Anil Menon, a NASA flight surgeon, felt crushed nine years ago as his hopes and aspirations collapsed around him.
For the fourth time, he had diligently applied to become an astronaut at the US space agency, seeking to fulfill a lifelong dream. Although he made it to the final round, NASA had once again rejected his application at the end of the grueling process.
"I was so sad, and I admitted defeat," Menon said. "I just did not see a pathway forward. So I pretty much, at that point in time, gave up on being an astronaut. I thought there was a zero percent chance."
SpaceX has pinned the bulk of its future value on orbital data centers. Not rockets. Not spacecraft.
Instead, it envisions launching and maintaining a constellation of 1 million satellites capable of generating 120 GW to power tens of millions—and potentially up to 100 million—frontier-class GPUs for data center services.
The company's founder, Elon Musk, revealed plans for this massive constellation months ago, but until recently, the scope of the individual satellites was largely unknown. That changed in June, when Musk and Ian Dahl, director of satellite engineering for SpaceX, spoke in a promotional video about the company's plans to develop the first iteration of an orbital data center, called an AI1 satellite. The video finally provided the company's numbers about the satellite's size and power capabilities.
Some of the storm’s most vulnerable victims — river dwellers — suffered dramatically when raging waters washed them downstream. Conservationists say it will take years to recover the damage.
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Hans Lohmeyer is standing in a lively park on the outskirts of Asheville as children and dogs gambol around him. He’s just about to step onto a nature trail along Cane Creek that was only recently reopened after tropical storm Helene ravaged its banks and many of its inhabitants.
“It experienced just crazy amounts of tree loss and damage. You’ll see it along the creek…the flooding damage, destabilization from the stream banks,” Lohmeyer said as he walked along the now placid waterway at Bill Moore Community Park in Fletcher, North Carolina. “I don’t think it’ll be quite the same as what it was before, just due to the sheer power and the impact from the [storm].”
Lohmeyer is stewardship manager for Conserving Carolina, a non-profit that works to preserve land and water resources throughout Western North Carolina by focusing on creating trails and educating the community about the importance of habitat. What he’s particularly interested in these days is one of the smallest creatures that suffered significantly from Helene: freshwater mussels.
Freshwater mussels cluster in beds along creek bottoms throughout Western North Carolina. Some species are on the endangered list. Illustration credit: Beck Orten
The fallout for this largely unseen and unknown creature is just one example of the extent of damage the storm wrought in the natural world alongside the better-publicized human one. Mussels are one species that scientists and researchers are watching and worrying about. Another to take a hard hit was the famously (so-ugly-it’s-cute) hellbender salamander, which can grow up to 2 feet long and live up to 30 years, and a couple of species of freshwater trout.
The impact has environmentalists and scientists wondering how long the region’s smallest sufferers will take to bounce back along the thousands of miles of riverbeds, brooks, creeks, lakes and ponds, and what they can do in future storms to limit the fallout, particularly in the storm’s aftermath when cleanup takes place in environmentally sensitive areas.
“A lot of mussels got run over,” Lohmeyer said about the vulnerable freshwater population of mollusks that resides in riverbeds throughout Western North Carolina. These small creatures, some on endangered species lists, cluster together in “beds” among rocks and eddies. They are critical to the ecosystem because they serve as nature’s filtering system, siphoning out pollutants as water runs over their extended necks. “The storm did have a very negative impact on those populations.”
Not only did the tiny mollusks experience the rushing water as it swelled the rivers and creeks where they live. But afterward, they had to endure a cleanup that involved massive construction vehicles driving up and down to remove thousands of pounds of washed-out debris. The extent of loss isn’t even fully understood, and likely never will be.
A second victim of these twin assaults was the brownish, yellowish aquatic hellbender salamander that lives in the mud and among the rocks of riverbeds. This habitat, again, put the amphibian in the direct line of destruction. And just like the mussel, the result will likely be felt for generations of hellbenders to come, experts say.
The hellbender, North America’s largest aquatic salamander, lives among rocks in fast-moving streams — putting it directly in Helene’s path. Illustration credit: Beck Orten
A double whammy for river life
“Those impacts that we’re dealing with are probably going to still deal with for the next, at least 10, 15 years,” said Hannah Woodburn, a riverkeeper for MountainTrue, a nonprofit that works to protect clean water and resilient forests across the southern Blue Ridge region. “No. 1, the banks were already pretty eroded from the storm event itself, and then No. 2, that secondary impact of having heavy machinery coming in, accessing, cutting all the live trees and remaining vegetation along from the banks – but then also driving these giant machines up and down the streams as well,” she said.
This kind of loss is ruinous for a species that has already declined by 70% in the region since the early 2000s, Woodburn said. “It was kind of this double whammy. They probably smushed anything that had survived the flood.”
The trout and the debris
Austin Keever, a wildlife enforcement officer with the state’s Wildlife Resources Commission, oversees the welfare of many different species in the area, from black bear and white-tailed deer to the three types of freshwater trout native to Western North Carolina — brook, rainbow and brown. He, like other wildlife stewards, is still trying to assess the damage to these populations and their habitats.
Buncombe County’s wildlife enforcement officer, Austin Keever, watches as a construction team works to remove blockages from the Swannanoa River. Photo credit: Sydney Woogerd
Apart from several trout hatcheries across the western part of the state that were destroyed in the storm — with no plan to rebuild until 2027 or 2028 — the wild fish populations also suffered setbacks because of multiple changes to the rivers.
For example, some areas of the water were so muddy or “turbid” that fish were having trouble surviving it, Keever said as he drove his 4-wheel-drive gray ranger truck around the northern edge of Asheville. He also noted the dangerous debris littering the waterways including broken wood and rusty nails from the numerous structures that were swept into the water.
There are three types of native trout in the state, all impacted in some way by tropical storm Helene. Illustration credit: Beck Orten
“If you look on the side of that bridge, you can still see debris stuck under the bridge,” he said, pointing to a disruption in the rushing water. “Y’all see that? Wow. So, I mean, like, that’s going to be there for years, just about. It’s just kind of normal now, the last thing on people’s radar.”
Further up the French Broad, Mandy Wallace, artifact recovery technician working with the conservation non-profit MountainTrue, noted that thousands of pounds of plastic debris remain in the water, some of which is dissolving into microplastics to be ingested by fish and other creatures, and some of which is inhibiting wildlife movement.
For example, thousands of sections of white plastic PVC pipe that were stored in a lot along the French Broad were flushed into the river during the flood and then transported miles in the current, some ending up as far as Tennessee. Not only is this hazardous for paddlers, she said, but Wallace and her crew found the pipes teeming with catfish as they tried to remove them. “It’s just hard,” Wallace said on a sunny weekday alongside a cleanup team of about 10 who were using canoes to retrieve the pipes. “They’re going to adapt. I mean, we do what we can.”
A group of MountainTrue clean-up crew members pack up their canoes after a day of pulling debris from the French Broad River. Video credit: Sydney Woogerd
Silver linings
While much of the news is bad, some species have triumphed in the wake of the storm, said Keever. Because of the tree loss, birds of prey such as hawks and eagles can see the ground better to hunt. All of the rotting wood and subsequent bug activity have been good for woodpeckers. And the brush debris has made good habitat for small game, he said, such as raccoons, rabbits, squirrels, doves and quail.
There were also some wildlife revelations in the aftermath. Melissa Bahleda, who works at the May Wildlife Rehabilitation Center in Banner Elk, North Carolina — almost at the Tennessee border — said their team has realized the incredible benefit of beaver activity in securing a riverbed and staunching the damage from floods. While most beavers lost their dams and mud holes, “one of the things that beaver conservationists were saying immediately after the storm is we need to stop killing our beavers in the area. We need more beavers because, you know, we’re probably going to continue to get heavy rains that lead to flooding … and the beavers, because of the work they do on the riverbeds and streambeds where they are, really seemed to mitigate a lot of the flood damage.”
As a result, her team was meeting with the North Carolina Wildlife Resource Commission, the state’s wildlife management agency, to discuss the need for employing non-lethal beaver management methods. Today, there are no restrictions on killing beavers in North Carolina.
“It’s been a challenge getting anyone either on a state level or federal level to listen to that,” Bahleda said. “Even the language that they use… they talk about them as being ‘pests,’ and ‘nuisance animals’ and ‘furbears,’ and they’re such a target for trappers. And we’ve removed so many from the landscape. But they are such an essential part of the ecosystem and we’re only really now starting to understand that in these areas that get intense flooding, how much more significant the flooding can be when we don’t have beavers in the ecosystem.”
A mound of dirt, fallen trees and debris taken from the French Broad River in Marshall, North Carolina. Photo credit: Sydney Woogerd
Bahleda hopes that the lessons learned from beavers and the fallout from Helene will further urge humans to protect their environment and wildlife ultimately as a way to protect themselves.
“We can even go so far as to say that Helene is the result of human-wildlife conflict because of the way we’ve lived, the way we make our energy. We’ve created this atmosphere that’s ripe for climate change and for bigger and stronger storms,” she said. “So we’ve just set things in a way that doesn’t take into consideration the wildlife around us and that’s really unfortunate because now we’re losing a lot really fast.”
This article is part of Caught in the Current: Helene Recovery in Asheville and Beyond a project that we have partnered on with the School of Journalism at Northeastern University. Their enterprising students took on the story of Asheville, North Carolina, a community still dealing with the devastation of Hurricane Helene, 18 months later. As part of our mentoring program, we’re amplifying their efforts by sharing the amazing work produced by their students. Visit the official interactive magazine for the project HERE.
“FREEDOM OF THE PRESS IS NOT JUST IMPORTANT TO DEMOCRACY, IT IS DEMOCRACY.” – Walter Cronkite. CLICK HERE to donate in support of our free and independent voice.
Researchers from ETH Zurich in Switzerland, however, managed to create a new type of pixel that can simultaneously do both. This hypercharged pixel, called a Fourier pixel, can generate and sense arbitrary light fields and tap into a pixel’s full potential for carrying information by manipulating light’s intensity, oscillation phases, and polarization. The team reported its findings in a paper published yesterday in Nature.
We are one step closer to 1984 technology:
The telescreen received and transmitted simultaneously. Any sound that Winston made, above the level of a very low whisper, would be picked up by it; moreover, so long as he remained within the field of vision which the metal plaque commanded, he could be seen as well as heard. There was of course no way of knowing whether you were being watched at any given moment.
Economists Alvin Roth and Jennifer Doleac share the conviction that using a data-driven approach to answer moral questions is itself a matter of morality.
InMoral Economics, Nobel-winner Roth shows how conceptualizing divisive social issues like drugs, abortion, and organ donation as markets can expose new ways to make progress in contexts where both sides refuse to compromise. And inThe Science of Second Chances, Jennifer Doleac illuminates how many criminal justice policies—no matter how well-meaning—are far from just. But she also shows that where our intuition fails, science can succeed in helping us build a system that leaves everyone better off.
In Doleac’s words: “I see a lack of rigor as unethical. Policies that don’t work don’t help people. If we are serious about improving lives, we need to test our policies carefully to ensure they’re effective.”
From the back cover: “Some of the most intractable controversies in our divided society are, at bottom, about what actions and transactions should be banned. . . . Disagreements are fierce because arguments on both sides are often made in uncompromising moral or religious terms. But inMoral Economics, Nobel Prize–winning economist Alvin E. Roth asserts that we can make progress on these and other difficult topics if we view them as markets—tools to help decide who gets what—and understand how those markets can be fine-tuned to be more functional. Markets don’t have to allow everything or ban everything. Prudent market design can find a balance between preserving people’s rights to pursue their own interests and protecting the most vulnerable from harm.”
From the back cover: “When criminal justice expert Jennifer Doleac thinks about reform, she’s not just hopeful, she’s optimistic that second chances are possible—for the justice-involved population and the system as a whole. InThe Science of Second Chances, she reveals her powerful approach to reducing crime and incarceration. Drawing on cutting-edge economic research and real-world experiments, the book presents a blueprint for reform that runs all the way through the system . . . From DNA databases that increase the likelihood of catching reoffenders to leniency programs for first-time defendants, she reveals a series of surprising interventions that actually work, along with cautionary tales about great ideas that never panned out.”
Read an excerptfromThe Science of Second ChancesinBehavioral Scientist: “It’s as if they’re standing at a fork in the road, considering what to do next. One direction leads toward more criminal behavior and criminal justice involvement, and the other leads toward a productive, law-abiding life. It turns out that many first-time defendants will choose the better path if we simply get out of their way.”
A payload processing facility at the Kennedy Space Center has been used for dozens of missions over the years, but one of them was not publicly documented. James Behling discusses the secrecy behind the very first mission to use that facility.
For decades British companies worked on concepts for spaceplanes that could take off from a runway and go to space. Jeff Foust reviews a book that examines those projects and the limited progress they made despite years of work.
Throughout the Space Age the United States worked on space nuclear power and propulsion systems, although very few actually made it to space. Dwayne Day examines those programs and what went wrong.
jeff@thespacereview.com (Matthew Mowthorpe, Markos Trichas, and Damian Terrill)
Updated
While the United States has made extensive use of space capabilities in its ongoing conflict with Iran, that country has also made use of space. Three experts examine Iran's access to satellite imagery and its efforts to jam satellite signals.
Humanity has long been inspired by the night sky. Richard Logue offers a new way to provide that inspiration through a series of spacecraft that would be visible from the ground while also testing solar sail technologies.
In aggregate its farmers are growing more cereals, such as maize (corn) and rice, than ever: nearly five times as much as in the 1960s, when many countries achieved independence. But most of those gains came from cultivating more land, which cannot go on for ever (see chart 1). Africa, once sparsely populated, is getting crowded. The amount of arable land per person has been falling for decades, and now sits at roughly the global average.
That might not matter if farmers were also growing more crops per hectare. But recently gentle growth in agricultural productivity has given way to stagnation, perhaps even decline. Consider figures drawn from national statistics in Africa by the Food and Agriculture Organisation (FAO), a UN body. Cereal yields did not grow between 2020 and 2024, the latest data point (see chart 2). Nor did total factor productivity (TFP), a measure of how efficiently inputs of all kinds (such as labour and machinery) are turned into produce. Most African countries had lower agricultural TFP in 2023 than a decade before.
This seems to be more than a pandemic blip. In a paper published in 2024, Douglas Gollin of Tufts University in Massachusetts and his co-authors analysed data from surveys of 55,000 household farms in six African countries between 2008 and 2019. They estimated that, for smallholdings, yields and TFP were already falling by 3-4% a year then. They found steeper declines than the FAO did, perhaps because their sample did not include large farms, or because official statistics are sketchy.
Callard: In general, goodness is more context-dependent than badness. There isn’t really anything that’s good all the time for everyone independent of context. Happiness depends on your context and who you are. There isn’t anything that will always make a person happy. But there are reliable ways to make people unhappy. There’s a set of evils that are close to universal: death, pain, illness, violence. Even if someone’s in very different circumstances from yours, if you see they’re being subjected to one of those, you can interpret it as suffering and understand it.
So we should predict that what we see on the internet, insofar as people are trying to be legible to large groups, is that they focus their attention on things that show up to everyone. Take two strangers on the internet trying to talk to each other. What are they going to coordinate on as a topic they can both care about? It’s likely going to be something bad.
And here is from Derek:
Here are some questions that I consider self-evidently compelling about the modern world:
Why is the news media so interested in telling you how much the world sucks all the time?
Why are so many of us obsessed with distraction and managing our attention?
Why is it so hard to stop comparing ourselves to others?
And why does everything in art and design seem the same these days?
And more from Agnes:
With identity categories like woman, disabled, gay, Jewish, or American, the striking thing is that you are a member of those categories in every circumstance. There is no circumstance in which I stop being a woman. Identity is a hat you never take off. So identity is well suited to a uni-contextual world.
Temperatures soared in the Western U.S. on July 12, 2026, as shown in this map of modeled air temperatures from the GEOS (Goddard Earth Observing System). Numerous weather stations in Montana, Utah, and Wyoming recorded their highest temperatures since record-keeping began.
NASA Earth Observatory/Michala Garrison
It’s still relatively early in the summer season in the Northern Hemisphere, but several parts of North America were sweltering in mid-July.
The latest purveyor of heat was a strong ridge of high pressure that lingered in the upper atmosphere over the northern Rockies on the weekend of July 11-12, 2026. This pushed hot air toward the surface and trapped it there—a weather phenomenon meteorologists call a heat dome.
Heat domes put the brakes on convection and suppress clouds and precipitation. This allows sunlight to reach Earth’s surface relatively unhindered and further elevate air temperatures. As a result of the July heat dome, sites in Montana, Wyoming, and Utah broke all-time temperature records.
The map above shows air temperatures across the United States on July 12, 2026, at 2 p.m. Mountain Time, modeled at 2 meters (6.5 feet) above the ground. It was produced by combining satellite observations with temperatures predicted by a version of the GEOS (Goddard Earth Observing System) model, which uses mathematical equations to represent physical processes in the atmosphere. The darkest reds indicate areas where temperatures approached or exceeded 45 degrees Celsius (113 degrees Fahrenheit).
A preliminary analysis from the National Weather Service office in Billings found that temperature sensors at airports in Billings and Miles City, Montana (111°F and 115°F, respectively), and Sheridan, Wyoming (109°F), all recorded new all-time record highs on July 12. Each of these stations topped its previous record by at least 2°F, with Miles City breaking its record by a full 4°F. The Montana records date to the 1930s; the Sheridan record begins in 1907.
Multiple locations in Utah broke all-time records as well, according to the National Weather Service office in Salt Lake City, including Deseret (111°F), Salt Lake City (109°F, or 4°F above the previous record), and Randolph (100°F, or 6°F above the previous record). These stations in Utah have records that date back to the 1890s.
Extreme heat doesn’t just make people uncomfortable. It can have serious health consequences, particularly for older people. Extreme heat worsens common age-related health conditions such as heart, lung, and kidney disease. Health tracking data from the U.S. Centers for Disease Control and Prevention shows that the rate of heat-related emergency department visits in the Mountain states spiked tenfold during the July heat.
Heat waves like this one have become more frequent in the United States in recent decades, according to researchers at NASA’s Goddard Space Flight Center. Using a NASA modeling system called MERRA-2 (Modern-Era Retrospective analysis for Research and Applications-2), one NASA team found that summer heat waves in the U.S. roughly doubled in number between 1980 and 2023, increasing from an average of two to four per month.
Forecasters expect the heat dome to spread east into the Midwest, New England, and the Mid-Atlantic in the coming days, where triple-digit temperatures are likely in some areas. The United States isn’t alone in facing significant heat. Parts of both Western Europe, Central Asia, and East Asia are also facing heat waves.
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Erich Hernandez-Baquero, nominated to become the Air Force’s top civilian space acquisition official, and Roger Mason, the administration’s choice to lead the National Reconnaissance Office, appeared before the Senate Armed Services Committee
Antaris™ today announced a strategic reorganization establishing Aeonyx™, a mission virtualization company focused on helping defense organizations evaluate architectures, validate operational concepts, improve operational performance and flexibility, and understand mission […]
As I noted yesterday, after the killings of Good and Pretti in Minneapolis last winter, ICE/DHS shifted strategy, trying to keep up the pace of arrests and predation, while also keeping it more under the radar. Then the recent push to up the number of daily arrests began to upset that apple cart with two brazen killings of two motorists in just one week. What was notable yesterday was that ICE didn’t use its standard excuse for killing a civilian — weaponized vehicles, an agent feeling his life was threatened. They simply said the agent shot Joan Sebastian Guerrero because of a vague belief he posed a danger to the community. This seemed odd since ICE has manufactured cover stories with abandon in the past. Why not now? And why go with an excuse that actually provides a much less robust defense in court? Sure it’s good not to lie. But again, they’ve done it so consistently for 18 months.
Now we’re hearing that DHS has ordered ICE to stop most traffic stops around the country, though this claim is being put out by the administration with no one actually saying it on the record. It’s just “sources.” This also looks like an effort to get Susan Collins out of a jam. She claimed credit today for the shift in policy.
Presumably they’re doing this because ICE traffic stops lead so frequently to officers unloading their revolvers into people not threatening anyone. The White House clearly doesn’t want the events of the last week to escalate to a replay of January and Feburary.
We can see a consistent goal here, despite the backs and forths. Maximize arrests and deportations but with as few as possible gruesome killings and/or murders that lead to public backlashes and declines in the president’s popularity. That is, before the midterm. The challenge for the administration is that ICE is made up of hot heads, not so much poorly trained as trained to escalate in almost all situations, and generally gunned up with white nationalist propaganda. It’s one thing to, say, focus on arrests and deportations and not killing people. It’s harder to make that distinction in practice. The line agents and NCOs may also have their own ideas. It also seems that you have two factions within the administration. One just wants to deport as many people as possible but with little fanfare. Another wants that and using ICE as a de facto paramilitary terrorizing blue cities and states. For now, faction one is mostly calling the shots. At least until the midterms.
Today began with yet another demonstration of the fact that the U.S. options for extricating itself from Trump’s war on Iran with conditions anywhere near as good as they were under the Joint Comprehensive Plan of Action (JCPOA) negotiated with a number of countries under President Barack Obama, or even as good as they were in February 2026 before Trump and Israeli president Benjamin Netanyahu launched air strikes on Iran, do not appear promising.
At 10:16 this morning, Trump announced on social media that the Strait of Hormuz “is OPEN, and will remain OPEN, with or without Iran. We are reinstating THE IRANIAN BLOCKADE, so named because it is only stopping Iran’s ships or customers from entering or leaving. All other countries will have fair and open use of the Strait. The U.S.A. will be, from this point forward, known as ‘THE GUARDIAN OF THE HORMUZ STRAIT,’ but as such, and as a matter of FAIRNESS, will be reimbursed, at the rate of 20% on all cargo shipped, for any and all costs necessary to do the job of providing safety and security to this very volatile section of the World. The process and formation will begin immediately.”
In other words, the U.S. is restarting hostility—a blockade is an act of war—and, according to Trump, will protect the Strait of Hormuz but expects to be paid.
Trump has been clear that he considers the memorandum of understanding he signed on June 17 no longer in force, probably not least because Iranian officials interpret the words of the hastily constructed deal as giving Iran control over the Strait of Hormuz. They have been clear they intend to charge fees for passage of the strait, a condition the U.S. rejects although Trump’s current claim that the U.S. will charge fees seems to undercut the U.S. position.
Crucially, officials in the Trump administration continue to deny that Congress has any role in declaring war, despite the clear language of the Constitution. Under the 1973 War Powers Act, the president can respond without congressional input to an “imminent threat” so long as the president notifies Congress in writing within 48 hours of the beginning of hostilities. After that notification, the president has only 60 days before he must either end hostilities or secure congressional approval for them.
Trump got around this law first by overruling his own intelligence agencies to insist that Iran posed an imminent threat to the U.S. Then when the May 1 deadline for either withdrawal or congressional approval approached, he claimed that hostilities had ended on April 7 with the declaration of a ceasefire, notwithstanding that both sides continued to shoot at each other and the U.S. maintained its blockade of Iranian ports.
Now they are claiming the power simply to start the clock again. On Friday, Trump formally notified Congress that the U.S. has resumed strikes on Iran, claiming the Pentagon has another 60 days to strike Iran before the timeline specified by the War Powers Act runs out.
Today Elizabeth Dwoskin, Andrew Ba Tran, Luis Melgar, and Peter Jamison of the Washington Post reported that Trump’s sons “Donald Trump Jr. and Eric Trump have amassed a portfolio of defense technology start-ups that are benefiting from new Pentagon priorities and spending, further entangling the United States’ interests and the Trump family’s financial fortunes.” They have invested in more than a dozen defense companies that have collectively received at least $3.2 billion in business directly from the government since those investments, along with $3.1 billion in options for future contracts.
Tonight U.S. Central Command announced it has begun a third night of strikes against Iran.
At about 7:15 this morning, an agent from Immigration and Customs Enforcement (ICE) shot and killed 26-year-old Joan Sebastian Guerrero in Biddeford, Maine. According to staff from the Portland Press Herald, Guerrero was from Colombia and was authorized to work in the U.S. The Maine Immigrants’ Rights Coalition said he had a Social Security number and was on his way to work.
Spokespeople for ICE and the Department of Homeland Security (DHS), which oversees ICE, have not commented. Senator Susan Collins (R-ME) has called for “a full and impartial investigation,” but as her political opponents note, Collins voted just last month to give ICE another $70 billion. ICE and Border Patrol had become far less visible as Republicans worked to pass supplemental funding for ICE and Border Patrol through Congress. In the wake of that new funding, immigration sweeps are back in the news. Protests broke out today outside Collins’s Biddeford office.
Senator Angus King (I-ME) told Patrick Whittle, Leah Willingham, and Jack Brook of the Associated Press that Secretary of Homeland Security Markwayne Mullin told him Guerrero had tried to use his vehicle as a weapon against officers, forcing the agent to shoot. This allegation has been a common one for agents trying to justify fatal shootings, including that of Renee Good in Minnesota. Witness Daniel Boucher said that in the aftermath of the shooting, he saw Guerrero “bleeding profusely from the head. He was talking. He said: ‘I tried to stop.’”
This evening, Representative Chellie Pingree (D-ME) said she had learned that the man ICE shot and killed was not the person they had an order to pick up. ‘
In a statement tonight the Department of Homeland Security claimed that the officer shot because he was “fearing for public safety.” David Bier of the Cato Institute and Aaron Reichlin-Melnick of the Immigration Council both called out that language, noting DHS was claiming not that the officer feared for his life, but that he had a vague concern for “public safety.”
The ICE killing of a man in Maine comes less than a week after ICE shot and killed Lorenzo Salgado Araujo of Houston, Texas. Salgado Araujo was a Mexican national who had lived in the U.S. for 35 years and was close to obtaining legal status. His son told Lekan Oyekanmi, Jack Brook, and Jeffrey Collins of the Associated Press that the homebuilder knew what to do when approached by ICE but may have feared that the men following him in unmarked SUVs intended to steal his tools.
ICE said the officers “attempted to conduct a vehicle stop as part of a targeted enforcement operation to arrest an illegal alien” and that Salgado Araujo “rammed an ICE law enforcement vehicle, refused to follow multiple verbal commands, and weaponized his vehicle in an attempt to run over an ICE law enforcement officer.” It added that an officer “discharged his weapon in self-defense.”
A lawyer for two of the people in the van with Salgado Araujo denied that he tried to ram officers. A source later told Dalia Faheid, Chris Boyette, Priscilla Alvarez, and Caroll Alvarado of CNN that ICE’s description of the events that killed Salgado Araujo as a “targeted enforcement operation” was misleading. While that may have been the case, Salgado Araujo was not the target. They saw him in his van near the target and thought he “resembled the target.”
