My 9 Rules of Criticism

Even I’m suspicious of critics, and I’m a member of the priesthood. One of my favorite movie scenes, from the film Birdman, shows Michael Keaton confronting a hostile drama critic—and saying everything artists have wanted to tell reviewers since the beginning of time.

It ain’t pretty. But he’s in trouble now, because critics always get the last word. The poor artist doesn’t have a Slurpee’s chance in hell.

You might be surprised at the amount of hate mail critics get. Or maybe you wouldn’t—perhaps you’re sending it yourself. Somebody should collect all this vitriol and put the best examples in a book. I’d call it The Critic Gets Criticized, but artists might just call it Payback.

Despite all that, critic is a great job. You get to spend your life in creative environments face-to-face with inspiring artists and soul-shaking works. You seek out greatness as your daily routine. That’s a sweet gig, even when you’re working overtime.


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Sure, the pay rate is lousy. But you get free tickets to concerts, and a few autographs along the way. There are far worse ways to earn to living. I know because I’ve had a more than a few of those jobs.

But if you pursue any vocation, you should want to do it well—criticism is no exception. So with that in mind, I offer nine suggestions below to anybody considering a career in this field.

I primarily focus on music criticism here, but these observation apply to any creative field—and to most other pursuits where criticism is practiced (in the workplace, raising children, teaching, etc.).

Let’s start at the top.

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What does it mean for What does it mean for


How Poverty Fell

The share of the global population living in extreme poverty fell dramatically from an estimated 36% in 1990 to 9% in 2015. We describe how this decline happened: the extent to which changes within as opposed to between cohorts contributed to poverty declines, and the key changes in the lives of households as they transitioned out of (and into) poverty. We do so using cross-sectional and panel sources that are representative or near-representative of five countries that collectively accounted for 75% of global poverty decline between 1990 and 2015. The data show that overlapping birth cohorts experienced the decline of poverty together over time, such that poverty decline can be viewed as a primarily within-cohort phenomenon. Within cohorts, the data reveal substantial churn, casting the challenge of escaping poverty as a “slippery slope” more than a long-term trap. The data also illustrate a diversity of pathways out of poverty: sectoral transitions, migration, and changing occupational choices and female labor force participation can all account for some part of poverty reduction, but in all but a handful of cases, a majority of households exiting poverty did so without experiencing these changes.

That is from a new NBER working paper by Vincent J. Armentano, Paul Niehaus & Tom Vogl.

The post How Poverty Fell appeared first on Marginal REVOLUTION.

      

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I want my MTV

You know when I’m home on my own I don’t watch much TV like actual TV, but I do watch music videos on YouTube on the TV.

Sometimes new music but often ones I know really well. Music videos are such a vibe.

And it’s social too? I’ve spent many evenings with friends that just turn into swapping music vids on the big screen.


I seem to listen to music only while doing something else, e.g.:

  • while watching music videos, as above
  • while running
  • while playing Grand Theft Auto and actually that was the majority component of my enjoyment of GTA5 back in the day: beating someone up and nicking their car, tuning the radio station to something good, then chilling driving the hills of Los Santos listening to the tunes (GTA5 has excellent playlists) watching the sunsets (GTA5 has excellent sunsets).

Incidentally GTA6 is coming out in November and apparently it cost $1 billion to make.

Gonna play the heck out of it not just for the music but because of its status as a cultural artefact: the final big game built before LLMs.

No-one will ever invest that much in a game again, no software will ever encode this quantity of hands-on human labour again. The last of the great pyramids.

You think any studio will ever again spend years recording human-authored dialogue from human voice actors for NPCs in story branches that the player may encounter? No way. As much as I am looking forward to playing the first AAA title that does something unique and infinite with AI, we are at the end of an era.


Anyway so music videos.

I’m an Apple Music subscriber. They know what I like and also the old tracks I go back to.

Apple TV should have a special channel that connects to my Apple Music and streams music videos for this week’s Essentials or New Music playlists.

A mix of whatever’s new and sometimes Video Killed the Radio Star too.

YouTube could do this in a second, they have all the content. Just a big button that explicitly constrains the auto-play to music only, that would do it.

But they are weirdly against building around specific use cases: I would love them to do something around ambient live streams (as previously requested) and it feels like a missed opportunity.

So this is a freebie for Apple instead. Call it music television or MTV for short, I think it could catch on.

Tracy Arm’s Post-Tsunami Landscape

July 26, 2025
August 19, 2025
Satellite view of a fjord with a glacier occupying the right half and open water on the left. Much of the fjord valley walls are covered with exposed rock and green vegetation.
NASA Earth Observatory/Michala Garrison
Satellite view of a fjord with a glacier occupying the right half and open water on the left. The glacier’s front has retreated, and brown has replaced previously green areas on land where a tsunami stripped away the vegetation.
NASA Earth Observatory/Michala Garrison
Satellite view of a fjord with a glacier occupying the right half and open water on the left. Much of the fjord valley walls are covered with exposed rock and green vegetation.
NASA Earth Observatory/Michala Garrison
Satellite view of a fjord with a glacier occupying the right half and open water on the left. The glacier’s front has retreated, and brown has replaced previously green areas on land where a tsunami stripped away the vegetation.
NASA Earth Observatory/Michala Garrison
July 26, 2025
August 19, 2025
The shores of Tracy Arm, a fjord in southeast Alaska, are stripped of vegetation following a landslide and tsunami that occurred on August 10, 2025. The OLI (Operational Land Imager) on Landsat 8 and Landsat 9 show the area in the weeks before and after the event, respectively.

Carved over millennia by the pressure and motion of glacial ice, the valley walls cradling the Tracy Arm fjord in southeast Alaska continue to be reshaped. In summer 2025, following the rapid retreat of South Sawyer Glacier, a large landslide sent rock careening into the fjord, altering the wider landscape in a matter of minutes.

The slide culminated on the morning of August 10, 2025, when at least 64 million cubic meters of rock slid downslope. Material entering the fjord induced a tsunami that stripped trees and other vegetation from the opposing fjord wall up to 1,578 feet (481 meters) above sea level. While this peak was the highest “runup” reached by the tsunami, shores and islands down the fjord also saw substantial destruction.

NASA-USGS Landsat satellites captured these images on July 26 (left) and August 19 (right), before and after the event, respectively. “The bright landslide scar on the north side of the fjord is striking, as is the ‘bathtub’ ring around the fjord showing the areas where the forest was leveled by the tsunami,” said Dan Shugar, a geomorphologist at the University of Calgary.

Note that Sawyer Island, about 6 miles (9 kilometers) from the landslide, also turned from green to brown. Only a few trees still stood at the island’s higher elevations.

An aerial view shows a glacier ending in a fjord with small icebergs in the water. A recent landslide scars the foreground fjord wall, while a tsunami has stripped vegetation from the opposite wall.
The landslide scar and the zone where vegetation was stripped by the resulting tsunami are both visible in this aerial photo of Tracy Arm and South Sawyer Glacier, captured on August 13, 2025.
U.S. Geological Survey/John Lyons

In the months following the slide, Shugar and colleagues combined satellite, airborne, and ground-based observations with eyewitness reports and simulations to build a more complete picture of how the event unfolded. Their analysis, detailing the event from its lead-up through its aftermath, was published May 6, 2026, in the journal Science.

In addition to the details outlined above, the researchers showed that water continued to slosh around the fjord—a phenomenon known as a “seiche”—for more than a day. Both the landslide and seiche produced seismic signals detected around the world, the former equivalent to a magnitude 5.4 earthquake.

The Landsat images also reveal significant retreat at the front of South Sawyer Glacier in less than a month. “Part of that occurred between the date of the first image and the date of the landslide,” Shugar said. “But part of it is from the landslide itself, which broke off a big chunk of the terminus of South Sawyer Glacier, resulting in a slurry of icebergs in the fjord.”

The exact mechanisms that caused the landslide remain uncertain and could have involved a combination of factors. Rainfall, which was moderate prior to the event, and the rapid retreat of glaciers can both destabilize a slope. What is clear, however, is that the glacier’s retreat exposed a new area of open water, leaving it vulnerable to a landscape-reorganizing tsunami. 

A satellite view shows Tracy Arm, centered, in context with other nearby waterways and glaciers in southeast Alaska.
Tracy Arm and other nearby fjords connect with Stephens Passage, a major waterway in southeast Alaska, visible in this image captured on August 19, 2025, by the OLI (Operational Land Imager) on Landsat 9.
NASA Earth Observatory/Michala Garrison

No one was injured in the event, though it did catch some by surprise. Kayakers camping on Harbor Island near the fjord’s mouth had their gear swept away, and passengers aboard a small cruise vessel in neighboring Endicott Arm reported swings in water levels and a strong current associated with the tsunami. Brentwood Higman of Ground Truth Alaska, a co-author of the paper, noted that a glacier’s shift from relative stability to renewed retreat, visible in satellite images, could serve as an important indicator that an area has become more susceptible to landslide and tsunami hazards.

NASA Earth Observatory images by Michala Garrison, using Landsat data from the U.S. Geological Survey. Photograph by John Lyons/U.S. Geological Survey. Story by Kathryn Hansen.

References & Resources

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Smart Glasses for the Authorities

ICE is developing its own version of smart glasses, with facial recognition tied to various databases.

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The origins of Indians

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Genetic studies support what historians have argued for decades: ancient India was a place of migration and mixture

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Sarnevesht (Daughter)

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Thursday 7 May 1663

Up betimes and to my office awhile, and then by water with my wife, leaving her at the new Exchange, and I to see Dr. Williams, and spoke with him about my business with Tom Trice, and so to my brother’s, who I find very careful now-a-days, more than ordinary in his business and like to do well. From thence to Westminster, and there up and down from the Hall to the Lobby, the Parliament sitting. So by coach to my Lord Crew’s, and there dined with him. He tells me of the order the House of Commons have made for the drawing an Act for the rendering none capable of preferment or employment in the State, but who have been loyall and constant to the King and Church; which will be fatal to a great many, and makes me doubt lest I myself, with all my innocence during the late times, should be brought in, being employed in the Exchequer; but, I hope, God will provide for me.

This day the new Theatre Royal begins to act with scenes the Humourous Lieutenant, but I have not time to see it, nor could stay to see my Lady Jemimah lately come to town, and who was here in the house, but dined above with her grandmother. But taking my wife at my brother’s home by coach, and the officers being at Deptford at a Pay we had no office, but I took my wife by water and so spent the evening, and so home with great pleasure to supper, and then to bed.

Sir Thomas Crew this day tells me that the Queen, hearing that there was 40,000l. per annum brought into her account among the other expences of the Crown to the Committee of Parliament, she took order to let them know that she hath yet for the payment of her whole family received but 4,000l., which is a notable act of spirit, and I believe is true.

Read the annotations

Rocket Lab announces five-launch Neutron deal as it continues aiming for late 2026 debut

Rocket Lab conducts a launch simulation of its Neutron rocket from Launch Complex 3 at the Mid-Atlantic Regional Spaceport within NASA’s Wallops Flight Facility in Virginia on Oct. 3, 2025. Image: Rocket Lab

Rocket Lab announced the block sale of five Neutron rocket launches and three Electron rocket flights to a secret customer.

While the company didn’t disclose the value of the contract, it said it surpassed its previous record, which was a $190 million contract for 20 hypersonic, suborbital test flights of the Haste version of its Electron rocket for the Department of Defense.

During a first quarter 2026 earnings call on May 7, Adam Spice, Rocket Lab’s Chief Financial Officer, said they ended the quarter with about $2.2 billion in backlog, with launches accounting 41.5 percent of that.

“We are actively cultivating a strong pipeline that includes multi-launch agreements, large satellite platform contracts, and an increasingly diverse set of satellite component and subsystem merchant opportunities across government and commercial programs,” Spice said. “These larger, needle-moving opportunities can introduce lumpiness and backlog growth, but they are critical drivers of long-term value and scale for the business.”

Rocket Lab Founder and CEO Sir Peter Beck said that investors should watch for “placing of items on test stands” as the benchmark of progress towards the first Neutron launch during the fourth quarter of 2026. He said they are working on an “aggressive schedule” to get to the pad.

“The teams has made tremendous strides on the stage one tank design refinements and have improved both the tank strength margins and manufacturability and give us confidence in the structural performance,” Beck said, referring to an unintended rupture of a first stage tank during a test at Wallops Flight Facility earlier this year.

“We’ve cleared separation events at full flight loads on the second stage article and interstage development system, which is great news. We’re now testing the resilience of the off-nominal separation events,” Beck added. “So, if you see something broken on the test stand from here on, know that’s completely intentional.”

The rocket will be powered by nine, liquid methane-fueled Archimedes engines on the first stage, which are designed to provide nearly 1.5 million pounds of thrust at liftoff, similar to the 1.7 million pounds of thrust achievable on a SpaceX Falcon 9 rocket.

Beck said that “extensive testing” of the engines is ongoing at their test stands at NASA’s Stennis Space Center in Mississippi.

“This is for both the stage one version of the engines and for the vacuum-optimized Archimedes that will power stage two,” Beck said. “It’s non-stop hot fires across both test stands as the team really stretches the performance of these engines while running them in the full range of gimbal angles for the thrust structure.

“Since completing qualification, the team has gotten stuck into fitting it out with all the flight set of avionics and fluid systems. That’s taking place at our Middle River facility before it’s sent out to Launch Complex 3 for integrated systems testing on the pad.”

Neutron features a unique payload fairing design, which Rocket Lab calls ‘Hungry Hippo.’ Those fairing halves remain attached to the first stage and open to release the second stage.

“Our qualified reusable fairing system has been covered in TPS or thermal protection system once arriving in Virginia,” Beck said. “Integration of the avionics and fluid systems on this part of the vehicle continues as well.”

Once Neutron makes its debut, Beck said they aim to replicate the Electron rollout by launching Neutron once during year one, three times during year two, and five times during year three. For comparison, Electron completed 2025 with 21 Electron rocket launches, after it debuted in May 2017.

May 6, 2026

It has not been a banner day for members of the Trump administration.

Evan Hill, Jarrett Ley, Alex Horton, Tara Copp, and Dan Lamothe of the Washington Post reported that Iranian strikes since February 28, when U.S. and Israeli air strikes began, have caused far more damage to U.S. military sites in the Middle East than Defense Secretary Pete Hegseth and the U.S. government have admitted.

