt ignorance and wage war on expertise and hard thinking; it turns out that his war on human intelligence is also a war on artificial intelligence he doesn’t like.
To justify the ban, the defense department declared that Anthropic is a supply chain risk, and it is trying not just to end its own use of Claude but to prevent any contractors doing business with the department from using Claude.
There’s no mystery about the motivation for banning Claude. Anthropic has said that it wants assurances that its products won’t be used for fully autonomous weapons or mass surveillance of Americans. This has enraged Trump officials: David Sacks, the administration’s AI and crypto czar, has accused the company of supporting “woke AI.” So an administration for which seeking vengeance against perceived enemies is a central motivation is naturally trying to punish Anthropic and damage its business.
But the fact that the Trumpist-Anthropic feud is understandable doesn’t make it normal or acceptable. In fact, the designation of Anthropic as a supply chain risk is a terrible omen for America’s future, in at least three ways.
First, it’s obviously illegal. Designating a potential contractor a supply-chain risk isn’t something the government is supposed to do casually. The legal basis for such a designation, embodied in the federal government’s acquisition guidelines, is very specific:
“Supply chain risk” means the risk that an adversary may sabotage, maliciously introduce unwanted function, or otherwise subvert the design, integrity, manufacturing, production, distribution, installation, operation, or maintenance of a covered system so as to surveil, deny, disrupt, or otherwise degrade the function, use, or operation of such system (see 10 U.S.C. 3252).
So supply chain risk is about sabotage or subversion. “This company is too woke” doesn’t meet that definition.
Second, denying government contracts to a company because the administration doesn’t like that company’s politics is a seriously corrupt practice. Think of it as the flip side of crony capitalism: while throwing taxpayer dollars at companies it considers friends — especially because they personally enrich members of the administration or the president’s family — the administration is freezing out companies it considers enemies. If this practice becomes the norm, as it surely will if these people remain in power, it will waste money because the government is denying contracts to vendors who offer the best value but aren’t sufficiently MAGA. It will also further corrupt our politics, as businesses feel the need to be demonstratively pro-Trump if they want federal contracts.
Finally, the Defense Department is now doing exactly what people like Hegseth have always accused supporters of DEI of doing — refusing to hire the best people for the job, refusing to give contracts to the best suppliers, in the name of political correctness. The Pentagon’s managers and tech experts clearly believe that Claude is the best tool for many purposes, but they have been ordered not to use it because their political masters don’t like the company’s politics.
Imagine the reaction if the roles of the parties were reversed — if a Democratic administration were denying the U.S. military the tools it wants to use because it considered the company supplying those tools too conservative. Republicans wouldn’t just be protesting; they’d be screaming “treason.”
Indeed, while I can’t judge how much damage telling the military to stop using Claude — just as a war was starting! — will do, it’s clearly a move that weakens national security. And what this move tells us is that the Trump administration cares more about fighting wokeness than it does about keeping America safe.
Today in animated explanations built using Claude: I've always been a fan of animated demonstrations of sorting algorithms so I decided to spin some up on my phone using Claude Artifacts, then added Python's timsort algorithm, then a feature to run them all at once. Here's the full sequence of prompts:
Interactive animated demos of the most common sorting algorithms
This gave me bubble sort, selection sort, insertion sort, merge sort, quick sort, and heap sort.
Add timsort, look up details in a clone of python/cpython from GitHub
Let's add Python's Timsort! Regular Claude chat can clone repos from GitHub these days. In the transcript you can see it clone the repo and then consult Objects/listsort.txt and Objects/listobject.c. (I should note that when I asked GPT-5.4 Thinking to review Claude's implementation it picked holes in it and said the code "is a simplified, Timsort-inspired adaptive mergesort".)
I don't like the dark color scheme on the buttons, do better
Also add a "run all" button which shows smaller animated charts for every algorithm at once in a grid and runs them all at the same time
It came up with a color scheme I liked better, "do better" is a fun prompt, and now the "Run all" button produces this effect:
As I said in the beginning of this talk with economist Paul Krugman, I find it frustrating that so much of modern economic discussion is so hard to follow. In the eighteenth and nineteenth centuries, everyone assumed that economics and politics went hand-in-hand, and politicians, newspaper editors, and everyday people had ongoing discussions about how different policies would affect people’s lives and the health of the economy.
From my observation, that process seemed to change pretty dramatically after World War II, when politicians often described their economic policies as doing something very different than what they actually did, or tucked economic policies like tax cuts into other measures, making the logic behind different acts unclear. It seemed to become harder and harder for everyday people to figure out the relationship between politics and the economy.
Talking with Paul gives us the opportunity to untangle some of the big-picture changes behind the slew of policy news.
Here’s our first conversation. Looking forward to more.
Today, administration officials gave a classified briefing to the Senate Armed Services Committee about the war in Iran. Democrats who spoke to the press afterward appeared to be furious.
Senator Richard Blumenthal (D-CT) told reporters he was coming out of the briefing “as dissatisfied and angry, frankly, as I have from any past briefing in my 15 years in the Senate. I am left with more questions than answers, especially about the cost of the war. My questions have been unanswered. And I will demand answers because the American people deserve to know.”
“I am most concerned about the threat to American lives, of potentially deploying our sons and daughters on the ground in Iran. We seem to be on a path toward deploying American troops on the ground in Iran…and there is also, as disturbingly as anything else, the specter of active Russian aid to Iran, putting in danger American lives. Literally, Russia seems to be aiding our enemy, actively and intensively, with intelligence and perhaps with other means, and China, also, may be assisting Iran.”
“So, the American people deserve to know much more than this administration has told them about the cost of the war, the danger to our sons and daughters in uniform, and the potential for further escalation and widening of this war, a war of choice made by this president, not chosen by the American people, with potentially huge consequences to American lives.”
Senator Chris Murphy (D-CT) noted on social media that the administration appears to have no goals for the war except continued bombing, and no plan for reopening the Strait of Hormuz.
Senator Jacky Rosen (D-NV) was obviously frustrated that the administration is giving out information only under the cloak of classified briefings, making it hard for elected officials to communicate with their constituents about the war. “[W]e’ve been calling over and over again for them to come out of the classified briefings, to allow us to have these conversations, as much as we can, in an open setting, not just with the press, but with the American people, and with our constituents. With our men and women who serve in the military with their families, who are waiting home for them.”
While it is “solely the responsibility of the United States Congress to declare war,” she said, she called attention to Trump’s frequent use of the word “war” to suggest Republicans are hiding his seizing of that power by claiming Trump’s attacks on Iran do not fall under that constitutional provision. “Make no mistake,” she said, “this is Trump’s war. He says it every day…. And he wants to go any further, he needs to come out and have this discussion with Congress and the American people.
“[W]hat I heard is not just concerning,” Rosen said, “it is disturbing, and I’m not sure what the endgame is or what their plans are.” She said Trump “has not shown, to this Congress, to me, or, I believe, to us in our classified briefing…any plans for what he wants to do for the day after.” She warned that Trump could not simply stop the war and have everything go back to the way it was on February 27. The Middle East has sustained too much damage. “You see the bombs, you see the destruction. It’s not going to stop just because he wishes it to be so.”
A key reason the Framers of the Constitution put the power to declare war in the hands of Congress, rather than the executive, was that they were all too familiar with the history of European kings who had launched wars of choice that had reduced their subjects to poverty under crushing war taxes. They feared that the same thing could happen in their new country: that supporting an army would cost tax dollars, impoverishing the citizens of the new nation.
If the debate over war went to Congress, voters could hear the reasoning for the war hashed out and decide for themselves if the cost in lives and treasure was worth it to them. And, after they voted for a war, members of Congress would have to answer to their constituents for the money they spent and the lives lost.
That argument is potent again almost 250 years later. Democrats are calling out that Trump is spending $1 billion a day in his attacks on Iran but that he slashed through government programs that help Americans, claiming the need to address the country’s ballooning national debt. Just yesterday, Berkeley Lovelace Jr. of NBC News reported that Dr. Mehmet Oz, the administration official overseeing the Affordable Care Act, says that many of those enrolled in healthcare under the law should not be there. About 23 million people signed up for ACA coverage this year, down by more than 1.2 million from last year. Oz anticipates cutting another 4 million off the rolls as he targets “waste, fraud, and abuse.”
And yet, as Ellie Quinlan Houghtaling of The New Republic noted last night, according to a report from government watchdog Open the Books, the Pentagon under Defense Secretary Pete Hegseth blew through $93.4 billion in September 2025 alone, with more than $50 billion going out in the last five days of the month alone.
To spend the entirety of the defense budget, rather than lose it, Pentagon officials bought “a $98,329 Steinway & Sons grand piano for the Air Force chief of staff’s home, $5.3 million for Apple devices such as the new iPad, and an astronomical amount of shellfish, including $2 million for Alaskan king crab and $6.9 million worth of lobster tail. (Lobster tail is apparently a favorite of Hegseth’s Pentagon—the department spent more than $7.4 million total on the luxury item in March, May, June, and October.) In other pricey food purchases, the government decided to drop $15.1 million for ribeye steak (again, just in September), $124,000 for ice cream machines, and $139,224 on 272 orders of doughnuts.”