José Olivares of The Guardian noted that Salgado Araujo was the tenth person shot and killed by federal immigration officers from either ICE or Border Patrol since Trump took office a second time.* Twenty-one more people have died in ICE detention this year.
This afternoon the Trump administration finally turned over to Minnesota investigators evidence from the fatal shootings of Renee Good and Alex Pretti in January. That evidence includes statements, video from police body cameras, and Good’s badly damaged SUV.
Today U.S. District Court Judge for the Southern District of Florida Kathleen Williams said Trump, his lawyers, and the lawyers for the Department of Justice had manufactured the so-called settlement of Trump’s $10 billion lawsuit against the Internal Revenue Service. “[T]he Court finds that this matter was brought for an improper purpose—to gain the imprimatur of judicial legitimacy for a ‘settlement’ that had no viable basis in law or fact,” she wrote. They launched the lawsuit “as a means of conferring legitimacy upon a course of action that they were unwilling to subject to judicial review.”
The course of action they intended to take was to establish a $1.776 billion slush fund for Trump loyalists who claimed that the Department of Justice under former president Joe Biden had been weaponized against them. While that part of the deal got most of the attention, probably more important to Trump was the addition to the “settlement” announced the next day: a promise that Trump, his family, his businesses, and even his “associates” would be immune from prosecution for any tax crimes revealed by audits of tax returns filed before May 19, 2026.
“No sitting President has ever sued federal agencies completely subject to his control for monetary benefits, or any benefits that inure to him, his family, and associates,” Williams wrote. After Trump dropped his lawsuit, thirty-five former judges had asked Williams to set aside her dismissal of the case with the goal of determining whether the claimed “settlement” was a fraud on the court.
In her opinion, she noted that the question before the court was simply whether there was a legitimate lawsuit, and the answer was no. The final disposition of the slush fund and the immunity were not questions before the court. “Whether Executive Branch actors can privately agree to give themselves and their former clients blanket immunities and billions of dollars in tax monies for legally undefined grievances was never an issue advanced to this Court. The question is whether the Parties could do so by claiming to be adverse and engaging the legitimacy of a court proceeding. The answer is a resounding ‘no.’”
Williams recommended legal sanctions against some of the lawyers involved and said she was “extremely troubled” by the testimony of Acting Attorney General Todd Blanche, which was “at best, misleading and, at worst, disingenuous.”
Blanche used to be Trump’s personal defense lawyer and has said he believes he has a “continuing duty of loyalty” to Trump. The president has nominated Blanche to become attorney general. His confirmation hearings begin on Wednesday.
*EDIT at about 9:30 on July 14. I wrote incorrectly that federal agents had shot and killed ten people THIS YEAR. The correct time frame for the deaths is ten people since Trump took office a second time. The error is mine, not Olivares’s. I'm sorry for making it.
The growing MAGA agenda on the city council is far from representative of a municipality that voted for Kamala Harris, and every district voted “yes” on Prop 50 last year.
Steven Von der Porten is fed up with all of that.
He isn’t a career politician. Nowhere close to it. He’s the opposite. He’s just a guy—a very smart one at that. Graduating with a degree in physics from Harvey Mudd College, Von der Porten works as an aerospace engineer at Turion Space.
VDP thinks his experience would be largely beneficial to Aliso Viejo’s city council, which is why he’s running for the District 2 seat. What makes his campaign interesting is that, despite being at a hyper local level, he is running staunchly on an anti-MAGA platform. It’s all about accountability, authenticity, rationality and a return to community driven solutions to problems.
If voters don’t respond to that message, don’t expect VDP to switch tracks.
“If I can’t win my values, why run?” he told Truth OC in a recent interview.
But what are VDP’s values and why does he think this long-shot campaign can work? According to his website, “affordability,” “security,” and “accountability” encompass his broader goals. After chatting with him for about half an hour, the picture becomes a lot more nuanced.
At a recent No Kings rally.
Why is VDP running and why is he specifically the right man for the job?
These were the first two — and perhaps most important — questions I asked during my talk with VDP. This is what he had to say.
Q: Why are you running for Aliso Viejo city council?
A: I feel like we’re stronger when we’re united together, when we have a community where everyone feels welcome and feels like they have a place where we can invest in the community, and (families) can put down roots. I think all those things are going to be extremely important as we face some of the pressures that are affecting our communities, like a lot of the Trump administration’s failed policies.
So, we need to be able to work together as a community, and I want to be a member of the council in order to help build that sense, and give people a chance to engage with their leaders and trust their leaders.
Q: Why do you feel like you can provide that sense of community?
A: The biggest reason is that I care. I think that now is not a time for cautious decisions. We need to make bold choices to really get people to come back together, to come back to our values as a community, because right now we aren’t really represented in terms of what the community believes on our city council.
Q: What do some of those bold decisions look like?
A: One of the things I’m looking at is … addressing some of the housing market issues by generating more housing … and particularly emphasizing primary home ownership by the homeowner. And so when you do that, then it gives a chance for more of the community to be kind of a permanent fixture in the community, right? They can invest in what they’re doing because they know that next year they’re not going to be priced out of their rental. And in order to do that, we need to increase the amount of housing we’ve got. I mean, the state’s already requiring us to do that, but we need to really put in an effort to increase housing, to drive down the ridiculous cost of housing.
Just from a personal perspective, you know, I’m a homeowner and I’m not planning on moving. I like where I live. I love Aliso Viejo. But what I don’t want to see is the community kind of just age to the point where it loses its vibrancy, right? Because the only people that can afford to be here are people who are already here or people who have a huge amount of investment money. What I care about is who my neighbors are, and that everyone has an opportunity to be my neighbor.
What does he think the city council is doing wrong?
Pretty much everything. Four out of five members—all but Tiffany Ackley—subscribe to the MAGA agenda and hard-right politics. In VDP’s eyes, they aren’t representative of their constituents. And they certainly don’t take accountability or listen to residents.
VDP will be running against the current mayor, Max Duncan. The one who posed with a confederate flag and posted about it on Facebook. That, in a nutshell, is what VDP said he sees as the error in the ways of the council.
“He had no shame,” VDP said. “These are not the values that my neighbors hold.”
VDP also explained more about how, last year, after the previous city manager passed away, the council started the search for a new one. And they did it with no input from residents.
“We see this all the time from the Trump administration, that ethics and accountability are not something that they care about,” he said. “And guess what? (The city council) realized that they can do the same thing. Our city council has been allocating lots of money … without any sort of community input. They hired a new city manager and they flaunted that they saved $50,000 from hiring a consulting firm to hire the city manager. Then the committee of two, with no transparency or oversight, ended up paying the new city manager $70,000 more than the previous woman was in the position. So in order to pay more money, they got rid of oversight and community input.”
So how has the city council strayed so far from being representative or beholden to the people of Aliso Viejo?
“I think a lot of it is that people haven’t been paying attention. A lot of people in Aliso Viejo are reasonably comfortable. They like the city. I mean, it’s a beautiful city. It’s a wonderful place. But we can’t afford to be complacent anymore,” he said.
That is, from my understanding, the crux of this campaign. Bringing accountability back to the city government, and doing so by waking people up to the true dangers that a MAGA run council brings.
The anti-MAGA driven campaign
What has interested me from the moment I learned about VDP’s campaign is how heavily he is leaning on an anti-MAGA platform. It is a playbook usually used for higher profile campaigns. The reason MAGA supporting people are able to win city council elections is because they present themselves as your average person, just wanting to help the city. It works because not enough people pay attention to who they truly are, but VDP wants people to start looking deeper at how their city is run.
But still, why go so hard-line anti-MAGA when the city is moderate at best? Like he said, it’s all about winning with his values. And to him, the best way to fight the Trump administration is at a local level.
“Responding to these national things, these national events, they’re not going to be solved on a national level,” he said. “We’ve seen very clearly that our national leaders are willing to completely ignore the rule of law when it suits them. None of the branches of government are prepared to fix that right now. That leaves the levels of resistance at the local level. If we’re going to push back, we need to do that as communities. We need to do it together. We need to stand up for each other because we have to understand that when one of us is separated from us, we’re all weaker and we need strength right now.”
VDP’s website also focuses on ICE and how cities need to do everything they can to protect due process. When asked if ICE is really a problem in Aliso Viejo, he wanted to make it clear that even though his city hasn’t had high profile cases like Santa Ana that it is becoming an increasingly larger problem.
“It’s not as sensational, but we have had instances. They are already here and they’re already making arrests and people are disappearing,” VDP said. “And the fact of the matter is, it’s coming in a much stronger way. This sort of enforcement isn’t something that just fizzles out. It’s only going to increase and it’s going to be here much more strongly. I think we need to be able to respond to that as a city. Our leadership doesn’t have any sort of will to do that. We need to take concrete actions that protect people, that allow us to document what’s happening, that help people when an incident occurs, that help people with resources to track their loved ones. That sort of thing.”
That’s where VDP’s values lie: in protecting his community and bringing people together. The biggest question, however, is whether or not any of this will reach voters in a meaningful way by the time November comes around.
Max Duncan, the current mayor/hat wearer.
How can his campaign succeed?
It was extremely evident during the interview that VDP has not done this before. He has not been interviewed by a political website to discuss his plans for a city council race. He is not adept at campaigning or saying “the right thing” just because it sounds good. He is candid. VDP says what he truly believes and can back it up. Running a campaign is completely new to him. Whether that is a strength or not will have to be decided, but despite a lack of experience in politics he is more well informed than most people.
When asked about how he will get his message out, VDP had no worries.
“I think a lot of it is talking to people. I’m going to be out there, asking people what’s important to them. I’m going to be telling them a little about who I am and why I think that my role can help make their lives and their neighbor’s lives better.”
And, truly, he is not the type to bullshit anybody. You can tell just by talking to him for two minutes.
“I’m not a very filtered person. What you see is what you get.”
With around 6,000 registered voters in Aliso Viejo District 2, however, it will be almost impossible for VDP to reach them all via chats in the street or at community events. What he needs, and what could be a crucial piece to this entire puzzle, is a good social media presence and enough money to get his name and face in front of as many people as possible.
It would be unfortunate if a lack of name recognition killed his campaign, because VDP is one of the more down-to-earth (yet truly smart) people to ever run for political office. When he says that he isn’t running to stroke his ego, I believe him. Because what the hell does a successful aerospace engineer need an ego boost for?
In fact, when it comes to his expertise, VDP believes he has an advantage over people like Max Duncan.
“What matters at a city council level is the ability to integrate new information, right? Cause that’s what’s going to happen for every meeting. City staff and the public are going to provide input, and we have to look at that information as a whole and make rational decisions that benefit the city. That process is exactly what an engineer does. I think in terms of what needs to be done on city council, I’m not planning on spending 90% of my time campaigning. I’m planning on spending most of my time doing as much as I can with the information I can get.”
VDP also talked about the need to trust experts. If he wins the council seat, he doesn’t want to act like he knows everything. He wants to hear from city staff and outside firms and all of these people who know more about running a city than him. He wants to hear the residents and integrate their worries into his decisions.
If that message truly reaches voters, then VDP will be the no-brainer choice. Reaching voters, however, will be the biggest challenge of his campaign.
It’s as he told me: “We’re out of time, we can’t play games. We need to approach (the issues) in ways that work.”
Up a little late, last night recovering my sleepiness for the night before, which was lost, and so to my office to put papers and things to right, and making up my journal from Wednesday last to this day.
All the morning at my office doing of business; at noon Mr. Hunt came to me, and he and I to the Exchange, and a Coffee House, and drank there, and thence to my house to dinner, whither my uncle Thomas came, and he tells me that he is going down to Wisbech, there to try what he can recover of my uncle Day’s estate, and seems to have good arguments for what he do go about, in which I wish him good speed. I made him almost foxed, the poor man having but a bad head, and not used I believe nowadays to drink much wine. So after dinner, they being gone, I to my office, and so home to bed.
This day I hear the judges, according to order yesterday, did bring into the Lords’ House their reasons of their judgment in the business between my Lord Bristoll and the Chancellor; and the Lords do concur with the Judges that the articles are not treason, nor regularly brought into the House, and so voted that a Committee should be chosen to examine them; but nothing to be done therein till the next sitting of this Parliament (which is like to be adjourned in a day or two), and in the mean time the two Lords to, remain without prejudice done to either of them.
The next test flight of SpaceX's Starship spacecraft and Super Heavy booster could take off as soon as Thursday, and much of the hour-long mission will look a lot like the last Starship flight in May.
But there are a few key differences for this launch, set to occur during a launch window that opens at 5:45 pm CDT (22:45 UTC) on Thursday. The most notable change is the inclusion of real, functioning Starlink satellites inside Starship's cargo bay. SpaceX previously tested the ship's payload deployment mechanism using simulators mimicking the mass and dimensions of the company's next-generation Starlink Version 3 broadband satellites.
This time—Starship's 13th full-scale test flight and the second to use SpaceX's newest version of Starship—technicians have installed 20 Starlink V3 satellites into the ship's deployer, a system of pulleys and cables designed to eject a stack of satellites one at a time through an opening on the side of the spacecraft. The satellites will not be part of SpaceX's operational network, but engineers will attempt to briefly establish laser communication links between the Starlink V3s and other spacecraft flying in low-Earth orbit. If successful, these links will validate Starlink V3's interoperability with SpaceX's previous generation of Starlink satellites.
We've been buying servers from Dell since the 2000s at 37signals, but I was never too impressed with their personal computers. They either felt cheap or enterprisey to me. Like they were made exclusively for people who are handed standard-issue laptops by corporate, and not something discerning techies would buy with their own money. But the new XPS line has completely changed my perception.
I've now spent several months with the 2026 XPS 14 and 16, and last week I added the MacBook Neo-fighting XPS 13, and all I can say is that these machines are fantastic! Great chips, great screens, great build quality. Superb packages.
Which is very satisfying to see because there are few American business leaders I respect more than Michael Dell. He's been running his company for over forty years now, and he's still calling the shots! So to see the company pull a turnaround like this, so many years into its run, is very inspiring.
I've written about the XPS 14 before, and as I noted back in April, a good portion of the credit for these new Dell machines being really good belongs to Intel. The 18A process is paying big dividends for both companies (and the rest of the PC makers).
But Dell could still have stuck these chips into forgettable machines, and I wouldn't have had any interest. In fact, they did! Just last year, for the 2025 model year, they shipped new XPS machines with awful capacitive-touch function and esc keys. Two years after Apple had finally thrown in the towel on the ill-fated Touch Bar on their MacBooks!
Dell also killed the XPS branding last year, and went with the truly uninspired Plus/Premium/Pro copycat branding. Like some cheap Chinese knockoff. It was embarrassing, to be honest.
But unlike Apple, which introduced that cursed Touch Bar back in 2016, and then crammed it down everyone's throat for seven long years, Dell rebooted this nonsense almost immediately. Gave us back real function and esc keys, and revived the XPS branding.
You could argue that they should have learned from Apple's mistakes to avoid their own, but the next best thing is surely a quick reversal. And what a reversal it's been.
As I said, I've spent months using an XPS 14 as my main machine. It's been so good I even gave up on using a dedicated desktop machine. Now I just run everything off the XPS 14, connected to an Apple XDR 6K 32" (nobody has yet managed to beat this, and I've owned it for years). It's a great, simple setup.
The XPS 14 is an expensive machine, though. Not more so than its direct competitors, but still, at $2,799 for the 358H/32GB/1TB/OLED unit, it's a lot. I'd spend that in a heartbeat, but not everyone is going to drop that kind of cash on a laptop. Especially if they already have a powerful desktop.
That's where the new XPS 13 comes in. It's part of the PC industry's answer to Apple's new MacBook Neo, which analysts all thought would catch the other side flat-footed. Well, surprise, it didn't! Apple charges $699 for an 8GB RAM/256GB SSD Neo, whereas Dell wants $699 for 8GB RAM/512GB SSD, and even offers a 16GB RAM/512GB SSD version for $899 (there's no RAM upgrade possible for the Neo).
But matching Apple on specs and price wasn't the surprise; it was besting them with a nicer screen and keyboard, and meeting them on build quality. The XPS 13 has a great 120Hz screen (something you don't even get on a MacBook Air at twice the money!), a superb keyboard w/ backlighting (also missing on the Neo!), and weighs 20% less at just 1 kg with every bit as nice an aluminum chassis.
Now I'd forgive anyone their skepticism about 8GB RAM and Windows. Microsoft isn't exactly known for creating a responsive operating system on modest specs these days, but who cares, we have Linux!
Of course, I've been running Omarchy on this thing for the past week, and it's frankly fantastic. As long as you understand the limitations! The Intel Wildcat CPU uses the same performance cores as the full Panther Lake chip, so single-threaded snappiness is all there, but it only has two of those, and then another four low-powered cores. So six total, but not a mix that's conducive to running big multi-core workloads, like local CI.
This is where the XPS 13 meets the moment. As the agent craze has been taking over software development, you might have seen any of the many memes about half-cracked laptops, just so the agents won't halt with a closed lid. The obvious answer is of course to run these agents off a home server in the closet, connect them to something as slim and light as an XPS 13 over Tailscale, and then control it all over SSH.
Used like this, you get a machine that runs a browser as fast as anything on the PC (thanks to those full-speed performance cores) while costing a fraction of a new top-spec machine, and having better close-the-lid ergonomics. Win-win-hurray.
When I posted my enthusiasm on X about this new XPS 13, I got at least three replies with "Is this an ad???". No. This is not an ad. I bought the XPS 13 with my own money, and frankly, you couldn't pay me any sum to use a laptop I didn't like. I did try Dell's laptops a few years back, didn't like what I saw, and ended up spending a few years using Framework computers instead (they're still great too).
I'm simply excited that the PC isn't giving up without a fight. That Linux has been on a run among early adopters. That companies like Intel and Dell are here to keep Apple honest. Competition is great. It was Apple's M chips that rejuvenated the laptop market, and they held a supreme lead for years. So it's lovely to see Intel, Dell, and others actually being ready to meet the challenge from the low-cost Neo right out of the gate.
So I tip my hat, once again, to Michael Dell. Forty-plus years at the helm, not too proud to pivot quickly, and now the maker of my favorite Linux laptops. Well done, sir.
The --with datasette-apps option installs the new Datasette Apps plugin, which supports creating custom HTML+JavaScript apps that can run SQL queries directly within the Datasette interface.
I created a new app, pasted the copy-paste prompt into Claude chat (Fable 5) and told it:
Build an app that displays the current state of the screen using the frame_pixels view with its x, y, r, g, b columns. have it refresh once a second.
This got me a working HTML+JavaScript app inside Datasette that could reflect the current state while I played the game in my terminal. Then I added:
add a minimap
And now my Datasette App looks like this:
Here's the HTML app code - paste that into your own Datasette instance (using the uvx --with datasette-apps recipe from above) to try it yourself.
Out of curiosity I decided to see if I could find a useful illustration of the impact of coding agents and Opus 4.5 class models on my own output. The best I've found so far is this GitHub chart of frequency of code changes to my Datasette open source project:
The big spike in activity at the end aligns with Opus 4.8, GPT-5.5, Fable 5 and GPT-5.6 Sol.
After several hours of driving and singing the lyrics to Evanescence’s “Bring Me To Life,” we reached a snow-covered trail that tested the limits of our rented van.
We were in the Canadian wilderness, much too far from caffeine and bathrooms, on a particularly important adventure. Not only was this my first international shoot for Core Memory, but this was also the day I’d see my first rocket engine test. I had high expectations. There would be the smell of rocket fuel, the earth would rumble under my snow boots, and my eyebrows would get singed off my face, hopefully on camera.
Our videographer Camen (who you might remember from “The Missing Frozen Fish Fortune”) piloted us through the pine trees while I suited up in my gear for the day — fleece-lined pants, cheap mittens from the gas station, and a jacket I stole off the back of our other cameraman Armaan (who you might remember from “Micturating On A Commune”). It looked cooler on me, sorry!
The trail opened up and revealed our destination: Area 66, home to a Canadian rocket startup called NordSpace. The icy terrain contained two shipping containers, nitrogen tanks, and an engine on a horizontal teststand. There to guide us was NordSpace CEO Rahul Goel, donning a blaze-orange jacket meant to ward off hunters in the area.
This property, plus a small office just outside Toronto, and about thirty engineers is what makes up NordSpace. It’s humble, it’s simple, it’s all Goel ever wished for.
Are we back at war with Iran? Did the war ever stop? The US is, once again, bombing Iran while Iranian drones strike shipping. Iran, giddy with its success in defying America, is demanding sovereignty over the Strait of Hormuz, while Donald Trump is saying no, he owns the Strait and will collect 20 percent tolls.
Folks, this is bad. U.S. national security policy is now entirely in the service of one man’s vanity. We got into this mess because Trump thought he could win an easy victory that would let him strut around feeling powerful. Now we can’t get out because he won’t admit that his war has been a humiliating failure.
The good news is that Trump’s temper tantrum will probably do less economic damage than one might have expected — because the cease-fire that is apparently over wasn’t doing as much good as one might have expected. The fact is that there is now a disconnect between events in the Strait of Hormuz and the energy prices that matter. This disconnect is coming from a surprising place, another war that was supposed to yield a quick, easy victory but didn’t: Vladimir Putin’s attempt to conquer Ukraine.
To see what I’m talking about, start with a question: Why was oil so cheap just before this latest confrontation?
Oil prices rose a lot — about $45 per barrel — after it became clear that Trump’s vision of a splendid little war wasn’t going to be fulfilled and that Iran retained the ability to choke off shipping through the Strait. Here’s the price of West Texas Intermediate, the US benchmark:
Chart 1 Source: Trading Economics
Oil prices did not, however, rise as much as many observers thought they would have to given the huge fraction of global oil supply — around 20 percent — that formerly passed through the Strait. And shipments through the Strait have never come close to fully resuming. So why was the price almost back down to prewar levels before this latest blowup?
Part of the answer is that the world found ways to reduce the impact of the Hormuz closure. Millions of barrels of oil a day literally bypassed the Strait via pipelines. Suppliers outside the Persian Gulf, including Venezuela, increased production. China sharply reduced its oil imports. And a significant part of world oil demand was met by drawing down inventories.
There was, however, another factor: The effective price of oil to consumers — which is the price that matters for demand — rose a lot more than the crude oil prices one usually hears about. Even before the latest crisis that effective price remained far above prewar levels. And these continuing high prices to consumers kept oil demand low and hence depressed the demand for crude.
What do I mean by the “effective price” of oil? Consumers don’t burn crude oil. They burn products like gasoline and diesel that are refined from crude oil. As Javier Blas points out in a very useful Bloomberg article, a rough rule of thumb is that every three barrels of crude are refined into two barrels of gasoline and one barrel of heavier distillates like diesel fuel.
Since there are 42 gallons in a barrel, this suggests that the effective price of a barrel of oil to consumers is 28 times the pump price of a gallon of gasoline plus 14 times the price of a gallon of diesel. Here’s what that price has looked like since the beginning of this year:
Chart 2
As you can see, the price of oil to consumers rose substantially more than the actual price of crude — around $75 a barrel versus $45. This presumably led to a much larger fall in demand than one would have predicted from the price of crude alone. And effective prices to consumers were still far above pre-war levels even before the latest round of shouting-and-shooting between Trump and the IRGC began. The higher effective prices to consumers were holding global demand down even though crude prices were almost back to pre-war levels.
Why are prices of gasoline and diesel so high compared with crude oil prices? As Blas explains, because there is a global shortage of refining capacity.
Some of this shortage reflects the loss of refined products that were formerly exported from the Persian Gulf. But a big factor now is the ongoing war between Russia and Ukraine.
Before that war began, Russia was a major exporter of refined petroleum products. But Ukraine’s astonishing mastery of drone warfare has enabled this valiant democracy to carry out an ever-more-effective strategic campaign against Russian energy infrastructure, above all its refineries. Russia not only can’t keep exporting gasoline and diesel fuel, it’s now facing major shortages (and huge gas lines) at home, and may soon be forced to import refined products.
The result is, as I said, a global shortage of refining capacity. Blas suggests that around 10% of world refining capacity is now out of operation.
And this shortage of refining capacity makes the collapse of the jerry-rigged deal to reopen the Strait of Hormuz less relevant than one might have thought. To oversimplify, a true reopening of the Strait would have made more crude oil available to the global economy, but that wouldn’t have done the global economy much good in the short run, because in the world doesn’t have the capacity to turn that crude into usable products.
Perhaps that’s too glib. Gasoline prices have ticked up with the renewed Hormuz confrontation, which wouldn’t be happening if refining capacity were the only constraint that matters:
Chart 4 Source: Trading Economics
Nonetheless, it’s safe to say that the end of the Hormuz deal, such as it was, doesn’t change the underlying dynamics. In other words, expect the pain at the pump to continue and inflation to remain sticky.
And of course the overarching moral of this story is the immense folly and criminality of a war that has left America and the world in a much worse place than they would have been if Trump and his enablers had just left things alone — or, better yet, had preserved the pretty good deal Iran and Barack Obama had agreed to in 2015.
Community site Lobsters has been planning a migration away from MariaDB since August 2018 - originally targeting PostgreSQL, but last year they decided to investigate SQLite instead.
This weekend they completed the migration, and now consider it stable enough that it looks like this is the permanent architecture for the site going forward:
SQLite seems to have passed with flying colors: cpu usage is down, memory usage is down, site seems to be snappier at least for me, 1/2 the vps cost once mariadb vps is taken down
The Lobsters Rails application now runs on a single VPS, with a primary content SQLite database file that's around 3.8GB.
There are plenty more details in both the linked thread and this SQLite migration PR by Thomas Dziedzic, which added 735 lines and removed 593 lines across 30 commits and 188 files. That PR built on top of previous PRs #1705, #1871, and #1924.
This is a really useful case study, and a great reminder that you can get a whole lot done with a single server and SQLite in 2026.
The shared language of a software project is not English or Python but it is the common understanding of what its concepts mean, where the boundaries are, which invariants matter, who owns what, and why the system has the shape it does. This language is rarely written down in one place. It lives partly in documentation and code, but also in code review, conversations, arguments, and the experience of having to explain a change to somebody else.
Before agents, some of this shared understanding was maintained by friction. If I wanted to change your storage layer, I usually had to read your code, ask you questions, and perhaps coordinate with another team whose service depended on it. This was slow, and much of that slowness was waste but not all of it was. Some of it was the process by which your understanding became mine, and by which both of us discovered whether we still agreed about how the system worked. This friction synchronizes people.
I finally found a cache-friendly recipe for using uvx tool-name in GitHub Actions workflows that I like.