While the damage from the Iranian strikes, which have killed and wounded servicemembers, is itself important, so is the underlying story: the U.S. government is hiding the true cost of the war in Iran from the American people. The journalists note that it is “unusually difficult” to get satellite imagery from the Middle East right now because less than two weeks into the war, the U.S. government asked two of the largest commercial providers of satellite imagery, Vantor and Planet, “to limit, delay or indefinitely withhold the publication of imagery of the region while the war is ongoing.”

The companies complied, forcing the journalists to turn to high-resolution satellite imagery published by Iran’s state-affiliated media, cross-checking it with lower-resolution imagery from the satellite system the European Union uses.

Global affairs journalist David Rothkopf wrote today in The Daily Beast: “Not since Vietnam have we seen a more systematic effort by an administration to lie about the nature, costs, consequences, and results of a war than we have seen from the White House on Iran.”

Early this morning, Barak Ravid of Axios, who often reports information from White House insiders, wrote that the White House believed it was close to a memorandum of understanding with Iran that would end the war and lay the groundwork for future negotiations over Iran’s nuclear program, although there was plenty of hedging in the article.

Once again, there were fortuitously timed trades before the story broke. Adam Kobeissi’s Kobeissi Letter, which comments on global capital markets, noted that about 70 minutes before the Axios story, someone took about $920 million worth of crude oil shorts and bet the market would drop, meaning they promised to provide about 10,000 contracts for oil at the current price. Within two hours, oil prices had fallen more than 12%, making the entity a profit of about $125 million.

On social media, Trump’s account continued to whipsaw between pressing for an end to the war and threatening apocalyptic destruction if Iran doesn’t agree to U.S. demands. “Assuming Iran agrees to give what has been agreed to, which is, perhaps, a big assumption,” he wrote, “the already legendary Epic Fury will be at an end, and the highly effective Blockade will allow the Hormuz Strait to be OPEN TO ALL, including Iran. If they don’t agree, the bombing starts, and it will be, sadly, at a much higher level and intensity than it was before. Thank you for your attention to this matter! President DONALD J. TRUMP”

The administration’s shifting justifications and claims about the Iran war are “dizzying,” Ben Finley, Matthew Lee, and Farnoush Amiri of the Associated Press wrote today. Yesterday, after calling the war “concluded,” Secretary of State Marco Rubio and Defense Secretary Pete Hegseth spent the day selling Trump’s Project Freedom to open the Strait of Hormuz, only to have Trump call Project Freedom off with a post on social media.

Mosheh Gains, Courtney Kube, Andrea Mitchell, Natasha Lebedeva and Daniel Arkin of NBC News reported tonight that Trump’s abrupt about-face came after Saudi Arabia told the U.S. it would not permit the U.S. military to use Saudi airspace for the operation.

This afternoon, the U.S. fired on an Iranian oil tanker as it tried to pass through the U.S. blockade, and Israel launched strikes on a suburb of Lebanon’s capital, Beirut. China’s foreign minister Wang Yi said today that China is “deeply distressed” by the conflict and called for a ceasefire. “We believe that a comprehensive ceasefire is urgently needed, that a resumption of hostilities is not acceptable,” he said. Iran’s Foreign Minister Abbas Araghchi was in China today, where he met with Wang. Trump is due to visit China on May 14. Trump wants a solution to the Iran War before that meeting, and the Iranians know it, giving them leverage over a deal.

This evening, the speaker of Iran’s parliament,* M.B. Ghalibaf, posted: “Operation Trust Me Bro failed. Now back to routine with Operation Fauxios.”

Hegseth is not the only member of the administration in trouble in the news today. After journalist Sarah Fitzpatrick wrote an April 17 story in The Atlantic detailing FBI director Kash Patel’s drinking and inability to perform his job, Patel sued both The Atlantic and Fitzpatrick for defamation, asking for $250 million in damages.

The Atlantic and Fitzpatrick stood by the story, which had two dozen sources. Fitzpatrick noted that after she published the piece, additional informants came forward to corroborate her findings.

Today, Ken Dilanian and Carol Leonnig of MS NOW reported that the FBI has launched a criminal leak investigation into who talked to Fitzpatrick. Sources told the reporters that such an investigation, called an “insider threat investigation,” usually involves government officials who may have given away state secrets or classified documents. Focusing on leaks to a reporter is “highly unusual,” they say. Although it remains unclear what steps the investigation has taken, Dilanian and Leonnig note that it could allow FBI agents to obtain Fitzpatrick’s phone records and examine her social media contacts.

One of the sources told the reporters that FBI agents feel ”deep concern” about the probe. “They know they are not supposed to do this,” one source told the reporters. “But if they don’t go forward, they could lose their jobs. You’re damned if you do and damned if you don’t.”

FBI spokesperson Ben Williamson denied the story, telling Dilanian and Leonnig: “This is completely false. No such investigation like this exists and the reporter you mention is not being investigated at all. Every time there’s a publication of false claims by anonymous sources that gets called out, the media plays the victim via investigations that do not exist.”

Under Patel, the FBI has already investigated a New York Times reporter who wrote a story about an FBI security detail assigned to Patel’s girlfriend and searched the home of a Washington Post reporter.

Today the FBI raided the offices and business of Virginia state senator L. Louis Lucas, 82, a Black woman who led the movement to redraw Virginia’s districts after Republicans redrew districts in Republican-dominated states. The Fox News Channel was on the scene, suggesting it had been tipped off by the FBI.

Meanwhile, Fitzpatrick published a new story today in The Atlantic reporting that Patel travels with “a supply of personalized branded bourbon” with the label “KASH PATEL FBI DIRECTOR” and an FBI shield. She explains: “Surrounding the shield is a band of text featuring Patel’s director title and his favored spelling of his first name: KA$H. An eagle holds the shield in its talons, along with the number 9, presumably a reference to Patel’s place in the history of FBI directors. In some cases, the 750-milliliter bottles bear Patel’s signature, with ‘#9’ there as well.”

In what sure reads like a journalist burying a subject with evidence, Fitzpatrick lists the places and occasions on which Patel has given out bottles of the whiskey and explains that he has transported the whiskey on a Department of Justice plane including to the Olympics in Milan, Italy. When a bottle went missing during a “training seminar” with Ultimate Fighting Championship athletes in Quantico, Virginia, Patel was angry enough that he threatened to make his staff take polygraphs and face prosecution.

Fitzpatrick notes that “[s]everal current and former FBI employees, including multiple senior leaders, told me that the director regularly handing out his own personally branded bourbon, including to civilians outside the bureau, was unheard-of.” They explain: “The FBI has traditionally had a zero-tolerance approach to unauthorized use of alcohol on the job and for its misuse while off duty.”

“Handing out bottles of liquor at the premier law-enforcement agency—it makes me frightened for the country,” George Hill, a former FBI supervisory intelligence analyst, told Fitzpatrick.

Ron Filipkowski of MeidasNews noted: “The journalist who is being sued by Kash Patel and reportedly being investigated by the FBI is out with a new story. Is there a Pulitzer for being a fearless badass? If so, she should win it.”

Josh Wingrove of Bloomberg reported today that Acting Attorney General Todd Blanche will ask the Supreme Court to let the Department of Justice (DOJ) intervene in the case of columnist E. Jean Carroll, who won an $83.3 million jury verdict against Trump for defamation after he lied that he had not sexually assaulted her. Although the Department of Justice is supposed to represent the American people, Trump’s appointees are using the department as Trump’s personal law firm.

If the Supreme Court allows the DOJ to step in, swapping the U.S. government for Trump in the case, the case would have to be dismissed because plaintiffs can’t sue the federal government for defamation. Judges from the appeals court have already refused to permit such a swap, but Blanche is giving it another shot.

Finally, Commerce Secretary Howard Lutnick was in front of the House Oversight and Government Reform Committee today for a closed-door interview about his relationship with sex offender Jeffrey Epstein. He was not under oath for his testimony, a requirement Democrats want for those testifying before the committee and committee chair James Comer (R-KY) does not.

Lutnick had said he had cut all ties with Epstein in 2005, only to have information come out that, in fact, the two maintained contact until at least 2018, years after Epstein’s 2008 conviction for soliciting prostitution for a minor.

Asked why he had taken his wife and their four young children to Epstein’s private island in the Caribbean in 2012, Lutnick told the committee that he didn’t remember and that it was “inexplicable.”

Indeed.

*Edit at 12:00 on May 7: Last night I incorrectly identified M.B. Ghalibaf as Iran's foreign minister. He is the speaker of Iran's parliament. I apologize for the error.

Notes:

https://www.washingtonpost.com/investigations/2026/05/06/iran-us-bases-satellite-images/

https://www.thedailybeast.com/the-scandal-that-should-be-the-end-for-fratboy-defense-secretary-pete-hegseth/

https://www.axios.com/2026/05/06/iran-us-deal-one-page-memo

https://apnews.com/article/iran-us-israel-war-china-may-6-2026-3d061a90ccde095178d9b988d94d08f3

https://www.aljazeera.com/news/2026/5/6/araghchi-in-beijing-how-china-could-shape-the-direction-of-the-us-iran-war

https://www.reuters.com/commentary/breakingviews/trump-xi-summit-augurs-more-risk-than-relief-2026-05-06/

https://apnews.com/article/trump-iran-war-confusion-messaging-contradiction-20471bb90ad7abd6381a761fffeb8e96

https://www.reuters.com/world/fbi-director-kash-patel-sues-atlantic-court-records-show-2026-04-20/

https://www.ms.now/news/fbi-investigating-leaks-to-journalist-who-wrote-explosive-article-on-kash-patel-sources

https://www.theatlantic.com/politics/2026/05/kash-patel-investigation-atlantic/687072/

https://www.theatlantic.com/politics/2026/05/kash-patel-fbi-bourbon/687066/

https://www.washingtonpost.com/politics/2026/05/06/virginia-fbi-raid-lucas-cannabis/

https://www.politico.com/news/2026/05/06/e-jean-carroll-justice-department-supreme-court-00908303

https://www.nbcnews.com/politics/politics-news/howard-lutnick-congressional-showdown-epstein-files-island-visit-rcna343523

https://www.politico.com/news/2026/05/06/howard-lutnick-commerce-epstein-00908865

https://www.forbes.com/sites/alisondurkee/2026/05/06/howard-lutnicks-ties-to-epstein-explained-as-he-testifies-before-congress-today/

https://www.nbcnews.com/politics/white-house/trumps-abrupt-u-turn-plan-re-open-strait-hormuz-came-backlash-allies-rcna343845

X:

KobeissiLetter/status/2052016279746195616

KobeissiLetter/status/2052138102311792823

josh_wingrove/status/2052028495375544795

danielbshapiro/status/2052026196917993535

micah_erfan/status/2052049612345622735

Bluesky:

ronfilipkowski.bsky.social/post/3ml7mwoscdc2t

atrupar.com/post/3ml6mvats2c2f

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A Ballroom Bait and Switch

Antonio Villaraigosa is everything wrong with the governor's race.

If there is one weirdly satisfying lesson I’ve learned from the whole Truth OC experience, it’s this: Politicians are (with rare exception) egomaniacal douches.

And you may be thinking, “Bruh, how is that even slightly satisfying?”

The answer is simple. No matter how far apart left and right, MAGA and non-MAGA, east and west, north and south may seem, there are universal truths that bind us all. And one of the greatest truths is that, to seek higher office, one must have an Andre the Giant-sized ego. One must think he/she/they are The Answer. One must think nobody else can capably do the job. One must believe he/she/they is universally beloved and darn close to perfect. I’m telling you—this applies to Donald Trump, to Joe Biden, to George W. Bush, to Barack Obama, to Pete Wilson, to Gray Davis, to the majority of your local congressional members. Or, put different: I am a big Katie Porter fan. I want her to be the next governor. But what type of sane human does this?

Answer: An egomaniacal douche.

I digress.

As we speak, we are inching terrifyingly close to the June 2 gubernatorial primary, where the top two vote getters (party affiliation be damned) will advance to the general election. Last I checked, all of the polls read similarly to this

Read it.

Read it again.

And again.

Antonio Villaraigosa is the former mayor of Los Angeles, as well as former speaker of the California State Assembly. He entered the race months ago, which was certainly his right, but it’s just never really happened for him. There has been no fire. No great moment. No rise in the polls. No, “You know who we need? Villaraigosa!!!!!”

Nope.

And I understand, to a certain degree. You’re 73. The spotlight shines on others. You’re bored. You love power. You love attention. You start thinking about one last ride in the sun. Hell, Jerry Brown had a comeback for the ages. So why not Villaraigosa? Why not Antonio? So you run your ass off. You shake hands, hold press conferences, have some shiny moments in the debates. You feel revived and refreshed and perfectly tailored for a Return of the Jedi-esque revival.

Only, eh, we’re less than a month out, and you have no shot. Even worse, there is a somewhat decent chance we wind up with two Republicans in the grand finale if Democratic voters split their votes among all the (cough) egomaniacal douches.

And you know this.

You’ve been told this. By friends. By advisors. By media members. “Antonio, you can’t win. It’s a statistical impossibility.”

But … no. You will not step aside. You will not urge your followers to back Xavier Becerra or Tom Steyer. You will not rise to the moment.

You are Joe Biden.

You are Ruth Bader Ginsburg.

You are Dianne Feinstein.

You are Antonio Villaraigosa.

You are ego.

Cocktails With Sam Altman’s New Model

No software company in history has been worshipped quite like OpenAI. The fans are devoted, occasionally unhinged, and a non-trivial number of them appear to believe Sam Altman is something closer to a prophet than a tech executive. That energy was thick in the air on Tuesday night at the company’s exclusive GPT-5.5 launch party in San Francisco. (Yes, we have parties for AI models here - Ed.)

The company had its AI model choose the party’s date, time, and even its attendees. Out of more than 8,000 applicants only 200 were chosen to attend. The prompt told Codex to optimize for “people who make the Codex internet feel real” rather than the biggest AI social media stars. This resulted in a real mixed bag of patrons, which became a topic of conversation throughout the night.