In October, Houghtaling noted, the administration said it could not fund the Supplemental Nutrition Assistance Program (SNAP), formerly known as food stamps, because the government had shut down. Millions of Americans lost food benefits.
Representative Melanie Stansbury (D-NM) reposted Houghtaling’s article and commented: “You better believe we’ll be investigating.”
Democratic Texas state representative James Talarico, who is running for the U.S. Senate, expressed his concerns about the Iran war on CBS Mornings yesterday. “As a millennial, I saw how military disasters like the Iraq War robbed this nation of young lives, of billions of dollars of our moral standing in the world, and I worry that our current leaders are repeating those same mistakes,” he said.
“I was in Sand Branch, Texas, which is a community south of Dallas that doesn’t have running water. It doesn’t have basic sewer infrastructure,” he continued. “So every dollar we spend bombing people in the Middle East is a dollar we’re not spending in Sand Branch, Texas, or in our communities here at home.”
“We’re always told that we don’t have enough money for schools, or for health care, or for our veterans. But there’s always enough money to bomb people on the other side of the world. And so we can support the democracy movement in Iran. We can prevent Iran from getting a nuclear weapon, all without bombing innocent schoolchildren, or sending our American troops off to die on the other side of the world.”
Talarico was channeling a Texas-born Republican from the post–World War II years: President Dwight D. Eisenhower. In early March 1953, soon after he took office, Soviet leader Josef Stalin died, and Eisenhower jumped at the chance to reset the militarization of the Cold War.
All people hunger for “peace and fellowship and justice,” he said in a speech to newspaper editors, and he deplored the growing arms race with the USSR. Even if the two superpowers managed to avoid an atomic war, pouring wealth and energy into armaments would limit their ability to raise up the rest of the world.
“Every gun that is made, every warship launched, every rocket fired signifies, in the final sense, a theft from those who hunger and are not fed, those who are cold and are not clothed.” The sweat of workers, the genius of scientists, and the hopes of children would be better spent on schools, hospitals, roads, and homes than on armaments. World peace could be achieved, Eisenhower said, “not by weapons of war but by wheat and by cotton, by milk and by wool, by meat and by timber and by rice.”
Extremist Republicans sneered at what they called Eisenhower’s “stomach theory” of diplomacy, but Eisenhower’s approach to the world was forged by his horror at what he saw at Ohrdruf, the Nazi concentration camp that funneled prisoners to Buchenwald, when he commanded the Allies in World War II. “I never dreamed that such cruelty, bestiality, and savagery could really exist in this world!” he wrote. He was determined to do all he could to guarantee that such atrocities never happened again.
Eisenhower recognized that economically dispossessed people were natural targets for political and religious extremists. They could easily be manipulated by a strong leader to back a cause—any cause—that promised to resurrect a world in which they had enjoyed prosperity and cultural significance.
Such extremism had been dangerous enough in the hands of the Nazis, but 1945 gave quite specific shape to Eisenhower’s fears. The atomic bomb, unleashed by the United States over Hiroshima and Nagasaki in summer 1945, changed the meaning of human conflict. If a charismatic political or religious extremist roused a dispossessed population behind another war, and if that leader got his hands on a nuclear weapon, he could destroy the world.
Promoting economic prosperity and better standards of living at home and around the world was not just about peace or justice, Eisenhower thought; it was about saving humankind.
Up betimes, and to my office, walked a little in the garden with Sir W. Batten, talking about the difference between his Lady and my wife yesterday, and I doubt my wife is to blame. About noon had news by Mr. Wood that Butler, our chief witness against Field, was sent by him to New England contrary to our desire, which made me mad almost; and so Sir J. Minnes, Sir W. Pen, and I dined together at Trinity House, and thither sent for him to us and told him our minds, which he seemed not to value much, but went away. I wrote and sent an express to Walthamstow to Sir W. Pen, who is gone thither this morning, to tell him of it. However, in the afternoon Wood sends us word that he has appointed another to go, who shall overtake the ship in the Downes. So I was late at the office, among other things writing to the Downes, to the Commander-in-Chief, and putting things into the surest course I could to help the business. So home and to bed.
Back when I was a kid, growing up in Mahopac, N.Y., the Mets had a pitcher named Dwight Gooden.
At his absolute best, Gooden was a phenomenon. His fastball hit the high 90s, he had an unhittable curve and his mound savvy was unmatched. In 1985, he won the Cy Young Award after going 24-4 with a 1.53 ERA. The dude was awesome enough to have a mural of his visage plastered alongside a Manhattan building.
Time, however, is undefeated—and as the years passed and Gooden struggled with aging (and, admittedly, addiction), his stuff turned a wee-bit flat. That 98-mph fastball began coming in at 91, 92. His curveball straightened out. I remember, in 1998, interviewing Gooden when he was in spring training with the Cleveland Indians, asking whether he could still recapture the lost magic of yesteryear.
However, the man also happens to be 73, and while he remains a fairly eloquent and convincing speaker, there are more pauses than yesteryear; more semi-awkward gaps in time that lead an interviewer (in this case, moi) to wonder whether he’s a dude merely measuring his thoughts, or a dude closer to 2024 Joe Biden than 2005 Antonio Villaraigosa.
I don’t have the answer to this one. But I did find him charming, interesting and a person fairly convinced he can turn back the clock and (despite less-than-amazing polling numbers) slay another dragon or two.
Here’s our talk …
ANTONIO VILLARAIGOSA: “I’m sorry. I’m what? Let’s see. Two minutes late. I apologize.”
JEFF PEARLMAN: “That is not bad. That’s pretty good.”
ANTONIO VILLARAIGOSA: “I had to approve a social post.”
JEFF PEARLMAN: “I’m Jeff. How are you?”
ANTONIO VILLARAIGOSA: “Hi, Jeff. Oh, you’re a Boston Red Sox fan.”
JEFF PEARLMAN:“I’m a New Yorker. I’m just wearing the hat. My mom bought it for me. What can I tell you? Are you a big baseball guy?”
ANTONIO VILLARAIGOSA: “I don’t know if I’m big baseball guy, but I’m definitely a Dodger fan. I have been since I was a kid.”
JEFF PERARLMAN:“Just so you know, this is random. I’m a longtime sports writer. I spent my whole career as a sports writer, and I live in Orange County and I started a website covering Orange County politics, and it’s grown and grown and grown and grown because with the decline of the Register and the Times really not covering Orange County, I just saw this big gulp of nothingness, so I decided to sort of do it. And hence, why you have the displeasure of speaking with me …”
ANTONIO VILLARAIGOSA: “There’s no displeasure.”
JEFF PEARLMAN:“So I’ve been writing extensively for the past year and a half about Orange County politics, and I’ve been diving into these races. And I’m actually being sincere when I say this. I honestly don’t understand why people want to hold public office, because it’s a grind. You get stuff tossed to you left and right. You’re always asking for money. You have to ask for more money. You’re looking at polls. And it seems more unpleasant now than it’s ever been before with social media threats, with this public awareness of who you are at all times. I don’t really understand ... I swear to God, I don’t fully understand why someone would want to do this job, even a high-level job like governor in the hellscape we occupy that is 2026. So I ask you, why not lie on a beach and drink a pina colada?”
ANTONIO VILLARAIGOSA: “First of all, I understand why you feel that way. I think our politics are getting more coarse. I think there’s a lack of civility in our discourse that causes me concern, and we’re probably more polarized than we have been at any time since the Civil War. But to answer your question, look, I grew up in a time of hope and optimism in America when people took to the streets to fight for voting rights and civil liberties. I believe that public service is an honor. And while this state has given me more than I could have ever imagined, a state of enormous possibilities, a state with its own dream, it’s also a state with big challenges, and that’s why I’m decided to come back. I think we need a proven problem solver, someone who doesn’t just talk a great game, but someone who’s focused on results.
JEFF PEARLMAN:“Do you think the lack of civility is a permanent problem? Do you think we’re just … Even with cell phones, even with social media, you think there is a way out of this quagmire of cruelty?”
ANTONIO VILLARAIGOSA: “On my wall, I say EVERYONE’S A LEADER. LEAD BY EXAMPLE. One, two—GET SHIT DONE. Three, INTEGRITY MATTERS. DON’T LIE. Four, EVERYONE DESERVES RESPECT. Five, PREPARATION. HARD, SMART WORK EQUALS SUCCESS. I believe that you lead by example. I believe that it’s important for us to advocate for what we believe in, but to do it in a way that respects other viewpoints and I’ve got a record doing that. When I was speaker of the California State Assembly, I balanced two budgets with a surplus, with a Republican governor and a Democratic governor when we only had 42 and 48 votes, not the super majority we have today. When I was mayor, I left LA on a sound financial footing. I was pro-worker, but I was also pro-business and I was everybody’s mayor. And I think right now, more than ever, we need uniters. We need uniters.”
JEFF PEARLMAN: “It feels like from this vantage point, and I am a New Yorker …”
ANTONIO VILLARAIGOSA: “I won’t hold that against you, by the way.”