The trick is setting a UV_EXCLUDE_NEWER: "2026-07-12" environment variable at the start of the workflow and then using that as part of the GitHub Actions cache key. This means any uvx tool-name commands will resolve to the most recent version as-of that date, and you can bust the cache and upgrade the tools by bumping the date in the future.
My goal here is to use Python tools in GitHub Actions without every run of the workflow hitting PyPI to download a fresh copy of the tool and its dependencies.
Update: Here's an existing issue against the astral-sh/setup-uv repository requesting that they switch the default to cache rather than purge wheels from PyPI.
Red Light Therapy and Other Options Show Promise for Reducing Hair Shedding Related to GLP-1 Usage
GLP-1 medications such as Ozempic®, Wegovy®, Mounjaro®, and Zepbound® have helped millions of people achieve significant weight loss and improve their metabolic health. But for many, the excitement of seeing the number on the scale go down has been tempered by an unexpected surprise: increased hair shedding.
If you’ve started noticing more hair in your brush, shower drain, or on your pillow after beginning a GLP-1 medication, you’re certainly not alone. The good news is that, in most cases, this type of hair loss is temporary—and there are proven ways to support healthy regrowth.
Is the Medication Actually Causing Your Hair Loss?
The answer is more nuanced than many people realize.
Current evidence suggests that GLP-1 medications themselves are not directly damaging hair follicles. Instead, the hair loss many people experience is usually linked to the rapid weight loss these medications often produce.
Dermatologists refer to this condition as telogen effluvium, a temporary form of hair shedding that occurs after the body experiences a significant physical stressor.
Rapid weight loss—even when it’s healthy and intentional—can signal the body to temporarily conserve resources. Hair growth is one of the first processes that slows down. As a result, a larger percentage of hair follicles enter their resting phase earlier than normal.
Because hair grows in cycles, the shedding usually doesn’t begin immediately. Most people notice increased hair loss about two to four months after starting a GLP-1 medication or after experiencing substantial weight loss.
Why Some People Lose More Hair Than Others
Several factors can increase the likelihood of shedding during a weight-loss journey.
Rapid Weight Loss
The faster the pounds come off, the greater the stress placed on the body’s normal growth processes. Significant calorie restriction and rapid fat loss are well-known triggers for telogen effluvium.
Reduced Nutrient Intake
GLP-1 medications reduce appetite, making it easier to consume fewer calories—but sometimes fewer nutrients as well.
Hair follicles require a steady supply of nutrients to remain healthy. Low intake of protein, iron, zinc, vitamin D, and other essential nutrients can contribute to increased shedding or delay regrowth.
Existing Hair Thinning
For people who already have hereditary thinning, rapid weight loss may make an existing condition more noticeable, even if it wasn’t obvious before.
The Encouraging News: Most GLP-1 Hair Loss Is Temporary
The vast majority of people experiencing telogen effluvium eventually see their hair begin growing again.
Once your body adapts to your new weight and nutritional needs are being met, hair follicles gradually return to their normal growth cycle.
Patience is important because hair naturally grows slowly. Even after shedding stops, visible improvement often takes several months.
Fortunately, there are ways to help create the healthiest possible environment for that regrowth.
Four Ways to Support Hair Recovery
Prioritize Protein
Hair is made primarily of keratin, a protein. Many people taking GLP-1 medications unintentionally eat too little protein because they simply aren’t hungry.
Making protein a priority at each meal helps support both muscle preservation and healthy hair growth.
Address Nutritional Gaps
Iron deficiency, low zinc, and inadequate vitamin D levels are common contributors to hair shedding.
Rather than guessing which supplements you need, discuss appropriate testing with your healthcare provider so deficiencies can be identified and corrected.
Be Kind to Your Hair
During periods of increased shedding, avoid excessive heat styling, harsh chemical treatments, or hairstyles that place tension on the scalp.
Reducing physical stress on existing hair helps preserve the strands you have while new growth develops.
Consider Red Light Therapy
One increasingly popular option for supporting hair regrowth is red light therapy, also known as low-level light therapy (LLLT), and clinically as photobiomodulation.
“I have seen many patients shed pounds and wonder where their hair went,” said Dr. Sam Muala, founder of Him & Hair and a board-certified obesity medicine specialist specializing in hair restoration. “GroWell solves this with effective stimulation of follicles while overcoming the obstacle of compliance—it’s easy to use and can be incorporated into your daily routine.”
Watch Dr. Muala Discuss GLP-1 and Hair Shedding With Fox News
How Red Light Therapy Supports Healthier Hair
Red light therapy works by delivering carefully controlled wavelengths of light to the scalp.
This light is absorbed by cells inside the hair follicle, helping improve cellular energy production, circulation, and overall follicle function. These effects help create an environment that supports stronger, healthier hair growth.
Research has shown that low-level light therapy can improve hair density and thickness in people with pattern hair loss, making it one of the few FDA-cleared device-based options available for hair restoration.
“While GLP-1-related shedding is usually caused by telogen effluvium rather than genetic hair loss, healthier, more active follicles may help support the natural regrowth process as your body recovers,” said Dr. Muala. “Think of red light therapy as helping your follicles perform at their best while your body works through the temporary disruption caused by rapid weight loss.”
A Simple Addition to Your Recovery Plan
If you’re already investing in your long-term health through weight loss, it makes sense to support your hair at the same time.
The GroWell Red Light Therapy Cap delivers clinically supported low-level light therapy in a lightweight, comfortable cap that’s easy to wear while reading, watching television, or working around the house. Regular sessions require minimal effort and fit easily into most daily routines.
Combined with proper nutrition and healthy weight management, red light therapy offers a convenient way to actively support fuller, healthier-looking hair.
Don’t Let Temporary Hair Loss Overshadow Your Success
Watching your hair thin can feel discouraging, especially when you’re making positive changes for your overall health.
Fortunately, GLP-1-related hair shedding is usually a temporary chapter—not a permanent outcome.
By focusing on proper nutrition, giving your body time to adjust, and supporting your follicles with clinically backed technologies like red light therapy, you can help encourage the return of thicker, healthier hair while continuing your weight-loss journey with confidence.
Frequently Asked Questions About GLP-1 Hair Loss
Why do GLP-1 medications cause hair loss?
GLP-1 medications themselves are not believed to directly damage hair follicles. Instead, the hair shedding many people experience is typically caused by rapid weight loss, reduced calorie intake, and nutritional changes that can trigger a temporary condition called telogen effluvium.
Which GLP-1 medications are associated with hair loss?
Hair shedding has been reported by some people taking GLP-1 medications such as Ozempic®, Wegovy®, Mounjaro®, and Zepbound®. However, experts generally believe the hair loss is related to the rapid weight loss these medications can produce rather than the medications themselves.
Is GLP-1 hair loss permanent?
In most cases, no. Hair loss caused by telogen effluvium is temporary. Once your body adjusts to your new weight, nutritional needs are met, and the stress on your system decreases, hair growth typically resumes over the following months.
When does hair loss usually begin after starting a GLP-1 medication?
Most people notice increased shedding two to four months after beginning treatment or after experiencing significant weight loss. Because hair grows in cycles, the effects are often delayed rather than immediate.
How long does it take for hair to grow back?
Many people begin to see reduced shedding within several months after their body stabilizes, but noticeable regrowth can take six to twelve months. Hair grows slowly, so patience is important throughout the recovery process.
Can red light therapy help with GLP-1-related hair loss?
Red light therapy, also known as low-level light therapy (LLLT), is FDA-cleared for treating hereditary hair loss and has been shown to support healthier hair growth by stimulating hair follicles. While research has not specifically focused on GLP-1-related hair loss, many people choose to use red light therapy to support follicle health while their hair naturally recovers from telogen effluvium.
Is red light therapy safe to use while taking GLP-1 medications?
Yes. Red light therapy is a non-invasive, drug-free treatment that does not interact with GLP-1 medications. As always, it’s a good idea to discuss any new treatment with your healthcare provider if you have questions about your individual situation.
What else can I do to reduce hair shedding while taking GLP-1 medications?
Supporting your overall health is key. Prioritize adequate protein intake, ensure you’re getting essential nutrients such as iron, zinc, and vitamin D, manage stress, avoid overly restrictive diets, and treat your hair gently by limiting excessive heat and harsh chemical treatments.
Who is most likely to experience hair loss while taking GLP-1 medications?
People who lose weight rapidly, consume too little protein or other essential nutrients, or already have underlying genetic hair thinning may be more likely to notice increased shedding during their weight-loss journey.
When should I see a doctor about hair loss?
If your hair loss is severe, continues for more than six months, occurs in patches, or is accompanied by other symptoms such as scalp pain or inflammation, it’s important to consult your healthcare provider or a dermatologist. They can determine whether another medical condition may be contributing to your hair loss.
This article is intended for educational purposes only and should not be considered medical advice. Hair loss has many possible causes. Always consult your healthcare provider regarding concerns about hair loss, nutrition, or prescription medications before making changes to your treatment plan.
Prosperity for whomst? Why it is really the “Oregon Regressivity Council”
Synopsis
Shifting the Tax Burden: The business-dominated Prosperity Council predictably recommends cutting taxes for the wealthy and big businesses. Their recommendations systematically shift the state and local tax burden away from high-income households and onto ordinary Oregonians.
Flawed Evidence: The Council lower income households higher taxes in Oregon than in Washington. Objective data from the authoritative Institute for Taxation and Economic Policy shows Oregon’s lowest-income households actually face a lower overall tax rate than those in Washington when including all significant taxes.
Skewed Immediate Cuts: Despite feigning concern for low and moderate-income families, the Council proposes zero tax relief for them. Instead, all immediate actions exclusively cut taxes for the top 5 percent of estates, the largest 5 percent of businesses, and millionaires.
Regressive Models as Best Practices: The entire report frames competitiveness around states with vastly more regressive tax systems that shift government costs to those least able to pay, specifically targeting Washington, Pennsylvania, and Arizona as models.
Inherently Regressive Long-Term Strategy: The long-term plan uses code words like a balanced three-legged stool to slash progressive income taxes and tax consumption instead. Shifting toward consumption and property taxes automatically harms average citizens because lower-income families spend a much larger fraction of their income on basic consumption and rent.
The business-dominated Prosperity Council appointed by Governor Tina Kotek has produced a report, that predictably and unfortunately offers a series of discredited and largely self-serving recommendations. Whose prosperity are they concerned about? Despite claims to care about low and middle income households, the Council’s real concern, as demonstrated by its recommendations, is cutting taxes for the wealthy and big businesses.
What the council really recommends is: Let’s shift the burden of paying state and local taxes from high income households and big businesses to ordinary Oregonians.
A better name for the “Prosperity Council” would be the “Regressivity Council,” because the likely effect of their recommendations is to make the Oregon tax system decidedly more punitive for average Oregonians,
Despite carefully crafted concern expressed for ordinary Oregonians, low and moderate income families and small businesses, there’s nothing in the Council’s recommendation that directly benefits any of average Oregonians. Read between the lines, and focus on specific, immediate actions the Council is endorsing, and you’ll see that their primary aim is to make the Oregon tax system more regressive. The report has a number of “tells”
First, all of its short term recommendations are cuts to taxes that benefit only the 5% wealthiest Oregonians, and the 10% largest businesses, or millionaires.
Second, they use a set of code words that call for cutting income taxes–which are essentially the only progressive part of the Oregon tax system. When you read calls for a “three legged stool” or a “balanced” tax system, or “reducing income taxes” they’re not talking about cutting taxes for the single person earning $40,000 per year.
Third, every state the council cites as a model has a more regressive tax system than Oregon; One of their favorites (Washington) ranks second (behind Florida) for the most regressive tax system in the nation.
The chief evidence that Oregon has a structural problem is a claim that a single person with an income of $40,000 somehow pays about 2 percent more taxes that residents of Washington or California. The Oregonian Editorial Board uses this anecdote to claim that :
. . . Oregon’s tax policies are broadly punitive, including for lower- and middle income Oregonians. Those making just $40,000 a year pay a higher effective income tax rate than their counterparts in Washington and California,
There are six major problems with this claim:
First, it isn’t true. The claim is based on a set of calculations made by ECONW, a consultant to the Port of Portland, which also has a long-standing relationship with the Portland Metro Chamber–and which has been paid to document the chamber’s view of tax problems. ECONW’s calculations, which are presented in conclusory form, and aren’t documented. The ECONW example is also for a single person, living alone, with an income of $40,000. Families with $40,000 don’t pay higher rates than Washington (and the Oregonian editors conveniently obscure this point by omitting this key fact). In addition, the comparison is based only on income and sales taxes and omits property taxes. Property taxes are shifted to renters in rent, and obviously matter a lot for this kind of comparison).
Fortunately, there are more objective measures of state tax system fairness. The Institute for Taxation and Economic Policy (ITEP) has produced a series of seven reports over the past 20 years documenting the incidence of state and local taxes by income for all 50 states. It is widely regarded as the most authoritative and objective source of data about who pays state and local taxes. It clearly shows which state has a fair system of taxation, and which penalizes the poor. The contrast between Oregon and Washington shows what Paul Krugman has called the “picket fence and the staircase.” Oregon’s tax burden by income looks like a picket fence, with every income group paying about 10.5 percent (plus or minus 1.5 percent) of their income in state and local taxes. Washington is a staircase, with tax rates steadily declining as income rises. The top 1 percent pay less than a third as much of their income in state and local taxes as the bottom 20 percent (4.1 percent vs. 13.8 percent).
Oregon’s tax system is roughly proportional; everyone pays about the same share of income. Washington’s is the nation’s second most regressive.
Importantly, the ITEP methodology includes estimates for all significant state and local taxes, including property taxes. ITEP’s analysis shows that Oregon households in the bottom 20 percent of the income distribution pay less of their income in state and local taxes in Oregon than similar households in Washington. Those in the bottom fifth of the Oregon population pay about 12.0 percent of their income in state and local taxes; the bottom fifth of Washington households pay about 13.8 percent. More broadly, the bottom sixty percent of households in Oregon pay lower tax rates than the bottom sixty percent of households in Washington.
Second, small differences in tax rates among states don’t matter economically. There’s no evidence that very small differences–about two percentage points of income, (if you believe the Prosperity Council). in state and local taxes make much difference to the health of a state economy or where households live, especially households with low and moderate incomes. For example, no one has cited evidence to show that households in the $40,000 income bracket are moving away from Oregon because of taxes.
Third, it masks who the Prosperity Council really cares about. The cherry-picked claim that Oregon’s tax system hits a $40,000 income single taxpayer harder than other states is really just a P.R- adjusted version of the the Council’s real concern: that Oregon charges higher taxes to higher income households than do other states. In Oregon, the top twenty percent of households pay about 12.2 percent of their income in state and local taxes, in Washington it is only 6.2 percent, according to ITEP. Materials submitted to the Council and its own staff presentations emphasized the tax burden of high income households. One of the Council’s slides presented at its January 22,, 2026 kickoff meeting emphasized Oregon’s high income tax rates for joint filers of $100,000, $250,000 and $500,000 and single filers with $100,000 and $200,000.
Mike Wilkerson, ECONW, January 22, 2026 Prosperity Council slide deck (obtained via public records request)
This slide was not included in the Council’s final report. Recognizing this wouldn’t get a sympathetic hearing from the broader public, the Council chose to use only a slide indicating the tax burden paid by a $40,000 single person as their example.
Fourth, nothing in the Council’s recommendations do anything to address the tax burden of the $40,000 income household. The Council has proposed four immediate tax cuts, all for businesses and wealthy households, and nothing for moderate or middle income households, and in fact, essentially nothing for anyone with incomes below $250,000 or so. The Council’s immediate recommendations are:
Estate Tax Cut: $400 million (benefiting the top five percent of Oregon estates)
Corporate Activity Tax: $100 million cut (benefiting the largest 6 percent of all Oregon businesses)
Extending Trump’s “QSBS” break to Oregon taxes: $56.6 million; 94 percent of this tax break goes to households with incomes over $1 million.
Reinstating an R&D tax credit: At a likely cost of $90 million, revive a sunsetted 15 percent tax credit for research and development, that chiefly benefits large corporations
While it purports to care about the plight of low income households, the Council proposes to do nothing to help them. It would be easy, if the Council were actually concerned about lower income households to increase the personal exemption credit, or Oregon Earned Income Credit or Oregon’s Kid’s Credit. All of these would provide focused relief to lower and middle income households facing rising costs. The fact that neither the Council, nor its cheerleaders on the Oregonian editorial board, mention such options shows they really don’t care about the plight of average families.
Fifth, the Council’s long term plan is to increase the burden of taxation of low and middle income Oregonians. While the Oregonian may consider the current tax burden “punitive” for persons making $40,000, the recommendations of the Prosperity Council’s report is make long term changes to Oregon’s tax system to systematically shift the burden of taxation away from the wealthy and to lower and middle income Oregonians.The report is replete with “tells.” They’re calling for a commission to make sweeping but vaguely described changes to Oregon’s tax system. But if you look closely, its clear what they have in mind: They want to slash income taxes (which are the most progressive part of Oregon’s tax system, and are paid mostly by high income households), and raise other taxes, by taxing consumption (through either a sales tax, a value-added tax, or a big increase in the commercial activity tax). Any shift away from taxing income and toward taxing consumption automatically shifts the burden of taxation to lower income households because lower and middle income households spend a much larger share of their income on consumption than higher income households. Of course the Council doesn’t come right out and say this. But reading between the lines, though, there are code words: they want a more “balanced” tax system. They want Oregon to have a “three-legged stool.” “Balanced” to them means lower income taxes and higher property and sales taxes. The missing “third-leg” of the proverbial stool is a sales tax. And at one point, on page 18, the Council actually concedes that they want to make the tax system more regressive.
Achieving a more balanced and competitive tax system may require broader-based revenue tools that can be more regressive in isolation.
(They go on to claim that because the more regressive tax system would fund public services like education, it wouldn’t really be that regressive, but that begs the questions that tehe tax system itself would be more regressive than the current system which relies heavily on progressive income taxes to fund these same services).
Sixth, the real plan is to compete by being more regressive. The entire framing of the report is about “competing” with other states based on tax levels, especially for higher income households. Every one of the states that they compare Oregon with has a much more regressive tax system. Washington has the second most regressive tax system in the nation, Oregon has the 42nd most regressive. The other states they say are “best practices” all shift a higher share of the cost of government to those least able to pay: Pennsylvania (4th), Arizona (13th), Indiana (14th), and Virginia (37th). The reason the Council thinks Oregon can’t compete is that our tax system isn’t as regressive as these other states–which, by the way, all have weaker economic fundamentals than odes Oregon.
Why it is really the Regressivity Council, not the Prosperity Council.
The way we measure the fairness of a tax system, and how much the burden of paying for public services is distributed across the population is whether the tax system is regressive or progressive. Regressive has a very specific meaning in public finance. It means that low and middle income households pay a larger fraction of their income in taxes than upper income households. Currently, Oregon has one of the least regressive tax systems of any state, ranking 42nd in regressivity. What that means–and what really irks the members of the Prosperity Council–is that higher income households pay a larger fraction of their income in taxes than lower and moderate income residents. They’re plainly jealous of the high income households in other states, where the well-off arepay much less in state and local taxes. Washington, with the second most regressive tax system in the nation, seems to be their preferred model. And keep in mind, in Washington, high income families pay less than half as much of their income (6.2 percent) in state and local taxes as those in the bottom 20 percent of the population (13.8 percent).
When they say Oregon’s tax system isn’t “competitive” with other states, they don’t mean for low and moderate income households. What they really mean is the wealthy have to pay higher taxes in Oregon. That’s the real “problem” that the Prosperity Council is aiming to solve. There only way to achieve that objective is to shift the burden of taxes from higher income households and big businesses to everyone else.
They shed great crocodile tears for a taxpayer with $40,000. That’s funny because all the deliberations before the Council seemed to be concerned chiefly with the loss of high income households, moving in response to a regional tax to pay for housing programs and a Multnomah County tax to support universal pre-K education. There’s no evidence that a 2 percentage point difference in tax rates is motivating people to move, or that migration of those in the under $50,000 bracket is a an imminent threat, But obviously the teams PR handler s said it was bad optics to talk about the plight of those who have vastly higher incomes than the average Oregonian.
They disappeared examples from earlier drafts that showed the impact for families with higher incomes.
The most important step the Governor and Legislators can take to address Oregon’s uneven tax structure is to support moving Oregon beyond its current “one-and-a-half-legged stool” model, which relies heavily on personal income tax and constrained property tax revenues. Reform should aim to strengthen long-term revenue stability, diversify the tax base, reduce volatility, and increase contributions from nonresidents. Achieving a more balanced and competitive tax system may require broader-based revenue tools that can be more regressive in isolation. (Page 18.)
The Council recommends yet another advisory group be empaneled to figure out how to improve Oregon’s tax system. Lowering rates for everyone, providing stable revenue and somehow maintaining progressivity of the personal income tax. They don’t explain how this will be done, leaving the difficult work to others.
The group should consider how to restructure the Corporate Activity Tax, enable local governments to evaluate options to increase stability with common sense property tax funding, and rebalance the personal income tax structure to maintain progressivity and reduce effective rates for all income brackets.
The centerpiece of the report is a series of recommended tax cuts for immediate action. They benefit the wealthiest households and the biggest businesses. Despite the urgency of the economic situation, there’s nothing here that directly benefits the state’s low and moderate income households. This large scale tax reform is left to some vague future action by yet another group to be appointed to deliver recommendations in 2029 or so.
Feigning concern for low and middle income households, giving tax breaks to the wealthy and big businesses
It’s clear from the Prosperity Council’s carefully scripted media blitz that they want everyone to believe that they are deeply concerned about low and moderate income families. C0-Chairs Curtis Robinhold and Renee James both took pains to mention inflation and the burden it causes for low and moderate income households. They
Here’s what to Co-Chairs told KGW-TV’s “Straight Talk” in June:
Curtis Robinhold, (KGW-TV)
Robinhold: “. . . how do we get more prosperity, and really focusing on low and middle income Oregonians. How do we help them lift up their situation in a, in an era where inflation is really high.”
Renee James (KGW-TV)
James: “. . . medium to lower income wage earners. How are they doing in our state? Are you know, is it working for them? And I think the answer is no.”
The key point here is that despite mouthing concern for low and middle income families, and complaining that a $40,000 single wage earner paid slightly more than someone in a neighboring state, none of the Council’s recommendations do anything to lower taxes for these households.
Robinhold told KGW that the four tax breaks they recommended were for family-owned businesses and entrepreneurs.
The recommendations that we made, and you can find these on the governor’s website, but the, the even the near-in ones are all about entrepreneurial, family-owned businesses, small, medium businesses
The reality is the Council’s short term recommendations benefit only the ten percent of largest businesses in the state that pay the Commercial Activity Tax, the 5 percent of wealthiest households that pay any Estate Tax, and millionaires who can claim the “Qualified Small Business Stock” tax break. The Council leaves to the long term (2029, or after) for a larger tax reform, but then they call for increasing taxes that bear more heavily on low and moderate income households, especially by shifting away from income taxes to sales and property taxes. The clear implication here is that the Prosperity Council is offering the same discredited “trickle-down” view of prosperity: that cutting taxes for businesses and the wealthy will ultimately benefit lower income people. This is what economist John Kenneth Galbraith famously called “horse and sparrow” economics: if you feed enough oats to the horses, eventually some will trickle down to the sparrows.
Their models are regressive states
A central claim of the Council’s report is that Oregon is in “compeitition” with other states, and needs to change its tax system to better compete against them. The Council lists several states as best practices: Pennsylvania, Arizona, Indiana, and Virginia, and repeatedly compares Oregon to Washington State. Each of of these comparison states has a tax system that is vastly more regressive that Oregon’s.
If these are our competitors, and they are perceived to be “more competitive” based on their tax systems, the only way to improve Oregon’s position–according to the Council’s logic, is to make Oregon’s system more regressive.
Shifting taxation away from wealth and income is inherently regressive
The proposal to shift to a consumption tax, and to cut income taxes and inheritance taxes, is inherently regressive. The published economic research confirms that both consumption taxes and property taxes are regressive. Consumption expenditures make up a much larger share of income for lower income households than they do for upper income households. Consumption taxes, including both sales taxes and a value added tax, bear far more heavily on lower income households than upper income households. Similarly, because property taxes are largely passed on to renters in rent, and because renters tend to have lower incomes, property taxes are also regressive.
Economists Kimberly Clausing and Mary Lovely present BLS data on consumption spending by income decile in the US. The lowest income households spend about 80 percent or more of their income on consumption, the highest income households spend less than half of their income on consumption, and the highest decile spends only about one-third. Consumption taxes bear about twice as heavily on the bottom three deciles as they do on the top two deciles. This is vastly more regressive that Oregon’s existing tax system.
Another study, by Federal Reserve Bank economists, finds the same result: that consumption taxes are inherently regressive because lower income families spend a much larger fraction of their income on consumption. The study also finds that a larger proportion of lower income consumption tends to be taxable, which further amplifies the regressivity. Here’s their conclusion:
These [consumption] taxes are clearly regressive: low income households face much higher effective rates than richer ones. There are two reasons why sales and excise taxes are regressive. First, consumer spending rises less than proportionately with income. Second, households with lower incomes consume consumption bundles that are different from, and more heavily taxed than, the ones richer households consume. (Fleck, et al, p. 13)
The same study also looks at the incidence of property taxes. It finds that much of the burden of property taxes is shifted to renters, and because housing costs tend to be higher for lower income households, that property taxes are also regressive.
It is clear that property taxes are regressive. Effective tax rates decline strongly with income; while property taxes claim at least two percent of income for the poorest 80 percent of households, they account for only one percent of income for the richest one percent. (Fleck, et al, p. 17)
Changing Oregon’s tax system to reduce the share of revenues from the most progressive form of taxation (income), to the most regressive forms of taxation (consumption, property), are calculated to make Oregon’s tax system more regressive–shifting the burden of paying public services to low and moderate income Oregonians. That’s what masquerades as “balance” for the Prosperity Council.
Davis, Carl, et al, Who Pays? A Distributional Analysis of the Tax Systems in All 50 States 7th edition, (Institute for Taxation and Economic Research, January 2024, https://itep.org/whopays-7th-edition/
Fleck, Johannes, Jonathan Heathcote,Kjetil Storesletten, andGiovanni L. Violante, Fiscal Progressivity of the U.S. Federal and State Governments, Federal Reserve Bank of Minneapolis, January 14, 2025, https://www.minneapolisfed.org/research/staff-reports/fiscal-progressivity-of-the-us-federal-and-state-governments
I bought my first stocks at 7. I saw an episode of Leave it to Beaver where they talked about stocks. I got $50 for Christmas (like $500 today!). I wanted to try it.