After my purse and my person were poked and prodded at four separate security checkpoints, I made it to the event space. There was boba served upon entry, several bars featuring cocktails like Token Refresh (white rum and kiwi) and Multimodal Fizz (gin and passionfruit). Various tables had Goblin Mode and GPT 5.5 stickers strewn about. Two photo booths stood by the stage that created AI-generated pics for attendees as goblins, astronauts, pixel art race car drivers, and poorly drawn sketches.

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As I maneuvered through the crowd, I noticed a familiar face standing alone. It was Altman’s husband Ollie, a warm-spirited and generally shy Australian who works in tech. I asked him if his husband was in attendance, and as if on cue, Altman came waltzing over with a big grin and a Token Refresh in hand.

Read more

Notes on the xAI/Anthropic data center deal

There weren't a lot of big new announcements from Anthropic at yesterday's Code w/ Claude event, but the biggest by far was the deal they've struck with SpaceX/xAI to use "all of the capacity of their Colossus data center".

As I mentioned in my live blog of the keynote, that's the one with the particularly bad environmental record. The gas turbines installed to power the facility initially ran without Clean Air Act permits or pollution control devices, which they got away with by classifying them as "temporary". Credible reports link it to increases in hospital admissions relating to low air quality.

Andy Masley, one of the most prolific voices pushing back against misleading rhetoric about data centers (see The AI water issue is fake and Data center land issues are fake), had this to say about Colossus:

I would simply not run my computing out of this specific data center

I get that Anthropic are severely compute-constrained, but in a world where the very existence of "AI data centers" is a red-hot political issue (see recent news out of Utah for a fresh example), signing up with this particular data center is a really bad look.

There was a lot of initial chatter about how this meant xAI were clearly giving up on their own Grok models, since all of their capacity would be sold to Anthropic instead. That was a misconception - Anthropic are getting Colossus 1, but xAI are keeping their larger Colossus 2 data center for their own work.

As an interesting side note, the night before the Anthropic announcement, xAI sent out a deprecation notice for Grok 4.1 Fast and several other models providing just two weeks' notice before shutdown, reported here by @xlr8harder from SpeechMap:

Effective May 15, 2026 at 12:00pm PT, the following models will be retired from the xAI API: grok-4-1-fast-reasoning, grok-4-1-fast-non-reasoning, grok-4-fast-reasoning, grok-4-fast-non-reasoning, grok-4-0709, grok-code-fast-1, grok-3, grok-imagine-image-pro. After May 15, 2026, requests to these models will no longer work.

This is terrible @xai. I just spent time and money to migrate to grok 4.1 fast, and you're disabling it with less than two weeks notice, after releasing it in November, with no migration path to a fast/cheap alternative.

I will never depend on one of your products again.

Here's SpeechMap's detailed explanation of how they selected Grok 4.1 Fast for their project in March.

Were xAI serving those models out of Colossus 1?

xAI owner Elon Musk (who previously delighted in calling Anthropic "Misanthropic") tweeted the following:

By way of background for those who care, I spent a lot of time last week with senior members of the Anthropic team to understand what they do to ensure Claude is good for humanity and was impressed. [...]

After that, I was ok leasing Colossus 1 to Anthropic, as SpaceXAI had already moved training to Colossus 2.

And then shortly afterwards:

Just as SpaceX launches hundreds of satellites for competitors with fair terms and pricing, we will provide compute to AI companies that are taking the right steps to ensure it is good for humanity.

We reserve the right to reclaim the compute if their AI engages in actions that harm humanity.

Presumably the criteria for "harm humanity" are decided by Elon himself. Sounds like a new form of supply chain risk for Anthropic to me!

Tags: ai, llms, anthropic, ai-ethics, ai-energy-usage, xai, andy-masley

GitHub Repo Stats

Tool: GitHub Repo Stats

One of the things I always look for when evaluating a new GitHub repository is the number of commits it has... but that number isn't visible on GitHub's mobile site layout. I built this tool to fix that, using this prompt:

Given a GitHub repo URL or foo/bar repo ID show information about that repo absorbed via wither REST or graphql CORS fetch() including the number of commits in the repo and other useful stats

Example output for simonw/datasette and simonw/llm.

Tags: github

The Super-Rich are Different from You and Me

Transcript

The super rich are different from you and me. They are pettier and more self-centered than most of us can easily imagine.

Hi, Paul Krugman here. This video is partly me trying to show that yes indeed I am on vacation, sort of, although on my laptop too much of the time.

But anyway, I’m at least working on the laptop sitting in cafes. But I also wanted to do a follow-up on a post earlier this week in which I talked about Jeff Bezos feeling now that he needs to sell his ostentatious, bad taste yacht because people are paying attention to the ostentatiousness and the bad taste — which is, kind of, what did he expect. But it is news that rich people are feeling some of the heat, that some of the backlash is starting to get to them.

Today I want to talk about a story that’s a couple of days old but is more along the same lines and has some other resonance I think is worth talking about.

So, Ken Griffin is a hedge fund billionaire. was a big Trump supporter, although not a reliable one, and he happens to be the owner of the most expensive apartment ever purchased in America, at least as far as we know, a $200-something million place on Central Park South.

Zoran Mandani, New York’s very interesting mayor, has called for a pied-à-terre tax, a tax on luxury residences exceeding $5 million that are owned by people who are not residents of New York, who are therefore not paying New York City income taxes. It’s a wealth tax, but a limited one. It would definitely raise some money, but of course has got people irked. And he put out a video which featured a shot of the building in which Ken Griffin has his apartment.

Griffin went wild. He said this is a personal attack on me, it’s putting me at risk. He even compared himself to Donald Trump facing assassination attempts and just in general went wild, as if this was the most evil horrible thing ever.

First of all the sheer again self-centeredness and pettiness is kind of amazing. Griffin has also threatened — I’ve actually written about him before when he made a big splash of moving his firm from Chicago to Miami and then fairly soon started renting a lot of space in Manhattan because it turned out that New York was a better place to do the hedge fund business. Now he’s saying he’s going to pull out of or threatening to pull out of New York because of this.

You know, Griffin has investors. They should care about him locating his operations where it makes sense as a business proposition, not about where he feels like pulling them out of personal spite. His feeling that Mamdani dissed him is not a reason to to move his business to a place where it can’t be done as well. so that’s kind of a bad thing in and of itself, but also again the self-centeredness is quite amazing.

But this apparently is what great wealth does to people. F. Scott Fitzgerald said that they’re careless people, but there’s more than. They’re people who put their minor discomforts on a level with matters of life and death for normal human beings.

Let me also say something that is not terribly rigorous but still substantive. I do not understand why someone with that much money would want to have a residence in Manhattan. Certainly why they would want to live in Manhattan, which Griffin sort of presumably does only part-time.

New York City is not at this point a city for the working class or or the middle class. It’s expensive. Things cost a lot. Real estate costs an awful lot. I saw a an article in a local West Side publication saying that the Upper West Side is a haven for independent minds. My immediate thought was, yeah, independent minds who can afford to pay $1,700 a square foot.

But it is a paradise basically for the 5%. The city has never been safer. It has never offered a greater diversity of cuisine, of culture. It’s a great place. Not quite the same as places with cafes where you can sit for hours and no one will bother you; they’re kind of scarce in New York. But anyway but it’s great for the affluent.

But if you’re super rich, if you spend your time being driven around in a car with tinted windows, if you don’t go anywhere without an entourage and probably at the upper limits of wealth with bodyguards, then you lose the whole the life of the streets.

New York is a place to to wander around. It’s a place to try out an ethnic restaurant that you haven’t been in before. (Everything in New York is an ethnic restaurant.) Basically, the random happenstances of life are a big part of what makes the city worth living in.

I knew somebody who had an upper floor apartment on Central Park South. It wasn’t his. He had a position at an institution where the apartment came with the job. And his family actually hated it despite the vast panoramic view of Central Park because there was no neighborhood. Many of the apartments were vacant most of the time because they were owned by oligarchs, princelings, and sheikhs. People didn’t support local stores, didn’t support any of the things that make urban life worth living.

So I’m not even sure what the point is if all you’re going to do is be chauffeured around, if you’re going to eat only at see-and-be-seen high-profile restaurants. I used to say you might as well be living in Dubai. Well, New York has the advantage of not being hit by cruise missiles currently. But still, what is the point?

But anyway, there it is.

And the extent to which America’s oligarchs put their personal foibles, their pettiness, their small senses of discomfort or lack thereof on a par with major issues is a huge source of evil right now. Elon Musk, who doesn’t feel that people give him enough credit, got to take his personal obsessions to the Trump administration and played them out in DOGE cuts. Among other things, the current estimate is that his destruction of USAID has killed 600,000 people, mostly children, so far. This is awesome.

I have to say, if displaying Ken Griffin’s apartment building helps win support for a progressive agenda, fine. Griffin and people like him should look at themselves in the mirror and ask, who are we? What are we doing with our lives?

Take care.

Grand Theft Oil Futures

Source: CNBC, Financial Times, BBC, Reuters

At this point it’s almost routine: Almost every time Donald Trump makes a major announcement about the Iran War, that announcement is preceded — sometimes by only a few minutes — by huge and hugely profitable bets in the oil market.

The influential Kobeissi Letter documents the latest example:

BREAKING: According to our analysis, ~$920 million worth of crude oil shorts were taken 70 minutes before an Axios report claimed the US and Iran were near a “14-point” deal to end the war.

At 3:40 AM ET today, nearly 10,000 contracts worth of crude oil shorts were taken without any major news.

This is equivalent to ~$920 million in notional value, an unusually large trade for 3:40 AM ET.

At 4:50 AM ET, just 70 minutes later, Axios reported that the US is “close” to a “memorandum of understanding” to end the Iran War.

By 7:00 AM ET, oil prices had fallen over -12% with these crude oil shorts gaining approximately +$125 million.

Minutes later, Iran launched the “Persian Gulf Strait Authority” and oil prices surged +8%.

What just happened?

Image

As the BBC among others has documented, this isn’t the first time, or the second time, that this has happened. Again and again, just before Trump makes announcements that raise hopes about the reopening of the Strait of Hormuz, one or more “whales,” very large traders, sell large quantities of oil futures, almost instantly reaping big profits as prices fall.

What’s truly remarkable is that this keeps happening even though the pattern has become familiar. This tells us two things: The Trump administration is making no real effort to crack down on whoever is trading using inside information, and these inside traders are operating with a complete sense of impunity, assured that they can get away with it.

The stench of corruption is overwhelming. Yet aside from the raw corruption, these incidents also raise a larger question. The insiders ripped off the parties who sold futures to them at what turned out to be very unfavorable prices to the sellers. What broader damage does this kind of unchecked insider trading do?

There’s both a narrow and a broad answer.

The narrow answer involves economic efficiency. How is the functioning of the economy affected by the realization that somebody — it’s not hard to make guesses, but we don’t know for sure — is trading oil futures based on advance knowledge about what will soon appear on Truth Social or Fox News?

It took me a while to figure this out. But I think I have an answer.

First, ask yourself what purpose is served by the oil futures market. Unlike the prediction markets Polymarket and Kalshi, the oil futures market is not intended to be mainly a vehicle for gambling. Instead, it is a market that serves to reduce risk through hedging.

Here’s how it works. There are people and institutions, such as oil producers, who will need to sell oil at a future date. They want to lock in the price today on those future sales. There are also people and institutions, such as airlines, who have a future need for oil and would like to lock in the price today. Thus the futures market lets both sellers and buyers of oil eliminate a major source of risk – fluctuations in the price of oil. This reduces uncertainty in the economy as a whole.

But what if there are substantial players in the futures market with inside information? Then if you are, say, a corporation trying to lock in the price of oil you plan to buy next month, you may not be making a mutually beneficial deal with future sellers. You may, instead, be being played for a sucker — paying what in retrospect will have been an excessive price — by people who know what’s about to appear in the president’s social media feed.

The same could apply to sellers of oil futures, although the examples of insider trading we know about involved Trump insiders getting ahead of falling, not rising, prices.

Either way, the effect of traders’ suspicion that they may be losers in a rigged game will be to make them reluctant to play at all — reluctant either to buy or to sell oil futures. And this will mean losing the risk-reducing benefits of a properly functioning futures market.

Now, insider trading of oil futures probably isn’t big enough to do critical damage to those markets. But it does do damage, which hurts all of us, not just the buyers who got stuck with the immediate losses.

And beyond the narrow economic losses, insider trading on oil is part of the broader rise of what we can call the predation economy.

Under Trump II, corruption runs rampant. Success in business depends not on what you know but on who you know, and there are no rules beyond having — and, obviously, buying — the right connections.

This is bad for everyone who doesn’t have those connections. It’s bad for economic growth. And it undermines the moral basis of the economy and society as a whole. It’s the path of how a country slides into third-world status.

I’ll have much more to say about the predation economy in future posts.

MUSICAL CODA

llm-gemini 0.31

Release: llm-gemini 0.31

Here's my write-up of the Gemini 3.1 Flash-Lite Preview model back in March. I don't believe this new non-preview model has changed since then.

Tags: llm-release, gemini, llm, google, generative-ai, ai, llms

Big Words

Tool: Big Words

I'm using my vibe coded macOS presentations tool to put together a talk, and I wanted to add a slide with some text on it. The tool only accepts URLs, so I put together a quick page that accepts query string arguments and turns them into a simple slide.

Here's an example: https://tools.simonwillison.net/big-words?text=simonwillison.net&gradient=1&size=9.5

Double click or double tap the page to access a form for modifying the different options.

Screenshot of a slide editing tool showing a slide on the left with "simonwillison.net" in heavy white sans-serif text on a black-to-blue gradient background, and a "Slide settings" panel on the right with: TEXT field containing "simonwillison.net", TEXT COLOR white, BACKGROUND black, "Use gradient background" checked, SECOND COLOR blue, ANGLE 135°, FONT "System sans-seri", WEIGHT "Heavy", SIZE 9.5vmin, unchecked Italic / Uppercase / Drop shadow checkboxes, and Reset and Save URL buttons.

Tags: vibe-coding, tools

Behind the Scenes Hardening Firefox with Claude Mythos Preview

Behind the Scenes Hardening Firefox with Claude Mythos Preview

Fascinating, in-depth details on how Mozilla used their access to the Claude Mythos preview to locate and then fix hundreds of vulnerabilities in Firefox:

Suddenly, the bugs are very good

Just a few months ago, AI-generated security bug reports to open source projects were mostly known for being unwanted slop. Dealing with reports that look plausibly correct but are wrong imposes an asymmetric cost on project maintainers: it’s cheap and easy to prompt an LLM to find a “problem” in code, but slow and expensive to respond to it.