JEFF PEARLMAN: “I appreciate that. And I’m wearing the Red Sox hat. But … the poison of Donald Trump and this idea of just demonize your enemy, demonize your enemy. They’re the enemy. They’re not just someone you disagree with, they’re the enemy … that a lot of people in politics have really bought into that. And other people have said, “No, we can be friendly with each other. We can work across the aisle.” And then you have people just saying, “Nope, nope, nope, you’re the enemy, you’re the enemy, you’re the enemy.” Is there an actual way ... I’m being serious. People who are trained to hate you, is there an actual way to work with people like that?”
ANTONIO VILLARAIGOSA: “Well, first of all, let me just say that I believe and believe strongly that we need to work across the aisle to take on the challenges we face. But I also believe and believe strongly, and maybe because I grew up in a tough neighborhood, when somebody hits you in the mouth, threatens your civil rights and civil liberties, targets your state … we need to fight back. I’m not a Pollyanna, but I I do believe that, as Mrs. Obama said, when they fight low, we go high. But [we have to] fight for what we believe in.”
JEFF PEARLMAN: “I have some issues that different people who follow me wanted me to ask you specifically about, so I’m going to ask. What is our solution—if there is a solution—to the high-speed rail and the kind of fiasco of it all?”
ANTONIO VILLARAIGOSA: “Well, first of all, it has been a fiasco. I think that we can all acknowledge that. Secondly, the idea of high-speed rail is a 21st century idea that California has to get behind. What I’ve said is when I became mayor, I said, ‘We’d build a subway to the sea,’ if you remember. I said, ‘We’ll make LA a city focused on public transit and reimagine how we live.’ At the time, the federal government had taken money away from ... You couldn’t build a subway with federal funds because they had opined that you couldn’t build a subway in areas with methane pockets. I brought experts from around the world and convinced the author of that amendment that we could, and I think we need to bring in engineers and experts from around the world to look at what we need to do to put high-speed well back on track.”
JEFF PEARLMAN:“You feel like it’s still worth pursuing? You do not think it’s worth just ditching and saying, ‘Man’ …”
ANTONIO VILLARAIGOSA: “It’s still worth pursuing. And again, I have a record. People call me the transportation mayor, and I’ve got a record of building and bringing in the best and the brightest. So I think we need to bring in the best and the brightest to put high-speed rail back on track. And in all likelihood, do that with the private sector. Bring in the private sector the way high-speed rail was built around the world.”
JEFF PEARLMAN: “It’s interesting. I live here in Orange County, and Orange County is ... homelessness is a major, major issue, as obviously it was in LA when you were mayor, and you earned very strong reviews for the way you handled homelessness and worked on building housing. In Orange County, it feels like where I’m based, everyone is turned off by homelessness, but nobody wants housing for homelessness built near them.”
ANTONIO VILLARAIGOSA: “Very good …”
JEFF PEARLMAN: “I really mean it. It’s Orange County. It actually sickens me how many people are horrified by homelessness, not because they feel bad for the person who is without home, but because they don’t want them near their Starbucks …”
ANTONIO VILLARAIGOSA: “So let me just say this. What I’ve said is when I’m governor, we will not criminalize the homeless. We will be compassionate, but we won’t allow for chaos. Selling drugs in front of cops is chaos. I believe that if you’re offered housing and services, you don’t have a right to be homeless. Now, different than other candidates, I don’t believe you should be incarcerated, but I believe we can move you out if you refuse housing and the services that are provided. I also believe some love to talk about how Ronald Reagan got rid of the mental hospitals. I think you’ve heard that. And what I say is that’s true, but for the last 20 years, 28 years, we’ve been in office and I believe the next governor’s going to have to take advantage of the care courts and build locked facilities where people who are a threat to themselves and others and refuse to take their meds, are provided the services, the therapy that they need to get healthy again.”
JEFF PEARLMAN:“Is it hard to convince people that their money should go for homeless services? People [say], ‘Oh, it’s already so expensive living in California. Oh, this, oh that.’ Well, we’re going to take some of your tax money and we’re going to help the homeless. It feels like a lot of people just don’t have the constitution for that regard …”
ANTONIO VILLARAIGOSA: “Well, let me share with you. According to the legislative analyst office, the LAO, we spent $24 billion from the state that did an audit and during that time, homelessness went up. So what I’ve said is that audit showed there were only two programs that work. One that helps people with rent, prevents them from going homeless in the first place, and another program that I believe was called Home Safe. And so what I’ve said is we can’t throw money at things that don’t work, but we do have to make investment. Here’s another example. The average homeless unit costs $850,000 a unit. There are working families that can’t afford that. And so what I’ve said is, um, that’s not sustainable. We need tiny homes with services, cost about $100,000 to $130,000 a unit, but I think in Santa Monica, the average price or the price was $1.2 million. And that’s just not sustainable.”
JEFF PEARLMAN:“When I hear to politicians or people running for office talk about this, they almost make it sound like, ‘look, it’s easy if we have this and that and that.’ It seems like an insanely difficult problem. Just what do we do about this and how do we handle it?”
ANTONIO VILLARAIGOSA: “Jeff, you hit it right on the head, the nail on the head. It is not easy. You mentioned it. I had homelessness. I also built more homeless housing in eight years in the middle of a recession than the two administrations the 12 years before me. Actually, I built three times more homeless housing than the two administrations before me. It won’t be easy. It will require state and local funds, but no problem. My experience is that there are no problems that don’t have a solution.
“Virtually every problem has a solution, maybe is a better way [to say it]. It’s my experience that virtually every problem has a solution. And I don’t know if you know or your viewers do. When I became mayor, LA was the most violent big city in America. When I left, along with New York, it was the safest … the 48 percent drop in violent crime. One out of three schools were failing, and the San Fernando Valley was talking about seceding from LA Unified. When I left, we had a 60 percent increase in the graduation rate. In the middle of a recession, I put 270 ... Well, nearly 300,000 people in living wage jobs. As I understand it, about 25 percent of all the cranes in the United States were in LA. LA went from 20,000 people downtown to 60,000 people. The No. 1 American city in reducing greenhouse gas is number five in the world.
“I was focused on my job. We had metrics and dashboards on virtually every campaign promise I made, and we didn’t solve homelessness. We didn’t eliminate crime. We didn’t get to 100 percent graduation rate, but we did more in eight years on those issues than anybody before me or since. So what I can tell you, that’s why I believe that we need a proven problem solver, someone that doesn’t just talk a great game, but has a record of results.”
JEFF PEARLMAN: “Do you think living in California means just accepting that part of living in this state—this great state—is you will pay more for gas and it just is what it is and we have higher prices?”
ANTONIO VILLARAIGOSA: “No. I believe that the next governor’s going to have to take on the issue of affordability. That means address the high cost of gas, the highest in the country, the high cost of utilities, the second highest in the country that have gone up 60 percent, the second highest home prices, which average about $900,000 a unit. I think we could do better than that. And I’ve got a plan, a plan that focuses on reducing our gas prices by employing on all of the above energy policy that understands we produce the cleanest fuel in the United States of America and indeed the world. We need to wean ourselves from foreign oil. We just saw with this conflict that’s war in Iran, what’s going to happen to gas prices and particularly gas prices in California. We need to produce our own oil and gas. And we made it impossible for refineries to exist. And when people say ‘You’re defending refineries,’ I said, ‘No, I’m defending people that drive a Ram pickup, Jeff.
“And so on utilities, let’s build a grid. Our utility rates are so high because we haven’t built a grid. We built 167,000 charging stations in 10 years. We need two million more in the next 10. And if we build them when I’m governor, and we will, we don’t have the grid, so we have to build a grid. And then finally, with home prices, make it impossible to build. We need market rate, workforce, affordable, and homeless housing. We need to cut red tape. We need to address a broken California Environmental Quality Act that allows you to sue from Arizona for a project in Fullerton. So we need to do a lot, and I have a plan to do that.”
JEFF PEARLMAN:“Wait, since you said ‘shit’ earlier in this interview, I’m going to use a curse of my own. Do you feel like climate change-wise, we’re just fucked as a species?”
ANTONIO VILLARAIGOSA: “No.”
JEFF PEARLMAN:“You really don’t?”
ANTONIO VILLARAIGOSA: “I think we can do a lot to reduce our carbon footprint, but I think we can’t do it on the backs of working families because they will push back and they already are.”
JEFF PEARLMAN:“When you saw that we went to war with Iran, were you surprised, bemused, depressed, none of the above, all of the above?”
ANTONIO VILLARAIGOSA: “I wasn’t surprised. I’m outraged because we invaded with Iran with no plan, no support from the Congress, and without an end game, and I believe it ultimately will hurt our economy. We’re already seeing it raising gas prices and inflation and the cost of living.”
JEFF PEARLMAN: “Wait, I have a question I desperately want to ask you. You are the perfect person to ask this. It just entered my head. This is my question I want to understand, and you’re the guy. Okay. You have all these people in Congress, all these people in the Senate, governors too. They’ve all been in elected politics for years. Presumably, they’ve had leadership positions for years. Why are all these people so terrified of Trump? You would think people who have been in leadership positions for years wouldn’t cower in the face of someone else. I don’t understand why everyone is so terrified of him. I don’t get it …”
ANTONIO VILLARAIGOSA: “I don’t know if they’re terrified of Trump as much as terrified of the erosion of our civil liberties and civil rights, erosion of the institutions that have made America a beacon of life and hope to the world. I do believe that Donald Trump is a threat to our democracy, but understand that you can’t just focus on Donald Trump. There are problems we created in this state, and we’ve got to focus on those problems.