My investment thesis was simple—the names of the stocks needed to contain the names of the 50 states. I got as far as Oregon Freeze-Dried Foods & Washington Natural Gas before I ran out of money.
So, yeah, I’ve been investing for a while. Never took it seriously enough to make any money at it, but analogies to trading resonate for me.
My history with trading is why “XP is long volatility” hit me when I heard it yesterday. My history with long-cooking ideas is why I’m excited.
Long-Baked Ideas
My head is a busy place. I have on the order of a hundred ideas kicking around somewhere in here. Daily I’ll pop one out & examine it. Ready yet? Nope. Back it goes.
And then… and then… every once in a while (every few years, probably) one of those ideas is ready.
Features versus futures was one of those. I’d been playing for years (and it feels like play) with a successor to “technical debt”. I wanted a positive, constructive way to talk about software development’s tension between adding features & improving structure, work that became more urgent as I made progress on Tidy First & then with the advent of the genie.
Here are some recent examples:
3X: Explore/Expand/Extract
“Genie” as a metaphor for LLMs
Thinkies
There’s a whole book to be written about baking ideas, something about distant connections, silence, oblique ideas, & on & on.
Bad Explanation
The only way to learn how to explain something well is to explain it badly over & over.
We’ve stuck a puzzle in the back of our head, let it ferment (cook? ripen?) for years or decades, then finally the lightbulb has gone off. Feels good but this is where the work really starts.
How far does an analogy stretch?
Are there related ideas that help?
How do people understand an idea as connected to their current beliefs & experience?
How do people misunderstand an idea?
What exact vocabulary should we use?
What mental images?
When I had just refined 3X: Explore/Expand/Extract I went on a trip to Africa to teach programming. My friend Nadayar Enegesi watched me explain 3X 20 times in 2 weeks. The explanation was never the same twice—order, vocabulary, examples—all different.
So that’s what’s going to be going on in the paying section of this blog. I’m going to be exploring (ha!) or rather expanding (ha ha!) this idea of long volatility. If you’re interested & not already a paying subscriber, here is a discount link for 30% off your first year. Or you can (very reasonably) wait the year it will take to refine the idea.
Most teams don’t have a strategy problem. They have an adaptation problem.
Your plan was never going to survive contact with reality. The question is whether your organization bends or breaks when it doesn’t.
I help teams bend. Adapt to Thrive.
Booking a handful of custom talks and advisory engagements now. I interview your people, measure your real software flows, and hand you the truth plus what to do about it.
Lindsey Graham went through a number of reinventions over the course of his career, going from Gingrich revolution attack dog to bipartisan John McCain sidekick to Donald Trump opponent to Donald Trump lickspittle. In the retrospectives on that career, there’s a story being told about those last two phases that is deeply problematic, and I think needs correction.
It’s the same story that is told about much of today’s Republican leadership, including many of the people who will run for president in 2028. While it sounds like a condemnation, it’s actually way too kind to Graham — and to JD Vance, Marco Rubio, Ted Cruz, and many others who started off as Trump critics and wound up as Trump cheerleaders.
The story goes like this; I’ll use Graham as the example, but it applies equally to the others:
When Donald Trump began campaigning in 2015, Lindsey Graham was horrified by what Trump was saying and what he represented. He criticized Trump in the most emphatic terms, trying to convince his fellow Republicans not to support him. But once Trump won the nomination and then the presidency, Graham abandoned his principles and stood at Trump’s side, all because of a desire for power.
Why do I say this is too kind to Graham and the others? Because it assumes that their initial reaction to Trump was sincere and motivated by principle, while their later embrace of Trump was insincere.
It accepts that what any sane person would see as the morally defensible version of themselves — the one that was disgusted by Trump — was their true self, while the later, more repugnant version of themselves was fundamentally false, as though the kind-hearted and virtuous Smeagol Graham was simply overcome by the temptation of power, turning into the grasping and contemptible Gollum Graham.
If that’s true, then the morally admirable version of the remaining Republicans in the same position — the Smeagol Vance, the Smeagol Rubio, or the Smeagol Cruz — might one day be able to reassert itself. Once Trump leaves office and his power over the Republican Party dissipates, they can edge away from his legacy, to reemerge as the better versions of themselves they always were at heart.
But what if the bad version of these politicians is the true and sincere one? What if when they were condemning Trump for being such a hateful, corrupt bigot, they were doing so not because they believed what they were saying, but only out of the quest for power?
After all, at the time it looked like Trump was a temporary aberration who could be defeated. It wasn’t unreasonable to assume — say, in December 2015, when Graham called Trump “a race-baiting, xenophobic religious bigot,” that taking the anti-Trump position was the smart political play. Why should we assume that attacking Trump wasn’t simple political calculation on their part, borne of a lust for power?
Once Trump won, they all signed on with him eagerly. Knowing what I do about JD Vance, for instance, I’m more inclined to think that this is closer to who he really is than the version of him who claimed to a Yale Law School friend he was worried that Trump would become “America’s Hitler”:
And yes, these motivations are not exclusive of one another; Vance has a bottomless lust for power, and he likely thrills to Trump’s bigotry, and he has no problem at all with Trump’s corruption. None of these figures, come to mention it, has shown even the slightest discomfort with the fact that the president of the United States is grasping every dollar he can in an orgy of graft and scams that makes every prior scandal in American history look like child’s play.
Perhaps I’m wrong. We don’t have Graham or Vance or Rubio on a secret recording saying “I love that Trump is taking bribes; I’ve been waiting all my life for a president who would sell out American interests to anyone who would put a few million in his pocket while screwing over his supporters who were dumb enough to buy his meme coin.”
What we do know, however, is that there is clearly no limit to the hate and corruption they will tolerate. So the absolute best one can say about them is that they have no principles at all, and never did. They were anti-Trump when that looked like the path to power, and they were pro-Trump when that looked like the path to power (or the way to maintain the power they had).
Which might be the case. But I don’t think it’s true. Just as Trump awakened in so many Republican voters a barely-suppressed desire to be their worst selves — to be racist, to be sexist, to be obnoxious and cruel and loudly proud of all of it — there’s no reason to think that isn’t true of politicians as well.
Lindsey Graham didn’t lose his way or betray his principles, and neither did Vance, Rubio, or Cruz. The problem isn’t that they abandoned their beliefs. The problem is their beliefs. They showed us who they really are, and if some day in the future they try to convince us that they’ve rediscovered the virtue that had merely lain dormant within them for a while, we’d better not buy it.
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Donald Trump’s latest political stratagem is to label as “Communist” any disagreement with whatever passes as Trump’s ever-changing ideology.
Since Trump is repeating the label, we shouldn’t just dismiss it as a slip of the presidential tongue or misspeaking. He means it, and he expects voters to believe it and fear those who argue that there’s something wrong about a concentration of power and wealth in the upper tenth of a percent of Americans – a widespread polled opinion over time.
Of course, Trump seems to be targeting the few, but growing number of self-identified Democratic Socialists who have been winning elections since New York Mayor Zohran Mamdani’s campaign was such an overwhelming choice.
Three congressional candidates in New York City endorsed by Mamdani carried their primaries against otherwise “progressive” Democrats who have publicly supported aid to Israel. A Democratic Socialist upset a longtime Congresswoman from Colorado. One of the two Senate candidates who appear tied in Michigan is a Democratic Socialist. Graham Platner’s campaign in Maine ran aground over his personal failures, but not because he espoused more access to health care and ending political rules dictated by self-serving corporate interests.
The success of these Democratic Socialists has been as much about generational change and a desire to throw out entrenched politics of all parties as it has about specific policies.
In multiple recent speeches, Trump has warned of a “resurgence of the communist menace in our land, including from newcomers to our country who embrace ideas totally opposed to our way of life and our great success.” What Trump said is, “Communism is a mortal threat to American liberty. It is the greatest threat to our country, including World War I, World War II, Pearl Harbor or even 9/11. Communism is the exact opposite of life, liberty and the pursuit of happiness. It’s death, tyranny and the pursuit of evil.”
Using the Communist label is raising a bogeyman that is incorrect, even dishonest, and his broad attack on “godless” anti-Americanism is at odds with what more than half the country’s voters say is upsetting them. Just as Trump demeaned “affordability” as a made-up complaint of Democrats, or his attacks on immigration that built this country as an existential evil, or his insistence on ridding the country of regulations on corporate behaviors, Trump is not only wrong but actively misusing even the label itself for partisan gain.
What is ‘Communism’?
Communism is an ideology that advocates for the elimination of capitalism in favor of government control of the economy. Democrats, including democratic socialists, seem to favor a capitalist system where there is a fairer way to share the costs through taxes. In the last 100 years, Communism has involved authoritarian politics in the former Soviet Union and China, human rights abuse and rationing food. Democratic Socialists take the opposite view on all of that.
Dan Froomkin of Press Watch argues that the news media are being too blasé about not pointing out Trump’s historical and political errors or the delusion of the speaker.
The very meaning of the political theory of Communism as outlined by Karl Marx advocates for a society in which property is publicly owned, and individuals are paid according to abilities and needs. As a Democratic Socialist, Sen. Bernie Sanders talks about Medicare-for-all health care, and Mamdani talks about rent freezes and childcare supports, not the U.S. takeover of Venezuelan oil fields from a vassal state that Trump has orchestrated.
As a recent MS-NOW op-ed notes, while political parties always target the opposition’s most extreme positions, the word “Communist” does not even speak to generations of voters born long after the Cold War and do not see it as a haunting specter.
It is Trump who openly admires Russia’s Vladimir Putin, China’s Xi Jinping, North Korea’s Kim Jong Un, actual communists, who have pursued systematic adaptations over decades to open their economies, if not their government, to more capitalistic enterprise. Trump covets their authoritarian, centralized power – a direct result of Communist ideology as it has been practiced in the real world.
It is Trump who has demanded financial interest for the government from steel and tech companies looking for favorable regulation from him; that is right out of the Communist playbook. And it is Trump who is seeking the silence of comedians and news broadcasters who air criticism of him.
Trump’s ‘Choice’
In recent years, polls show a declining approval of capitalism and slowly rising approval of whatever is being lumped into the socialism label. As always, answers depend on who’s asking and how they are asking and may have little to do with the outcome of specific election races.
And, as always, there is inherent danger into accepting any label as universal or all-explanatory. We all might vote “yes” on eliminating singular political labels that mean little.
But make no mistake. Trump sees the rise of even a few Democratic Socialists as nearly fatal to the country – even as the practical effect may be for an incoming Democratic House Speaker Hakim Jeffries to keep his Democratic House coalition united through a variety of issues, including on war aid in the Middle East.
“The communists elected in New York City recently want to completely destroy the traditional American way of life.” Communism “destroys everything,” Trump said, adding, “It’s happening right now in New York and California. You’ll live in squalor. There will be no food; there will be no housing; there will be no military; there will be no law and order; there will be no nothing. There will be no nothing. You’ll be a third world inhabitant in every way, and everyone will suffer or die.”
According to Trump, “assassinations of those who oppose them is a very important element of their ideology.” He demanded that we choose between “patriotism” and “hardcore godless communists.”
If that’s the choice Trump invites, I’m ready to vote.
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Froze rent for 1 million apartments (roughly 2 million people)
Convinced New York to allow the city to raise property taxes on secondary housing owned by non-residents valued at over 1 million dollars*
Cut subway fares in half for low-income riders
Fully funded NYC parks
Added $680M for public schools
Launched free child care for 2-year-olds
Banned deceptive subscription practices
I can see how Democratic centrists and moderates–who aren’t the same thing!–could oppose the first item on ideological or political grounds as being bad policy or too radical. But I think everything else on the list is something any Democrat could have and should have done, including the pied-a-terre tax (if a Democrat can’t tax an expensive property owned by someone who doesn’t even live there, and therefore can’t vote, then whom can they tax?). Yet the previous mayor, Eric Adams, didn’t do any of these things, and frankly there is no reason to think a Mayor Cuomo would have either. The failure is not one of ideology, but of execution.
As I said previously when discussing recent primary results, 43% of primary voters in D.C.’s Ward 3 are not democratic socialists, and certainly not DSAniks. There is a lot of anger at professional Democrats everywhere for talking the talk, but not walking the walk. To regain that trust, they are actually going to have to do things–and, yes, some of those things might even be performative (shudder).
Because it’s clear to many Democrats, including this one, that they could have and should have done things that were in their power to do, and did not. That’s why if you’re voting in a primary for a federal office (unlike this member of the mainland colony known as the District of Columbia), you need to vote for candidates who will remove the impediments to doing their jobs, like ending the filibuster and Supreme Court reform, along with D.C. statehood (because two more Democratic senators and one House member makes it harder for the occasional Democratic asshole to grind things to a halt).
It’s not the only reason they’re losing primaries, but you must do stuff when you can. We don’t need more Democrats who like holding office but aren’t actually willing to govern.
*It’s worth noting that many of these properties, due to weirdness in how property is assessed, are assessed well below recent sale prices.
often when we think of love, we see it as a currency of exchange, to be given and received. in reality, love is more like resonance—it’s an interaction between your natural frequency and another in the world. it’s fundamentally relational.
if love is the ultimate form of resonance, and resonance is antithetical to controllability, love and control exist at odds with each other. at the same time, because love is so essential, there is a natural desire for control. how could we be willing to leave that up to fate? but in the fantasy world where we could have total control over love, we would quickly find that love extinguished, choked in the viselike hold of our grasp. love requires a leap of faith, to be caught without knowing you will live through the fall. that’s why the phenomenon of the ai companion is so dangerous—they represent the desire for, above all, certainty. but there can be no love that’s absolutely certain because to love is to have the choice to not love.
as hartmut rosa writes in the uncontrollability of the world:
The fact that the other person could say “no” or “not now” is a precondition of being able to resonate with them at all. We cannot resonate with someone who always tells us we are right, who always encourages or shares our opinions and fulfills our every wish and desire (the dream of the “love robot”).
because of that, in order to love well, you have to accept—really, truly accept—that you will someday lose the people you love. we all will, eventually, to death or other circumstance. acceptance of loss allows you to meet others as they are, not as you need them to be. holding too tightly to an outcome—that you must have the people you love, forever—makes you rigid and fearful, unable to accept change and growth. paradoxically, learning to accept loss is what creates the circumstances for deep love.
the other week my friend surya told me how frustrating it’s been to date in new york. “everyone is living, like, a plotline. they’re in this sex and the city arc in their mind, and they just want to see if you’re going to be a good character who fits into their next episode.” it flattened his personhood into a list of collectable attributes; he was an npc in the main character’s show.
love, under this paradigm, becomes shopping. the buyer stays fixed, unmoving, evaluating potential purchases based on “fit.” this stance is intentional because it creates the illusion of power, a defensive shield against hurt. how embarrassing it is to be seen reaching; how humiliating it is to be willing to change for another person. better to be the judge, elevated and untouchable. but the self as consumer is structurally oppositional to resonance. in order to be met, to be surprised, you have to discard this mentality. as iris murdoch wrote in “the sublime and the good,” “love is the extremely difficult realisation that something other than oneself is real.”
i’ve come to view much of the discourse around “compatibility” as muddled. there is compatibility in the basic sense—the degree to which two people’s lives and worldviews and personalities align. this kind of compatibility measures the amount of effort it takes to reach each other and build a life together. it’s a property of the relationship.
but a lot of what we mean when we say “compatibility” is not just that. it’s closer to receptivity, each individual’s ability to experience resonance. how much of your capacity for love is dampened by fear? that shows up in many ways, like conflicts where your reflexive response overshadows your presence for another person, or moments where you want to express a feeling but withhold it out of lack of trust that it can be received.
it’s important to decouple the concept of receptivity from compatibility because compatibility turns love into a search problem. you’re constantly waiting for the right person to come into your orbit. but if your receptivity is low, even the most “compatible” person on earth is unlikely to suit you. this difference, between mutual compatibility and individual receptivity, typically shows up in recurring patterns. what echoes for the same person in relationship after relationship is rarely first and foremost a fit problem; it’s a need to expand their receptivity.
when receptivity is high, on-paper compatibility becomes less and less important, simply because you are less likely to read difference as a threat. it just is. if anything, it becomes a site of novelty and interest, something to learn. that’s what makes relationships viable over the long term, too. life is long; you will become many, many different iterations of yourself. a relationship built on initial compatibility but low receptivity will be rigid, lacking the fluidity to grow and reform over time as each person changes. but a relationship where both people have deepened their receptivity becomes one where each can continually expand.
receptivity is easily misread as accommodation. it’s not. anxious partners tend to view themselves as receptive to love because they’re willing to do anything to make a relationship work; avoidant partners are more apparently closed off. but anxious partners limit their receptivity, too, in their need for control—by bridging every gap, preempting every risk, limiting the possibility of true resonance that only lives in the unknowable. this issue is much easier to see from the outside, though it typically looks like a selection problem—this person keeps choosing people who aren’t well-suited to them. but that happens when the need for love is so great that they grasp at it too tightly for resonance to happen at all.
often we feel a scarcity of love that’s in fact a lower degree of receptivity. we think the problem is external to us: find the right people, the right life, and how we feel inside will change. and sometimes it does. but we are constantly surrounded by love in so many forms. the friend who dms you instagram reels, the stranger who holds the elevator door for you, the care in every aspect of the built world. it is possible to feel love in every moment, in each positive and negative emotion you experience. the work, then, is different. as helen schucman writes in a course in miracles (though usually misattributed to rumi), “your task is not to seek for love, but merely to seek and find all of the barriers within yourself that you have built against it.”
you have to love yourself before you can love someone else. like most aphorisms, i spent my whole life thinking it was trite and obvious, then suddenly realized i had never really understood it. originally i read it to mean that you need a base level of self-esteem to meet people as themselves, rather than reaching for them as avatars for your own worth.
but another layer of interpretation emerges when you read “love” as an action rather than a feeling, the act of deeply accepting a person in every way. in other words, you have to deeply accept yourself before you can deeply accept someone else.
most of us love ourselves in the sense that we feel love toward ourselves. much fewer of us accept ourselves for better and for worse. for my part, i am reluctant to accept my worst and best qualities because i fear complacency. the logic goes: if i accept that i am vain or thoughtful or selfish or creative or insecure or brilliant, i won’t want to grow anymore. i’m much more able and willing to accept these same qualities in others.
but, in practice, when you attempt to accept in others what you cannot accept in yourself, you create dissonance. for me, that manifested as a set of principles and rules to follow for others but not myself. i wanted to be loving, accepting, and understanding with the people who were important to me. but simultaneously i thought i needed to maintain “high standards,” be constantly dissatisfied with the status quo of who i was, or i would lose my motivation to be better. while that deeper belief remained, the loving orientation toward others was limited to surface-level behaviors that expended enormous effort because they clashed with my underlying worldview.
much of relational advice fails for this reason. frameworks for couples therapy and parenting advice and workplace conflict are usually premised on the idea that you can just change how you speak to other people. which is true, to an extent. but over time, if how you’re talking to others conflicts drastically with how you talk to yourself, it will feel like you’re contorting yourself beyond recognition, playing an elaborate game of pretend that becomes more and more tiring to sustain. with parenting, for instance, it is hard to help a child feel safe when you don’t feel safe; it is hard to be patient with a child when you’re not patient with yourself.
this knowledge can look like a dead end. when self-criticism feels like ground truth, you perceive unconditional love toward the self as illusory—a thin excuse to make you feel better about yourself, cope. it’s the participation trophy of existing. only love that you’ve rightly earned (through accomplishment, or goodness, or usefulness, or some other measure you’ve decided makes for an equal exchange) “counts.” or so you believe. but then when you experience it with others, you suddenly find yourself discounting it there, too. it’s not real because they’re not seeing the flaws i’m hiding.it’s not real because they’re better, or worse, than me, in some way that disqualifies their judgment.it’s not real because i haven’t done enough to earn it. the love that’s present is left unreceived.
what’s required is a perceptual shift. we tend to think of the objects of our love as the source of it, but that’s not quite right. all of the love you’ve ever experienced was generated through you, in your capacity to feel resonance, to see beauty and wonder and meaning somewhere and let yourself be changed by it. you already know how to love imperfection—ordinariness, frailty, inconsistency—not “in spite of” but “because of.” perhaps not in every moment, not toward everyone and everything, but it’s there, and it always has been.
the hard part is turning this gaze toward yourself, becoming receptive to yourself. your love is the one love that can be truly unconditional. you might find yourself resisting this statement; i do. it feels like a betrayal of the people i love to become self-sufficient in this way, a demotion of relationships from absolutely necessary to simply important. but it isn’t. it’s what makes your own choice to love real; it’s the only way to meet others freely.
to love well, you have to respect another person’s autonomy. to respect another person’s autonomy, you have to accept that they can leave you. to accept that a person you love can leave you, you have to trust that you can survive it. to trust you can survive it, you have to believe that love doesn’t come from somewhere else—your capacity for resonance is the source.
love is an exercise in continual surrender. only when you know at your core that every person you love can be lost to you, that you have no control over this fact, are you able to have them fully when they’re there. this truth is elusive when you’re young, when the course of your life runs smoothly, when you and everyone around you feels immortal. you have to learn and relearn it, again and again. but you cannot escape loss, and maybe each one wears down the barriers you’ve built some more.
as always, responses are my single favorite part about sharing to this newsletter, so if anything sparks a thought for you, i would love to hear it.
NASA breathed a deep sigh of relief six years ago when SpaceX launched two astronauts, Doug Hurley and Bob Behnken, on a successful mission to the International Space Station. With the safe landing of Crew Dragon, the US space agency broke a nearly decade-long gap in its ability to put humans into orbit.
Through its Commercial Crew program and multibillion-dollar contracts awarded in 2014, NASA had hoped to foster two providers of low-Earth orbit transportation, SpaceX and Boeing. However Boeing has yet to complete a successful crewed test flight—a perilous 2024 test flight by Boeing's Starliner was later declared a Type A mishap—and probably won't fly another crewed mission before 2028.
With the International Space Station slated for retirement in the early 2030s, NASA is partnering with several US companies to develop private space stations. As part of that effort, the private companies will have to work with NASA to determine how they will transport astronauts to and from their space stations, some of which could launch as soon as 2030.
My sense is that many economists are optimistic about the long term development of A.I., while being cautious about some of the shorter term transitions that it will initiate. (This is a different set of worries than the species-extinguishing fears that can also be heard.)
AI may become radically more powerful over the next 10 years.
This could drive an unprecedented transformation of our economy, larger than the Industrial Revolution, but unfolding over a vastly shorter time frame. It could bring risks, including large-scale job displacement, as well as opportunities such as major gains in living standards.
Economists, policymakers and technology leaders must act now to understand the economics of transformative AI and to build the incentives, guardrails, and institutions needed to steer AI in a direction that complements humans and benefits society.
"STANFORD, Calif. –
July 13, 2026 – Today, a group of leading economists and AI researchers,
including sixteen Nobel Laureates, released “We Must Act Now: A
Statement on AI’s Transformation of the Economy,” calling for urgent
preparation for the economic impacts of radically more powerful AI.
The
statement, organized by economists Erik Brynjolfsson, Ajay Agrawal,
Anton Korinek, and Tom Cunningham, warns that increasingly capable AI
systems could reshape the economy at unprecedented speed. While AI
offers enormous opportunities to improve productivity and living
standards, it also raises important questions for workers, firms, and
public institutions.
The statement calls on economists,
policymakers, and technology leaders to deepen research on AI’s economic
impacts and to begin building the policies and institutions needed to
ensure AI complements human capabilities and benefits society.
“AI
capabilities are advancing far faster than our understanding of the
economic implications. In that gap lie the greatest opportunities of our
era. We must act now to guide AI to complement humans rather than
simply imitate them — and to generate prosperity for the many, not just
the few,” said Erik Brynjolfsson, the Jerry Yang and Akiko Yamazaki
Professor at Stanford University and Director of the Stanford Digital
Economy Lab.
“The scale, scope, and speed of the advances in AI,
combined with a high level of uncertainty about the magnitude and timing
of the impacts across many parts of the economy, call for an ‘all hands
on deck’ approach to steering AI in beneficial directions,” said
Michael Spence, Nobel Laureate and Professor Emeritus at New York
University.
“I’m so happy to join other leading experts in
calling for the urgent need to redirect AI so that its risks are
minimized and it can work for the benefit of workers and society,” said
Daron Acemoglu, Nobel Laureate and Institute Professor at MIT.
“Steam,
electricity, and computers each gave societies decades to adapt; AI may
give us only a few years. We cannot improvise our strategy and
institutions in the middle of the transformation; waiting for certainty
means arriving too late,” said Anton Korinek, Professor at the
University of Virginia, currently on leave at Anthropic.
“Whether
rapidly advancing AI broadly elevates global living standards or
severely concentrates wealth is not predetermined; it depends on how we
choose to re-architect our political and economic systems today. We
cannot afford to wait for the full transformation to arrive and in the
meantime rely on institutional scaffolding that was optimized for a
pre-high-fidelity-prediction world,” said Ajay Agrawal, Professor at the
University of Toronto’s Rotman School of Management.
“We are
driving in the fog, and it is extraordinarily difficult to anticipate
what will happen next. It’s the right time for a coordinated effort to
bring clarity to a confusing situation.” said Tom Cunningham, Researcher
at METR.
The statement has been signed by more than 200
economists and AI researchers from leading universities and AI research
organizations around the world. The full statement and the current list
of signatories are available at http://wemustactnow.ai/."
"“A.I. may become radically more powerful over the next 10 years,” the researchers wrote in a statement released on Monday, adding that the technology “could bring risks, including large-scale job displacement, as well as opportunities such as major gains in living standards.”
"The statement, titled “We Must Act Now,” was signed by nearly 200 people, including 15 Nobel laureates and the chief economists of two of the leading A.I. labs, Open AI and Anthropic. Other notable signatories include Jack Clark, a co-founder of Anthropic; Eric Schmidt, the former chief executive of Google; and Vinod Khosla, a prominent venture capitalist."
#######
And here's an edited version of the letter, that I also like. (Inevitably, when you're asked to sign open letters, they don't read exactly as you would have written them yourself. (Even if you are one of the main authors of an open letter, it may reflect compromises that were required to reach consensus among your constituency.)
Here's his version (the big change is in item 3; his explanation is at the link):
1. AI is likely to become radically more powerful over the next 10 years.
2. Like previous world-changing technologies, AI will bring major gains in living standards. But it will also bring new risks, harms, and disruptions. And because of its extraordinarily fast improvement, AI’s benefits and shocks might come quickly.