It is difficult to overstate how much this dynamic changed for us over a few short months. This was due to a combination of two main factors. First, the models got a lot more capable. Second, we dramatically improved our techniques for harnessing these models — steering them, scaling them, and stacking them to generate large amounts of signal and filter out the noise.

They include some detailed bug descriptions too, including a 20-year old XSLT bug and a 15-year-old bug in the <legend> element.

A lot of the attempts made by the harness were blocked by Firefox's existing defense-in-depth measures, which is reassuring.

Mozilla were fixing around 20-30 security bugs in Firefox per month through 2025. That jumped to 423 in April.

Bar chart titled "Firefox Security Bug Fixes by Month" with subtitle "All Sources • All Severities" on a dark purple background, showing monthly counts: Jan 2025: 21, Feb 2025: 20, Mar 2025: 26, Apr 2025: 31, May 2025: 17, Jun 2025: 21, Jul 2025: 22, Aug 2025: 17, Sep 2025: 18, Oct 2025: 26, Nov 2025: 19, Dec 2025: 20, Jan 2026: 25, Feb 2026: 61, Mar 2026: 76, Apr 2026: 423 — a dramatic spike in the final month.

Via Lobste.rs

Tags: firefox, mozilla, security, ai, generative-ai, llms, anthropic, claude, ai-security-research

Prolost Watches 1.0

Stu Maschwitz:

Prolost Watches is an iPhone app for managing your watch collection. It’s part database, part journal; designed for the detail-obsessed mind of the watch fanatic. As you log each day’s choice of watch, insights are revealed. Wear logs trace a path on the map. Events from the past are resurfaced at opportune times. Finances mange themselves as you buy and sell. Your entire collection lives in your pocket, and you get to enjoy all your watches, even the ones you’re not wearing. [...]

Prolost Watches is a one-time purchase. There’s no subscription, no ads, no account, and no server. Your data is secure and private, and never leaves your device. Pre-order now for US$14.99, with expected release on June 16 at US$19.99.

I’m friends with Stu, I have my own little obsessively curated watch collection, and, for some of my interests in life, I love keeping a log of activity. So I jumped at the chance to beta test Prolost Watches. And it turns out, my watches are not one of those things I want to track in a log or database. I just want to continue doing what I’ve been doing ever since I went from owning only one watch to two: I pick the one I’m in the mood for that morning and I wear it for the day.

I feel the same way about sleep tracking. I’m fortunate in that I sleep great every night. I’ve been sleeping better this past year than I have in my entire life. So while I have my Apple Watch(es) set to track my sleep overnight — because why not collect the data? — I don’t look at it or worry about it most days because all it tends to do is add a little stress to my mind over a something I ought not have even an iota of stress regarding. (I like wearing an Apple Watch while I sleep not for the sleep tracking but because it’s easy to read in the middle of the night in the dark.)

But, that’s me. I obsessively track other things that most of you would think are a bit nutty to track. You don’t get to pick your obsessions, but you know what they are. If you’ve got a few watches and you think you’d be interested in tracking how often you wear each one, you should already have to above link to Prolost Watches open in a tab.

Interesting too, is how Maschwitz made Prolost Watches:

Bitrig has changed a lot since I used the iPhone version to create the ill-fated version of Drinking Buddy. It’s now a native Mac app that allows prompt-base creation of native SwiftUI apps for iPhone, as well as iPad, Mac, and Apple Watch. It has a built-in simulator, and can preview your apps on your device as well. If Lovable (which I used to create the shipping version of Drinking Buddy) is at one end of the spectrum — easy for anyone to use with little experience, and Claude Code running in the terminal is at the other, Bitrig is in a sweet spot right in the middle: a little nerdy, but with some well-considered creature comforts that, in my case, made it mostly a delight to craft and refine a complex app.

The iPhone version of Bitrig got swept up in Apple’s infuriating but unsurprising crackdown on iOS vibe-coding apps a few months ago. It’s still in the App Store, but hasn’t been updated in over five months. The Mac app is in active development. It’s kind of bananas that the iPhone is a nearly 20-year-old platform and you still can’t use an iPhone app to make iPhone apps. And when developers, like Bitrig, found ways to build atop LLM capabilities to make iPhone apps that can make iPhone apps, Apple put the kibosh on it.

 ★ 

The Greatest Match Cut in Cinematic History, Improved by Amazon Prime

I’m sure there’s a scene marker right at the cut, so that’s why an ad got inserted there. But, my god. Someone at Amazon should go to prison for this.

(I think it’s a total coincidence that the Febreze ad seems roughly color-matched to the sky. But scroll down in the Bluesky thread for some links to the absolute genius campaign from Cerveza Cristal beer, with spots specifically designed to integrate into Star Wars when it was broadcast on commercial TV in Chile. “Your father wanted you to have this when you were old enough” might be the funniest TV commercial ever made.)

Update: Here’s Todd Vaziri’s 2026 HD remaster of the original jump cut, for your comparison. Enjoy.

 ★ 

Showers and Thunderstorms in the Southeast; Above Average Temperatures Expected in the West

NASA Sends Mars Helicopter Blades Beyond Mach 1

1 Min Read

NASA Sends Mars Helicopter Blades Beyond Mach 1

A wide shot inside a dark, cylindrical testing chamber with vertically ribbed walls. In the center, a large silver metal support structure holds a rotor with two long, dark blades. A person in a white lab coat stands to the right of the rig.
PIA26649
Credits: NASA/JPL-Caltech

Description

Engineer Fernando Mier-Hicks inspects a test stand used to investigate the performance of next-generation Mars helicopter rotor blades at high speeds inside the 25-Foot Space Simulator at NASA’s Jet Propulsion Laboratory in Southern California in November 2025. Data from the tests indicate that the rotors could surpass the sound barrier without breaking apart.

The test campaign was funded by the agency’s Mars Exploration Program in pursuit of maximizing the capability of future aircraft flying at the Red Planet. A division of Caltech in Pasadena, JPL manages the Mars Exploration Program for NASA’s Science Mission Directorate in Washington.

The post NASA Sends Mars Helicopter Blades Beyond Mach 1 appeared first on NASA Science.

NASA’s Next-Gen Mars Helicopter Rotors Are Moving Fast

1 Min Read

NASA’s Next-Gen Mars Helicopter Rotors Are Moving Fast

A man in a white clean room suit inspects a horizontal three-bladed rotor. To the right, a vertical two-bladed rotor with a checkered pattern is mounted. Both sit within a large, white industrial testing chamber filled with scaffolding and equipment.
PIA26648
Credits: NASA/JPL-Caltech

Description

Engineer Jaakko Karras inspects a next-generation Mars helicopter rotor blade prior to supersonic speed testing in the 25-Foot Space Simulator at NASA’s Jet Propulsion Laboratory in Southern California in November 2025. The three-bladed rotor hanging horizontally in the foreground is the next-gen rotor being tested. The vertically aligned two-bladed rotor provided a “headwind,” enabling the tips of the three-bladed rotor to go beyond Mach 1. Data from the tests indicate that the next-gen rotor could surpass the sound barrier without breaking apart.

The agency’s Mars Exploration Program funded the test campaign in pursuit of maximizing the capability of future aircraft flying at the Red Planet. A division of Caltech in Pasadena, JPL manages the Mars Exploration Program for NASA’s Science Mission Directorate in Washington.

The post NASA’s Next-Gen Mars Helicopter Rotors Are Moving Fast appeared first on NASA Science.

Why We’re Not Talking About What Happens After Families Split

I’ve been covering policy and social issues for 14 years. There’s a gap in our national conversation that honestly bothers me. We talk endlessly about healthcare reform, tax policy, military spending—all the usual stuff that dominates cable news. But something affects roughly 750,000 families every single year in America: divorce .

We barely mention it.

Not the celebrity tabloid version—the actual policy nightmare that hits regular people trying to navigate a system designed to drain their bank accounts.

The System Nobody Wants to Fix

Politicians avoid this topic entirely. There’s no good sound bite, no easy villain to point at during campaign season. But when I started digging into how our courts actually handle family separations, I found something disturbing. The average contested case costs between $15,000 and $30,000. That’s assuming things go smoothly, which they don’t 62% of the time.

When basic legal processes cost more than most people make in three months, people can’t access them.

I talked to a woman in Michigan who’d been trying to finalize her separation for 11 months. She wasn’t fighting over a mansion or business empire. They’d agreed on everything—custody, property division, all of it. But the paperwork required 47 different forms in her county, each needing specific language that changes based on whether you have kids, property, or debts.

She eventually paid $4,200 to an attorney just to fill out forms correctly.

What Courts Won’t Tell You

Courts have zero incentive to simplify this. Court clerks can’t give legal advice because of liability issues, so they hand you a stack of papers and say “good luck.” Attorneys benefit from complexity since billable hours increase when everything’s confusing. And lawmakers? They’re mostly attorneys themselves who came up through that same system.

So nothing changes.

But some things are changing. I’ve watched the rise of “legal tech” over the past six years. Companies automated the document prep part—you answer questions in plain English, software generates the right forms for your jurisdiction. Costs drop to $69 to $299 instead of thousands.

The Bigger Picture We’re Missing

This connects to everything we cover in mainstream political discourse. Economic mobility? Hard to climb out of poverty when you’re spending savings on legal paperwork. Access to justice? We’ve created a two-tier system where wealthy people get experienced lawyers and everyone else gets confused by incomprehensible forms.

Kids get caught in this bureaucratic mess. About 630,000 children are involved in these cases annually. When parents can’t afford to finalize things properly, custody arrangements stay informal and unstable. Support payments don’t get enforced.

I’m not saying we need some massive federal program with billions in new spending. But maybe we could start by asking why something affecting 2.4 million adults every year (plus their kids) gets less policy attention than farm subsidies or tax breaks for specific industries.

You won’t find this in party platforms during election season. Won’t see congressional hearings about it on C-SPAN. But the gap between what actually affects people’s daily lives and what we debate in public forums keeps growing wider.

Photo: www.kaboompics.com via Pexels


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The post Why We’re Not Talking About What Happens After Families Split appeared first on DCReport.org.

Thursday assorted links

1. School shootings are declining quite a bit.

2. Dean Ball on the real reasons to regulate AI.

3. Noah on development economics, link now corrected.

4. Peter Frampton update (NYT).

5. What have we learned about human communication?

6. Polymarket on hantavirus.

The post Thursday assorted links appeared first on Marginal REVOLUTION.

       

Comments

 

Do Americans really hate AI?

We might be heading towards a populist backlash towards AI, but we’re not there yet. Outside the tech bubble, Americans really don’t care about AI yet.

AI is Americans’ 29th most important issue, according to the fantastic survey @davidshor ran that everyone is rightly looking at.

It’s not surprising that Americans will answer sentiment questions about AI negatively, as they’ve been negative towards tech for a while. But it’s a big leap from negative sentiment to meaningful political action.

Americans have been negative on social media for 10 years, and there has been no meaningful political action. And that’s despite all the other hallmarks of backlash people are saying about AI—violent extremists (people forget there was a shooting at YouTube HQ), protests, etc.

My prediction: we will get real populist backlash to AI when the unemployment moves by, say, 2 percentage points and people see it as caused by AI.

That is part of a longer tweet from Andy Hall.

The post Do Americans really hate AI? appeared first on Marginal REVOLUTION.

       

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Related Stories

 

What Daily Life Looks Like Inside a Modern Assisted Living Home

Assisted living has shifted significantly over the last twenty years. The old picture of clinical corridors and fixed meal schedules no longer matches what actually happens. Today’s residences feel far more like close-knit neighborhoods, where independence, comfort, and personalized support guide each part of the day. Families walking through these communities often leave struck by the warmth, the considered daily rhythms, and the real bonds between staff and residents.

Mornings Begin With Choice and Comfort

Each morning moves at the resident’s preferred speed. A few head outdoors for an early walk through the gardens, while others linger over coffee and a plated breakfast with neighbors in a dining room modeled after a casual restaurant. Care staff pass through without fanfare, offering assistance with grooming, medication cues, or a helping hand when balance becomes tricky.

Meal planning carries the same thoughtfulness. Kitchen teams prepare rotating selections that accommodate specific dietary needs, such as low-sodium entrees, diabetes-appropriate choices, and texture-adjusted servings. That attention matters considerably, and families exploring assisted living in Taylorsville  often look closely at how communities personalize daily nutrition and care. According to the National Council on Aging, roughly 54% of older adults manage at least one chronic health condition, which puts proper nutrition at the center of daily wellness.

A Day Built Around Engagement

As breakfast winds down, the activity schedule steps in. Residences today view engagement as foundational to wellness rather than an optional add-on. Findings from the National Institute on Aging connect steady social contact with reduced rates of cognitive decline, depression, and heart-related illness.

Families researching assisted living in Taylorsville soon notice how current communities build enrichment directly into the day. Gentle yoga, art rooms, gardening groups, and memory-care sessions give residents something genuine to look forward to. Offerings flex around personal capabilities, so a neighbor easing back from surgery can take part alongside a resident celebrating her ninetieth birthday without feeling singled out.

Wellness Beyond Physical Care

Newer residences recognize that well-being stretches past physical health alone. Counselors, chaplains, and licensed therapists on staff handle emotional and spiritual needs through meditation gatherings, grief circles, and simple conversation groups scheduled across the week.

Movement programming fills in the rest of the picture. Therapy rooms, warm-water pools, and low-impact strength classes help seniors hold onto their mobility. Research in the Journal of the American Geriatrics Society found that regular activity can reduce fall risk by up to 23%, which is why exercise options appear on almost every daily calendar.

Afternoons Filled With Purpose and Connection

The afternoon hours lean social. Residents make their way toward interest groups, learning classes, and scheduled excursions. Book discussions, bridge matches, and knitting circles produce the sort of everyday friendships that make a place feel lived-in. Visits between generations are another common sight, with nearby schools, scout troops, and volunteer groups showing up on a predictable basis.