“And as I said, the biggest challenge is the challenge of affordability. But look, people want us ... I tell people I’m running on a platform of common sense, competence, and of course, correction. I think people are looking for us to focus on the basics again. They want safe neighborhoods, good schools, healthcare that works for their families. They want us to focus on an economy that’s not working for enough people and push back against Trump, particularly on these ICE raids and where he targets California, but [we can’t be] obsessed on him and take our eye off the ball.”
JEFF PEARLMAN: “I think we’re all obsessed with him, unfortunately. Let me ask you a final question. Obviously, the other day, Rusty Hicks wrote a letter to every candidate saying, everyone needs to assess where they are in the race, et cetera, et cetera. There is a worry among people who are politically involved in the party that all you guys are going to cancel each other out and we’re going to wind up with two Republicans. I don’t know. How big of a concern is that and how big of a consideration should that be for people running?”
ANTONIO VILLARAIGOSA: “The fact of the matter is, the Republicans are all decided. There are about 25 percent Republicans in this state and with independents that vote Republican, about maybe close to 35, 32. The two Republican candidates have 16 and 16. There are no undecideds among Republicans. They’re with one of the two Republicans. There are 35 percent undecided. They’re almost exclusively Democrat. Many of them live, frankly, in Southern California. So what I say to people, at the end of the day, it’s too early to count anyone out. In 1998, in April, Gray Davis was at 11. Jane Harman was at 18, and Al Checchi was at 19. Gray won that race. Only eight points between them. It’s only seven points between me and the top candidate. It’s wide open. It’s early.”
JEFF PEARLMAN:“Let me ask you a final, final question.”
ANTONIO VILLARAIGOSA: “Yes, sir.”
JEFF PEARLMAN: “I moved here 11 years ago from New York. I live in Orange County. How come you guys in LA consider Orange County to be like 7,000 miles away. We’re only an hour down the 405. All I ever hear about is Orange County. It’s too far. Orange County, I can’t go down there. It’s too far. The traffic, blah, blah, blah. What the heck?”
ANTONIO VILLARAIGOSA: “I think we live in a bubble here in LA, frankly. I’ve been going to Orange County and that’s why I wanted to interview with you. I’ve been going a lot. I was just there with the Orange County Latino Business Association. I’ve been there probably once every two weeks, but I’m going up and down the state and I’m going to continue to visit because it’s in the same media market. And while there are differences for sure, also a lot of similarities.”
JEFF PEARLMAN: “It’s much more purple. Much more purple than it used to be.”
ANTONIO VILLARAIGOSA: “Much more purple than it used to be for sure. The orange curtain no longer is.”
JEFF PEARLMAN: “Actually, if you were running 30 years ago, this election, you probably wouldn’t even think about Orange County, correct? Different landscape altogether.”
ANTONIO VILLARAIGOSA: “Yeah, there’s a different landscape altogether from 30 years ago, for sure.”
JEFF PEARLMAN: “That’s interesting. Well, listen, thank you so much for doing this.”
ANTONIO VILLARAIGOSA: “No, Jeff, thank you. Appreciate it.”
According to the disclosure, the former DOGE software engineer, who worked at the Social Security Administration last year before starting a job at a government contractor in October, allegedly told several co-workers that he possessed two tightly restricted databases of U.S. citizens’ information, and had at least one on a thumb drive. The databases, called “Numident” and the “Master Death File,” include records for more than 500 million living and dead Americans, including Social Security numbers, places and dates of birth, citizenship, race and ethnicity, and parents’ names…
According to the complaint, he allegedly told the whistleblower that he needed help transferring data from a thumb drive “to his personal computer so that he could ‘sanitize’ the data before using it at [the company.]” The engineer told colleagues that once he had removed personal details from the data, he wanted to upload it into the company’s systems. He told another colleague, who refused to help him upload the data because of legal concerns, that he expected to receive a presidential pardon if his actions were deemed to be illegal, according to the complaint…
Borges said he feared that the government will never be able to determine what happened to the data after it was no longer in the sole possession of the agency.
“This is absolutely the worst-case scenario,” Borges told The Post. “There could be one or a million copies of it, and we will never know now.”
If you’ve ever had any kind of federal data security/protection training, this, in a sense, is not the worst case scenario presented in the training because no one would believe that someone would do something this stupid. This is the kind of thing that should get you thrown under the jail.
For those who do not know what the term insider threat means in government parlance:
A phrase often used is insider threat: someone who has access to the federal government’s information because they’re an employee (e.g., here’s the FBI’s introduction to insider threats). Looking across various federal agencies*, here’s a list of the features of the people who might be an insider threat that I compiled (I tried to stay true to their language):
Vulnerability to blackmail, greedy, or has a large financial need.
Destructive, compulsive, or passive-aggressive behavior; may also have narcissistic tendencies.
Difficulty with criticism (personal or job-related).
Minimizes mistakes, blames others and fails to take responsibility for them.
Lacks empathy and loyalty, is ‘ethically flexible.’
Has a sense of entitlement.
History of frustration or disappointment, believes they haven’t received their due.
Contempt for the United States government and/or the current administration.
Admittedly, Trump is the ultimate insider threat, but everyone Musk hired under the auspices of DOGE should be considered an insider threat. Not a potential insider threat, but an active one.
Mark Pilgrim’s reappearance on Daring Fireball this week prompted me to revisit this essay I wrote 20 years ago. Holds up pretty well, I think.
This bit, in particular, seems particular apt w/r/t Tahoe:
I’m deeply suspicious of Mac users who claim to be perfectly happy
with Mac OS X. Real Mac users, to me, are people with much higher
standards, impossibly high standards, and who use Macs not because
they’re great, but because they suck less than everything else.
I left the film perplexed, but after some thought I have an interpretation.
The film is a recognition that for most of the West, the story is about the individual, their actions, their decisions. However – for many in the non-Western world – the story is about things outside of their agency. The characters discover this in their journey, and the lack of character development is intentional – this is not about them, it is about the context of their life, where much is simply out of their control. The minefield is a pinnacle of this; who lives, who dies – totally random. Heck, even ending up in the minefield was random.
The ending scene is alluding to this – showing the cast amongst migrants, alluding to their recognition that they too have entered the stochastic nature of life. This probably leads to some frustration among Western viewers; they are looking for the individual story. Instead, this is a film about context, and those things out of our control.
As you like to say, context is that which is scarce.
Interested in your thoughts.
I would add two points. First, I think the film is suggesting that humanity as a whole is making the same mistakes these characters are. Pointless quests (the daughter is not really missing), recklessness, plans devoid of meaning, and excess attachment to various drugs. WWIII is going on in the background, on the radio, and in this film the group ends up with the African goat herders, not doing better than they are and also difficult to distinguish from them at first.
Second, many points in the plot parallel episodes from the Bible and the Quran, except the characters do not experience them with meaning. Abraham offers to sacrifice his son for God, but here the father loses his son for no reason whatsoever. There are hallucinations in the desert, forty days and forty nights of wandering, Job-like episodes, and more. Instead of suicide bombers, we have people who blow up randomly for no good reason at all.
Telesat has gained access to more land across Canada to set up landing stations ahead of plans to deploy pathfinders for its Lightspeed broadband constellation in December.
Shanghai-based laser communications startup BlueStar Optical Domain has raised funding in the region of $70 million, highlighting growing demand from China’s emerging satellite internet constellations.
The Starlab commercial space station has fully booked its commercial payload space as the joint venture developing it awaits the next phase of a NASA program.
Recent engineering setbacks, specifically regarding helium system issues associated with the improper flow of helium into the Space Launch System (SLS) rocket’s upper stage, and persistent hydrogen leaks, have forced NASA to delay the crewed Artemis 2 mission to no earlier than April. While frustrating for the public, these delays are a necessary byproduct of […]
NASA has disqualified one of the two proposals for a large astrophysics mission, a decision the project’s leader blames on upheaval within the agency last year.
When I joined Imprint a little less than a year ago, our deploys were manual, requiring close human attention to complete.
Our database migrations were run manually, too.
Developing good software is very possible in those circumstances, but it takes a remarkable attention to detail to do it.
It was also possible to develop good software using Subversion and developing by ssh’ing into a remote server to edit PHP files,
but the goal is making things easy rather than possible.
Ten months later, the vast majority of our changes, including database migrations, continuously deploy to production without human involvement
after the initial pull request is reviewed and merged. Reading aloud the relevant pages from the mandated gospel of continuous deployment,
deploying changes this way doesn’t make them less reliable, but more so. Each step of validation a human might do, is now consistently
done on every deploy, including many steps that are just onerous enough to drop off the standard operating steps like meticulously checking the
post-launch health on a production canary every minute for half an hour after each deploy.
This migration has reminded me a lot of the Uber service migration, which prompted me to write
Migrations: the only scalable solution for technical debt back in 2018, and in particular
how different this sort of migration feels in the age of coding agents.
The more I’ve thought about how these two migrations compared, the more it’s
solidified my thinking a bit about how this technology is going to impact software development over the next few years.