3. So economists, policymakers and technology leaders must act now to understand the economics of transformative AI, and to build the capabilities needed to respond quickly and effectively to the challenges it will bring.
Hartley and Kleiner have a new Fed Minneapolis working paper surveying workers around the world to measure occupational licensing by country. In the United States, occupational licensing has increased substantially over time, so one might expect licensing to rise with income. Their headline result is the opposite: occupational licensing is negatively correlated with GDP per capita. Many developing countries such as India, South Africa, and the Philippines have a lot of occupational licensing while Denmark, Sweden and France have relatively little. Similarly, countries which rate poorly in measures of government quality, such as regulatory quality, political stability, the rule of law, and corruption have more occupational licensing.
I do have some concerns, however. The figure for India of 42% of workers requiring a government license seems too high. Admittedly this is the home of the License Raj but I worry about the survey results. In order to mark a surveyed worker as requiring an occupational license HK require that the worker say that a) they have a license and b) a license is required to work in their profession. But in India there are many workers who do not have a license and a license is required to work in their profession–HK, however, consider these workers confused and drop them from the analysis. That is appropriate for a developed country where there aren’t many illegal unlicensed workers but, as the authors later discuss, informality is very high in India so working illegally is not uncommon.
Including these workers would make the true India figure even higher than HK report but I think with such a high degree of informality we also have to wonder whether survey responders in India really are responding the same way as in Germany. Perhaps they are reporting a license isn’t really required since very few workers have one. In India, for example, some 60% of “licensed” drivers have an fake or invalid license and many have no license at all so maybe workers are just reporting the facts on the ground.
Within the United States, professions are regulated in some states but not others—Louisiana, for instance, requires florists to be licensed. (Do license-holding Louisiana florists produce better, safer arrangements? I don’t think so.) Given this variation even within a single country, we’d expect considerable variation across countries too. Multiple independent surveys—not just HK—confirm that Denmark, Sweden, and even France have less occupational licensing than the United States. Since these countries have high state capacity, we can rule out the hypothesis that licensing exists for safety or quality. The implication is clear: occupational licensing is often about rent-seeking, not quality assurance.
Performance metrics can misalign individual and organizational incentives. We study a clean case: an NBA player holding the ball as a quarter expires must choose between a low-probability “heave” that can only help his team and protecting his shooting statistics. We model this decision as a metric-driven principal-agent problem and test it using play-by-play data from 2015-16 through 2025-26, exploiting the 2025-26 Heave Rule, which removed the individual statistical penalty for end-of-quarter heaves. Before the reform, players heaved on 58 percent of opportunities; reluctance was concentrated among efficient shooters and players in contract years, as the model predicts. After the reform, the heave rate jumped to 94 percent, the efficiency gradient collapsed, and difference-indifferences estimates using the untreated fourth quarter confirm the effect is sharp, immediate, and smallest among the players with the least efficiency to protect. Removing a metric distortion realigned individual behavior with team objectives almost completely.
That is from a recent paper by James W. Kemper and Noah Liptack,titled “Overcoming Misaligned Incentives: Evidence from the NBA Heave Rule.” Via the excellent Kevin Lewis.
Religious life, I think one thing we’ll see, and this is, again, pretty soon, it won’t be hard to create your own religion. I’m not sure many people will do this. I don’t think most people will. But they’ll be like accretions to the religions we have now. And I think with Fable 5, you could even do this already. Like, you ever actually try to read through the Hindu sacred texts? They’re pretty naughty, pretty detailed, quite long. Many parts are great and dramatic. I wouldn’t say they’re smoothly or evenly written. Not all of it is well written. They have significant meaning. For some people, a lot of people consume them through stories they’re told with their children. It’s not that every Hindu is like reading through the whole Ramayana. That’s all fine. But if you can sit down with, you know, the latest quad, whatever, and create your own set of sacred books. Again, I think like 2% of people are going to do this. Not most people. People have other interests, other hobbies. A lot of people aren’t religious. But if 2% of people do this, you end up with a lot of new religious accretions. Some of them will be totally new religions. But I think a lot will just be like, here are my sacred books of Christianity, or my add-ons to the Book of Mormon, or my whatever’s. There’ll be this extreme religious diversity. I don’t know, too much, too little. I think it will be quite different.
Again, that is from my recent DeepMind talk. Perhaps two percent is too high, and only a fraction of one percent of the population will do this, with agents. You still end up with a great deal of religious accretion and innovation.
Alluvial fans form along a braided river channel on Severny Island in the Russian Arctic in an image acquired on August 1, 2025, by the OLI (Operational Land Imager) on Landsat 9.
NASA Earth Observatory/Lauren Dauphin
Editor’s Note: Today’s story is the answer to the July Puzzler.
Call it an alluvial face-off. On the southern end of Severny Island in the Russian Arctic, rivers rush down from rugged terrain flanking a broad valley. Upon reaching flatter ground, the waters slow and distribute sediment into cone-shaped features called alluvial fans. Several appear in opposing orientations alongside a braided river in this Landsat 9 image.
Severny Island (Ostrov Severnyy) is a mountainous, uninhabited landmass in the frigid high latitudes of the Northern Hemisphere. Part of the Novaya Zemlya archipelago, the island is largely covered in glacial ice. Some glaciers, especially in the north, terminate in the sea, while others end on land, feeding meltwater into glacial streams.
Sediment-laden streams, along with the island’s topography, create favorable conditions for the formation of alluvial fans. The features typically appear at the base of steep mountain ranges, where narrow river channels open onto flatter terrain. There, rivers can slow, divide into smaller channels, and deposit sediment. Over time, the channels migrate back and forth to build up fan-shaped deposits. Dueling fans line several northwest-southeast-trending valleys in the wider view below.
A wide view of southern Severny Island in the Russian Arctic shows ice-capped mountains interrupted by broad valleys lined with alluvial fans. The image was acquired on August 1, 2025, by the OLI (Operational Land Imager) on Landsat 9.
NASA Earth Observatory/Lauren Dauphin
Seasonal snowmelt and glacial runoff likely keep Severny’s rivers supplied with ample fan-building material. Hydrologists note that higher river flows during the warmer months, driven by snowmelt, can carry more sediment out of the mountains. Glaciers also produce large volumes of eroded material as they grind downslope, some of which flushes out in meltwater.
Smaller, land-terminating mountain glaciers, like those on southern Severny Island, are particularly prone to melting as the atmosphere warms. Severny’s ice is relatively understudied due to its remoteness, but satellite observations give scientists an understanding of its health. Recent analyses incorporating digital elevation models found that land-terminating glaciers across the Novaya Zemlya archipelago thinned during the 2000s and 2010s, especially at lower elevations.
NASA Earth Observatory images by Lauren Dauphin, using Landsat data from the U.S. Geological Survey. Story by Lindsey Doermann.
Voyager Technologies has completed its acquisition of lunar infrastructure company Astrobotic Technology, weeks after Astrobotic won two NASA lunar lander missions.
Development in space is gaining serious momentum. Impressively, NASA recently unveiled plans for a new moon base — the first concrete step toward permanently moving human civilization off Earth. However, as we […]
HELSINKI — China confirmed a methalox Long March 10C as its commercial workhorse following its first successful booster recovery, while injecting fresh capital into commercial rocket ventures. The China Academy […]
UIWANG, South Korea, July 14 — FLEXELL SPACE, a developer of next-generation space solar solutions, announced that it has completed a $20 million Series A funding round. Completed approximately two […]
European government space spending jumped 12% to about $15.4 billion in 2025, according to a July 13 European Space Agency report, bucking a 3% global decline on the back of rising national defense budgets.
WARSAW, Poland — Poland will host the first European Space Agency (ESA) center located in an eastern flank member state, one that will be focused on civil security and resilience. […]
BENGALURU, India / July 15, 2026 — QOSMIC has raised $3.33 million in seed funding co-led by Accel and Prosus, with participation from South Park Commons, ARTPARK, and angel investor […]
We’ve discussed a number of times that the high-profile/high-violence occupations of blue cities in 2025 and early 2026 were never designed to maximize deportations. They were meant to overawe and terrorize the city’s inhabitants and the sovereign state governments of those jurisdictions. The public blowback became too extreme and then, along with canning Kristi Noem, DHS/ICE switched to focusing on deportation numbers without most of the high-visibility operations which weren’t really aimed at deportation numbers in the first place. But there have been an increasing number of reports over the last few weeks suggesting that ICE/DHS is intensifying its efforts and upping the number of arrests and detentions. It seems highly likely, though not certain, that the two recent ICE-involved shooting fatalities in the last week — one in Houston and another just today in Maine — are tied to that intensified push for deportation arrest numbers. ICE agents tend to be poorly trained and operate in a culture of violence and impunity. So events like these could happen at any time. But keep an eye on the relationship between the two things. DHS/ICE has been trying to intensify its efforts while avoiding the headlines which were so damaging last winter. But the rapid resorts to fatal violence and the culture of impunity that sustains it, so embedded within Trump Era ICE’s culture, seems to be breaking through.
At first, Musk appeared fixated on ChatGPT consistently topping
Apple’s “Must Have” app list — which Grok has never made — claiming Apple seemed to preference OpenAI, an Apple partner, over
all chatbot rivals. But Musk’s filing shows that the X
and xAI owner isn’t just trying to push for more Grok downloads on
iPhones — he’s concerned that Apple and OpenAI have teamed up to
completely dash his “everything app” dreams, which was
the reason he bought Twitter.
For what it’s worth, I just looked at the App Store editorially-curated “Popular iPhone Apps” list, and ChatGPT is in the top spot. Given the lawsuit Apple filed against OpenAI last week, I’d say this is pretty good anecdata that these editorial decisions in the App Store aren’t driven by favoritism. The top 10 downloads list for free iPhone apps currently looks like this (for me here in the U.S. App Store):
Paramount+
Netflix Game Controller
ChatGPT
Kalshi: Trade the World Cup
Peacock TV: Stream TV & Movies
Netshort - Popular Dramas & TV
Threads
TikTok Pro - Events
Freecash - Get Paid Real Money
Depop - Buy & Sell Clothes
There are some real winners on that list. But only one AI app: ChatGPT.
Musk alleges that the top downloads list is crooked too. That’s just projection. If Musk ran a popular App Store he’d put his thumb on the scale to make sure his own apps always top the list. That’s what he’s done with his personal account, and accounts aligned with his politics, on Twitter/X. Because that’s what he would do, he thinks that’s what Apple does. I really do think he believes the App Store’s top download lists are fixed, and that Grok is on the wrong side of the fix. Crooks think everyone is crooked. It’s just one of several ways that Musk is not hooked up right.
I suspect, though, that he’s no longer worried that Apple is putting its thumb on the scale to favor OpenAI. Maybe he should never-mind this lawsuit.
We had a solid first week of this year’s Annual TPM Journalism Fund Drive. But we have a long way to go to get to our goal of raising $500,000 and, if possible, a bit more. If you haven’t taken a moment yet to contribute, please take just 90 seconds or so out of your Monday midday routine and join us now. (If you have, thank you so much).
Just click here. I know from experience that a big bar to contributing is just the few minutes of hassle of dealing with the mechanics of it. But we’ve made it super easy. Members don’t even have to take out their credit cards. Just click, choose a contribution amount, hit send and you’re done. This is a critical part of what keeps TPM alive and vital. We will put every dollar to good use.
So for all I know this is mere rumor, but sources are telling me that Judy Bullockus, the longtime Capo Unified School Board member and a woman who freely dropped the n-word like Tupac at the House of Blues, is likely not running for re-election. Which isn’t surprising, because the upcoming roasting (from this site and others) would be intense and unforgiving.
Alas, supposedly in her place rises Linda Shepard.
Yes, Linda Shepard!
Everyone! Linda Shepard!!!
[crickets]
If you’re scratching your head and wondering, “Who the crappity crap is Linda Shepard?”—you’re not alone. Linda Shepard is an arch-conservative former Mission Viejo City Council candidate whose political career flamed out like a Steve Pisarkiewicz spiral (you’re gonna have to look that one up on your own). She’s v-e-r-y hard-right, v-e-r-y rigid, v-e-r-y not fun, and gives off a sorta “Back in the day, when milk was a dollar …” vibes. She pops up in the notations from the May 23, 2023 Mission Viejo City Council meeting, and not in a way that makes a sane person smile …
She also, confusingly, once ate at the Cheesecake Factory dressed as the lead character from The Handmaid’s Tale. And it wasn’t Halloween—just a night out for the Shepards …
I digress.
I don’t like what I’m seeing here. What I’m smelling here. The sniff test results are brutal. Lisa Davis, the awful School Board President/MAGA Warrior/Religious Zealot, has been desperately trying to fill the board with like-minded right wingers who want God in school, diversity out of school, an isn’t-Jesus-the-bestest! superintendent and prayer warriors leading the way. In this video, Shepard says, “I stand for family values”—oftentimes clumsy OC code for white mom, white dad, white kids, straight as arrows. She also boasts about once serving as the assistant comptroller at Taco Bell—and lord knows most of us have experienced the post-Cantina Crispy Chicken Taco Meal Deal shit fits explosion.
Anyhow, if/when Linda Shepard officially announces her run, we’ll delve more into this one and bring the heat.
PPS: Here’s ol Linda Shepard (second from right) at a recent event, posing with Sonja Shaw (second from left)—the monster who attended a high school track event to berate the parents of a trans athlete. The woman in the pink is Mari Barke, one of the great destroyers of normal education. On the far left is Brenda Lebsack (a name of dreams)—an anti-trans crusader and the world’s leading expert on lebsacks.
PPPS: Linda was all in on Judy. But when Judy dropped the n-word, not a peep. Not. A. Single. Peep.
The United States is currently in the grip of an outbreak of the Cyclospora parasite, which causes severe diarrhea and has sickened more than 3,000 people across the U.S. Last August, Aria Bendix of NBC News reported that on July 1, 2025, the Centers for Disease Control and Prevention (CDC), overseen by Health and Human Services Secretary Robert F. Kennedy Jr., would no longer track infections caused by cyclospora and five other common causes of foodborne illnesses.
The CDC, the Food and Drug Administration (FDA), the U.S. Department of Agriculture (USDA), and ten state health departments covering about 54 million people have run a program called the Foodborne Diseases Active Surveillance Network, or FoodNet, since 1995. Until last July 1 it monitored eight pathogens. Now it monitors only salmonella and toxin-producing E. coli.
White House spokesperson Kush Desai said then: “The health and safety of the American people is the Administration’s utmost priority. USDA, HHS, FDA, and the CDC will continue to cooperate and maintain the highest vigilance to safeguard our food supply against pathogens.” But director of the Institute for Food Safety and Nutrition Security at George Washington University Barbara Kowalcyk called the decision to reduce FoodNet surveillance “very disappointing,” saying, “A lot of the work that I and many, many, many, many other people have put into improving food safety over the past 20 or 30 years is just going away.”
Meanwhile, the New World screwworm continues to spread in the U.S. and Central America, where Melody Schreiber of The Guardian reported today conservation cameras are showing the infestations spreading rapidly in deer, jaguars, peccaries, and even porcupines.
While Agriculture Secretary Brooke Rollins has repeatedly blamed former president Joe Biden for the arrival of the flesh-eating maggots, three former officials from the Agriculture Department, as well as another source, told Marcia Brown of Politico in June that Trump administration officials held up funding for the construction of a facility crucial to slowing the spread of the pest and also delayed funding for a $100 million research initiative to find new ways to stop the screwworm.
Trump administration cuts to staffing at the USDA meant that in 2025 the Animal and Plant Health Inspection Service staffing dropped by 25%. More than half of the area veterinarians retired or resigned.
Things aren’t going terribly well internationally, either.
Despite the repeated assertions of administration officials that the U.S. “holds all the cards” in its war with Iran, Edward Wong, Michael Crowley, and Eric Schmitt of the New York Times reported today that the memorandum of understanding Trump signed on June 17, 2026, formalized Iran’s power over the Strait of Hormuz. Former U.S. analysts and officials told the reporters that the agreement was dangerously vague and that Iran has interpreted its provision saying that Iran would “make arrangements using its best efforts for the safe passage of commercial vessels” through the strait as giving Iran control of the waterway.
As Iran has attacked ships trying to get through the strait near the Oman shoreline, Trump has ordered airstrikes on Iran. Over the weekend, Iran’s Navy said it was closing the strait “until the end of U.S. interference in the region.”
Today Tara Copp and Alex Horton of the Washington Post reported allegations from soldiers who survived the Iranian attack on Port Shuaiba in Kuwait that killed six U.S. military personnel and wounded dozens more that the generals in command ignored intelligence that Port Shuaiba was a probable target. The site was not adequately protected against drones, as scouts noted before the war when the Pentagon began to move troops off large bases onto smaller facilities to make them harder for Iran to target. Port Shuaiba’s emergency warning system wasn’t working, and the facility had no coverings to conceal personnel or hamper drones. Then troops were deployed there without weapons.
After the strikes, wounded soldiers sent to Germany’s Landstuhl Regional Medical Center discovered that they had neither been listed in the military’s database as seriously injured nor been recorded on the flight manifest as medical evacuees, so could not be admitted as patients. Doctors treated them as outpatients and sent them to barracks where they waited a week to be sent back to the U.S.
In June, Jonah Kaplan and Michael Kaplan of CBS News reported that wounded soldiers and their families say the Army downplayed their injuries. Secretary of Defense Pete Hegseth told reporters in March that almost 90% of the injuries 400 service members had sustained had been minor and that the wounded soldiers had returned to duty. One man the Army classified as “not seriously injured” sustained extensive shrapnel wounds, a concussion, hearing and vision loss, and lung damage. Another underwent multiple surgeries to remove shrapnel.
Wounded soldiers told Kaplan and Kaplan that the duty for which they had been cleared was an active order to recuperate from injuries in a specialized recovery unit.
An Army spokesperson explained that the classifications were military designations. The spokesperson explained that the Army classifies soldiers as “seriously injured” or “very seriously injured” only if they are at risk of dying from their wounds within the next 72 hours.
Tonight the U.S. military launched new strikes against Iran. In a brief interview with Reuters over the weekend, Trump said: “We’re beating them up.”
Senator Lindsey Graham (R-SC) died Saturday night at age 71, apparently from a rupture of his aorta due to cardiovascular disease. Graham had just returned from a trip to Kyiv, Ukraine, where he met with Ukraine president Volodymyr Zelensky. A former officer in the Judge Advocate General’s Corps (JAG Corps) in the U.S. Air Force, Graham was a staunch supporter of the North Atlantic Treaty Organization (NATO) and of Ukraine. In that, he stood apart from Trump.
In his earlier years in Congress, Graham was an establishment Republican who pushed for the impeachment of President Bill Clinton but was willing to work with Democrats personally. He once said of then-senator Joe Biden of Delaware: “If you can’t admire Joe Biden as a person, you’ve got a problem. He’s the nicest person I’ve ever met in politics. As good a man as God ever created.”
He objected to the takeover of the Republican Party by the MAGA Republicans. In December 2015 he called then-candidate Donald J. Trump “a race-baiting, xenophobic, religious bigot” and said: “He doesn’t represent my party. He doesn’t represent the values that the men and women who wear the uniform are fighting for.... I don’t think he has a clue about anything. He’s just trying to get his numbers up and get the biggest reaction he can.” “You know how you make America great again?” he said, “Tell Donald Trump to go to hell.”
In 2016, Graham said he voted for Independent Evan McMullin because “Voting for Hillary Clinton was always a non-starter and I couldn’t go where Donald Trump wanted to take the USA & [the Republican Party].”
But after a meeting with Trump in March 2017, Graham became a loyalist. As chair of the Senate Judiciary Committee, he ushered through Trump’s judicial nominees, and his fierce defense of Brett Kavanaugh during his confirmation hearings for a position on the Supreme Court has been credited with enabling Kavanaugh’s nomination to go through despite accusations of sexual assault.
Graham was a staunch enough Trump supporter that he urged Trump not to concede the 2020 presidential election because “[i]f Republicans don’t challenge and change the U.S. election system, there will never be another Republican president elected again.” He called Georgia secretary of state Brad Raffensperger over the votes in Georgia; Raffensperger believed Graham was suggesting he should throw out legal ballots.
Graham briefly turned against Trump after the president tried to overturn the results of the 2020 election, but then he came around to Trump again, supporting his 2024 presidential run.
Graham’s sudden death came as a surprise, but Trump was able to find Graham useful one last time. Although Graham’s top priority appears to have been working with Senator Richard Blumenthal (D-CT) to push more stringent economic sanctions on Russia, Trump told Kristen Welker of Meet the Press that he had spoken to Graham just before he died. According to Trump, Graham “said, ‘We’re all set for the SAVE America Act,’” the voter suppression act that Trump wants so badly. Trump continued: “He was pushing the SAVE America act like crazy…. And I said, ‘Well, we’re gonna get it done, Lindsey. We’re gonna get it done.’”
On May 3, 2016, Senator Lindsey Graham posted on social media: “If we nominate Trump, we will get destroyed…….and we will deserve it.”
I often find myself wanting to run a quick Python tool inside of GitHub Actions using uvx name-of-tool - but I don't want that to result in a network request to PyPI every time the workflow runs. I want the tool to be fetched the first time and then reused from the GitHub Actions cache for subsequent runs.
I've tried unsuccessfully to find patterns I like for this in the past, especially given the standard pattern in GitHub Actions of using the hashed contents of a file - often pyproject.toml or requirements.txt - as a key for the cache.
This is usually a good pattern, but for simple scripts I don't want to have to maintain an additional file just to get the cache to work correctly.
My goal was to be able to drop uvx name-of-tool into a GitHub Actions workflow anywhere I like, while still trusting that the tool would be cached between builds - and could be cache-invalidated if I needed to.
The key turned out to be the UV_EXCLUDE_NEWER environment variable. This works the same as uvx --exclude-newer DATE, allowing you to tell uv to install the most recent package as-of a specific date.
That date can then also be used as part of the cache key for GitHub Actions! This means you can set the date in the script once and get a repeatable set of installed versions for all of the tools. Then any time you want to bust the cache you can increment the date in that one place:
name: Run toolson:
workflow_dispatch:
env:
# Bump this date to allow newer package releases and a fresh cache:UV_EXCLUDE_NEWER: "2026-07-12"jobs:
test:
runs-on: ubuntu-lateststeps:
- name: Install uv and restore cacheid: setup-uvuses: astral-sh/setup-uv@11f9893b081a58869d3b5fccaea48c9e9e46f990 # v8.3.2with:
enable-cache: truecache-dependency-glob: ""cache-suffix: "tools-${{ env.UV_EXCLUDE_NEWER }}"prune-cache: false
- name: Require cache-only uv on cache hitsif: steps.setup-uv.outputs.cache-hit == 'true'run: echo "UV_OFFLINE=1" >> "$GITHUB_ENV"
- name: Run sqlite-utilsrun: uvx sqlite-utils --version
- name: Run datasetterun: uvx --pre datasette --version
- name: Run LLMrun: uvx llm --version
astral-sh/setup-uv is Astral's official Action for getting uv. I'm annoyed that it appears to hit Astral's own releases.astral.sh site every time it runs but if that's how they want it to work I guess that's on them.
Those settings:
enable-cache: true turns on GitHub Actions caching
cache-dependency-glob: "" disables the feature where it looks for pyproject.toml or similar to use as a cache key
cache-suffix: "tools-${{ env.UV_EXCLUDE_NEWER }}" is the bit that uses our single UV_EXCLUDE_NEWER value for the cache key
prune-cache: false is necessary because Astral default to deliberately pruning your cache of any downloaded wheels, the exact opposite of what I want!
I should note that my preferences here go directly against what uv advises:
However, in continuous integration environments, persisting pre-built wheels may be undesirable. With uv, it turns out that it's often faster to omit pre-built wheels from the cache (and instead re-download them from the registry on each run).
Personally I'd rather suffer from very slightly slower CI builds (presumably because GitHub's cache restore operations are slower than fresh installations from PyPI?) than optimize my builds by hitting the PyPI CDN for every tool execution.
This block here enforces that the cache is used correctly:
Setting that UV_OFFLINE=1 environment variable causes uvx tool-name to fail if the tool has not been previously installed. We only run that if we got a cache hit from the GitHub Actions cache.
This means that if you add a new tool to the workflow without also bumping the UV_EXCLUDE_NEWER date you'll get an error.
So, it being high day, I put in to shore and to bed for two hours just, and so up again, and with the Storekeeper and Clerk of the Rope-yard up and down the Dock and Rope-house, and by and by mustered the Yard, and instructed the Clerks of the Cheque in my new way of Callbook, and that and other things done, to the Hill-house, and there we eat something, and so by barge to Rochester, and there took coach hired for our passage to London, and Mrs. Allen, the clerk of the Rope-yard’s wife with us, desiring her passage, and it being a most pleasant and warm day, we got by four o’clock home. In our way she telling us in what condition Becky Allen is married against all expectation a fellow that proves to be a coxcomb and worth little if any thing at all, and yet are entered into a way of living above their condition that will ruin them presently, for which, for the lady’s sake, I am much troubled.
Home I found all well there, and after dressing myself, I walked to the Temple; and there, from my cozen Roger, hear that the judges have this day brought in their answer to the Lords, That the articles against my Lord Chancellor are not Treason; and to-morrow they are to bring in their arguments to the House for the same.
This day also the King did send by my Lord Chamberlain to the Lords, to tell them from him, that the most of the articles against my Lord Chancellor he himself knows to be false. Thence by water to Whitehall, and so walked to St. James’s, but missed Mr. Coventry.
And hearing that the King and Queen are rode abroad with the Ladies of Honour to the Park, and seeing a great crowd of gallants staying here to see their return, I also staid walking up and down, and among others spying a man like Mr. Pembleton (though I have little reason to think it should be he, speaking and discoursing long with my Lord D’Aubigne), yet how my blood did rise in my face, and I fell into a sweat from my old jealousy and hate, which I pray God remove from me.
By and by the King and Queen, who looked in this dress (a white laced waistcoat and a crimson short pettycoat, and her hair dressed ci la negligence) mighty pretty; and the King rode hand in hand with her. Here was also my Lady Castlemaine rode among the rest of the ladies; but the King took, methought, no notice of her; nor when they ’light did any body press (as she seemed to expect, and staid for it) to take her down, but was taken down by her own gentleman. She looked mighty out of humour, and had a yellow plume in her hat (which all took notice of), and yet is very handsome, but very melancholy: nor did any body speak to her, or she so much as smile or speak to any body. I followed them up into White Hall, and into the Queen’s presence, where all the ladies walked, talking and fiddling with their hats and feathers, and changing and trying one another’s by one another’s heads, and laughing. But it was the finest sight to me, considering their great beautys and dress, that ever I did see in all my life. But, above all, Mrs. Stewart in this dress, with her hat cocked and a red plume, with her sweet eye, little Roman nose, and excellent taille, is now the greatest beauty I ever saw, I think, in my life; and, if ever woman can, do exceed my Lady Castlemaine, at least in this dress nor do I wonder if the King changes, which I verily believe is the reason of his coldness to my Lady Castlemaine.