Technology now has a steady role in these hours, too. Video-call setups keep residents in touch with grandchildren a few states away, while tablet-based puzzles and memory games sharpen focus. AARP research shows nearly 70% of adults over 65 currently use smartphones or tablets, a noticeable rise from a decade back. Staff cheerfully guide anyone still getting comfortable with the screens.

Personalized Care Woven Into Daily Life

Help remains nearby without feeling heavy-handed. Care teams follow individual service plans covering bathing, dressing, medication oversight, and mobility support. Digital health records keep nurses, physicians, pharmacists, and family members aligned in real time.

Those living with memory loss receive focused support within secure neighborhoods. These spaces rely on soft palettes, personal life-story displays, and dependable routines that reduce anxiety. Person-centered practices have steadily replaced the uniform approach that shaped senior care a generation ago.

Evenings Bring Relaxation and Togetherness

As the light softens, the dining service transitions into slower, quieter hours. Some residents settle in for movie nights, live performances, or cultural events; others prefer a corner of the library or a late visit from family finishing their workday.

Safety holds steady through the night. Overnight staff stay on shift, emergency call buttons sit within easy reach, and wellness rounds continue on schedule. Restful rooms feature blackout curtains, adjustable beds, and noise-reducing touches. Families settle in at home, knowing their loved ones are supported in a setting that still feels personal.

Conclusion

Daily life inside a modern assisted living community looks very different from the outdated stereotypes many people still carry. Residents keep their independence, form real friendships, and receive care that adjusts as needs change. Chef-prepared plates, wellness programs, and relaxed evening gatherings give shape and meaning to each day. For families considering senior care options, these residences strike a careful balance of autonomy, safety, and connection that supports aging with dignity .

Photo: Jsme MILA via Pexels


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The post What Daily Life Looks Like Inside a Modern Assisted Living Home appeared first on DCReport.org.

How Bulk Cheese Purchasing Simplifies Inventory Management

Restaurants, caterers, and food service operations know that dairy inventory can be tricky to manage well. Cheese stands out as especially demanding because each variety has its own shelf life, temperature requirements, and turnover rate. Purchasing in bulk brings order to that chaos, cutting down on how often teams need to reorder while keeping costs and stock levels far more predictable. The result is less time spent chasing supplies and more energy directed at the food itself.

Why Frequent Small Orders Create Problems

Ordering cheese in small batches several times a week adds layers of work that most kitchens can do without. Every delivery triggers its own paperwork, scheduling, and inspection process. That pulls staff away from prep and service tasks where their time matters most. This is why it is crucial to work with a trusted wholesale cheese supplier . They take away the entire burden and chaos.

There is also a reliability issue. A kitchen that depends on twice-weekly mozzarella or cheddar shipments faces twice the exposure to courier delays or supplier hiccups. When a delivery falls through during a Friday dinner rush, the scramble for substitutes can throw off an entire menu.

How Buying in Volume Streamlines Supply Chains

Shifting to bulk orders collapses several small transactions into one larger, more manageable delivery cycle. The administrative load shrinks immediately: fewer invoices to process, fewer receiving windows to staff, and less back-and-forth with procurement contacts.

Working with a trusted wholesale supplier strengthens this approach even further. A consistent source delivers uniform quality across large shipments, which takes much of the uncertainty out of stock planning. Teams can set reliable reorder thresholds based on actual consumption data rather than guessing when they might run low.

Cost Advantages That Affect the Bottom Line

Suppliers almost always offer better per-unit pricing for larger commitments. Volume discounts, tiered pricing structures, and reduced freight charges are standard incentives for sizable orders. For any operation that treats cheese as a staple ingredient, those savings add up fast.

Think about it across a full quarter. A pizzeria moving through 200 kilograms of mozzarella each month might save 10 to 15 percent simply by consolidating weekly orders into a single monthly purchase. That recovered margin can fund equipment repairs, new menu testing, or additional training for kitchen staff.

Simplified Storage and Rotation Practices

Standardizing Refrigeration Protocols

Receiving larger quantities at once gives teams a reason to tighten their cold storage systems. With more product on hand, disciplined rotation is no longer optional. First-in, first-out practices become a daily habit, keeping spoilage rates low and freshness consistent across every plate.

Assigning dedicated refrigeration zones to different cheese types also speeds up kitchen flow. When cooks know exactly where to find aged Parmesan or fresh ricotta, prep time drops noticeably during peak hours.

Reducing Waste Through Better Planning

Businesses that buy in bulk tend to forecast more carefully. Knowing that a single shipment needs to last two or four weeks encourages us to pay closer attention to how much product we actually use. Many operations see measurable drops in waste after switching, largely because they start treating consumption data as a planning tool rather than an afterthought.

Strengthening Supplier Relationships

Placing consistent, high-volume orders builds the kind of trust that benefits both parties. Suppliers naturally prioritize accounts that bring steady revenue, and that often translates into tangible perks. Preferred buyers may get early access to seasonal varieties, more flexible payment arrangements, or priority fulfillment when supply runs tight across the market.

Strong partnerships  also open up customization options. Buyers can request specific aging profiles, block dimensions, or packaging formats suited to their kitchen setup. Suppliers, in return, gain the demand visibility they need to plan production with greater confidence.

Tracking Inventory With Greater Accuracy

Fewer deliveries mean fewer data entry points, reducing the chances of record-keeping errors. Each bulk shipment generates a single clean entry that accounts for weeks of supply. Spotting consumption trends, flagging unusual spikes, and calibrating future orders all become simpler with tidier data.

Clean records also make financial forecasting more reliable. When purchasing patterns stay stable from month to month, finance teams can project dairy expenses with a level of precision that scattered weekly orders rarely allow.

Conclusion

Bulk cheese purchasing gives food service operations a clear, practical route to better inventory control. Consolidated orders, lower per-unit costs, deeper supplier partnerships, and more accurate tracking records all feed into smoother day-to-day workflows. For kitchens and catering teams willing to commit to a volume-based buying strategy, the payoff is less administrative burden, less product waste, and the kind of consistency that keeps customers coming back.

Photo: Dave H via Pexels


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The Only 3 Instagram Growth Companies Worth Your Money

You poured an entire afternoon into cutting the perfect Reel and walked away with forty views, mostly from people who already have your phone number. Social media strategists are increasingly blunt about it: the old “post it and hope” routine doesn’t build an audience anymore. Publishing into the void is a bit like performing for an empty theater. Working with an organic follower-growth service is closer to handing a megaphone to someone standing in the middle of a busy plaza. The data backs this up: durable results now depend on staying squarely within Instagram’s rules so the followers you pick up are real and your account stays healthy. Stop burning weeknights on metrics that don’t move the needle. The three companies below have built systems designed to pull your profile out of the manual grind.

SocialWick

Hunting for people who genuinely connect with your content is brutal when broad hashtags are your only lever. SocialWick  functions more like a dedicated specialist parked next to your account. Rather than blasting your posts at a giant, indifferent crowd, the platform leans on AI to home in on users who are already deep in your niche. What sets it apart from the wider pack of digital marketing tools is its “Lookalike” modeling, building a pool of prospects whose behavior closely tracks the followers you already love . The AI walks through a three-step routine to lock in your ideal viewer profile. Crucially, the password to your Instagram never changes hands, so nothing about your account is exposed to outside parties. AI-driven targeting is one strong path to growth; engagement-led strategies are another.

Famety

Curious how the rival café down the street suddenly added 500 followers? Famety is often the answer. The mechanic is simple human psychology: when a stranger likes your photo, you tend to tap their profile out of curiosity. Famety automates that nudge by sending likes to people who already follow your direct competitors.

This “competitor targeting” zeroes in on accounts whose audience overlaps with the one you want, producing organic-feeling interactions that actual humans respond to. Instead of suspicious overnight surges, the platform leans on “drip-feed engagement”, releasing those likes gradually across the day so the activity reads as a real person scrolling at normal speed. That measured pace is precisely how you lift a lagging engagement rate without flagging Instagram’s safety systems.

FameViso

Inflating your follower count is pointless if none of those new accounts ever react to anything you post. FameViso treats this as the core problem to solve, behaving more like a tight bouncer at the door of your profile and scaling your presence without leaning on fake numbers.

Rather than scooping up anyone with a pulse, the service deliberately seeks out real users with a demonstrated interest in your specific niche. The mechanism behind that precision is something the platform calls “Negative Filters”, essentially an automatic screen that weeds out bots, spam-heavy accounts, and dormant “ghost” profiles before they ever land in your follower list. Keeping that list clean means the people seeing your posts are actually around to like, comment, and share, which lifts engagement on its own.

How to Spot a Fake Growth Service

Handing your login over to a shady provider is the digital version of giving a stranger keys to your shop. The first marker of a safe Instagram growth provider  is how they connect to your account, reputable teams use secure authorization protocols and never ask for your raw password, which is also how they stay aligned with Instagram’s rules. A second marker: real account managers behind the scenes, not blunt-force scripts that get profiles flagged within hours. Verify the social proof too, look for independent reviews on third-party sites instead of trusting whatever testimonials are bolted to the company’s homepage. Before you spend a dollar, put four questions to their support team:

  • Will you ever request my actual Instagram password?
  • Are the actions on my account performed by people or by bots?
  • What’s your policy if my account gets restricted?
  • Can you show trackable ROI tied to real followers?

Once you’ve vetted a partner properly, a structured plan on top of that foundation is what turns the spend into a real return.


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Powering Unified Space Systems Operations

In 2025, Space42’s systems helped save over 660 lives across 25 distress events, from earthquakes in Myanmar, Nepal, and Turkey to cyclones in Mozambique and floods in Nigeria. In each […]

The post Powering Unified Space Systems Operations appeared first on SpaceNews.

Between resource scarcity and orbital inflation: rethinking the space model

The space sector is booming. But it is also running up against limits we are only beginning to acknowledge. Like many industries, it is expanding as if resources such as materials, energy and orbital capacity were eternally abundant, when in reality all three are becoming more constrained, more contested and more expensive. At the same […]

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Eutelsat and Station Satcom sign agreement to scale LEO services for maritime fleet

MILAN – French-led satellite operator Eutelsat and Indian maritime service provider Station Satcom have signed a multi-year agreement to expand Eutelsat-owned OneWeb LEO connectivity services across Station Satcom’s maritime fleet, the companies announced April 30. The agreement builds on a previous activation in 2025 covering hundreds of Station Satcom vessels and broadens the number of […]

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Speed tops price in national security contracting decisions

A decade ago, the space technology company Stellar Exploration needed about three years to build, test and deliver a small satellite propulsion system. Today, the same system takes about a year. Increasingly, customers are requesting deliveries in half that time. “That’s not reasonable, but people have no hesitation asking,” said CEO Tomas Svitek. “In the […]

As satellite imagery evolves, its role in operations comes into view

DENVER – In the last year, leaders from the Republic of the Marshall Islands, a 181-square kilometer landmass surrounded by two million square kilometers of water, wanted to reduce the time it takes to detect of vessels suspected of illegal fishing. During a 12-day campaign by the Marshall Islands Marine Resources Authority, satellite radar and […]

NGA Rapid Capabilities Office to embrace speed and risk-taking

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Odin Space opens U.S. office in Los Angeles

DENVER – Odin Space, a British startup focused on mapping and analyzing sub-centimeter orbital debris, announced plans May 7 to establish its first U.S. office in Los Angeles. “We are expanding in the United States because that is where the demand has moved fastest, and where the strategic stakes of attribution are highest,” James New, […]

Roadmap for a space-to-space economy

Launch is the foundation of the space industry, to the point that many conflate it with the space industry in entirety because it is literally the loudest, most spectacular element we see. But the quietly orbiting satellites overhead are what really drive the space economy. Even if launch capabilities drastically increase as SpaceX promises with […]

Anthropic to consider using SpaceX orbital data center satellites

Artificial intelligence company Anthropic will study use of orbital data centers being developed by SpaceX.

Well, Vinay Prasad Was Wrong About the Moderna mRNA Flu Vaccine

Quelle surprise! Earlier this year, anti-vaxxer and former* head of FDA’s Center for Biologics Evaluation and Research Vinay Prasad rejected Moderna’s application for a mRNA-based flu vaccine because Prasad is a stupid, pig-headed man who is so enamored of his own brilliance he thinks he is smarter than thousands of biologists** he did not like the comparison vaccine used, even though the FDA had approved that decision. Fortunately, after much hue and cry, Prasad was overruled (probably due to pressure from the White House).

Yesterday, the results from this vaccine trial were published. It seems pretty damn effective (boldface mine):

The results — which showed the mRNA shot performed about 27% better — could help bolster the vaccine’s chances of approval after the Food and Drug Administration rejected Moderna’s original submission earlier this year…

The trial, funded by Moderna, included more than 40,000 adults ages 50 and up who were randomly assigned to get the mRNA vaccine or one of four standard flu shots during the 2024–2025 flu season. With the exception of very young children, older adults are generally at greater risk of severe complications from the flu than younger groups. The trial involved 301 sites across 11 countries, including the U.S.

The results found that fewer people got sick in the mRNA flu vaccine group — about 2%, compared with 2.8% in the standard flu shot group.

Side effects such as fatigue, headache and arm pain were more common in the mRNA group, but were mild and short-lived. People often have similar reactions after getting a traditional flu shot.

An mRNA flu shot could make a huge difference in flu prevention. Because it takes months to make a traditional flu shot, global health officials pick the strains up to 12 months before peak flu season. That time lag may result in mismatched strains. For example, last summer a strain called H3N2 subclade K emerged, making changes on the surface protein of the virus, raising concerns about the effectiveness of the flu shot, which was targeted to H1N1 and H3N2 (flu type A) and a Victoria virus (flu type B).

One other advantage of mRNA vaccines is that, unlike egg-based vaccines, there is no within-egg evolution of the virus used to make the vaccine, which might affect the efficacy of egg-based vaccines.

Make no mistake about it, a 27 percent decrease in infection is significant, and would like prevent a lot of hospitalizations (and death). Since I do not have a great time when I get the COVID vaccine, I guess I will find out if that is mRNA-specific or COVID antigen-specific. Anyway, this is good news.

Neither Prasad nor Kennedy, who championed Prasad, should have ever been appointed to their positions. Impeach Kennedy, impeach him now.

*Prasad previously left, then returned, then left again. Hopefully, there will not be a third time for that asshole.