Migrations as metaphor
Although I really want to talk about how coding agents are changing software development,
I want to start by expanding a bit on this recent migration at Imprint and how it compared with the migration at Uber.
The Uber migration was:
Spinning up a new self-service service provisioning platform, along the lines of a very minimal Heroku,
including the actual scheduling algorithm across clusters, etc.
A lot of the edges were rough, including for example I do not remember how we performed service database migrations,
but I suspect we simply left that as an exercise for the user. Part of the challenge was that this was a heterogenous
environment with Python, NodeJS, Go, and a long-tail of random things (R, Elixir, etc).
(For historical context, Kubernetes was sufficiently early that it effectively didn’t exist in 2014 when we did this work.)
Migrated services iteratively, driven almost entirely by the platform team, without much product engineering support.
(Everyone was too busy to help, and our timeline was driven by an upcoming datacenter migration.)
A team of ~3 engineers focused on this migrated hundreds of services, although it included Xiaojian Huang
who remains a likely contender for the most productive engineer I have worked with in my career,
so maybe it’s unfair to call it a ~3 engineer team.
Shedding a quiet tear for our colleagues on the core product engineering team responsible for deprecating the Python monolith,
and migrating it over as a single, heavy service.
This took us less than six months start to finish, but
I don’t think I stopped working at any point in those six months.
The Imprint migration felt fairly differently:
We were building on substantially more powerful infrastructure, with Kubernetes, ArgoCD, etc.
Our problem statement was composing our software and workflows with these platforms, rather than
building the platforms from scratch.
We migrated all our services and databases to a continuous deployment setup, with the majority of the work
occurring over 3 months. Once again, the significant majority of it was done by a team of ~3 engineers.
In 2014, we spent the vast majority of our time implementing decisions: how the scheduler worked, how the UX for provisioning services worked, etc.
In 2026, we spent almost our entire time designing our approach, reviewing coding agent pull requests,
and revising our approach when designs and reality didn’t come together as cleanly as we hoped.
The frenzied sprint was replaced by substantially more time on designing our approach.
All the fundamental challenges of migrations remained true,
but in 2026 we got to solely work on solving those challenges, rather
than on the essential but mundane minutiae of implementing those decisions.
(Ok, I’ll be honest, we also had to keep iterating on our approach to using
coding agents to get longer working cycles out of them without human involvement,
but we’re telling a story here, let’s not get distracted.)
Productivity today is is most constrained on judgment
What this migration highlighted for me, is that coding agents have already
generally solved the problem of time for our team. We have, effectively,
an unlimited amount of time, at a very affordable price, to complete our work.
They have also made substantial progress on the problem of attention.
After I go beyond five or so concurrent projects, I tend to lose track of
the necessary work to shepherd those projects to completion, but increasingly
I believe that this, as the LLM community would charmingly frame it, is a skill
issue in how I am composing the tools. I’m fairly confident that I will evolve
my approach to these problems such that the bottleneck on my attention is less
important. I don’t think this will go to zero, a reality of working on teams
is that the work has to be coordinated, but it will go down.
The next constraint, which I think is the biggest issue today when it comes to building
genuinely important software, is judgment.
With unlimited time, and with attention increasingly constrained on my personal
workflow rather than an inherent limit, I can do anything. But how do I do it in a way
that is maintainable, secure, and reliable? How do I do it in a way where it keeps running
after a key engineer leaves the company?
I developed the idea of datapacks in What is the competitive advantage of authors in the age of LLMs?,
and this still rings true to me as the core mechanism for scaling judgment in how we approach software:
we can supplement judgment by introducing expert context for the task at hand.
Today this is defacto happening within the coding agent development layer, in the wider community
developing shared agent skills, and internally within companies developing their own skills.
My guess is that the industry will develop an ecosystem for high-quality skills, e.g. detailed
and maintained skills for security engineering, product engineering, and so on.
You can easily imagine O’Reilly, or another technology publisher, developing a package manager for
blessed skills, which is the first stop for injecting judgment into tasks.
(This is the idea I experimented with in creating LLM-optimized edition of my latest book,
but it’s really the distribution platform that’s going to be most valuable here.)
Once we solve judgment, and I do imagine that we will using a variety of open-source and commercially managed
skill package managers that are tightly integrated with coding agents, then the last constraint ahead of us is
creativity. This is a problem far enough ahead that I’m not too worried about it, but I feel like it’s
a classic entrepreneurship problem that will be amenable to the same solutions as it is today.
I’ll admit I’m ignoring financial constraints here, but relative to how much companies are spending
on software engineering budgets today, this isn’t a particularly interesting constraint today.
Maybe the financial constraints will get more interesting over time as engineering conceivably
gets cheaper, but as we think about injecting judgment, things will get more expensive as well,
so the outcomes remain to be seen.
"Chou specializes in communication between patients and their healthcare providers, and social media's role in public health. She joined the federal government in 2007 as a fellow and became a civil servant in 2010.
She left her National Cancer Institute job in January, she said, because the "work is no longer based on facts or truth."
...
"Romberg is a scientist who specializes in preventing the use of and addiction to tobacco, electronic cigarettes, and cannabis. The harms that stem from substance use or addiction don't affect all Americans equally, she said.
Romberg left her "dream job" at the National Institute on Drug Abuse (NIDA) in December, she said, because Trump policies had compromised the research she helped oversee. Among other things, Romberg said, grants were terminated under an initiative she led to reduce health disparities among racial and ethnic minorities related to substance use.
...
"The loss of staff means the NIH has "lost so much of that institutional knowledge and leadership, which is not something that is easy or can be learned overnight,"
There’s plenty of boastful propaganda from and for this Trump administration when things look like a military rout against Venezuela’s Nicolás Madura, drug cartels or now in Iran.
It’s less clear that anyone on Team Trump is willing to stand tall when the news is not so clear. Accountability for a war in Iran is no more at hand than it is for the excesses of ICE tactics or tariff effects on prices or the impact of Epstein files mishandling on victims of sexual abuse.
On Monday, Donald Trump told a CBS reporter, “I think the war is very complete, pretty much. They have no navy, no communications, they’ve got no air force.” He added that the U.S. is “very far” ahead of his initial 4-5 week estimate on its “little excursion.” War/Defense Secretary Pete Hegseth has said basically the opposite, that there would be plenty more war.
We can’t even figure out whether we have won.
Yet with each passing day in this undeclared war in Iran it seems clearer that Iran, unlike Venezuela, is not going to stand by passively. The job of winning any victory in a war lacking goals with an enemy that refuses to roll over is going to be problematic to anyone but Trump.
The decision to choose Mojtaba Khamenei as a new leader is a sign of defiance. So, too, are the actions of a dispersed Islamic Revolutionary Guard Corps even in diminished capacity to continue to lob missiles and to encourage retaliation despite air superiority for US and Israeli forces. Rather than any Washington acknowledgement that the going may be tougher than promised, what we get from our leadership are more dismissive words about lethal domination.
Emerging information that increasingly suggests that it was a “precise” U.S. tomahawk missile that killed 175 schoolchildren draws attempts to shift eyes toward Iranian weapons rather than take responsibility for errant intelligence or aim. Still, Trump and Hegseth blame Iran for killing its own children.
Even the central target in the war — stopping Iran “imminent” nuclear weapons capabilities — is crumbling under review by experts never included in any of the abandoned “negotiations” abruptly ended to send in the jet fighters and missiles. The White House remains silent on the degree to which there was no immediate threat.
There seems no U.S. ownership for any sudden rise in retaliatory attacks on civilian targets in Israel and Gulf nations, on global shipping, on various military bases and embassies, or arising from would-be sympathizers by lone actors seemingly motivated by the violence in Iran.
A bar killing of two in Texas by a suspected Iranian sympathizer and an attack on New York’s Gracie Mansion, the mayor’s home under investigation as an Islamic State incident pass without acknowledgement that the war in Iran is causing ripples globally.
No Need to Own Mistakes
In this egoistic, personality-launched war by Trump and Israeli Prime Minister Benjamin Netanyahu there is no heed for possible miscalculation and no acceptance for blame.
We are becoming accustomed to the daily repetition that Trump is bravely ending 47 years of bad behavior by Iran to justify preemptive killings and bombings by the U.S. Those decades of ayatollah rule provide the reason for war now, complete with threats of sending in ground troops to achieve nebulous goals that may include retrieval of nuclear stockpiles or control of oil fields.
There is little White House discussion about whether it was Netanyahu whose lobbying campaign for war at a time when Iran had suffered setbacks was the real reason for Trump to push the attack.
In these early days, there is no sign of renewed nuclear weapons development, no sign of uprising from within Iran, no outbreak of demand to take back the country from its dictators or sudden emergence of a more moderate majority.
Instead, there is continued belligerence of a large Iranian military in control acting like a disturbed beehive. If anything, we learned this week through leaks that the U.S. intelligence services were advising that the full-scale attack would not result in Trump’s desired results.
Just Declare Victory
Amid rising gas costs, rapidly inflating prices, and global worries, it seems impossible not to notice Trump’s dismissive attitude towards whatever doesn’t go exactly his way. There is no presidential capacity for complexity — or responsibility. It apparently took all White House hands on deck to get Trump to even acknowledge dead US servicemen at Dover.