Here late, with much ado I left to look upon them, and went away, and by water, in a boat with other strange company, there being no other to be had, and out of him into a sculler half to the bridge, and so home and to Sir W. Batten, where I staid telling him and Sir J. Minnes and Mrs. Turner, with great mirth, my being frighted at Chatham by young Edgeborough, and so home to supper and to bed, before I sleep fancying myself to sport with Mrs. Stewart with great pleasure.
“Buy a big house and live in the suburbs” — Tracy Chapman
“Outside suburbia’s sprawling everywhere/ I don’t want to go, baby” — Kim Wilde
I grew up in the suburbs, and when I got the chance, I moved to a big city and never looked back.1 I love living in dense, built-up urban areas, with great train systems and tons of restaurants and shops. Japanese cities are the best in the world, and I’ve written plenty of posts about what makes them so great. But you don’t have to be Japan in order to create amazing metropolises — New York City, Paris, Istanbul, Seoul, London, etc. are all excellent places to live.
I’m far from the only person who feels this way. Rents in New York City are absolutely insane — $5300 a month to live in Manhattan, $4350 to live in Brooklyn. That’s partly because there are a lot of good jobs in NYC — it’s a cluster for industries like finance and media. But more and more, Americans move to cities because they like living there.
As early as 2000, economists were starting to find that “amenities” were driving America’s urban revival even more than job opportunities were. Couture and Handbury (2020) find that wanting to be close to restaurants and nightlife explains about 40% of the trend of young, high-earning, college-educated people2 moving to cities in recent decades. Furthermore, the stereotype of dense cities as crime-ridden and unsafe is just wrong — NYC has one of the lowest violent crime rates among big cities in America.
I’ve been a relentless advocate of building more dense, walkable cities in America. Not only would this raise GDP (because of improved clustering effects), but it would let Americans live where they want. The demand for life in cities like NYC exceeds America’s willingness to supply these environments; this raises rents in places like NYC, which pushes a lot of people into the suburbs who don’t want to be there. Forcing those city types into the ‘burbs raises rents for people who like suburbia. Basically, everyone would be happy if America had a few more Manhattans and a lot more Brooklyns.
Yet among my fellow urbanists and YIMBYs, I often encounter disdain or outright hostility toward the suburbs that define most of America’s present urban landscape. This isn’t just an urbanist thing, of course — my own parents had a lot of negative things to say about suburbia, and ranting against its sterility and boredom is a staple of pop culture. But the criticisms are just way overdone; the suburbs are not the isolating, lonely hell that they’re often made out to be.
And I think that the constant ranting against the suburbs complicates the quest for denser cities. It creates the suspicion that urbanists and YIMBYs want to make the whole nation into Manhattan. Nothing like that could ever happen, of course; even Japan is mostly suburbanized. But painting the quest for denser metropolises as an attack on suburbia makes everything needlessly confrontational, polarized, and zero-sum.
So I think it’s helpful to go through some reasons why the suburbs aren’t actually as bad as they say.
The suburbs don’t force you to have a long commute
One of the most persistent myths about suburbia is that it forces you to commute a long way to work:
It’s possible, of course, for something like this to be true. If cities refuse to build housing (which they do), and if jobs are concentrated in the city center (thanks to clustering effects or agglomeration or whatever), then people will be forced to live far out on the periphery and endure punishing commutes to get to work.
The thing is, it’s not true. Despite greater sprawl, Americans have some of the shortest commutes in the developed world. This is from the OECD:
Why do Americans take less time to commute to work? One reason is that it’s not just our homes that are scattered and dispersed; our workplaces are too. America’s urban agglomerations are polycentric; they’re not just one central business district surrounded by concentric rings of houses. Suburbanites tend to live near where they work.
Another reason Americans have shorter commutes is that cars are almost always faster than public transit at getting you from point A to point B. This isn’t just true in places like America and Canada that are built with cars in mind. It’s true in places like Stockholm and Amsterdam that were built to be transit-friendly — even when you take parking time into account. In fact, it’s not even close. This is from “Disparities in travel times between car and transit: Spatiotemporal patterns in cities”, by Liao et al. (2020):
We use real-world data to make realistic estimates of travel time by car and by PT [Public Transit] and compare their performance by time of day and by travel distance across cities. Our results suggest that using PT takes on average 1.4–2.6 times longer than driving a car. The share of area where travel time favours PT over car use is very small: 0.62% (0.65%), 0.44% (0.48%), 1.10% (1.22%) and 1.16% (1.19%) for the daily average (and during peak hours) for São Paulo, Sydney, Stockholm, and Amsterdam, respectively…A systematic comparison between these two modes shows that the average travel time disparity is surprisingly similar across cities…for travel distances less than 3 km, then increases rapidly but quickly stabilises at around 2. [emphasis mine]
And here’s a chart, showing that public transit takes more time whether you’re measuring in terms of the length of the trip or the percent of the population reached:
That doesn’t mean cars are better than public transit. Cars cost more, and they require a lot more land to move the same number of people. But because they take you directly from point to point, instead of making a circuit and stopping periodically, they get you there faster.
Of course, commuting by car and commuting by train or bus aren’t the same experience. Driving gives you more privacy, but it forces you to pay attention to the road instead of reading or playing games. Traffic can be frustrating, but so can jostling and bumping strangers for a space on the train. You’re a lot less likely to be sexually harassed in your car, but you’re more likely to die in an accident than to be murdered on the bus. And so on.3
But the point is, cars are not a cost forced upon suburbanites in exchange for their large houses, as some urbanists believe. They are a thing people want in and of themselves, and are willing to pay a lot of money for, all over the world. The convenience, sense of freedom, and privacy cars offer is a benefit of suburbia to many people, in addition to the large house and cheap land. Car ownership is a form of wealth.
The suburbs are not lonely and isolating
Again and again, I hear urbanists declare that the suburbs are lonely and isolating. It certainly sounds logical. In a city, you’re walking past other people constantly — on the street, on the train, in cafes and restaurants. In suburbia, you’re shut at home inside your giant house or alone in the metal shell of your car. How could suburbia not be more lonely than the big city?
But in survey after survey, we don’t find this to be the case. Here’s Abshire et al. (2022):
Data were obtained from 616 adults (278 from small rural, 100 from large rural, 98 from suburban, and 140 from urban areas) from June 2018 through October 2019…Mean unadjusted loneliness scores were lower in suburban compared to urban areas…The prevalence of loneliness was 50.7%, 59.0%, 40.8%, and 54.3% in small rural, large rural, suburban, and urban areas, respectively. Suburban living was associated with lower odds for being lonely compared to urban living…but this association was not statistically significant in the adjusted model[.] [emphasis mine]
Data from 756 participants who completed 16,602 assessments between April 2018 and March 2020 were used in order to investigate associations between momentary feeling of loneliness, the social environment (i.e. overcrowding, social inclusivity, population density) and the built environment (i.e. contact with nature)…Increased overcrowding and population density were associated with higher levels of loneliness; in contrast, social inclusivity and contact with nature were associated with lower levels of loneliness. These associations remained significant after adjusting for age, gender, ethnicity, education and occupation. [emphasis mine]
Based on data from the 2003 to 2013 American Time Use Surveys, this research…assess[es] whether suburban living is associated with less socializing than city living in mid-to-large American metropolitan areas. After controlling for personal characteristics, we find no meaningful difference in suburbanites’ and city dwellers’ time spent socializing across a wide range of social activities. [emphasis mine]
Bower et al. (2022) review 57 different studies and find no systematic association between loneliness and any measurable feature of the built environment.
Why doesn’t the simple intuition work here? Probably because people aren’t just like particles bouncing around in a chemistry experiment — they don’t simply form human connections and bonds just because they happen to walk past each other. A few relationships form from random urban conversations, but most form through work, or friends-of-friends, or shared hobbies, etc.
And while meeting a ton of new people is fun, what really gets rid of loneliness is repeated interaction with people you know and care about. Imagine going to ten parties filled with strangers versus having two close friends over for dinner. Which of those is more likely to leave you feeling lonely? What about 100 Hinge dates versus having a relationship? Remember that Japan has the world’s best cities, but struggles with widespread loneliness.
In fact, suburbs have some features that make it easier to interact with the people you really care about. Those big houses aren’t just for walking around all alone and going “Wow my house is so huge”. They’re for entertaining guests. It’s harder to have a dinner party or a TV night or a game night at a tiny little Manhattan apartment than at a big suburban McMansion. Cars help too; those short travel times make it easier to just pop over and hang.
This doesn’t mean cities are socially inferior to suburbs. Constantly meeting new people is exciting. There’s more fun stuff to go out and do with your friends in a city — restaurants, parties, and so on. It’s just a different lifestyle.
There’s a reason people are moving to the ‘burbs
The urban revival of the 1990s through the 2010s was a modest thing. It was largely driven by young people, high earners, and educated people. Here are some charts from Jed Kolko a decade ago:
During most of that urban boom, it was actually the suburbs that were growing much faster. And in recent years, the trend toward suburbanization has only accelerated. Here’s a much more recent chart:
Kolko shows that although the densest city centers are rebounding from the pandemic, more than 100% of this is driven by immigration — domestic migration is still strongly away from city centers.
[W]e found that throughout the past decade millennials were moving to suburbs that were farther out from the city center. There are many ways to define suburbs, and in this paper we rely on a framework that considers rates of homeownership, single-family housing, and car commuting, in addition to proximity to a metro’s urban core. While there is extensive research and discussion about millennial preferences for walkable urban areas, we found that the places with the largest increases of early millennials were both suburban and on the periphery of metropolitan areas. [emphasis mine]
Why are Millennials moving out? Part of it — the part that urbanists and YIMBYs will emphasize — is that they’re being pushed out by higher rents, which are a result of cities failing to build more housing. But that’s not the whole story. Millennials are also being pulled to the suburbs, because suburbs are generally better for raising kids.
Albouy and Faberman (2025) find that the kind of high-skilled workers who drove the urban boomlet of the 1990s through the 2010s tend to move out — and value urban amenities less — once they get a little older:
We show that high-skill workers disproportionately sort into high-amenity areas, but do so relatively early in life. Workers of all skill levels tend to move towards lower-amenity areas during their thirties and forties. Consequently, individuals’ time use and expenditures on activities related to local amenities are U-shaped over the life cycle…We present evidence that the move towards lower-amenity (and lower-cost) metropolitan areas is driven by changes in the number of household children over the life cycle: individuals, particularly the college educated, tend to move towards lower-amenity areas after having their first child. [emphasis mine]
Kolko shows something similar — people with a kid over 6 tended to move out of cities during the urban boomlet, even as childless people and people with young children were moving in:
Anyone with kids can easily rattle off the reasons why suburbs make it easier to raise kids. A big house means more room for kids to have their own bedrooms, space to play, and a back yard to run around in safety. A car makes it a lot easier to ferry kids around to school, or soccer practice, or wherever. Cars also make it much easier to do large grocery shopping trips — try taking a week’s worth of food for a family of four home from the store on foot or on a bike and you’ll quickly understand.
It’s almost a cliche that people move to the city when they’re young — to jump-start their career, to party, to meet friends, to explore the world, to date around, and to find their spouse — and then move out to the ‘burbs once they settle down and have kids. The cliche is rooted in reality.
Instead of attacking suburbia, just make room for everybody
Instead of treating the suburbs as some sort of hellish place that Americans’ car culture has exiled them to, urbanists should recognize that suburbs have real advantages that dense urban cores can’t easily replicate. Yes, too many Americans are pushed out to the ‘burbs by unaffordable housing. But a lot move there of their own free will, because they want a nice place to raise kids, enjoy a short quiet drive to work, and hang out with their friends in a big comfy house. It’s not the lifestyle for everyone, but it’s the lifestyle that a lot of people love and aspire to.
Which doesn’t mean we should ignore the real disadvantages of suburbia, either. Low-density sprawl is very expensive to maintain. It tends to make people less healthy, because they walk less. It reduces variety among restaurants and brick-and-mortar retail outlets, because it’s harder to cater to niche tastes when you don’t have a critical mass of people nearby. Those tradeoffs shouldn’t be ignored.
Nor should we accept that the current suburban form is the optimal one. A lot of American urbanism has focused not on Manhattanizing urban cores, but on giving suburbs a few more of the benefits of cities — creating “gentle density” with rowhouses and duplexes and small apartment buildings, allowing retail in residential areas, adding bike lanes and commuter rail, and so on. This should all continue.
But it’s simply a mistake to frame the question of urban form as “Which is better, cities or suburbs?”. The answer is that they’re good for different things, and they appeal to different sets of people. Instead of fighting flame wars over whether the whole country should look like Manhattan or the Inland Empire, we should aim for a country that has room for everyone. We should build great city centers for the same reason we should build great suburbs — because Americans deserve to have great places to live, no matter what kind of place they want to live in.
Self-replicating probes continue to be a controversial subject, just as they were when Frank Tipler up the ante on Michael Hart by invoking them as a way of further tightening the tension of the Fermi Paradox. After all, Tipler had discovered an economic edge. Any civilization that wants to colonize the galaxy is going to expend vast resources, but if self-replication is available, that culture need only create the first probe, and let subsequent ones harvest resources as needed. Self-replication or not, the galaxy gets filled up in only a fraction of the current age of the Milky Way, but the economic stimulus provides yet another tightening of the Fermi knot. I hadn’t thought about all of this in connection with actual probe designs, but Peter Marinko’s article on the matter clearly touched a nerve, judging from the messages I’ve been getting about it. When Peter wrote recently with his thoughts on reader reactions, I asked him for permission to run it as a regular post rather than a comment, because I think this is a lively question and would like to see us continue to explore it.
by Peter Marinko
My previous post here, “A Metallurgist’s Doubts About Self-Replicating Probes,” argued that von Neumann probes are constrained less by physics than by process-chain closure and materials aging. The discussion that followed sharpened my thinking more than the original post did, and I want to begin by paying some of that debt.
On carbon: Adam Crowl supplied the numbers I should have had at hand: carbonaceous chondrites run some 3–5% organics, dormant comets are thought to be coated in hydrocarbon-rich asphalt, and Freitas’s study considered Titan — an organics-drenched world — alongside the Moon. Alex Tolley added the wider inventory: aromatics, CO, CO₂, CH₄, hydrogen-rich giant atmospheres, and tholins — the reddish-brown organic polymers, first named by Sagan, that form when ultraviolet light and charged particles work on simple molecules like methane and nitrogen, and that coat Titan, Pluto, and many cometary surfaces.
I accept the correction. Carbon is not scarce in the cosmos. But availability is not accessibility: 3–5% organics dispersed through a chondrite is a feedstock concentration problem, and concentration is exactly the step that has no gravity, no water, and no atmosphere to help it. What the correction really did was promote carbon from an afterthought to a criterion — as the reader will see below, three independent process chains now demand it.
On refractories: Alex Tolley and John both pointed to the same escape: induction heating with magnetic levitation, melting metal without touching a crucible at all. This is a genuinely good answer, and I concede it for the class of operations it covers — melting and casting nickel-iron, which asteroids supply free of charge. But it is not free, and the price is paid in the currency this study cares most about. A levitated melt has its entire surface exposed, and it radiates as T⁴. A crucible is not merely a container; it is insulation. Remove it and the induction coil must continuously replace radiative losses that a lined furnace would simply have prevented. In an exergy ledger, that is a permanent tax on every kilogram melted.
Nor does levitation cover reduction. Extracting metal from oxide requires a hot, chemically aggressive, contained environment, and containment is where linings live. Here I owe the discussion a nuance from my own field that I should have raised myself: melting is not the only route. Iron oxide can be reduced in the solid state, producing iron powder which is then pressed and sintered to finished shape — this is how Höganäs in Sweden has made metal powder for decades, and it is how tungsten-carbide drill inserts are produced. Powder metallurgy skips the melt entirely, which is a real advantage for a probe: no crucible, no tapping, no casting. But it does not escape the problem. Solid-state reduction needs long tunnel furnaces, a reducing atmosphere of hydrogen, carbon, or carbon monoxide, and sustained high temperature — and those furnaces need linings too. The refractory bootstrap survives every route I know how to draw.
Image: PG: I sometimes wonder what John von Neumann would say if he could see the length and depth of the debate over self-replicating interstellar probes. To my knowledge, he never considered self-replication in the context of star systems and certainly not colonizing an entire galaxy. We could use his insights today: What are we missing? Credit: Physics Today, although this old photo is widely available and I don’t know its origin.
Abelard Lindsey, writing from inside the industry, put the honest bound on it: difficult, but perhaps a decade or two of development. That is a fair estimate, and it belongs in the ledger as a research task rather than a wall.
On semiconductors: Lindsey and I are in violent agreement: this is the hard one, and he notes it must be solved on Earth as well before AI becomes cheap. “Building chips rather than carving them,” as he puts it, is the holy grail. I have no better idea, and I am not going to pretend otherwise.
On the mother-factory: Tolley’s most interesting move was to propose a way around closure rather than through it: a factory ship that travels star to star, spawning non-replicating probes from local resources, populating the galaxy more slowly but without ever needing full self-reproduction. I want to be clear that this is a good idea — and also that it concedes my central point. A mother-factory does not close the loop; it carries the fraction it cannot produce, and expands until that stock is exhausted. It converts an infinite-generation architecture into a finite one, and the number of generations it buys is precisely the vitamin inventory divided by the vitamins per copy. That is not a refutation of the closure argument. It is the closure argument, written as a mission design. The right question becomes: how many nodes does the stock buy? That number is computable, and Hephaistos is built to compute it.
On life: The deepest challenge came from Henry Cordova and Elisee Reclus, and it deserves more than a nod, because it attacks my framing rather than my arithmetic: robust self-replicating systems demonstrably exist, cover the Earth, and arose without design. If biology can do it, why not machines?
Here is my answer, and it is the reason I am not moving the goalposts. Life is not a counterexample to the closure problem; life is what closure looks like when you pay its actual price. A cell does not manufacture bearings to micron tolerance, does not need vacuum, does not require phase-pure silicon or reference metrology, and above all does not need to specify its output. It tolerates enormous error, discards most of its offspring, and lets selection curate the survivors — over billions of years, in a medium (liquid water, at moderate temperature, with an atmosphere and a gravity well) that supplies concentration and transport for free. Biology bought replication by abandoning precision, determinism, and speed, and by spending geological time as its currency.
A von Neumann probe cannot make that trade. It must arrive at a specified place, build a specified artifact to specified tolerances, and do so in decades. The moment we relax those requirements enough for a biological strategy to work — accept vast error, accept mostly-failed offspring, accept deep time — we no longer have an engineering project; we have seeded a biosphere and lost the ability to say what it will become. That may be a defensible thing to do. It is not the thing anyone is proposing when they invoke probes crossing the galaxy in a few hundred thousand years.
So I take the biological objection seriously, and my conclusion from it is not optimism but a sharper statement of the problem: self-replication is cheap if you can pay in error and time, and murderously expensive if you must pay in precision and schedule. The exergy ledger below is an attempt to price the second option honestly.
Where this goes next:
Skepticism is cheap. The honest next step, for a critic who spent a career in industrial process engineering, is to try to make the thing work — on paper, with real process chains and mass balances — and see exactly where it breaks.
That is what I am now attempting, in a study I am calling Project Hephaistos, after the god who forged automata for Olympus: a virtual self-replicating probe, audited line by line, where every assumption and every capitulation is logged in public. Two ledgers run through it. The Vitamin List records every component the probe cannot make for itself, with masses attached. The Exception Ledger records every problem I have deliberately set aside. I expect the second document to be the more valuable of the two.
In a future post I will set out the mission architecture, and the first trade study: whether it is better to send a probe slowly, with today’s technology, and let it fight fifty millennia of aging — or quickly, at a tenth of light speed, and let it fight the interstellar medium. Both, it turns out, are running the same race against the same opponent. Only the costume changes.
My thanks again to everyone who wrote in. Keep it coming — the ledger has room.
Dubai is a city defined by ambition, innovation, and extraordinary luxury. From the soaring Burj Khalifa and the sprawling Dubai Mall to the man‑made marvel of the Palm Jumeirah, every corner of this metropolis exudes sophistication. In a city where image and prestige matter, your choice of transportation is far more than a way to get from point A to point B – it is a statement of success, style, and personal achievement.
Whether you are visiting for a special occasion, closing a major business deal, or simply treating yourself to an unforgettable experience, a rent a car dubai luxury can elevate your journey from ordinary to extraordinary. Cruising down Sheikh Zayed Road in a Lamborghini, arriving at a five‑star hotel in a Rolls‑Royce, or exploring the Palm Jumeirah in a Ferrari is not just about transportation – it is an experience that defines what Dubai is all about.
The Dubai Luxury Car Rental Market: A Booming Industry
Dubai’s luxury car rental market is experiencing remarkable growth. The UAE car rental sector has been one of the fastest‑growing in the GCC for the past five years. In 2024, the UAE car rental market was valued at approximately USD 2.46 billion, with projections reaching USD 5.24 billion by 2030 at a compound annual growth rate (CAGR) of 13.1%. Dubai dominated the UAE car rental market in 2025 with over 55% revenue share, supported by world‑class airport connectivity, a dense hotel and MICE infrastructure pipeline, and the RTA’s active fleet licensing expansion. The market is projected to grow at a CAGR of approximately 10.8% over the 2026 to 2035 forecast period.
Luxury and exotic rentals represent a meaningful and growing share of this market. Luxury rentals (AED 500–1,000 per day) generated 80,000 views in recent data, up 17.8%, while the ultra‑luxury category (AED 1,000+) recorded 74,000 views, marking a notable 25.8% increase. Demand for premium vehicles like Rolls‑Royce models is expected to remain strong throughout 2025, driven by Dubai’s active calendar of international events, corporate gatherings, and seasonal tourism.
What does this mean for you? More choice, more competitive pricing, and a market that is adapting rapidly to consumer needs – making it the perfect time to rent your dream car.
Why Rent a Luxury Car in Dubai?
Choosing a luxury car rental over buying or relying on other transport options offers numerous advantages that go far beyond mere transportation.
Financial Flexibility Without Long‑Term Commitment
The greatest benefit is that you do not have to commit financially to ownership. Buying a luxury vehicle in Dubai involves significant costs: substantial down payments, hefty insurance premiums, rapid depreciation, and expensive maintenance. Renting eliminates these burdens entirely. For residents who value flexibility, renting also allows you to switch between brands and models freely, avoiding long‑term commitments and enjoying the latest designs and technologies.
Make a Lasting Impression
Dubai is home to vital business hubs like the Dubai International Financial Centre (DIFC) and Dubai Internet City. Driving an exotic car is prestigious and can impress potential business partners and clients. Arriving at a meeting in a Rolls‑Royce or Bentley Bentayga makes a powerful and lasting statement of professionalism and success.
Freedom to Explore in Style
Luxury car rental gives you total flexibility. Instead of depending on taxis or ride‑hailing apps, you can move around Dubai on your own schedule and arrive everywhere with confidence. A luxury car offers comfort, privacy, style, and the freedom to explore the city’s iconic landmarks at your own pace. Premium vehicles are better suited to Dubai’s conditions than standard models – they offer high comfort on longer journeys, modern safety and assistance systems, stable handling on highways, and powerful air conditioning.
No Maintenance or Repair Worries
When you rent, you do not have to worry about maintenance or repairs. Everything is taken care of by the rental provider, so you can focus entirely on enjoying the driving experience and the beauty of Dubai.
Choosing the Right Luxury Vehicle for Your Needs
Dubai’s luxury car rental market offers an incredible variety of options. Selecting the right vehicle depends on your purpose, budget, and personal taste.
Sports Cars and Supercars
Perfect for thrill‑seekers and those wanting to make a dramatic entrance. Models like the Lamborghini Huracán and Aventador, Ferrari F8, and McLaren supercars offer exhilarating speed, precision engineering, and head‑turning style. These are ideal for short‑term rentals, special occasions, and dynamic driving experiences. Supercar rentals are about more than just transportation – they are about the thrill of speed and style.
Luxury SUVs
If you need space, comfort, and versatility, luxury SUVs are an excellent choice. The Lamborghini Urus, Bentley Bentayga, Rolls‑Royce Cullinan, and Mercedes G‑Class (a Dubai favourite) offer ample room for families or groups, high comfort levels, and a commanding driving position on all road types. Luxury SUVs are among the most rented vehicles, with models like the G63, Range Rover, Urus, Cullinan, and Bentayga making up a significant share of the fleet.
Luxury Sedans
For business travel, corporate events, or simply comfortable city driving, sedans like the Rolls‑Royce Ghost, BMW 7 Series, and Mercedes S‑Class combine elegance, modern technology, and balanced driving dynamics. These vehicles are well‑suited for airport transfers, client meetings, and daily use, offering a refined and sophisticated experience.
Convertibles
For those wanting to enjoy Dubai’s year‑round sunshine, convertibles offer the perfect blend of style and open‑air freedom. Cruising along the coastline with the top down is an experience that embodies the spirit of Dubai.
Understanding the Costs: What to Expect
Luxury car rental prices in Dubai vary widely depending on the model, rental duration, and season. Here is a general overview:
Premium Sedans (Mercedes S‑Class, BMW 7 Series) – approximately 800 – 1,500 AED per day
Luxury SUVs (Range Rover Vogue, Cadillac Escalade) – approximately 1,200 – 2,500 AED per day
Sports Cars (Porsche 911, Corvette C8) – approximately 1,500 – 3,000 AED per day
Supercars (Lamborghini Huracán, Ferrari F8) – approximately 3,000 – 6,000+ AED per day
For longer rentals, weekly and monthly rates offer significant savings. Monthly rates for luxury vehicles can range from approximately 18,000 AED for premium sedans to 65,000 AED+ for supercars. Luxury SUVs typically range from 25,000 to 55,000 AED per month.
Costs can be higher for ultra‑rare hypercars, with some models reaching up to 20,000 AED per day. The cost of renting a luxury car in Dubai depends on the model, rental duration, and season.
The Rental Process: What to Expect
Renting a luxury car in Dubai is straightforward, but there are specific requirements and steps to follow for a smooth and enjoyable experience.