**It is amazing, in a 42 car pileup kind of way, how Prasad and a plucky few iconclasts genuinely believe that they have discovered some hidden flaw that the entire medical research community has ignored. They do this routinely.

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The Right to Choose to Die. Alvin Roth interviewed by Tim Phillips 1 May 2026 (VoxTalks Economics)

 Disputes about medical aid in dying are as contentious in Britain as in the US. Here's some discussion on VoxTalks Economics, in connection with my (imminently) forthcoming Moral Economics.*

The Right to Choose to Die      Alvin Roth interviewed by Tim Phillips 1 May 2026 
"Content note: this episode discusses assisted dying, end-of-life choices, and suicide. Some listeners may find the content distressing. 

 ...

"This week Tim Phillips talks to Al Roth of Stanford University about how economics can contribute to the debate on medical aid in dying (MAID). Roth, a Nobel Prize laureate, has written a new book that argues this, and similar debates, often miss the key insight: the binary choice of “allow” versus “ban” rarely reflects reality. For example, in the United States, he explains that physicians in jurisdictions where assisted dying is illegal are familiar with the practice of administering doses of drugs that will relieve pain, but also end life.

Roth's argument is not that assisted dying is always right. It is that a moral position that ignores the costs of a ban is not more ethical — it is less honest. Economists, he says, bring one specific thing to this debate: the insistence that trade-offs be made explicit. " 

 The right to choose to die Season 9 Episode 27  May 1

And here's the (automatically generated) transcript...

####

The UK version of Moral Economics is here

The Law Is Coming

I’m hoping to bring you some news on the DOJ-in-Exile front in the not-too-distant-future. It was probably simply too early in the spring and summer of 2025. It’s not too early now. But the DOJ-in-Exile idea was and is part of a more general ambition and agenda — to create a baseline record, a predicate and an expectation of future accountability for the Trump administration’s criminal conduct. Some of that effort is a kind of opposition therapy, resisting the authoritarian aim of convincing the public that the law, the ecosystem of criminal accountability has disappeared. It heartens people. It provides a framework of expectation: the law hasn’t disappeared. We’re in an interregnum. It will return, as will accountability. The battle over expectations about the future is a central battle in any authoritarian takeover.

But it’s not solely a matter of heartening, strengthening the morale of the opposition. It is also very directly and literally laying the groundwork for criminal accountability for a renegade executive and all the corrupt actors and criminals who now populate the executive branch.

This morning we saw news that the head of the Virginia state senate, Louise Lucas, had her office raided after successfully leading the effort to redistrict the Virginia House map. It’s conceivable that there’s some legitimate criminal probe into Lucas’s conduct. But one of the key issues in recent public corruption cases and high-profile prosecutions brought by the Justice Department is that we should no longer have any expectation of good faith from the DOJ. In a case like Lucas’s we should assume that this is retribution until there is some strong evidence to the contrary. These prosecutions — in which former FBI director James Comey, New York Attorney General Letitia James and others have been targeted — aren’t simply non-standard, retributive, controversial. They are definitional abuses of power which are themselves criminal in nature. It’s part of the game that we’re supposed to start seeing these as, if not normal, than just kind of what one has to expect or deal with under Trumpism. That’s wrong. This is criminal conduct which absolutely must be investigated with an eye to holding officials criminally accountable for their actions.

The same applies to the wild and increasingly open selling of pardons, apparent foreign and domestic bribery of federal officials (Jared Kusher, Steve Witkoff, et al.), all the ways the Trump family has monetized the presidency in the last 18 months. The manufactured presidential immunity doctrine is only as strong as the current corrupt Court majority. But even on its own terms it leaves plenty of room for clawing back the gains piled up by the Trump family’s criminal conduct.

This is the complement to killing the filibuster and reforming the Supreme Court. You can’t end this kind of corruption, confirm the illegitimacy of abuses of power at this scale without criminal accountability. Is it challenging? Is it hard? Of course. But there’s simply no other way forward.

Assume DOJ Criminal Conduct

And there you have it. As the White House licks its wounds after Virginia’s successful move to redistrict its House map and net Democrats as many as four new seats, the leader of that effort (and most high-profile advocate) has her office raided by the FBI in some hitherto unknown federal investigation. The fact that the Feds tipped Fox News to the raid on state Senate President Pro Tempore Louise Lucas’s office probably tells us all we need to know about this FBI action.

Review: This Way Up

It’s been ten years since Mark Cooper-Jones and Jay Foreman teamed up to form Voltron launch an occasional and irregular series of videos about maps. They called themselves the Avengers Map Men, and in each… More

AGI Could Lower Interest Rates

Standard models predict that expectations of artificial general intelligence (AGI) should elevate long-term interest rates. I show that this prediction need not hold. I develop a heterogeneous-agent asset pricing model in which AGI, or more broadly, transformative AI (TAI) capable of automating most human labor, can lower interest rates even as it dramatically accelerates growth. Under baseline calibrations, the risk-free rate falls to near zero despite growth rising from 2% to 11%, and the equity premium expands from 6% to over 20%. The effect on yields is negative and muted for all maturities, even under aggressive assumptions about the speed of AI adoption. These results advise caution when interpreting long-term bond yields as a signal of market expectations of transformative AI.

That is from a new paper by Caleb Maresca of NYU.  Via the excellent Kevin Lewis.

The post AGI Could Lower Interest Rates appeared first on Marginal REVOLUTION.

       

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The animated version of the iconic "Hello, world" image reveals striking new details

The astronauts flying aboard the Artemis II mission to the Moon last month took a lot of pictures, and a few dozen of the best ones were released during and shortly afterward the flight.

But it wasn't until last weekend that NASA released the whole trove of more than 12,000 images, dumping them onto the Gateway to Astronaut Photography. The astronauts used three different cameras on the mission: a Nikon D5, a Nikon Z9, and an iPhone 17s. There are some hits and misses in the archive, plus some new gems.

One of the early highlights during the mission was the "Hello, world" image captured by Artemis II Commander Reid Wiseman as the Orion spacecraft left Earth on its outbound journey toward the Moon.

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William Stanley Jevons as polymath

In the 1860s Jevons built a Logical Abacus, sometimes called a logical piano, a kind of early computer that could perform (some kinds of) logical operations faster than humans could. It is held in the Museum of the History of Science at Oxford University, and you can think of its structure and operation as broadly akin to a player piano in music. It was limited in its powers, and geared mainly toward replicating Boolean logic, but extreme in its ultimate ambitions. Jevons understood the potential. In his written presentation of the project, Jevons cites the work of Charles Babbage, and noted that “material machinery is capable, in theory at least, of rivalling the labours of the most practiced mathematicians in all branches of their science.  Mind thus seems able to impress some of its highest attributes upon matter, and to create its own rival in the wheels and levers of an insensible machine.” Jevons understood that science would be able to tackle some of the most difficult projects, and he wanted to be on as many of those frontiers as possible. He understood that his own work was a mere beginning, and he wanted to press forward as much as possible.25See Jevons (1870, the quotation from p.498), and also Maas (2005, chapter six). For a general background on Boolean logic, see Hailperin (1986).

Jevons also studied molecular motion in liquids and developed the concept of “pedesis,” a precursor of what we now call Brownian motion. That said, Jevons thought his pedesis was an electrical phenomenon related to osmosis, and so he turned out to be incorrect in his fundamental hypotheses. Nonetheless, this topic, like the others, showed he was an observant mind and obsessed with developing theories to explain anything and everything. He wasn’t just a pedant, rather he made real contribution to a number of scientific fields above and beyond economics.26On Jevons on pedesis and Brownian motion, see Brush (1968).

Jevons also was a “born collector” in the words of Keynes, and an extreme bibliomaniac. He accumulated thousands of books, and he lined the walls of his house and attic with them, and also stored them in piles in the attic, which became a problem for his wife upon his passing.

That is from my recent generative book The Marginal Revolution: Rise and Decline, and the Pending AI Revolution.

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Could development economics be more useful?

The above image is from a recent tweet by University of Pennsylvania economist Jesús Fernández-Villaverde (henceforth referred to as “JFV”), in which he criticizes the field of development economics for ignoring the big questions. He writes:

A fundamental lesson from my posts these last two weeks on modernization, industrial policy, and development is that development economics should be about understanding why South Korea got rich but Bolivia did not.

The current field has largely given up on that question. Sharply identified RCTs on small micro programs are a fine way to publish in the AER and get tenure at a fancy university, but a profession that knows everything about microfinance impact evaluations and almost nothing about industrialization has misallocated its own intellectual capital on a pretty heroic scale.

JFV’s critique of modern development econ isn’t new. Eminent economists have been complaining about randomized controlled trials for years. I wrote about this back in 2020:

In 2019, Lant Pritchett — then at Oxford — made an argument very similar to JFV’s when he criticized that year’s Nobel winners:

People keep saying that the recent Nobelists “studied global poverty.” This is exactly wrong. They made a commitment to [the RCT] method, not a subject, and their commitment to [that] method prevented them from studying global poverty…

[P]overty programs…account for less than 1 percent of total variation in poverty…[C]hanges in [actual] poverty…are overwhelming associated with growth in median income/consumption…[V]ariation in the size and efficacy of poverty programs had little or nothing to do with poverty reduction…So what the Nobelists really did was…using a particular method to study whatever could be studied with that method in poor countries (lots of which were “interventions” by NGOs at very small scale), knowing that this…severely limited their ability to study…global poverty.

In other words, what really beats poverty is economic growth, and you can’t do an RCT to study economic growth. This is basically a slightly broader version of what JFV says. JFV says that industrialization is the key, and industrialization is how almost every rich country got rich.

So basically, the idea here is that if you’re a development economist, and you’re not asking “How can countries industrialize?”, you’re being kind of useless.

The counterargument here — which I made in 2020 and which a number of economists made in response to JFV’s post — is that it’s better to study something knowable than to study something unknowable, even if the knowable things are less important.

For example, there are plenty of doctors working on finding slightly better treatments for acne. If we could solve the mystery of aging, and make it so that humans live healthy lives for 100 years, it would do a LOT more for human quality of life than treating acne would. But solving the mystery of aging is very hard, while finding slightly better acne treatments is very doable. So it doesn’t make a lot of sense to yell at doctors to all stop studying acne and only work on aging.

The field of economics doesn’t lack for big ideas about why countries go from poverty to riches. These include:

  1. Institutions: The idea that property rights, legal frameworks, and other systems of human organization are long-lasting (“sticky”) and are crucial for development

  2. Geography: The idea that countries’ natural endowments — navigable waterways, farmland, proximity to other regions, etc. — determine which place gets rich

  3. Human capital: The idea that skills — reading, math, etc. — and population health determine national income

  4. Industrialism: Various theories about how promotion of manufacturing, export-led growth, the “development state”, industrial policy, and so on are the key to rapid development

  5. Culture: The idea that countries grow because of a culture of progress, innovation, and openness to technology

  6. Coordination failure: The theory that countries naturally grow rich as long as they don’t have any significant roadblocks to growth, so that development happens when you remove all of the roadblocks at once

  7. Flying geese theory: The idea that growth naturally happens in a sequential pattern as some countries luckily get rich first and then invest in poor countries until those countries catch up

  8. Economic liberalism: The notion that all you really need to grow is free markets and openness to trade

  9. State capacity: The theory that strong, efficient states are crucial for growth

  10. National cohesion: The idea that a populace who see themselves as one unified people will support the public goods and other policies necessary for growth

That’s just a small sample of the huge diversity of big ideas out there. Each one of these ideas has received enormous attention and publicity, both inside of the economics profession and in the general public. You can read Why Nations Fail about institutions, Guns, Germs, and Steel about geography, How Asia Works on industrialism, A Culture of Growth on culture, and so on. There are plenty of high-profile academic papers laying out variants of each one of these theories, and plenty more that attempt to find evidence for or against them.

So why do all these theories still exist? And why do all of them still have prominent adherents and advocates, both in the economics profession and out in the world? Is it just because we haven’t allocated top talent to the job of generating and testing these theories? That seems unlikely — Daron Acemoglu worked on institutions, Joel Mokyr worked on culture, Arthur Lewis and Dani Rodrik worked on industrialism, Gary Becker and Robert Lucas both worked on human capital and growth, Paul Krugman worked on economic geography (which uses geography to generate “flying geese” effects), Alberto Alesina worked on national cohesion, Milton Friedman worked on economic liberalism, Chad Jones worked on coordination failures and so on.

Most of those researchers have Nobel prizes, and all of them are very highly respected in the field. Nor are they even close to being the only high-profile, respected economists who have worked on each of those ideas. There are probably a few of the theories — state capacity in particular, but also industrialism — that could use some more attention from top researchers, in part because they cut against the economic liberalism that dominated the culture of academic economics in the late 20th century. But overall, there are very few neglected big ideas on the list.

Perhaps the problem is that we have too few economists working on testing these theories? In general, every empirical economics program needs more than just a few big names — it needs a ton of lower-level researchers hunting down data, constructing good data sets, finding natural experiments, and so on. Each of the ten big ideas I listed above has a very active research program associated with it. Here are a few example papers from the last decade:

  1. Institutions: “Institutions and economic development: new measurements and evidence”, by Acquah et al. (2023)

  2. Geography: “The Global Distribution of Economic Activity: Nature, History, and the Role of Trade”, by Henderson et al. (2017)

  3. Human capital: “Global universal basic skills: Current deficits and implications for world development”, by Gust et al. (2024)

  4. Industrialism: “Manufacturing Revolutions: Industrial Policy and Industrialization in South Korea”, by Lane (2025) (Here are some more fun examples via Oliver Kim, just because I personally like industrialism)

  5. Culture: “Culture, Institutions, and the Wealth of Nations”, by Gorodnichenko and Roland (2017)

  6. Coordination failure: “Big Push in Distorted Economies”, by Buera et al. (2020)

  7. Flying geese: “Have Robots Grounded the Flying Geese? Evidence from Greenfield FDI in Manufacturing”, by Driemeier and Nayyar (2019)

  8. State capacity: “State Capacity and Growth Regimes”, by Imam and Temple (2025)

  9. Economic liberalism: “Does economic globalisation promote economic growth? A meta‐analysis”, by Heimberger (2022)

  10. National cohesion: “National identity, public goods, and modern economic development”, by Skaperdas and Testa (2025)

There are many, many more examples in each of these categories (and for the other theories of development that I didn’t list). Many are by researchers at good schools, publishing in respected journals.