This White House seems to mistake military successes for diplomatic persuasion to change Iran’s national outlook and priorities.
We have yet to hear Trump acknowledge that there is something very wrong about reports that Russia’s Vladimir Putin is sharing targeting information with Iran even as Trump continues to withhold weapons aid from Ukraine in its self-defense against Putin. We only hear that Ukraine needs to concede. Trump talked with Putin on Monday.
In a week of shifting explanations and goals, Trump has walked back from demanding an end to a theocratic state, from an anti-democratic government willing to shoot its own people for protests, from a state aligned with Russia and showing interest in China. Trump already has all but declared victory, telling the Brits that their late offer of help is no longer needed.
Trump already has indicated he is ready to move on to Cuba next.
If this is victory, what do we call a mess that requires global cleanup?
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The bill would streamline NEPA review for federally supported housing, primarily by expanding categorical exclusions. Federal environmental review does impose real costs and delays on housing construction, so reducing unnecessary review is a step in the right direction. The gains will probably be modest—most housing regulation occurs at the state and local level—but removing friction is good.
The bill would also deregulate manufactured housing by eliminating the permanent chassis requirement and creating a uniform national construction and safety standard. The United States once built far more factory-produced housing; in the early 1970s, by some accounts a majority of new homes were factory-built (mobile or modular). Long-run productivity growth in housing almost certainly requires greater use of factory construction. Land-use regulation remains the dominant constraint on supply, but enabling scalable manufacturing is still welcome.
Another interesting provision involves Community Development Block Grants (CDBG). The bill allows CDBG funds to be used for building new housing rather than being largely restricted to rehabilitation of existing housing. More federal spending is not automatically appealing, but the bill adds an unusual incentive mechanism.
The bill creates a tournament for CDBG allocations. Localities that exceed the median housing growth improvement rate among eligible CDBG recipients receive bonus funding. Those below the median face a 10 percent reduction. The key feature is that the penalties fund the bonuses, so the system reallocates money rather than expanding spending.
This is a clever design. It creates competition among localities and benchmarks them against peers rather than against a fixed national target. In effect, the program rewards relative improvement rather than absolute performance—a classic tournament structure. (See Modern Principles for an introduction to tournament theory!).
Ok, now for the popular but bonkers ideas. Section 901 (“Homes are for People, Not Corporations”) restricts the purchase of new single-family homes by large institutional investors. Elizabeth Warren is a sponsor of the bill but this section was driven almost entirely by President Trump. Trump passed an Executive Order, Stopping Wall Street from Competing With Main Street Home Buyers, that cuts off institutional home investors from FHA insurance, VA guarantees, USDA backing, Fannie/Freddie securitization and so forth. The bill goes further by imposing a seven-year mandatory divestiture rule, forcing institutional investors to convert rental homes to owner-occupied units after seven years.
No one objects to institutional investors owning apartment buildings. But when the same investors own single-family homes, it breaks people’s brains. Consider how strange the logic sounds if applied elsewhere:
…a growing share of apartments, often concentrated in certain communities, have been purchased by large Wall Street investors, crowding out families seeking to buy condominiums.
Apartments are fine, hotels are fine, but somehow a corporation owning a single family home is un-American. In fact, the US could do with more rental housing of all kinds! Why take the risk of owning when you can rent? Rental housing improves worker mobility. When foreclosures surged after 2008 and traditional buyers disappeared, institutional investors stepped in and absorbed distressed supply — helping stabilize markets. Who plays that role next time?
Institutional investors own only a tiny number of homes, so even if this were a good idea it wouldn’t be effective. But it’s not a good idea, it’s just rage bait driven by Warren/Trump anti-corporate rhetoric.
What does “Homes are for People, Not Corporations” even mean?–this is a slogan for the Idiocracy era. “Food is for People, Not Corporations,” so we should ban Perdue Farms and McDonald’s?
The photo above is from the Battle of Khalkhin Gol in 1939. This “battle” lasted four months, and was actually just the main phase of an undeclared war between Imperial Japan and the Soviet Union that effectively began in 1935, four years before the official start of the Second World War. The USSR won the conflict through superior use of tanks, foreshadowing the eventual outcome of WW2 itself.
This example illustrates that although World War 2 officially began when Germany invaded Poland, conflicts that either foreshadowed the final conflagration or eventually merged with it began years earlier, in the mid-1930s. WW2 had foothills. I wrote about this back in 2024:
It’s possible that the world will avoid a world war in the first half of the 21st century. But if one does occur, I think future historians will see it as having had foothills as well. In the Syrian Civil War, the U.S. and Russia began to test their new hardware against each other, and their troops even clashed once. Russia’s invasion of Ukraine was the big shift, as it inaugurated a new era of great-power territorial conquest, began to harden global alliance systems, and pushed Europe to remilitarize.
Now we have the Iran War. The U.S. and Israel started the war, attacking Iran and decapitating much of its leadership. The Iranians, somewhat oddly, responded by launching missile and drone attacks on practically every Arab nation in the Middle East, causing some of them to threaten to join the war on America and Israel’s side.
In the short term, this conflict seems likely to peter out in a few days to weeks without decisive results. Militarily speaking, the U.S. and Israel have generally had their way with Iran, assassinating the leadership at will, achieving air supremacy, and degrading missile and drone strike capability. But this seems unlikely to actually bring down the Iranian regime; protesters are generally not returning to the streets, still cowed after the regime massacred tens of thousands of them in January. Unlike in Syria, there’s no breakaway region or oppressed ethnic majority that can be armed from afar to bring down the regime; as long as Iran’s Revolutionary Guard and other security services remain unified and willing to shoot infinite protesters in order to hang on to power, and there’s no ground invasion, it’s not clear who could actually topple the Islamic Republic in the next few weeks.
In the long term, of course, it’s a different story; the regime doesn’t look strong or stable. But Trump seems unlikely to be in for the long term; instead, he seems likely to quit the war soon, as he usually retreats from most of his initially bold moves. Trump recently called the war “very complete”, and his advisers are reportedly urging him to find a way out of the conflict.
About half of registered voters — 53% — oppose U.S. military action against Iran, according to a new Quinnipiac Poll conducted over the weekend. Only 4 in 10 support it, and about 1 in 10 are uncertain. A new Ipsos poll also found more disapprove than approve of the strikes…That’s similar to the results of text message snap polls from The Washington Post and CNN, both conducted shortly after the joint U.S.-Israel attacks began, which also indicated that more Americans rejected the military action than embraced it…A recent Fox News poll found opinions more evenly divided: Half of registered voters approved of the U.S. military action, while half disapproved.
Wars usually create a “rally round the flag” effect early on, and support only fades later; this war was unpopular from day one. Most Republicans seem to have conveniently forgotten that Trump ran as the candidate of peace, isolationism, and non-intervention. But Independents, who form the bulk of the American electorate now, have no partisan commitments that force them to conveniently forget. And they are rightfully wary of yet another American involvement in a Middle Eastern war — especially one that America started without being attacked first.
But there’s an even bigger reason Trump is looking for the exits — oil. Oil prices have been jumping wildly up and down, as everyone tries to figure out whether Iran will manage to disrupt oil production from the Persian Gulf (possibly by closing the Strait of Hormuz, possibly by destroying Gulf oil infrastructure with drones). But the general trend is up:
Higher oil prices mean higher gasoline prices, and higher inflation in general — both things that tend to make Americans very mad, and which they are already mad at Trump about. Gas prices are now shooting up:
So this war seems highly unlikely to result in Iraq War 2.0 — a massive U.S. ground invasion of Iran. Instead, it’ll probably end up like a bigger version of the Twelve-Day War last year — Iran’s defenses will be laid prostrate before the might of foreign air power, but the regime will survive.
(Again, in the long term, things look very bad for the Iranian regime. The economy is dysfunctional and crumbling, and high oil prices will provide only a temporary palliative. The regime’s popular legitimacy is gone after the January massacres. The entire Gulf has now turned against Iran, and Lebanon’s government has turned against Hezbollah. With Syria now shifting into the Israel/Gulf camp and Hamas basically a spent force, Iran has only one effective proxy left — the Houthis in Yemen. This is not a recipe for long-term success.)
But anyway, this is all a bit of a side track from the point of this post, which is about World War 3. The Iran War will probably not be the start of WW3, but I think it does bring us closer to the brink, in several ways.
First, in the Western theater — Europe and the Middle East — the coalitional lines are becoming clearer. When Trump was elected, a lot of people thought that America had effectively “switched sides” — that Trump viewed Putin as an ally against global wokeness, and the Europeans and the Ukrainians as betrayers of Western Civilization. I myself entertained this notion — there really was (and still is) a lot of this sentiment on the American right, and ending the Transatlantic Alliance was consistent with classic American right-wing isolationism.
But the narrative that “America is a Russian ally now” has been looking a lot shakier in recent months. First, the U.S. toppled a Russian proxy in Venezuela, and seized a bunch of Russian “shadow fleet” oil tankers. Elon Musk then shut the Russians off from using Starlink, allowing the Ukrainians to seize the initiative in the war. Now, the U.S. is trying to topple a key Russian arms supplier — Iran is the source of the Shahed long-range strike drone, which Russia has been using to bombard Ukraine’s cities from afar.