Documentation Requirements
For UAE residents:
Valid UAE driving licence issued by RTA
Valid Emirates ID throughout the rental period
UAE residence visa with minimum one month validity
Credit card in your name for the security deposit
For tourists and visitors:
Original and valid passport with minimum 6 months validity and UAE entry stamp
Valid home‑country driving licence
International Driving Permit (IDP) – required if your licence is not in English
Credit card in your name for the security deposit
Age Requirements
Drivers must typically be at least 21 years old for standard luxury cars. Many supercar and exotic rentals, however, require drivers to be 25 or older due to higher insurance liability and vehicle value. High‑performance vehicles may also demand a minimum of 3 years of documented driving experience.
Security Deposit
Renting an exotic car typically requires a refundable security deposit charged to a credit card. The deposit amount ranges from AED 2,000 to AED 15,000 depending on the vehicle category. However, many agencies now offer no‑deposit policies, making luxury car rental more accessible than ever.
Insurance Coverage
Basic insurance, including Collision Damage Waiver (CDW) and third‑party liability, is usually included but often comes with a high deductible. Always check what is covered – tyres, windshields, and interiors may fall outside standard policies. Consider upgrading to comprehensive coverage for complete peace of mind.
Mileage and Fuel Policies
Luxury rentals often come with mileage limits; exceeding them can result in additional charges. Most companies operate on a “full‑to‑full” fuel policy – you receive the car with a full tank and must return it full.
Tips for a Stress‑Free Luxury Car Rental Experience
If this is your first time renting a luxury car in Dubai, these practical tips will help ensure a seamless and enjoyable experience.
Book in Advance
During peak tourist seasons and around major events, luxury cars are in high demand. Booking ahead secures your preferred model and often gets you better rates.
Compare Prices and Packages
Dubai has many local car rental agencies that often charge less than international chains. Use comparison platforms to find the best deals, but always read reviews to ensure you book with a reputable provider.
Choose the Right Car for the Occasion
Consider what you will be using the car for – business meetings, leisure, or special occasions – and select a vehicle that matches the mood and purpose.
Inspect the Car Before Driving
Carefully examine the vehicle for any scratches, dents, or damage. Make sure all existing marks are recorded in the rental contract. Taking photos or a short video is always a smart idea – it protects you from being charged for pre‑existing damage.
Understand the Fine Print
Read the rental contract thoroughly. Pay attention to the rental period, return time, late fees, mileage allowance, and what is included in the insurance coverage.
Respect Dubai’s Traffic Rules
Dubai is strict about road safety. Speeding fines, reckless driving, and breaking rules can lead to heavy penalties. Always stick to speed limits and avoid dangerous stunts or drifting. Drive responsibly to make the most of your luxury car adventure.
Yango Drive: A Transparent and Convenient Option
For those seeking a seamless and trustworthy luxury car rental experience, Yango Drive offers a modern, digital‑first platform that simplifies the entire process. Yango Drive is a comprehensive car rental marketplace that aggregates thousands of premium vehicles from carefully selected providers across Dubai.
Wide Selection of Premium Vehicles
Yango Drive provides a curated selection of premium and luxury vehicles, including sedans, SUVs, and sports cars. From the BMW 8 Series and BMW M4 Competition to the Lamborghini Urus and Rolls‑Royce Cullinan, there is a vehicle for every taste and occasion.
Transparent Pricing
The platform displays total costs upfront, with no hidden fees or surprise add‑ons. Premium vehicles are available from approximately 5,500 AED per month, with luxury and ultra‑luxury models ranging up to 12,000 AED per month or more, depending on the vehicle. Daily rates for models like the BMW 840i start from approximately 900 AED per day.
Simple Booking Process
Select your vehicle category and model, choose your rental duration – daily, weekly, or monthly – provide the required documents, confirm your booking, and receive your vehicle at the agreed location.
No Deposit Options
Many vehicles on the platform are available with no security deposit, giving you more control over your initial outlay.
Flexible Rental Durations
Luxury cars can be rented for short periods or longer stays. Premium cars are available from AED 3,200 per month when booked for six months, with insurance, maintenance, and road assistance included.
End‑to‑End Support
Yango Drive stays in contact with customers from the time of their request until the car is returned, addressing any potential issues promptly.
Who Benefits Most from Luxury Car Rental?
Luxury car rental solutions cater to a diverse and discerning range of users:
Business executives and corporate travellers – Arrive at meetings in style and make a lasting impression on clients and partners.
Tourists and holidaymakers – Turn your Dubai vacation into an unforgettable experience by driving the car of your dreams.
Celebrities and VIPs – Enjoy privacy, prestige, and unparalleled comfort.
Wedding parties and special occasions – Make your big day even more memorable with a stunning luxury vehicle.
Car enthusiasts – Experience the thrill of driving exotic models you may never have the chance to own.
Final Thoughts
Dubai is a city that celebrates the extraordinary. Renting a luxury car allows you to fully immerse yourself in that spirit – whether you are closing a business deal, celebrating a milestone, or simply indulging in the thrill of driving a world‑class machine. With the UAE car rental market projected to reach $5.24 billion by 2030 and Dubai’s rental fleet expanding at an unprecedented pace, there has never been a better time to turn your dream into reality.
So, on your next visit to Dubai, consider making your stay truly unforgettable with a rent a car dubai luxury experience. After all, in a city that does everything in style, why should your transportation be any different?
The online casino industry has changed dramatically over the past two decades. Once viewed as a largely unregulated corner of the internet, it has evolved into a highly structured sector in many jurisdictions, with licensing requirements, consumer protection measures, and responsible gambling policies playing a central role. Today’s leading operators compete not only through game selection and technology but also through transparency, compliance, and the overall quality of the customer experience.
For players, these changes have made it easier to identify platforms that operate within established legal frameworks. For regulators, they represent an ongoing effort to balance innovation with consumer protection in a rapidly growing digital marketplace. As expectations continue to evolve, regulation has become one of the defining characteristics of a mature and sustainable online gaming industry.
Licensing Has Become a Key Sign of Trust
One of the biggest developments in online gambling has been the growing importance of licensing. Reputable operators are expected to comply with strict standards covering customer verification, financial security, fair gaming, and responsible gambling. Players increasingly research where an operator is licensed before opening an account because regulation provides reassurance that the business follows recognised industry standards and remains subject to independent oversight.
Among licensed operators, mr Q live games are available alongside a sportsbook and a broad selection of casino titles on a platform regulated by the UK Gambling Commission. In addition to live dealer experiences, MrQ provides responsible gambling tools, transparent promotional terms, secure payment options, and customer support designed to meet the expectations of players using regulated services. These features illustrate how licensing has become closely linked with consumer confidence rather than simply acting as a legal requirement.
Transparency Has Become a Competitive Advantage
Modern consumers expect openness from every digital service they use, and online casinos are no exception. Clear bonus terms, accessible account information, straightforward payment policies, and visible responsible gambling resources all contribute to a better customer experience. Operators that communicate openly with their customers are often viewed as more trustworthy than those relying on complicated conditions or unclear promotional offers.
Transparency also reduces misunderstandings and helps players make informed decisions before registering or depositing funds. As competition within the industry continues growing, trust has become one of the strongest differentiators between licensed operators, encouraging businesses to communicate more clearly about their products, policies, and player protections.
Responsible Gambling Is No Longer an Afterthought
Responsible gambling has become a core part of how licensed operators design their platforms. Many now provide deposit limits, reality checks, session reminders, cooling-off periods, and self-exclusion options directly within customer accounts. These tools allow users to manage their gambling activity proactively while encouraging healthier gambling habits over the long term.
Technology has made these protections easier to access than ever before. Rather than contacting customer support, players can often adjust their limits independently through their online accounts within minutes. This shift reflects a broader understanding across the industry that long-term sustainability depends on promoting responsible gambling instead of focusing solely on customer acquisition.
Technology Supports Better Consumer Protection
Digital innovation has strengthened both convenience and security across regulated gambling platforms. Identity verification systems help prevent fraud and underage gambling, while encryption technologies protect financial information and secure payment gateways reduce transaction risks. Artificial intelligence is increasingly being used to identify unusual patterns of behaviour that may indicate problematic gambling or account misuse.
These technologies improve operational efficiency while supporting the wider objective of protecting consumers throughout their interactions with licensed operators. As digital tools continue advancing, operators are expected to invest even further in systems that improve both security and player wellbeing.
Regulation Continues to Evolve
The online gambling industry continues changing as technology develops and consumer expectations shift. Regulators regularly review advertising standards, payment processes, affordability measures, and responsible gambling policies to ensure existing rules remain effective. Operators must continually adapt to these developments while maintaining high standards of compliance, customer service, and operational transparency.
This ongoing process demonstrates that regulation is not static but evolves alongside technological innovation and changing market conditions. The industry’s willingness to adapt has become one of the reasons regulated markets continue attracting players who value accountability and consumer protection.
Strong Oversight Benefits Everyone
According to the UK Gambling Commission, effective regulation is designed to keep gambling fair and open, protect vulnerable people from gambling-related harm, and prevent gambling from becoming a source of crime. These objectives help establish consistent standards across licensed operators while encouraging greater accountability throughout the industry.
For consumers, this means greater confidence when choosing regulated platforms because they know operators must meet clearly defined legal obligations. For businesses, it creates a competitive environment where investment in transparency, player protection, and responsible gambling practices becomes a genuine advantage rather than simply a regulatory requirement.
A More Mature Industry
The online casino industry today looks very different from its early years. Regulation, technology, and changing consumer expectations have combined to create an environment where trust is just as important as entertainment. Licensed operators increasingly compete through responsible gambling tools, secure payment systems, transparent communication, and high standards of customer support alongside their gaming products.
As regulatory frameworks continue evolving, the industry’s long-term success will depend on maintaining a careful balance between innovation and accountability. For players, these developments make it easier to identify platforms that prioritise safety, fairness, and transparency, helping create a stronger and more sustainable future for regulated online gaming.
This paper documents new facts about concentration in publishing in economics. First, the profession grows downward . The number of economists grew almost sixfold since 1990, but new entrants publish in lower-tier journals while incumbents hold the top. Second, there is high and persistent concentration at the top. Along with the downward growth, the top-1% authors accounted for 38.4% of top-5 publication credit in 1990 and for 78.3% in 2025. Third, the persistence is widespread within cohorts, within subfields, and within gender. Fourth, new journals only slightly dilute concentration. Fifth, elite authors diversify on topics faster than the rest of the profession. We interpret the findings with a screening model of attention under information overload. The evidence is consistent with the model: as the field grows, citations concentrate on established work and the conditional citation premium of top-author papers narrows.
A streak shot of SpaceX’s Falcon 9 rocket flying from Space Launch Complex 40 at Cape Canaveral Space Force Station during the Starlink 10-45 mission on July 14, 2026. Image: John Pisani/Spaceflight Now
Update July 13, 5:58 a.m. EDT (0958 UTC): SpaceX landed its booster on the droneship.
SpaceX flew a flight-proven Falcon rocket booster for a 600th time when it launched the Starlink 10-45 mission from Cape Canaveral Space Force Station Tuesday morning. This was the 28th flight for the booster with the tail number 1080.
The predawn flight added another 29 broadband internet satellites to SpaceX’s low Earth orbit constellation. The company has more than 10,800 spacecraft in low Earth orbit.
Liftoff from Space Launch Complex 40 happened at 5:10 a.m. EDT (0910 UTC). The rocket flew on a north-easterly trajectory upon leaving the pad.
The 45th Weather Squadron forecast a 90 percent chance for favorable weather at the opening of the window, which improves to 95 percent as time goes on. Meteorologists are watching out the slight possibility of the rocket flying through thick clouds, which could generate lightning.
“Some lingering thick clouds left over by the evening convection may be present at the beginning of the launch window but should gradually dissipate through the window,” launch weather officers wrote. “As a result, we have raised the POV slightly at the beginning of tonight’s launch window, but overall good weather is expected.”
SpaceX launch the Starlink 10-45 mission using the Falcon 9 first stage booster with the tail number B1080. This was its 28th flight following the launches of two crew flights for Axiom Space, the European Space Agency’s Euclid observatory, and Northrop Grumman’s NG-21.
Nearly 8.5 minutes after liftoff, B1080 landed on the droneship, ‘A Shortfall of Gravitas’, positioned in the Atlantic Ocean. This was the 161st landing on this vessel and the 638th booster landing for the company to date.
I’ve written on a number of occasions about what I called, in yesterday’s primer, the downward spiral of oligarchy in America: The political power of the hyper-wealthy tilts policy in their favor, and this policy tilt reinforces the wealth and power of that tiny minority. In today’s post I’ll follow up by focusing on one especially clear example: The drastic fall over time in taxes on corporate profits, despite overwhelming popular opinion that corporate taxes are too low, not too high.
As I pointed out in yesterday’s primer, the best available explanations for the huge rise in wealth concentration at the topof the distribution emphasize the large decline in tax progressivity since the 1970s, which greatly reduced tax rates on high-income individuals. In particular, lower taxes on income from capital made it possible for the already wealthy to accumulate ever more wealth.
A crucial change was a drastic fall in taxes on corporate profits, most of which indirectly fall on stockholders. Here is a chart from the most recent primer, which shows the change in corporate taxes as a share of profits over time:
This massive decline in corporate taxation – from 35% in the 1960s to around 12% today -- benefits the people who own corporations. Not surprisingly, equity ownership is highly concentrated among the wealthy. The Distributional National Accounts produced by Gabriel Zucman and colleagues include an estimate of the effective federal tax rate on the top 0.01% of the income distribution, broken down by the kind of tax. They find a drastic decline in taxes at the top, mainly driven by the decline in corporate taxes:
I should acknowledge that there is dispute both about just how much taxes for those at the top of the income distributionhave declined and about the sources of that decline, which largely rests on the question of the extent to which corporate tax cuts trickle down to workers and consumers. Zucman and colleagues assume very little trickle down. As I’ll explain in a moment, recent experience supports their view. But I should acknowledge that there is a dispute.
My main point, however, is that the big reductions in corporate taxes have taken place without broad public support — in fact, in the teeth of very broad public opposition.
Gallup has been surveying Americans about their views on taxes on a regular basis for more than 20 years. Public opinion on corporate taxes has barely changed over time. A huge majority consistently says that corporations pay too little, while hardly anyone says they pay too much:
Americans, then, overwhelmingly believe that corporate taxes should go up — yet they keep going down. Why?
Part of the answer is campaign finance, which was increasingly dominated by the interests of capital even before Citizens United unleashed a tsunami of billionaire money:
Another part of the answer is corruption. Before Trump 2.0 political corruption was generally disguised and implicit: Politicians and political staffers favored corporate interests because of incentives like the revolving door, in which they could expect to move on to well-paid employment as lobbyists. These days, thanks to Trump,political graft is open and direct: much of it is simply cash, crypto and sweetheart contracts that enrich politicians and their families.
In addition, big money has gained the ability to shape the information environment. Right-wing think tanks, subsidized “research” and captured media relentlessly push the interests of billionaires. This shifts the Overton Window, the range of policies conventional wisdom considers acceptable: even centrists often end up viewing billionaire-friendly policies as sensible and reasonable, while other policies — even policies that were considered perfectly normal in the past, like high taxes on profits — are viewed as radical and irresponsible.
A key part of the argument that corporate taxes must be kept low is the claim that the United States is competing with other nations for a limited pool of global capital, and that if we have higher corporate taxes than other nations, the capital will go elsewhere. Correspondingly, advocates of further cuts in corporate taxes claim that such cuts will generate huge inflows of capital from abroad, leading to higher economic growth and wages for workers.
So it’s worth pointing out that Trump did, in fact, slash corporate taxes in 2017. What happened as a result? Basically, nothing, except that corporations paid even less in taxes.
True, some corporations revised their accounting fictions, reassigning some profits they had booked with subsidiaries in Ireland and other low-tax nations back to the parent company. But there was no huge surge in US investment.
This experience convinced me that there is very little trickle-down from corporate tax cuts. Thus the huge decline in corporate tax rates since 1970 was, in fact, a huge indirect tax cut for wealthy individuals who own lots of stock. And this, as I noted earlier, fueled America’s spiral into oligarchy, in which growing concentration of wealth at the top generates the resources to further tilt economic and political policies in their favor.
Is the system rigged? Yes, it is. Can we unrig it? Yes, we can. If you look back at the chart showing the downward trend in tax rate on the top 0.01%, you will see that there were significant although temporary reversals in that trend under both Bill Clinton and Barack Obama (reflecting, in Obama’s case, tax hikes to pay for expanded healthcare.) Right-wingers predicted disaster from these tax hikes, which never materialized.
What we need going forward is for voters to elect candidates who are committed to reversing the downward spiral of oligarchy. Realistically this means electing Democrats who are committed to raising taxes on the wealthy. Beyond that, it means rejecting Democrats — like, alas, Sen. Gillibrand of New York — who accept tainted corporate campaign funds and sweetheart perks bestowed on themselves and family members. Furthermore, once in power, Democrats must pass laws that stop lawmakers and their family members from engaging in corrupt enrichment.
Perhaps in a perverse way we can thank Trump: things are so nightmarishly bad that we may have the best chance in decades of finally breaking out of the oligarchy trap.
I went looking for a definition of "Directly Responsible Individuals" and the best I found was in the GitLab handbook. Apparently the term originated at Apple, where it's used to describe the person who is "ultimately accountable for the success or failure of a specific project, initiative, or activity".
I've been thinking about this term recently in the context of LLM-powered agents and how they fit into human organizations. I don't think an agent should ever be considered the DRI for a project - that's something that feels uniquely human to me, because humans can take accountability for their actions where machines cannot.
(See also IBM's legendary 1979 training slide that states "A computer can never be held accountable, therefore a computer must never make a management decision.")
Some minor improvements, mainly around command option consistency and making the server: mechanism used by both shot-scraper video and shot-scraper multi work if the server takes longer than a second to start serving traffic.
server: processes used by shot-scraper multi and shot-scraper video now wait up to 30 seconds for the target URL to accept connections, polling for port availability and replacing the previous fixed one-second delay. #197
The shot-scraper, pdf, html, accessibility and har commands now have a --js-file option for loading JavaScript from a local file, standard input or gh:username/script, as an alternative to --javascriptwhich accepts the string of JavaScript directly as an argument. #192
shot-scraper multi supports the equivalent js_file: YAML key.
The shot-scraper javascript and shot-scraper html commands now have a --timeout option for consistency with other commands. #118
File photo of a Falcon 9 fueled for launch at Vandenberg Space Force Base in California. Image: SpaceX.
Update July 13, 10:05 p.m. (0205 UTC): SpaceX landed the booster on the droneship.
SpaceX will launch another batch of Starlink V2 Mini satellites into low Earth orbit Monday evening on a Falcon 9 rocket flying from Vandenberg Space Force Base.
The Starlink 15-14 mission will add another 27 broadband internet satellites the company’s low Earth orbit constellation. It currently has more than 10,700 spacecraft in orbit.
Liftoff from Space Launch Complex 4 East happened at 6:28:17 p.m. PDT (9:28:17 p.m. EDT / 0128:17 UTC).
SpaceX launched the mission using the Falcon 9 first stage booster with the tail number B1093. This was its 15th flight after launching Transporter-16, two missions for the Space Development Agency, and 11 batches of Starlink satellites.
About eight minutes after liftoff, B1093 landed on the droneship, ‘Of Course I Still Love You’, positioned in the Pacific Ocean. This was the 210th landing on this vessel and the 637th booster landing to date for SpaceX.
A week or so ago, I did an Instagram post on Four Weddings and a Funeral, starring Hugh Grant, saying :
“…it was a total delight. No violence, murder, torture or evil, but a slyly funny British romantic comedy with a cast of adeptly funny characters, starring Grant in his breakout role. It’s witty and poignant (the funeral eulogy brought tears to my eyes — maybe partially because the recently departed guy reminded me of my late friend Doug in his joy of life). With all that’s going on in the world right now, especially in the USA, this comic masterpiece is a welcome relief.
The music is great too and in the closing credits, which ties everything together, the song ‘Chapel of Love’ is a playful cover by Elton John of the ‘60s hit by The Dixie Cups.”
The post had 29,000 views. I asked for recommendations and got 119 comments, most with recommended feel-good films.
What I like about this list is that it’s from people like you and me, not professional reviewers. Come to think of it, in the same way the Whole Earth Catalog reviews were by like-minded people, rather than commercial or professional interests. This was maybe the key feature of the WEC, it was so refreshing and unique to have hands-on, non-professional book and tool reviews in the ‘60s.
I like this list better than all the lists I see in the NYT of recent movies and TV series. It’s just right for me at this time in my life.
Late flash: last night I watched my first on the list, Moonstruck (hadn’t seen it before — in fact, haven’t seen most of these) and was struck by not only the acting (Cher and Nicolas Cage), but the kindnesses, the actors’ interactions that were comical and sly and lovable. Made me smile and feel good.
Note: Wikipedia does very complete film reviews. I always type in the name of the film plus “wiki” in my browser to check them out. I make a point of reading the “reception” section to see what Rotten Tomatoes and film reviewers (especially Roger Ebert) have to say.
List of Feel-Good Movies
• 10 Things I Hate About You • 40-Year-Old Virgin • About a Boy • About Time • Ball of Fire 1941, (written by Billy Wilder, starring Gary Cooper, Barbara Stanwyck)
• Ballad of Wallace Island. The • Being There • Big Chill, The • Big Lebowski, The
“Let me tell you something pendejo…”
Boat That Rocked, The Booksmart Bridesmaids Butch Cassidy and the Sundance Kid
:”Think ya used enough dynamite there Butch?
• Chef • Citizen Vigilante • Cold Comfort Farm • Crossing Delancey • Dan in Real Life • Daytrippers, The • Death at a Funeral (British Version) • Defending Your Life • Delicatessen • Dustin • Father of the Bride (Steve Martin Version)
• Four Weddings and a Funeral
“Well, fuckadoodle…” Hugh says after he sees Carrie get married to another guy.
• Foul Play • Four Lions • French Kiss • Good Morning • Greenfingers • Groundhog Day • Hamish Macbeth • Hopscotch • I Love You, Man
• Idiocracy • Intolerable Cruelty • Julie & Julia • Little Miss Sunshine • Little Women • Local Hero • Moonstruck
“I don’t care.I don’t care. Take me to the bed…leave nothing but skin on my bones.”
• Muriel’s Wedding • My Cousin Vinny • Nine to Five
“You’re a sexist, egotistical, lying, hypocritical bigot.”...
• Northern Exposure • Notting Hill • Nuts in May • O Brother, Where Art Thou?
“Do not seek the treasure.”
• On Golden Pond • Peggy Sue Got Married • Pee-wee’s Big Adventure
• Postcards from the Edge • Raising Arizona
“Gimme that baby, you wart-hog from hell!”
• Rango • Room with a View, A • Sheep Detective, The • So I Married an Axe Murderer • Steel Magnolias • Strictly Ballroom • Tootsie
“I have a name. It’s Dorothy.”
• Toy Story • Trading Places • Waking Ned Devine • When Harry Met Sally
“Oh god, oh god…yes…yes…yes…yes!…”
• Withnail and I • Worst Person in the World, The • You’ve Got Mail • Young Frankenstein
“He must have an enormous schwanstücker.“
I added Young Frankenstein to the list. It’s the funniest move I’ve ever seen, and the black and white photography is stunning. Much of the lab equipment used as props was from the 1931 film Frankenstein. The lighting! — the actors are luminous.
The dialogue is brilliant. there are a slew of famous one-liners: “It’s pronounced Fronkensteen..” / “He vass my boyfriend!” */ “Just what is it that you do do?” / “Put…the candle…back!.” / “What knockers! — Sank you Doctor.” / "Would you like to have a roll in za hay?" / “What hump?”
A masterpiece.
*Each time Cloris Leachman did this line, Gene Wilder would collapse laughing, and she had to do it over and over.
What are your favorites? Add to the list.
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Movies Grouped According to Mood
I used Perplexity AI (which, in researching, has changed my life! ) to alphabetize the list, and it asked if I wanted categorization by mood (rather than by genre):
Light & Comforting
Easy watches, warm tone, low stakes
About a Boy
About Time
Chef
Dan in Real Life
Father of the Bride (Steve Martin Version)
French Kiss
Good Morning
Greenfingers
Julie & Julia
Little Women
Moonstruck
My Cousin Vinny
Notting Hill
On Golden Pond
Peggy Sue Got Married
Room with a View, A
You’ve Got Mail
Laugh-Out-Loud Comedy
Jokes first, often absurd or high-energy
40-Year-Old Virgin
Booksmart
Bridesmaids
Foul Play
Four Lions
I Love You, Man
Idiocracy
Intolerable Cruelty
Pee-wee’s Big Adventure
Raising Arizona
So I Married an Axe Murderer
Tootsie
Trading Places
Young Frankenstein
Quirky & Offbeat
Eccentric characters, odd rhythms, cult vibe
Being There
Big Lebowski, The
Delicatessen
Hopscotch
Local Hero
Muriel’s Wedding
Nuts in May
O Brother, Where Art Thou?
Postcards from the Edge
Strictly Ballroom
Withnail and I
Romantic & Heartfelt
Love-driven stories, emotional payoff
10 Things I Hate About You
Crossing Delancey
Death at a Funeral (British Version)
Little Miss Sunshine
Notting Hill
When Harry Met Sally
You’ve Got Mail
Smart & Wry
Dry humor, dialogue-driven, often satirical
Ball of Fire
Big Chill, The
Citizen Vigilante
Defending Your Life
Dustin
Daytrippers, The
Intolerable Cruelty
Metropolitan-style tone not present but similar vibe cluster here
Sheep Detective, The
Worst Person in the World, The
Cozy Ensemble / Community Feel
Group dynamics, small communities, shared lives
Big Chill, The
Daytrippers, The
Hamish Macbeth
Northern Exposure
Steel Magnolias
Slightly Dark or Bittersweet Comedy
Humor mixed with melancholy or edge
Four Lions
Muriel’s Wedding
Postcards from the Edge
Withnail and I
Worst Person in the World, The
Adventure / Playful Energy
Movement, escapism, or stylized fun
Boat That Rocked, The
Butch Cassidy and the Sundance Kid
Rango
Toy Story
Waking Ned Devine
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4. “I used to be one of these people.” And Timothy Lee. As for this exchange, in the 2040 scenario strong AI is a power magnet in a way that milk or eggs or electricity are not. I do understand the claim that one might prefer this extreme governmental power to a greater role for the private sector, but extreme governmental power it is going to be, again at least under the 2040 scenario assumptions about the spread and efficacy of AI.
One hundred episodes. For this occasion, years in the coming, Lyle and I talk about the thing itself — the nuts and bolts of the podcast, including how the robots now do an alarming amount of the work, what a hundred episodes taught us, and why we use the “The One About…” naming convention.