In other words, there is tons of research effort dedicated to generating and testing sweeping theories of economic development. I’m not sure what “field” JFV is referring to when he says “The current field has largely given up” on the question of comparative development. If he means the field of economics as a whole, he’s just obviously, utterly wrong.

If he means the field of development economics specifically, it’s more arguable — a lot of the examples I listed above come from economists who aren’t known specifically as “development” economists, and most of the papers aren’t in development-econ field journals. Perhaps JFV believes that if development economists weren’t so busy doing RCTs, they would be throwing their time, effort, and intellectual heft into the grand quest to determine which big theories of development are right.

Even there, however, he’s on shaky ground. Jessica Leight found in 2022 that only about 19% of development econ papers include RCTs. In 2015, David McKenzie found that for development field journals, the percentage was 13%, though it was 31% for development econ papers published in top 5 journals. These are not insignificant numbers, but they’re not huge either.1 If all of the economists doing RCTs were to switch to doing work on the Big Questions, the increase in effort on those questions would be pretty marginal.

So I’m not sure what JFV is talking about here. He’s an economist I like and respect, but his perception of the state of research on the big questions of development doesn’t seem very accurate.

Which brings us to the question: Why haven’t we been able to tell which of the Big Ideas are right and which are wrong? The obvious answer here is that it’s just very hard to prove or disprove any of these theories.

Why did South Korea grow so much more than Bolivia from the 1960s through the 2010s? The divergence is certainly startling:

But this is an event that only happened once. There were a lot of differences between South Korea and Bolivia during this time, and it’s hard to know which ones were decisive. South Korea was much more highly educated than Bolivia in the 60s, despite its poverty. While Bolivia focused on selling its natural resources for as high a price as possible, South Korea focused on exporting manufactured goods and climbing up the value chain. Korea had a special relationship with the U.S. that provided it with a large, friendly, reliable market for its manufactured products, as well as government procurement contracts, aid, and technological assistance. Korea is ethnically homogeneous and has many centuries of history as a country with its own language; Bolivia is an ethnically diverse post-colonial state. Korea had a strong, professionalized bureaucracy; Bolivia, not so much. Korea has plenty of sea access; Bolivia is landlocked. Korea got to take advantage of Japanese know-how when its companies paid retired Japanese engineers to come teach their own workers; Bolivia had no such advantage. South Korea had to develop in order to ward off the military threat from North Korea; Bolivia had no such pressing imperative.

And so on. Depending on which Big Theory you believe, you could attribute Korea’s relative success to any combination of these natural advantages and policy choices. You could also tell a composite story — for example, in my own assessment of Poland’s economic miracle, I attributed the country’s breakout success to a combination of geography (proximity to the EU), institutions (changes made in order to be admitted to the EU), industrialism (promotion of manufactured exports and FDI), and flying geese (investment from Germany). I could have also mentioned high human capital, ethnolinguistic homogeneity, and the military threat from Russia. This makes for a good story — and you can call Poland’s success a “model” and try to emulate as much of it as you can — but it’s not a scientific explanation.

So what if you get a bunch of development success stories like Korea, and a bunch of failures like Bolivia, and you try to systematically figure out the most important factors? This is the idea of a cross-country regression, and it’s a common tool that development economists use, but it’s fraught with issues.

There aren’t that many development success stories, and a lot of them look very different from each other — you can group Korea with Qatar as “rich countries”, but that grouping will obscure more than it reveals. There’s tons of endogeneity present — you might observe that countries with efficient bureaucracies tend to grow faster, but that doesn’t mean the former caused the latter, because both might be caused by differences in the education system. Different time periods might yield different lessons. You might leave out some really important variables entirely. A large country might not be comparable to a small country. And so on.

Basically, lots of development economists run cross-country regressions, and they always lead to vigorous arguments about what the regressions mean and whether the models were appropriate. If you want to read such an argument, a great example is Rodrik (2008), which uses a cross-country regression to claim that countries grow faster when they keep their currencies undervalued. Michael Woodford offers a lengthy commentary in which he raises doubts regarding Rodrik’s statistical choices and the interpretation of his results. You can choose to believe that Rodrik is right — and some people do! — but it requires tons of assumptions.

So what else can you do? Another tool that lots of development economists use is a structural model — basically, a development theory whose parameters you estimate from data. But this approach has even more problems. First of all, structural models are a bit like toothbrushes — everyone has one, but nobody wants to use anyone else’s. There are a vast number of structural models, and none of them ever get rejected because they don’t fit the data — economists just find the parameters that best fit the model and call it a day, without ever questioning whether the model is just wrong. But because there are so many models, they can’t all be right — in fact, only a few of them can. As a result, making a structural model almost never helps tell you what’s really going on in the world — it’s just a way of extrapolating the implications of your assumptions.

Another thing you can do is narrative history — basically, looking at a historical episode of development and recording all the interesting details, so that hopefully someone can figure out which of those details mattered. People responded to JFV’s tweet with a number of examples of this, such as Douglas Irwin’s 2021 paper about the South Korean economic miracle, and Piatkowski and Zhang’s 2022 paper about shock therapy in China. Books like How Asia Works, Asia’s Next Giant, MITI and the Japanese Miracle, and Governing the Market are classic examples of narrative history with regards to various East Asian success stories, and I think they’re all excellent.

This is useful work, and you can make a good argument that development economists should be doing a lot more of this. But on its own, recording the facts isn’t enough to tell you which facts mattered, or which will matter in other countries.

The final thing you can do is to use microeconomic empirical work to assess the effects of policies. A good example of this is Nathan Lane’s 2025 paper on South Korea’s Heavy and Chemical Industry Drive, which looks at how a famous Korean industrial policy affected specific industries. Another example is Barteska et al. (2025), which measures the impact of U.S. defense procurement on specific Korean companies. A third example is Kim and Wang (2025), which studies Taiwanese land reform.

This is very useful work, but it also has some obvious limitations. It only studies policy; it has little to say about the importance of natural advantages like geography or human capital. It’s also hard to translate from a policy’s effect on specific companies or industries to its effect on the economy as a whole.

So while there’s much useful development economics to be done, even the brightest minds in the field are playing with a set of inherently weak tools. History only happens once, so our ability to make a science out of one-time historical events like economic development is very limited.

That’s why I think scoffing at RCTs and urging development economists to tackle the Big Questions more often will have a negligible effect. There’s really not a lot more that can be done, in terms of generating Big Theories of Why Countries Get Rich, or in terms of testing those theories. Unless and until AI gets smart enough to study human society from a bird’s-eye view, I think we should be humble about how much we expect development economists to be able to contribute to developing countries’ growth policies in real time.

Humility, I think, should be the key word here. Development economists can do lots of useful things for policymakers — they can explain various theories, cite a bunch of details about successful countries like Poland and Korea, point out failures, and draw on various suggestive empirical results. But there is no science of development, and it’s not clear there ever will be. So we should be careful that exhortations for development economists to focus on the Big Questions don’t pressure them to pretend that they have the Big Answers.


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A Sea of Spinning Clouds

Parallel lines of cloud vortices appear downwind of a small, ice-covered island.
Von Kármán vortex streets appear on the lee side of Peter I Island in this image acquired with the OLI (Operational Land Imager) on Landsat 8 on February 11, 2026.
NASA Earth Observatory/Michala Garrison

Over the Southern Ocean surrounding Antarctica, winds can whip around the globe relatively unimpeded by land. Intrepid sailors termed these southern latitudes the Roaring Forties, Furious Fifties, and Screaming Sixties on account of the strong prevailing winds.

When those winds encounter a barrier like an island, the disruption in airflow can be beautiful. One impediment, shown here, is remote Peter I Island. This ice-cloaked volcano lies at 68.86 degrees south latitude in the Bellingshausen Sea, some 400 kilometers (250 miles) off the coast of West Antarctica and more than 1,800 kilometers (1,100 miles) from Cape Horn, Chile.

On an austral summer day in 2026, the Landsat 8 satellite captured this image of von Kármán vortex streets downwind of the island. These counterrotating spirals form as flowing air is deflected, slows, and spins into eddies. A stiff, but perhaps not quite “screaming,” wind was likely blowing that day. Wind speeds typically need to be 18 to 54 kilometers (11 to 34 miles) per hour for vortices to form. With stronger gales, the eddies cannot maintain their shape. The following day, vortex streets appeared within a complex array of cloud types near the island.

Where the clouds parted around the island, some of its icy edifice became visible to the satellite. A 100-meter-wide circular crater sits at its summit, 1,640 meters (5,380 feet) above sea level. The Smithsonian Institution’s Global Volcanism Program describes the island as a “shield-like volcano,” but there are no records of recent eruptions.

A rugged, ice-covered island is partially veiled in cloud and surrounded by fractured sea ice in an oblique-view photo taken from an airplane.
Peter I Island is nestled among sea ice and clouds in this photo, taken from NASA’s DC-8 airborne science laboratory during an Operation IceBridge flight on November 3, 2011.
Photo courtesy of Christopher Shuman, UMBC (retired)

Scientific research on Peter I Island has been limited due to its remote location and the challenging ice conditions surrounding it. The island was discovered in 1821 by the Russian explorer Fabian Gottlieb von Bellingshausen and named for a tsar, but no one landed on it until 1929. The relatively few studies since have focused on geology, biodiversity, and the climate history recorded in its ice.

NASA surveyed the island during an Operation IceBridge campaign in 2011. This airborne science mission collected a suite of measurements over Earth’s polar ice in the period between the ICESat and ICESat-2 satellite missions to sustain the record of observations in these regions. While NASA’s DC-8 aircraft flew back to Chile from Antarctica, where teams spent the day measuring the Getz Ice Shelf and Thwaites Glacier from the air, the crew on board caught a rare glimpse (above) of the remote island.

NASA Earth Observatory image by Michala Garrison, using Landsat data from the U.S. Geological Survey. Photo courtesy of Christopher Shuman, UMBC (retired). Story by Lindsey Doermann.

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Rowhammer Attack Against NVIDIA Chips

A new rowhammer attack gives complete control of NVIDIA CPUs.

On Thursday, two research teams, working independently of each other, demonstrated attacks against two cards from Nvidia’s Ampere generation that take GPU rowhammering into new—­and potentially much more consequential—­territory: GDDR bitflips that give adversaries full control of CPU memory, resulting in full system compromise of the host machine. For the attack to work, IOMMU memory management must be disabled, as is the default in BIOS settings.

“Our work shows that Rowhammer, which is well-studied on CPUs, is a serious threat on GPUs as well,” said Andrew Kwong, co-author of one of the papers. “GDDRHammer: Greatly Disturbing DRAM Rows­Cross-Component Rowhammer Attacks from Modern GPUs.” “With our work, we… show how an attacker can induce bit flips on the GPU to gain arbitrary read/write access to all of the CPU’s memory, resulting in complete compromise of the machine.”

Update Friday, April 3: On Friday, researchers unveiled a third Rowhammer attack that also demonstrates Rowhammer attacks on the RTX A6000 that achieves privilege escalation to a root shell. Unlike the previous two, the researchers said, it works even when IOMMU is enabled.

The second paper is GeForge: Hammering GDDR Memory to Forge GPU Page Tables for Fun and Profit:

…does largely the same thing, except that instead of exploiting the last-level page table, as GDDRHammer does, it manipulates the last-level page directory. It was able to induce 1,171 bitflips against the RTX 3060 and 202 bitflips against the RTX 6000.

GeForge, too, uses novel hammering patterns and memory massaging to corrupt GPU page table mappings in GDDR6 memory to acquire read and write access to the GPU memory space. From there, it acquires the same privileges over host CPU memory. The GeForge proof-of-concept exploit against the RTX 3060 concludes by opening a root shell window that allows the attacker to issue commands that run unfettered privileges on the host machine. The researchers said that both GDDRHammer and GeForge could do the same thing against the RTC 6000.

SQLAlchemy 2 In Practice - Chapter 7: Asynchronous SQLAlchemy

This is the seventh chapter of my SQLAlchemy 2 in Practice book. If you'd like to support my work, I encourage you to buy this book, either directly from my store or on Amazon. Thank you!

Starting with release 1.4, SQLAlchemy includes support for asynchronous programming with the asyncio package, for both the Core and ORM modules. This is an exciting improvement that brings the power of SQLAlchemy to modern applications such as those written with the FastAPI web framework.

SpaceX is starting to move on from the world's most successful rocket

It is far too soon to mention retirement, but astute observers of the space industry have noticed SpaceX's workhorse Falcon 9 rocket is not launching as often as it used to.

The decline is modest so far, and it does not signal any problem at SpaceX or with the Falcon 9. Rather, it is a manifestation of SpaceX's eagerness to shift focus to the much larger Starship rocket, an enabler of what the company wants to do in space: missions to land on the Moon and Mars, orbital data centers, and next-gen Starlink.

Elon Musk's SpaceX conducted 165 launches with the Falcon 9 rocket (no Falcon Heavy missions) last year, up from 134 Falcon 9 and Falcon Heavy launches in 2024 and 96 Falcon flights in 2023. The company plans "maybe 140, 145-ish" Falcon launches in 2026, SpaceX President Gwynne Shotwell told Time earlier this year. "This year we'll still launch a lot, but not as much," she said. "And then we'll tail off our launches as Starship is coming online."

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Here's what has to happen if NASA wants to land on the Moon every month

NASA's goal of reaching the Moon's surface as many as 21 times over the next two and a half years will require an overhaul of the agency's approach to buying lunar landers and success in rectifying the myriad problems that have, so far, caused three of the last four US landing attempts to falter.

It will also require improved oversight of NASA's industrial base and better management of a supply chain that has often failed to deliver on time.

These landers are separate from NASA's Human Landing System program, which has contracts with SpaceX and Blue Origin to develop and deliver human-rated landers to ferry crews to and from the lunar surface for the agency's Artemis program. Alongside the crew landers, dozens of robotic and cargo landings will deliver payloads to scout for a future Moon base and demonstrate technologies for larger vehicles, mining and resource utilization, and sustained operations during the two-week-long lunar night.