Russia didn’t leap to Iran’s defense. It has its hands full with Ukraine, and with planning for a possible wider war against Europe, and the U.S. is too powerful for it to fight. But the Russians did lend a hand, helping Iran to target U.S. forces:
Russia is providing Iran with intelligence about the locations and movements of American troops, ships and aircraft, according to multiple people familiar with US intelligence reporting on the issue…Much of the intelligence Russia has shared with Iran has been imagery from Moscow’s sophisticated constellation of overhead satellites[.]
This is similar to what the U.S. does for Ukraine. Russian targeting intelligence may have helped Iran take out some U.S. missile defense radar installations — almost certainly Iran’s most significant success of the war.
Meanwhile, Ukraine has leapt to the defense of both the U.S. and the Gulf countries being targeted by Iran’s fleets of attack drones. Long years of playing defense against Russia’s Iranian-provided Shaheds have given Ukraine tons of expertise in shooting this sort of drone out of the sky; now, the U.S. badly needs that expertise. America had rejected Ukraine’s help on anti-drone technology before, but it turns out military necessity usually trumps ideological bias.
As for Europe, they’ve certainly had a lot of tensions with the Trump administration, but most of the European countries haven’t opposed America’s actions in Iran the way they opposed the Iraq War a generation ago. Britain and France made some disapproving noises at first, but eventually acquiesced; only Spain tried to stand up and oppose Trump.
So for now, the coalitions in the Western theater look clearer than they did before — America, Ukraine, Israel, and Europe on one side, Russia and Iran on the other side. Various factions in the U.S. and Europe may despise each other, or despise Israel, or despise Ukraine, but at the end of the day, Russia and Iran are the greater enemies.
In the Eastern theater, things are less certain. India traditionally tries to be friends with America, Russia, Israel, and Iran all at once — this requires it to be effectively neutral when it comes to conflicts like the Ukraine War and the Iran War. China is supposedly on Iran’s side, but it has mostly limited itself to criticism of America’s actions.
The big question, of course, is whether the Iran War makes a Chinese attack on Taiwan more likely. One school of thought says it’s more likely, because the war has forced America to consider shifting missile defense systems out of Asia. On the other hand, the almost unbelievable American/Israeli competence in terms of finding and killing Iran’s top leaders seems to have given Chinese military analysts pause — although China can outmatch the U.S. in terms of defense production, if America could assassinate Xi Jinping and the entire CCP Central Committee in the early days of a war over Taiwan, that could be an effective form of deterrence.
So in a way, what we’re looking at now feels a little like the situation in 1935 or 1937. The Western theater today is like the Pacific theater then — wars and invasions that feel localized, and which don’t involve the most capable players, but which destabilize the world and have the potential to merge into a wider global conflict. Meanwhile, the Eastern theater today is more like the European theater of WW2 — it has the most powerful economies and militaries, but the alliances are still uncertain. If and when China attacks Taiwan, that will probably be similar to Hitler invading Poland — an unambiguous signal that a wider war has begun. It might happen, or it might not.
Meanwhile, the Iran War feels like the lead-up to World War 3 in another way — it’s showcasing and developing the technologies that would be central to a wider war. The Ukraine War has demonstrated that drones — FPV drones at the front, and Shahed-style strike drones behind the lines — are the key weapon of modern warfare. Similarly, America and Israel’s decapitation strikes on Iran have shown the power of AI for modern precision warfare. Here’s the WSJ:
The U.S. and Israeli attacks on Iran have unfolded at unprecedented speed and precision thanks to…a cutting-edge weapon never before deployed on this scale: artificial intelligence…AI tools are helping gather intelligence, pick targets, plan bombing missions and assess battle damage at speeds not previously possible…The use of AI in the campaign against Iran follows years of work by the Pentagon and lessons learned from other militaries. Ukraine—with U.S. help—increasingly relies on AI in its war against Russia. Israel has tapped AI in conflicts at least since the October 2023 Hamas attacks.
The U.S. military is using the most advanced AI it has ever used in warfare, with Anthropic’s Claude AI reported to be assessing intelligence, identifying targets, and simulating battle scenarios…The biggest role that AI now has in U.S. military operations in Iran, as well as Venezuela, is in decision-support systems, or AI-powered targeting systems, Feldstein said. AI can process reams of surveillance information, satellite imagery, and other intelligence, and provide insights for potential strikes. The AI systems offer speed, scale, and cost-efficiency, and “are a game-changer,” he said…[T]he use of chatbots such as Claude in decision-support systems is new…
China is prototyping AI capabilities that can pilot unmanned combat vehicles, detect and respond to cyberattacks, and identify and strike targets on land, at sea, and in space, researchers at Georgetown University’s Center for Security and Emerging Technology said.
This is a bit reminiscent of how aerial bombing was used at Guernica in the Spanish Civil War, or how the USSR used tanks to beat the Japanese at Khalkhin Gol. If we ever do see an all-out war between America, China, Russia, Japan, and Europe, AI is going to be incredibly central to performance on the battlefield. That’s why for all the bad blood between the Pentagon and Anthropic, the two organizations have a huge incentive to patch things over and learn to cooperate more closely. (Fortunately, Anthropic’s CEO, Dario Amodei, is extremely patriotic, which will probably help.)
Unfortunately, new military technologies won’t just define the wars of the future — they also help cause them. Why did the world fight two World Wars in the early 20th century? Ideologies and competing empires certainly played a role, but it’s also probably true that the rise of industrial technology disrupted the existing balance of power.
Artillery manufacturing, logistics, and railroads made Germany a great power capable of defeating France in the 1870s; that upset the continental balance of power and caused the proliferation of alliances that led to WW1. In the interwar period, air power made America, Germany, and Japan more powerful, while the rise of tanks empowered Germany and the USSR, all at the expense of Britain and France. The rapid progress of industrial weaponry made it unclear where power really lay in the world, which probably made the great powers of the day more willing to roll the dice and test their strength against each other.
Countries may be more cautious now than they were a century ago. Nuclear weapons still exist, and still provide some deterrent to great-power war — though there are a lot fewer of them now than there used to be, and AI and missile defense make it possible to stop more of them before they hit. Countries are richer now too, which makes a war even less appealing from an economic perspective than in 1914.
But still, the rise of AI and drones means that no one knows who’s really the most powerful country in the world — the U.S. or China. And regional balances of power — Russia versus Europe and Ukraine, Iran versus Israel and the Gulf — are similarly uncertain. Uncertain balances of power are scarier than known balances of power.
So while World War 3 doesn’t seem imminent, we may be inching closer in that direction. If it sneaks up and surprises us, we’ll probably conclude that the Iran War was part of the lead-up.
A New Jersey Girl Scout troop has taken cookie sales to new heights, setting up shop right outside a popular cannabis dispensary.
A South Jersey-based troop recently teamed up with Daylite Dispensary in Mount Laurel to sell their beloved cookies at the cannabis shop this cookie season.
“You use cannabis, you get the munchies,” Daylite Dispensary owner Steve Cassidy told NJ.com “There’s a connection between snacks and cannabis and the fact that we don’t have to pretend that doesn’t exist anymore is really awesome.”
Daylite became Mount Laurel’s first dispensary when it opened in 2023. Cassidy said the idea was proposed back in 2024, but it was turned down by Girl Scouts of Central & Southern New Jersey, the Girl Scout council that oversees troops in the region.
When the idea reemerged ahead of this year’s cookie season, the troop was allowed to sell cookies at Daylite on a trial basis, according to Cassidy.
A NASA satellite that spent more than a decade coursing through the Van Allen radiation belts encircling Earth is about to fall back into the atmosphere.
Most of the spacecraft will burn up during reentry, but a fraction of the material making up the 1,323-pound (600-kilogram) satellite will likely reach Earth's surface without vaporizing in the atmosphere. Uncontrolled reentries of satellites with comparable mass happen quite regularly—multiple times per month, according to one recent study—but most of them are older spacecraft or spent rocket bodies.
This reentry is notable because it poses a higher risk to the public than the US government typically allows. The risk of harm coming to anyone on Earth is still low, approximately 1 in 4,200, but it exceeds the government standard of a 1 in 10,000 chance of an uncontrolled reentry causing a casualty.
Citi sees Latin America as one of the main winners of the “great trade realignment”
A new Citi report positions Latin America as one of the main winners of what it calls the “great trade realignment”, as global supply chains shift toward a more multipolar structure driven by tariff volatility, AI adoption and nearshoring trends.
Trade flows from Latin America to ASEAN countries surged 82% between 2019 and 2024, while exports from China to the region grew 59% over the same period.
Latin America’s exports to North America also rose 43% in the same period.
Citi highlights the region’s growing role as a vital supplier of critical minerals to Asia’s electronics industry, an agricultural alternative to the United States for products like soybeans, and an increasingly attractive destination for foreign direct investment, which grew 12% in the first half of 2025 against a negative trend in other developed economies.
Scientists estimate that Earth is home to more than 100 million lakes. Among the most unusual is Lake Unter-See, one of Antarctica’s largest and deepest surface lakes, known for its distinctive water chemistry. Its ice-covered waters have exceptionally high levels of dissolved oxygen, low dissolved carbon dioxide, and a strongly alkaline (basic) pH.