: the show has a home at importantthing.show. Deep-link a favorite or just scroll through a hundred episodes of history.
I've now been the guest on many podcasts, aimed at many different kinds of listeners. This is the one for people with an academic interest in market design as a growing part of economics (as well as Scott Kominers' academic origin story, and an inside joke about a colleague at HBS:)
Why markets fail — and how to fix them (ft. Nobel economist Alvin Roth) 22.7K subscribers Jul 10, 2026 Long before crypto made coordination programmable, Nobel Prize winner Alvin Roth was designing markets where coordination could save lives.
In this episode of First Principles, Roth tells the story of how he helped build systems for some of the hardest matching problems in the world, from where doctors train and where students go to school to how kidney donors can reach the patients who need them.
He joins Tim Roughgarden, Head of Research at a16z crypto, and Scott Kominers — Harvard Business School professor, a16z crypto research partner, and one of Roth’s former students — for a conversation about how market design moves from theory into the real world.
They explore how economic theory becomes practical engineering, whether that's matching riders to Ubers, doctors to medical residencies, students to New York City high schools, or organ donors to people whose lives depend on it. They also cover how these same problems show up in today’s crypto networks.
Roth explains why markets are not just natural forces, but engineered systems; why the details of timing, congestion, incentives, and trust can make or break a marketplace; and why some of the most important markets are the ones where simply exchanging money can’t do the work.
This is a conversation about economics at its most practical and profound: how to design systems that coordinate people, solve real problems, and sometimes save lives.
00:00 Intro: Why market design matters 04:18 The economist as engineer 08:09 When theory meets the real world 07:02 Fixing the medical residency match 15:32 Why markets unravel 18:22 Redesigning NYC high school admissions 28:05 The hidden problem of congestion 34:47 How kidney exchange saves lives 45:26 How the internet changed market design 48:25 Airbnb, Uber and smarter marketplaces 51:28 Repugnant transactions and moral economics 53:32 When markets need social support 54:32 The unexpected effects of criminalizing surrogacy 01:04:58 Preference signals and the job market 01:18:53 A broken market: resettling refugees and other migrants
This essay was written with Nathan E. Sanders, and originally appeared in The Guardian.
Opposition to AI data centers has emerged as a primary theme in US politics, one that—surprisingly—doesn’t fallalong party lines. We applaud people coming together for constructive debate on any issue, and agree that communities need to evaluate whether any economic benefits these data centers bring is worth their costs. Still, we worry that a focus on data centers obscures the larger impacts of AI on people’s lives: the concentration of power of AI companies, and their widespread political and financial influence.
Local data center opposition is grounded in legitimate concerns about misallocation of land resources when housing is at a premium, pressures on already higher energy prices, and localized environmental impact. Unlike other resource-consuming and polluting industrial facilities, data centers produce very few jobs. The fact that US opposition to data centers seems to be most fierce among lower-income communities reflects righteous indignation with an inequitable bargain, where tech companies and developers profit from exploiting local resources but offer little in return. On a global scale, their carbon footprint could grow unsustainably if usage accelerates. And all this is in aid of a technology that many fear will propagate misinformation, take their jobs, or even cause existential risks for humanity.
For some, data center opposition may feel like the only tangible mechanism for registering their concern, disapproval, or even anger about AI. The problem is that this may be exactly what the AI companies are banking on. They can overcome the protest when it matters to them, and live with a significant fraction of proposals being defeated. More importantly, focusing political opponents on the data center issue obscures the bigger prize they’re after.
While there is a staggering three-quarters of a trillion dollars being spent on data center infrastructure by US companies this year alone, this investment should be taken in perspective. The market for enterprise software, for example, is about twice this size. And it’s small compared with what these companies actually want.
AI companies have their eyes set on capturing all the value created by entire industries. The technology has arguably already conquered customer service and consumer sales. But on the horizon are bigger targets, such as enterprise software development, creative design, management and even legal services. In AI companies and their allies’ vision of the future, AI replaces teachers and doctors. The companies would rather spend time fighting resistance to how fast they are building computing infrastructure than dealing with issues of how their products should be used in those fields, or how those fields should be protected from their products.
And while data center opposition campaigns have been successful in building widespread appeal, their effectiveness in the US is mixed. They seem to be most successful when organizing against speculative, early-stage data center proposals that have a relatively low likelihood to ever see fruition. Meanwhile, advanced-stage, well-capitalized data center projects have proven to have the resources to overcome local opposition. An OpenAI- and Oracle-backed facility in Saline township, Michigan, is breaking ground on construction even after local officials voted to reject it. The developers sued the town of 3,000 and forced a settlement that involved their project going forward. Meanwhile, the Trump administration, a vigorous ally of corporate AI, has signaled its willingness to advance AI infrastructure development by overriding state objections and even using federal lands.
Also consider that rampant data center development may be a momentary spike rather than a longstanding concern. Demand for the centralized computing that data centers provide may well decline over time. The leading Chinese labs, such as Z.ai, are innovating in technical mechanisms to make frontier-class models smaller and cheaper to run. AI power users have become adept at miniaturizing open weight models, ones published free for anyone to download and use, to run locally on their own computers. Apple and Googleboth support infrastructure stacks for running AI models directly on mobile phones. It could be that the current mania for data centers will look like the fiber optic cable bubble from the early 2000s, as demand shifts to smaller models and AI usage on people’s own devices.
For those concerned primarily with affordability and environmental protection, singling out data center construction is misplaced. Energy rates and inflation today seem to be most visibly affected by the US-Iran war. The US is disinvesting in long-term energy security by ceding the renewable energy industry to China and actively cancelling climate commitments. Consider that 10% of global carbon emissions stem from heating buildings, which dwarfs energy use by AI and could be cut fivefold by using heat pumps powered by renewable energy. With respect to housing affordability, federal housing subsidies have changed little over three decades, in inflation-adjusted terms, even as housing costs have spiked and homeowners have enjoyed robust tax incentives.
As for AI itself, the concentration of power and wealth in these tech companies is the greatest existential risk facing society today. This means we must limit corporate power, especially corporations’ ability to exploit the public and manipulate our political system.
Opposing data centers should be just a starting point. We can advocate for states to regulate AI, to reject irresponsible uses of the technology, and shape corporate behavior. We can fight for AI computation to be taxed, so that the public can capture some of the profit of AI use while also forcing AI companies to internalize more of the energy and environmental consequences associated with its use. And we all can join the global movement for Public AI, an alternative ecosystem for AI that is developed under public control with an incentive structure to create public benefit rather than private profit.
The US midterm elections present ample opportunity for those seeking to control the AI political agenda. In the recent New York congressional Democratic primary, PACs linked to the dueling AI companies Anthropic and OpenAI spent millions of dollars lobbying for or against “AI safety“, the idea that we must urgently monitor and prevent people from using AI to cause catastrophic harms. We’re already seeing a similar dynamic play out in races in Massachusetts and other states.
Why would Anthropic and OpenAI—bitter industry rivals but fundamentally on the same side politically—support opposing viewpoints? Because they both ultimately profit from the mystique: the idea that their products are so powerful that controlling those products is the world’s most important challenge. Here’s the typical read on the dynamic. To one side (backed by OpenAI affiliates), “safety” comes from the appearance of US industry dominating AI innovation, under the slow-moving control of federal lawmakers (and without pesky state regulators in the way). To the other side (backed by Anthropic), “safety” means a heavier regulatory framework that plays to Anthropic’s posturing as the ethics- and compliance-focused AI vendor. In both cases, it’s more marketing than principled concern about safety.
Political organizers should call out and reject the AI companies’ framing of the debate, and reorient campaign agendas around populist resistance to corporate concentration of wealth and power. When AI companies pump millions into legislative races, the result should not be hyperbolic discussion of AI superintelligence. And when a plot of land in a small town is pitched as a data center site, the debate should be about more than the local costs and benefits. It should include out-of-control money in politics, and Citizens United-proof solutions to limit corporate influence like public financing and state regulation.
We all have a vested interest in what’s on the policy agenda, and what the outcomes are. Today, the greatest risk AI poses to society is the exacerbation of inequality and the concentration of wealth. The real problem is trillion-dollar AI companies and their trillionaire oligarchs cozying up to political power in Washington and governments worldwide, and using their money to enact their agenda over the popular will of the people. This is the issue we’d like to see put front and center, and it requires solutions much more extensive than slowing data center development.
I prove that competitive market outcomes require computational intractability. If P = NP, firms can efficiently solve the collusion detection problem, identifying deviations from cooperative agreements in complex, noisy markets and thereby making collusion sustainable as an equilibrium. If P != NP, the collusion detection problem is computationally infeasible for markets satisfying a natural instance-hardness condition on their demand structure, rendering punishment threats non-credible and collusion unstable. Combined with Maymin (2011), who proved that market efficiency requires P = NP, this yields a fundamental impossibility: markets can be informationally efficient or competitive, but not both. Artificial intelligence, by expanding firms’ computational capabilities, is pushing markets from the competitive regime toward the collusive regime, explaining the empirical emergence of algorithmic collusion without explicit coordination.
Here is a transcript of my remarks, anything from the audience (Q&A with comments) has been cut out. Excerpt:
The problem will not be how does my life get meaning, but how do I deal with all the meaning my life will have? A kind of exhaustion. And this comes up in the labor supply debates. So again, there’s one point of view like, oh, there’s AGI, there’s going to be mass unemployment. The more moderate, reasonable point of view is not that there’s mass unemployment. Many jobs still require humans. There’s comparative advantage. But total leisure time will go up. I think that’s likely the correct view, but across what time horizon?
If you think about your lives today, like I’m much busier and I’m busier because of AI. I’m working much harder. I don’t have to do that. But the point is my relative wage gradient for working harder today, it’s really quite extreme. And if I were, say, an 18 year old, I would feel I really had to work hard not to fall behind. There’s this new thing coming to the world. All sorts of people will be jumping on it. If I only start looking at it when I’m age 23, I’m behind by X number of years. So I would truly be working hard. At age 64, I don’t have to feel I need to work that hard. I can always just say if I choose to, well, I’m going to run out the clock, as they say, just kind of step back and wait until I die and I’ll be fine. I’m not going to do that.
Every time a new model comes out, I’m still excited. I used to be very excited. But they come out more and more frequently. And now I look at my calendar and I’m like, uh-oh, could you all wait a week, please? Because you want to be ready. You want to play around with it. You want to test it out. You want to talk about it with your friends. It’s a slight bit of an exhaustion. And again, for you all working here, you have access to models that haven’t come out yet or maybe will never come out. But all the time, you have fresh stimuli. And I hope, I think you must all be drenched in meaning. And you’re like, oh, my goodness, someone else tells me, look at this new model. What do I do with that?
So I think sometimes, like, when will the time come when the leisure dividend from AI arrives? No one is forcing you to work harder. But there’s a substitution effect from the higher implicit wage on your future earnings that if you work harder now, it will have a payoff. You’ll at least avoid being behind.
As the Sun sets, a telescope opens its eye, preparing to peer beyond its shiny dome into the sky above. Today’s Picture of the Week was taken at La Silla, ESO’s first observatory, located near the outskirts of Chile’s Atacama Desert at 2400 metres above sea level. It features the MPG/ESO 2.2-metre telescope — originally constructed by the Max Planck Institute for Astronomy and installed by ESO at La Silla Observatory — which has been observing the cosmos since 1983.
Though the 2.2-metre is small by today’s standards, it still does a lot of excellent work. The telescope hosts three instruments: a camera to pinpoint the location of gamma-ray bursts (the most energetic explosions in the Universe), a spectrograph that studies stars in detail, and a Wide Field Imager (WFI) to capture stunning images of celestial objects. The WFI, in particular, has produced dramatic visuals of colourfulnebulae as well as inky black dust clouds hosting early star formation.
Since 2013 the 2.2-metre telescope has been solely used by the Max Planck Society plus Chilean astronomers. With its long-standing presence and distinctive silver dome, it still holds a special place in the hearts of many ESO astronomers, including the photographer Luca Sbordone: “I saw it first when I was an ESO student and spent a few weeks in La Silla and has been dear to me ever since.”
Rusting rivers occur across the Brooks Range in northern Alaska, as shown in this map based on in situ and satellite observations from 2007-2024.
NASA Earth Observatory/Michala Garrison
From declines in annual sea ice extent to the greening of the tundra, environmental change has been unfolding incrementally in the Arctic over decades. Some shifts, however, have come on more abruptly.
Satellite, aerial, and ground-based surveys spanning more than 600 miles (1,000 kilometers) across Alaska’s Brooks Range have observed stream water changing from clear to orange in more than 200 watersheds. What’s more, scientists are finding that the switch has largely taken place within the past 10 to 12 years, coinciding with a pronounced increase in air and ground temperatures.
Thawing permafrost soils, accelerated by warming air and ground temperatures, are the most likely cause of the “rusty” rivers, scientists say. They surmise that water is now encountering thawed ground and bedrock where it previously had not. Chemical weathering of minerals leaches iron, sulfuric acid, and trace metals into streams, akin to the process behind acid mine drainage, which similarly pollutes and discolors water near abandoned mines. Microbes may also contribute to the color change by producing a soluble form of iron as they digest plant and animal matter in thawing soils, which then becomes oxygenated, or “rusts,” in flowing streams.
Researchers have only recently begun to comprehend the prevalence of rusting rivers in Arctic regions. In 2024, a team of National Park Service, U.S. Geological Survey, and university scientists documented 75 northern Alaskan streams that recently changed from clear to orange. With subsequent exploration, mostly using high-resolution satellite imagery, they added 200 more observations. The locations of these discolored streams, published in NOAA’s 2025 Arctic Report Card, are shown in the map above.
“I’m still surprised by the broad spatial scope of our observations,” said Brett Poulin, environmental toxicologist at the University of California, Davis. He and his collaborators have been monitoring the region’s streams since 2013—when many were still clear. “Now we’re seeing hundreds of streams that have changed color seemingly overnight, including in designated National Wild & Scenic River corridors,” he said.
2017
2020
NASA Earth Observatory/Michala Garrison
NASA Earth Observatory/Michala Garrison
NASA Earth Observatory/Michala Garrison
NASA Earth Observatory/Michala Garrison
2017
2020
The Agashashok River in Noatak National Preserve is one of many streams in Alaska whose water has turned from clear to rusty orange. The change appears in these images, acquired on July 12, 2017 (left), and July 20, 2020 (right), by the OLI (Operational Land Imager) on Landsat 8. NASA Earth Observatory images by Michala Garrison.
Observations from NASA/USGS Landsat satellites allowed the team to determine the timing of several of these changes. For the 2024 study led by ecologist Jon O’Donnell of the National Park Service, the team calculated a redness index based on red and blue spectral information sensitive to the color of iron hydroxides (i.e., rust) in water. After analyzing a subset of streams, they found that some turned rusty around 2018 and stayed that way, while others had periods of rusting and then returned to being clear.
One stream that underwent a sudden change is the Agashashok River in Noatak National Preserve (above). In 2019, a jump in redness values appeared in Landsat data along this waterway. Ground and aerial surveys the same year found an orange section of the river several kilometers long, and vegetation around nearby groundwater seeps and springs appeared blackened. “The Landsat archive has proved uniquely useful for investigating the historical onset of rusting rivers where creeks and rivers are sufficiently large,” Poulin said.
Having gained a better picture of the extent and timing of the phenomenon, the researchers want to focus on the conditions driving the orange color’s onset and the yearly and seasonal changes. A deep snowpack may play a role some years, for example, by insulating the soil from cold winter temperatures and enabling permafrost thaw earlier in the summer. In addition, periods of higher streamflow throughout the year can dilute the discoloration. The team is planning a geophysical survey along a hillslope where acidic groundwater is discharging to the surface to investigate the subsurface geology, hydrology, and permafrost.
Further, they seek to quantify the effects on water quality and aquatic ecosystems. Communities rely on these river systems for drinking water and subsistence fisheries, and a decrease in stream biodiversity has already been documented in some locations coincident with water turning orange. The researchers now are looking deeper into the patterns of toxicity over time and space, such as where rusting rivers overlap with known spawning areas for migratory fish.
“The rusting river phenomenon is a good example of an unforeseen consequence of permafrost thaw in the Arctic,” Poulin said. “Further, it’s consistent with the emergence of acid rock drainage following cryosphere loss across Earth.”
NASA Earth Observatory images by Michala Garrison, using stream location data from O’Donnell, J.A., et al., and Landsat data from the U.S. Geological Survey. Story by Lindsey Doermann.
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References & Resources
NASA Earth Observatory (2024, January 16) Rusting Rivers. Accessed July 9, 2026.
SpaceX plans to conduct its next Starship launch as soon as July 16 to test fixes to issues from the previous flight and deploy functioning Starlink satellites.
This was the seventh week of videos from the 250 to 250 Project that we’re producing to honor the 250th anniversary of the Declaration of Independence. This one is a particularly fun week for me: in the wide range of stories are many that I insisted we include, and then a dream list of people took time out of their crazy busy schedules to narrate them.
I hope you all are enjoying these are much as we are. Our biggest problem now is that there are way more that we’d like to produce than we have the space for.
A reminder: we designed the videos to emphasize the agency of Americans—mostly everyday Americans—to change the country. Each falls into a category that defines what it means to be an American, including community, democracy, innovation, mobility, civil rights, education, conservation, and creativity.
You can follow the project at the sites listed below, or under “videos” at my own YouTube page: Heather Cox Richardson. Or just wait until I send out the week’s roundup.
Carnegie Libraries, Narrated by Mayor Corey O’Connor
Corey O’Connor is the 62nd mayor of Pittsburgh. Mayor O’Connor and his wife, Katie, serve as official ambassadors for the Carnegie Library of Pittsburgh’s summer reading program. Mayor O’Connor tells us how “robber baron” Andrew Carnegie gave much of his fortune to building almost 2,000 libraries across the United States.
Fourteenth Amendment, Narrated by Sherrilyn Ifill
Dr. Sherrilyn Ifill is a civil rights attorney, expert, and scholar. She is the former president of the NAACP Legal Defense Fund and the founder and director of the 14th Amendment Center for Law & Democracy at Howard University School of Law. Ifill shows us the significance of the Fourteenth Amendment, which established that anyone born in the United States is a citizen.
The Banjo, Narrated by Alison Brown
Alison Brown is a Grammy-award winning banjoist, co-founder of Compass Records and recovering investment banker. Brown traces the history of the banjo, from its roots in enslaved Africans’ musical traditions to its lasting influence on American music.
Miss America Pageant, Narrated by Katie Boyd
Katie Boyd is a prominent media personality, fitness and spiritual lifestyle coach, and founder of Katie Boyd’s Miss Fit Club. Boyd examines the Miss America pageant, whose century-long history reflects America's slow reckoning with women’s rights and racial equality.
Trail of Tears, Narrated by Shana Bushyhead Condill
Shana Bushyhead Condill is a citizen of the Eastern Band of Cherokee Indians (EBCI), and Executive Director of the Museum of the Cherokee People in Cherokee, North Carolina. Shana Bushyhead Condill recounts the Trail of Tears, the brutal forced removal of Indigenous peoples whose survival remains a testament to Native resilience that endures today.
Muscle Shoals Rhythm Section, Narrated by Patterson Hood
Patterson Hood is a writer and performer, best known as a co-founder and lead singer of the rock & roll band the Drive-By Truckers. He is the son of musician David Hood, a founding member of the Muscle Shoals Rhythm Section. Here, Patterson celebrates the Swampers, the Muscle Shoals session musicians who crossed racial lines to create some of America’s most iconic soul and rock records.
Nam June Paik, Narrated by Min Jin Lee
Min Jin Lee is the award-winning author of Free Food for Millionaires and Pachinko, a finalist for the National Book Award. Her fiction explores the Korean diaspora and identity, and she currently serves as New York State Author Laureate. Lee profiles Nam June Paik, the Korean American artist who became the father of video art and foresaw our connected digital future.
Dean Acheson, Narrated by Antony Blinken
Antony Blinken served as the 71st U.S. Secretary of State. Here, Blinken profiles Dean Acheson, the statesman who helped build the rules-based international order—from the Marshall Plan to NATO—that stabilized the postwar world.
Corps of Discovery Expedition, Narrated by Megan Kate Nelson
Dr. Megan Kate Nelson is an American historian and a Pulitzer Prize finalist, and is the author of new book The Westerners: Mythmaking and Belonging on the American Frontier. Nelson follows the epic journey of Lewis and Clark, who mapped the American West and transformed the young nation’s knowledge of its vast new territory.
John Quincy Adams, Narrated by Bob Crawford
Bob Crawford, the bassist for the Avett Brothers, is also a historian, podcast host, childhood cancer advocate, and author of America's Founding Son": John Quincy Adams, from President to Political Maverick. Crawford presents the inspiring life of President John Quincy Adams, who used his post-presidency to fight against slavery.
Kent State Killings, Narrated by Rosanne Cash
Rosanne Cash is an author and Grammy-winning singer-songwriter. She is one of the few women in the Nashville Songwriters Hall of Fame and the only woman to receive the Edward MacDowell Medal in Composition. Cash recounts the 1970 Kent State killings, when National Guardsmen opened fire, leaving four students dead and forcing a national reckoning over protest and police violence.
1889 Apia Cyclone, Narrated by Elinor Lutu-McMoore
Elinor Lutu-McMoore is the Director of the American Samoa Weather Service and Meteorologist-in-Charge at the U.S. National Weather Service (NWS) Pago Pago. Lutu-McMoore tells how an 1889 cyclone that destroyed a fleet of warships in Samoa spurred Congress to build the modern American Navy.
Whatever the disappointments and scandals with the candidates themselves, the Trump administration war on voters, voting and election outcomes is well underway.
It is only going to get more contentious, not less.
In the last week or so, we have been inundated with reports of rape allegations in Maine leading to withdrawal of Democrat Graham Platner as a candidate for Senate, hypocritical voter address fraud charges about Attorney General Ken Paxton as a Senate candidate in Texas, and internecine fighting among Democratic progressives in Michigan and Colorado, as well as in New York City.
Between character flaws hidden and those leapt upon by opponents, we have entered the political silly season, where personalities and advertising seem to dictate more about our national direction than voter concerns. The activity has renewed speculations about Congressional majorities that will emerge in November
But amid all of it, we have witnessed a parade of anti-voting moves by the administration. After a series of court setbacks, Team Trump is moving to threats and pressure campaigns to influence voting procedures as all as outcomes. On Thursday, for example, Trump used his newly granted Supreme Court powers over independent agencies to fire or force resignation of the three remaining members of the bipartisan Election Assistance Commission, eliminating yet another obstacle towards seeking control over state elections.
The force of the anti-voting is based on Trump’s personal animosity and desire for revenge against whatever caused seven million more votes against him in 2020 than for Joe Biden. As we know, Trump takes losses hard, and starts blaming others, regardless of any facts, findings or investigations.
The ostensible reason this time involves immigrant votes already prohibited by law, but the subtext seems to discourage voting among minority groups in urban areas, to halt mail ballots and to intimidate voter turnout in Democratic areas.
Media Matters argues that a plot is underway in which Bill Pulte as acting director of national intelligence, aided by recently hired right-wing journalist John Solomon, is seeking to disclose documents purporting to show significant foreign interference in past elections. Trump would use that theory as the “predicate” to declare a “national emergency” and try to seize control of the elections in November.
Widespread Skirmishes
Meanwhile, the legal front is quite active with dozens of lawsuits playing out in the courts and other Justice Department actions:
—Voter Registration Threats. Trump’s Justice Department has sent threatening letters to all state election officials warning that they could face criminal prosecution over possible noncitizen voting, escalating the administration’s pressure campaign even after courts have repeatedly rejected its effort to seize unredacted voter rolls. The letters from Assistant Attorney General Harmeet Dhillon, who leads the Civil Rights Division, demand that states explain within five days how they plan to comply with federal voter eligibility laws. Of course, the administration has offered no evidence of widespread noncitizen voting, already prohibited in elections for federal officials.
Despite the euphemisms, excuses and word dancing, it is voter blackmail and a clear abuse of presidential powers.
Indeed, the Trump administration has lost several recent court cases that would have required federal review of state voter rolls. Basically, judges have upheld Constitutional authorities for states to run elections, overruling the Justice Department arguments about any name-check against Homeland Security lists of undocumented migrants.
Meanwhile, Homeland Security threatened to withhold FEMA disaster emergency funds from states that do not comply with federal voter database reviews.
We can’t even agree – legally – on what federal database to states to check their voter rolls. In Washington this week, a judge said Homeland Security cannot force states to us its modified Systematic Alien Verification for Entitlements (SAVE) system to certify registered voters’ citizenship status and berated government lawyers for failing to notify her about a related case in Florida where a federal judge in Florida ruled the opposite for four Republican-led states — Florida, Iowa, Indiana and Ohio.
—Challenge on Timing. The Justice Department is challenging provisions of the National Voter Registration Act’s 90-day quiet period, which generally bars systematic voter purges close to a federal election. A Justice memo claims that the 90-day cutoff “does not apply to the removal of non-citizens who were never eligible to register in the first place,” while acknowledging that the Eleventh Circuit Court of Appeals just said otherwise.
—Trump Election Monitors. Dhillon announced the Justice Department will send federal election monitors to 15 jurisdictions in Arizona, Michigan, Massachusetts, Minnesota, New Hampshire and Virginia, all states where Trump has claimed election issues. State officials basically have called it intimidation, but said their procedures welcome monitoring, just not interference. In particular, Justice targeted three majority-Democratic cities with large minority populations in Michigan for the state’s upcoming primaries. All the targeted areas are all considered battleground states
—Mail Ballots. In Massachusetts, federal District Judge Indira Talwani upheld a ruling that had blocked the U.S. Postal Service from implementing a Trump executive order not to deliver mail ballots in states that did not comply with voter registration reviews. It means the order is blocked in in 23 states and the District of Columbia. Another judge ruled that Trump cannot block absentee ballots before a full hearing can be held.
—Election Workers. In Georgia, federal District Judge William Ray II, a Trump appointee, blocked Justice Department demands for the identities and personal information of thousands of people who helped run the 2020 election in Georgia’s Fulton County, calling the request “unreasonable.” He said the court would not enforce any subpoena.
—SAVE America. Of course, Trump is obsessed by his Save America legislation that would require voters to show identification matching birth records at all elections, eliminate mail ballots and most absentees, and generally seek to limit voting registration, timing, balloting and counting. Though it seems unable to pass the Senate, Speaker Mike Johnson now says he will attach it to must-pass bills for national defense.
The elections for Congress in November are shaping up to be a vote on the ability of an angry president to control all elections.
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