The OLI (Operational Land Imager) on Landsat 9 captured this image on February 16, 2026, during the Antarctic summer. Most of the lake’s water comes from seasonal meltwater draining from the margins of the nearby Anuchin Glacier, which flows south from the Gruber Mountains in Queen Maud Land.
With mean annual temperatures of about minus 10 degrees Celsius (14 degrees Fahrenheit), Lake Unter-See remains frozen year-round, its waters sealed beneath several meters of ice. Sunlight penetrates the ice and warms the water below, but the cold surface and strong winds drive evaporation and sublimation, preventing significant surface melting. The lake’s maximum depth is thought to reach nearly 170 meters (558 feet).
The lake’s water chemistry is unusual partly because it is one of the only perennially frozen lakes with a community of large, conical stromatolites. The layered microbial reef structures grow slowly upward as photosynthetic microbes—primarily cyanobacteria—trap sediment on their sticky surfaces and form calcium carbonate mineral crusts. These conical stromatolites—as well as pinnacle and flat forms of the microbial communities—release oxygen that becomes trapped under the ice, increasing its concentration in the lake.
Lake Unter-See’s stromatolites, discovered by SETI geobiologist Dale Andersen and colleagues in 2011, offer a glimpse into a time more than 3 billion years ago, when microbes were the only form of life on Earth. The formations are thought to be modern, living examples of the organisms that likely produced some of Earth’s oldest fossils—stromatolites found in places such as southwestern Greenland and western Australia.
The scientists noted that similar periodic flooding may provide "biological stimuli to other carbon dioxide-depleted Antarctic ecosystems and perhaps even icy lakes on early Mars.”
Some Antarctic lakes, such as Lake Joyce in the McMurdo Dry Valleys, contain conical stromatolites, but they reach only a few centimeters tall. By contrast, the formations in Lake Unter-See tower up to half a meter. Scientists think Unter-See’s stromatolites grow unusually tall because they are sheltered from tides and waves beneath permanent ice, live in exceptionally clear waters with little sediment, grow toward limited light, and face little grazing. The lake’s largest creatures are tardigrades—microscopic “water bear” invertebrates known for their ability to survive in extreme environments.
Astrobiologists also point to the lake as a possible analog for the type of environment where life might have formed or survived on icy moons with oceans such as Europa and Enceladus, or perhaps on Mars, which has ice caps and glaciers.
Yet despite its seemingly stable conditions, Lake Unter-See occasionally experiences abrupt changes. During fieldwork in 2019, researchers observed an increase in the lake’s water levels. The team, led by scientists at the University of Ottawa, later analyzed elevation data from NASA’s ICESat-2 (Ice, Cloud, and Land Elevation Satellite-2) and confirmed a 2-meter rise was caused by a glacial lake outburst flood from nearby Lake Ober-See.
The University of Ottawa team also showed that the outburst flood had released 17.5 million cubic meters of meltwater, altering Unter-See’s pH and replenishing it with carbon dioxide-rich waters that likely enhanced the productivity of the lake’s microbial life. The scientists noted that similar periodic flooding may provide “biological stimuli to other carbon dioxide-depleted Antarctic ecosystems and perhaps even icy lakes on early Mars.”
NASA Earth Observatory image by Michala Garrison, using Landsat data from the U.S. Geological Survey.Story by Adam Voiland.
The Five Tastes: Delicious Recipes for Chinese Flavor, due out this fall. Via Joe Powers in the MR comments section. Hers are the very best Chinese cookbooks and they are also wonderful books more generally. She has been a CWT guest three times now. Let us hope a fourth episode is in order…
An artist’s impression of an Apollo-era lunar module (left) and moon landers being built by Blue Origin (center) and SpaceX (right). Graphic: NASA Office of Inspector General
NASA is working to reduce the risks of upcoming Artemis moon missions, but there are “gaps” in the agency’s approach, including in planned tests of some critical lander systems, the agency’s Office of Inspector General said in a report released Tuesday.
The OIG also noted that, like the Apollo landing missions more than 50 years ago, if Artemis astronauts “encounter a life-threatening emergency in space or on the lunar surface, NASA does not have the capability to rescue the stranded crew.”
The OIG said that while NASA is working to “mitigate and prevent hazards” associated with lunar landers being built by SpaceX and Blue Origin, “there are currently gaps in the agency’s approach, including in its testing posture and crew survival analyses,” including what might happen after a catastrophic but non-fatal event.
NASA is currently working to ready a Space Launch System rocket and Orion crew capsule — Integrity — for launch by around April 1 on the Artemis II mission. The nine-day flight will carry four astronauts around the moon and back.
The mission originally was planned for early February, but it has been delayed by hydrogen propellant leaks and, more recently, by problems with its upper stage propellant pressurization system that forced NASA to haul the rocket back to its processing hangar for repairs.
That issue has been resolved, and NASA plans to hold a flight readiness review Wednesday and Thursday. If all goes well, the SLS rocket will be hauled back out to pad 39B at the Kennedy Space Center around March 19 or 20 for final launch preparations.
In the meantime, NASA announced a major overhaul of the Artemis program on Feb. 27. The agency now plans to launch an additional mission next year — Artemis III — sending an Orion capsule into Earth orbit to carry out rendezvous and checkout operations with one or both of the moon landers now under development.
Based in part on lessons learned, the agency hopes to launch two lunar-landing missions in 2028 using one or both landers if both are deemed ready to fly. Those missions will be preceded by unpiloted lunar landing test flights.
The OIG report released Tuesday was completed before the revised mission architecture was announced by NASA Administrator Jared Isaacman. As such, it mostly concentrated on SpaceX’s lander, which was to make the first two Artemis moon landings with Blue Origin following after. As it now stands, NASA plans to use whichever lander is ready when it’s needed.
SpaceX’s lander is a variant of the company’s Starship, which normally serves as the second stage of its gargantuan Super Heavy-Starship rocket. To reach the moon, the 171-foot-tall HLS must be refueled in low-Earth orbit by an estimated 10-to-20 Starship tanker flights.
The OIG said the company plans to launch a propellant depot ship well ahead of a moon landing mission. The depot will be filled with propellants by a steady stream of Super Heavy-tanker flights taking off every week or so from launch pads in Florida and Texas.
Orbital refueling at that scale has never been attempted. Complicating the picture, it’s not yet publicly known how SpaceX will mitigate the constant loss of cryogenic propellants as they warm up and evaporate.
In any case, when the depot has been topped off, the lander will be launched, autonomously reloaded with propellants and then fired off to the moon where it will enter orbit and await the arrival of Artemis astronauts aboard an Orion crew ship.
Blue Origin plans to follow a somewhat similar strategy, refueling its lander in Earth orbit to provide the propellant needed to reach the moon. Once in lunar orbit, a tanker will top off its tanks again before carrying astronauts down to the lunar surface.
The OIG noted that the established loss-of-crew threshold faced by Artemis astronauts in the first two moon landings was expected to be in 1-in-40 range for lunar operations and 1-in-30 overall, from launch to splashdown. For comparison, Apollo astronauts faced 1-in-10 odds of a crew loss while space shuttle crews flew with an actual 1-in-70 risk.
Before any moonwalkers are launched, both landers will be put through an exhaustive series of tests in lunar orbit to verify their operational readiness. After docking with a given lander, astronauts will descend to the surface while the Orion remains in orbit awaiting their return.
Landing near the moon’s south pole poses more severe challenges than Apollo crews faced when landing near the lunar equator.
“Steep slopes of up to 20 degrees on the lunar South Pole present navigation and landing challenges,” the OIG said. “Given Starship’s height of 171 feet — about the equivalent of a 14-story tall commercial building — there is a risk that its momentum will continue after landing causing it to tip over.”
NASA’s requirement for “tilt tolerance” is a slope of just 8 degrees.
“Blue Moon — standing at 53 feet tall — also faces landing risks, including exceeding the lander’s tilt tolerance for safe and effective execution of critical crew functions. Surpassing the tilt tolerance for either lander … could impact the operation of equipment such as the hatch used by the crew to exit and enter the vehicle.”
For comparison, the Apollo lunar modules, which carried 12 astronauts to the moon’s surface in six flights, were half the height of Blue Moon’s and seven times shorter than SpaceX’s.
Unlike astronauts aboard Blue Origin’s lander, who can use stairs to reach the surface six feet below, crews aboard SpaceX’s lander will have to ride an external elevator some 10 stories down the side of their rocket. While that might seem a minor engineering issue given the challenges of orbital refueling and propellant boil off, program managers view it as an issue worth close attention.
“Starship’s elevator sits just below the crew compartment and is approximately 115 feet above the ground,” the inspector general wrote. “Currently, there is no other method for the crew to enter the vehicle from the lunar surface in the event of an elevator failure.”
NASA requires “at least single failure tolerance to catastrophic events, meaning the ability of a system to sustain a single failure and not have it affect the design goal. SpaceX is focused on building a robust standard elevator design with redundant mechanisms.”
“However, the HLS Program is tracking the elevator as a top risk and is actively working with SpaceX to develop alternate means of vehicle ingress should the elevator become stuck or fail while the crew is on the lunar surface.”