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Wednesday 6 May 1663

Up betimes and to my office a good while at my new rulers, then to business, and towards noon to the Exchange with Creed, where we met with Sir J. Minnes coming in his coach from Westminster, who tells us, in great heat, that, by God, the Parliament will make mad work; that they will render all men incapable of any military or civil employment that have borne arms in the late troubles against the King, excepting some persons; which, if it be so, as I hope it is not, will give great cause of discontent, and I doubt will have but bad effects.

I left them at the Exchange and walked to Paul’s Churchyard to look upon a book or two, and so back, and thence to the Trinity House, and there dined, where, among other discourse worth hearing among the old seamen, they tell us that they have catched often in Greenland in fishing whales with the iron grapnells that had formerly been struck into their bodies covered over with fat; that they have had eleven hogsheads of oyle out of the tongue of a whale.

Thence after dinner home to my office, and there busy till the evening. Then home and to supper, and while at supper comes Mr. Pembleton, and after supper we up to our dancing room and there danced three or four country dances, and after that a practice of my coranto I began with him the other day, and I begin to think that I shall be able to do something at it in time. Late and merry at it, and so weary to bed.

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Links 5/6/26

Links for you. Science:

New mutations help the H5N1 bird flu virus infect cows but not people
Measles Took My Daughter. This Is What I Want Everyone to Know.
What a 5,000-mile long marine heat wave means for summer in the U.S.
Neanderthal males and human females had babies together, ancient DNA reveals
Could a vaccine prevent dementia? Shingles shot data only getting stronger.
Yes, Canada has a ‘fungus bank’ — and it just got saved by a massive donation
Scientists make breakthrough in solving mystery of volcanic lightning

Other:

Trump Holds the American People in Total Contempt
With no end in sight to their deployment, National Guard troops roam Washington
Top Trump counterterrorism official placed on leave after ex claims she solicited funds from ‘sugar daddies’
Spanish speakers learn strategies to pass English-only driving test in Florida
As Measles Takes Toll on Kids, Anti-Vaxxers Have Change of Heart. Enough parents are quietly embracing the MMR that it’s helping to slow the outbreaks.
UC Berkeley strips all political art from trailblazing multicultural center (including a poster of Martin Luther King, who, for now anyway, has both a federal holiday and a national monument commemorating him)
6 Navy photographers and the shots seen round the world: ‘Our team succeeded’
Pack the Union: A Proposal to Admit New States for the Purpose of Amending the Constitution to Ensure Equal Representation
Two Iranian Women in ICE Detention Are Not, In Fact, Related to Qasem Soleimani, Documents Show. After Laura Loomer pointed to two women she claimed were connected to the late Iranian military commander, they were arrested and remain in immigration detention. One is now gravely ill.
Democrats in four states seek to bar ICE employees from future civil service jobs
Trump team’s counterterrorism picks are pretty damn terrifying
THE PEOPLE DO NOT YEARN FOR AUTOMATION
TMZ Era
RFK Jr.’s rejection of germ theory debunked in Senate hearing (by Democrats)
What Happened To Consumer Sentiment? The vibecession came for Donald Trump—then he started a war.
If America’s So Rich, How’d It Get So Sad? Or: How the 2020s broke our brains
Why Militaries Vaccinate
Lost Pages of a Medieval Manuscript Recovered, Revealing New Testament Text
Aftermath: Wall Street Is Lying to Itself
Washington Enters Its TMZ Era
‘Easily the Worst President in U.S. History’
The Disappearance of the Public Bench: Benches are microcosms of an expansive debate about who belongs in urban public spaces. When they are removed or made uninviting, we lose more than just a place to rest.
“Seemed Questionable”
Billionaire philanthropist warns US democracy ‘won’t survive’ AI race
Robotaxis could soon be legal in D.C. under new bill (solving a problem we don’t have…)
Palantir’s Manifesto Promises a Dystopian Future
I’m getting used to it now
Now tempted to run a casino out of my house
LLMs Corrupt Your Documents When You Delegate
Trump Says He’s Renovating ‘Filthy’ Reflecting Pool on the National Mall (lmfao: “The president said he would be using a contractor he knows from his years in real estate.” Of course he is.)
RFK Jr. Defends Trump’s Mathematically Impossible Drug Discount Claims

Luca Maestri Runs the Cafeteria

Apple Newsroom, back in August 2024:

Apple today announced that Chief Financial Officer Luca Maestri will transition from his role on January 1, 2025. Maestri will continue to lead the Corporate Services teams, including information systems and technology, information security, and real estate and development, reporting to Apple CEO Tim Cook. As part of a planned succession, Kevan Parekh, Apple’s Vice President of Financial Planning and Analysis, will become Chief Financial Officer and join the executive team.

That continued leadership role wasn’t ceremonial. Maestri still has an executive page, which reads:

Luca Maestri is Apple’s vice president of Corporate Services, reporting to CEO Tim Cook. In this role, he oversees a range of functions, including information systems and technology, information security, real estate and development, Caffè Macs, and Claris.

I find the mention of Caffè Macs to be utterly charming. (And the mention of Claris to be at least a little interesting.)

 ★ 

Apple Cuts More Mac Studio and Mac Mini RAM Options as Memory Shortage Worsens

Juli Clover, MacRumors:

Apple has removed more desktop Macs from its online store as the global memory shortage continues. Mac mini models with 32GB and 64GB of RAM are no longer available for purchase, nor is the M3 Ultra Mac Studio with 256GB RAM.

The M3 Ultra Mac Studio is now available only in a 96GB RAM configuration, with higher-tier options eliminated. Both M3 Mac Studio and M4 Max Mac Studio models have delivery estimates of 9 to 10 weeks.

 ★ 

Apple Settles Class Action Lawsuit Over AI Features That Were Advertised but Didn’t Ship for $250 Million

Chance Miller, 9to5Mac:

Last March, Apple was hit with a class action lawsuit after delaying the launch of the “more personalized Siri” that was first announced at WWDC 2024. Apple agreed to settle the case in December, and the full settlement terms are now available. Apple is set to pay $250 million to settle the lawsuit, equating to an estimated $25 per device. That number could reach up to $95 per device, depending on how many users submit claims. [...]

As part of the settlement, Apple is not admitting any wrongdoing. The company continues to assert that “it acted in good faith and in a manner reasonably believed to be in accordance with all applicable rules, regulations, and laws.” In a statement to 9to5Mac, an Apple spokesperson said:

Since the launch of Apple Intelligence, we have introduced dozens of features across many languages that are integrated across Apple’s platforms, relevant to what users do every day, and built with privacy protections at every step. These include Visual Intelligence, Live Translation, Writing Tools, Genmoji, Clean Up and many more.

Apple has reached a settlement to resolve claims related to the availability of two additional features. We resolved this matter to stay focused on doing what we do best, delivering the most innovative products and services to our users.

A $25/device settlement sounds about right. Apple ran ads showing features that still haven’t shipped. That they honestly intended to somehow ship those features, as promised, doesn’t mean the ads didn’t wind up being false.

 ★ 

Broadcast Booths Around Baseball Tip Their Caps to John Sterling

Great stuff around MLB:

Those around the league quickly honored that legacy during Monday night’s slate of games. Tributes rolled in from across the league, with various play-by-play announcers deviating from their typical routines to give a nod to Sterling’s distinct style.

It started with the Yankees and TV man Michael Kay, who called Aaron Judge’s first-inning home run exactly as Sterling would have: “It is high, it is far, it is gone!” Kay said, continuing: “Aaron Judge, a Judgian blast! Here comes the Judge!”

The Yankees also tipped the cap to Sterling by playing a recording of his iconic post-win call over the loudspeakers in Yankee Stadium once New York wrapped up a 12-1 win over the Orioles — “Yankees win, theeee Yankees win!” — something Judge and manager Aaron Boone each said they hoped could continue to be done moving forward.

The Yankees will wear a commemorative patch for the remainder of the season. I’ve got my beefs with Hal Steinbrenner, but the organization still knows how to do stuff like this right.

Sterling called 5,426 regular-season Yankees games and 225 postseason games. According to this tally, there are only three teams that have even played in at least 225 postseason games in franchise history. He called 5,060 consecutive games from September 1989 to July 2019 — a span that included every at-bat of Derek Jeter’s career and every inning of Mariano Rivera’s. He called five seasons for the Atlanta Braves before getting a real job.

To put that longevity in perspective, how’s this for a factoid:

John Sterling called nearly 3.0% of all games in MLB history — this includes all games, for all teams, even those prior to the first ever radio broadcast of a ballgame on Aug. 5, 1921.

(Vin Scully, the best there ever was, called over 4 percent of all MLB games ever played.)

I listened to Sterling call a lot of games. He never once made it boring.

 ★ 

Claris CEO Ryan McCann on FileMaker in the Age of Agentic Coding

That previous item led me to look at Claris’s website for the first time in a while. And, lo, there’s a banner promoting a message from CEO Ryan McCann that was posted just yesterday, under the headline “How Claris Is Building for What’s Next”:

Every AI-generated application creates the same problems: Where does it run, and how is it deployed, secured, and managed?

The app needs a database. It needs user authentication, role-based permissions, and audit logging. It needs backup and recovery. It needs to work on Mac, Windows, iPad, iPhone, and the web. It needs to run on infrastructure your organization controls, whether that is in the cloud or on your own hardware.

This is what FileMaker already is. One unified platform with data, logic, interface, security, and cross-platform delivery, built together from the start. We’ve been solving this problem at scale for over 40 years.

“Mac, Windows, iPad, iPhone, and the web”, huh? Feels like there’s a somewhat popular platform missing from that list. Can’t quite put my finger on it. Oh yeah.

FileMaker 2026 is coming soon. This release focuses on resiliency, productivity, and infrastructure, including native disaster recovery and business continuity capabilities enabled by two new features: FileMaker Server Remote Backup and Standby Server. Additionally, it lays the groundwork for agentic development. We will share specifics in the coming weeks.

Later this summer, following the release of FileMaker 2026, we will deliver the first developer previews of our agentic coding functionality.

I have to admit I very seldom hear about FileMaker, and I’ve never once heard of Ryan McCann before. But it must still be a significant business. Tim Cook certainly doesn’t seem like the sentimental type.

 ★ 

Politics Chat, May 5, 2026

Politics Chat, May 5, 2026

Everything You Need To Know About The Nuclear Energy Boom - EP 70 James Krellenstein

We’re in the midst of a new nuclear energy boom. Start-ups – both fusion and fission – abound, and the U.S. government has cleared the way to build again. Meanwhile, China is racing ahead with nuclear plans that dwarf those of the rest of the world combined.

As with any boom cycle, there is a lot of hype and a lot to understand if you want to get a handle on what’s real and what’s not. And so, we brought James Krellenstein onto the podcast. He’s the co-founder and CEO of Alva Energy and he’s sort of frightening in how much he knows about the nuclear industry. Like, really. You’ll see.

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This episode runs long because we wanted to use it as a chance to go through the past few decades of history and really explain why the U.S. nuclear industry slowed and how the U.S. might fix the situation. We also wanted to explain how all these new technologies work and, of course, explore where China is heading.

Krellenstein is something of a contrarian and thinks many of the U.S. nuclear start-ups are misguided in their approach.

He’s also incredible to listen to. You will enjoy this one. I think it’s one of the best episodes we’ve ever done.

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May 5, 2026

Late yesterday, Republicans in the Senate released their funding request for the budget reconciliation bill. It includes $1 billion for White House security, including Trump’s proposed ballroom. President Donald J. Trump unexpectedly began the process of knocking down the East Wing of the White House on October 20, 2025, just two days after millions of Americans turned out for the October 18 No Kings rallies.

Days later, Trump told reporters that the cost of the ballroom he intended to build on the site would be paid “100 percent by me and some friends of mine.” At the time, he claimed the ballroom was necessary because presidents needed more space to host events. Since the incident at the White House Correspondents’ Dinner, the White House has emphasized the need for the space for security reasons. In response, Republicans proposed a measure that appropriated $400 million to build a secure ballroom.

And now, Republicans are advancing a measure that will appropriate $1 billion in taxpayer money for Trump’s ballroom. They are doing so through budget reconciliation, which cannot be filibustered and so can pass the Senate with no Democratic votes.

The bait and switch of the ballroom plans seems to represent the bait and switch of the Republican ideology since the 1980s. When he ran for the presidency in 1980, Ronald Reagan promised voters that he would restore their freedom by cutting taxes and slashing regulations. With the resulting boom in the American economy, he argued, there would continue to be money for the social programs Americans liked. Americans could have tax cuts and social programs both.

In fact, Reagan’s tax cuts required deficit spending that tripled the national debt from $995 billion to $2.9 trillion—more federal debt than in the entire previous history of the country—prompting calls for cuts to social programs in order to address the ballooning debt. Rather than creating a rising tide that lifted all boats, as the saying went, the new system moved more than $50 trillion from the bottom 90% of Americans to the top 1%.

And yet that theory still animates the Republican Party. Last July, with their budget reconciliation bill known as the “One Big Beautiful Bill Act,” Republicans extended the 2017 Trump tax cuts for the wealthy and corporations. Republicans on the House Ways and Means Committee promised the measure would fuel an economic boom. “Renewing the Trump tax cuts will be a huge boost to America’s economy—leading to higher wages and more job creation,” they said.

Not a single Democrat voted for the measure. Among other things, Democrats noted, its failure to extend the premium tax credits that enabled individuals and families to buy healthcare insurance on the Affordable Care Act markets would mean Americans would lose health insurance, and the slashing of about $186 billion in federal spending, about 20% of it, from the Supplemental Nutrition Assistance Program over 10 years would hurt Americans who live with food insecurity.

The numbers are starting to come in.

Last Friday, Reed Abelson and Margot Sanger-Katz of the New York Times reported the conclusion of insurers and analysts that at least 20% of those covered by the Affordable Care Act, or Obamacare, are dropping their coverage, with analysts expecting that number will continue to rise another 6%. Already at least 5 million of the 24 million people who were covered last year have dropped their coverage. In Georgia, enrollment has fallen by more than a third.

Health and Human Services Secretary Robert F. Kennedy Jr. told the House Committee on Education and the Workforce last month that the drop in coverage has come from the administration’s crackdown on fraud.

As Melissa Goldin of the Associated Press reported yesterday, there is a similar story about SNAP recipients. Secretary of Agriculture Brooke Rollins recently told the Fox News Channel that “we now have moved 4.3 million Americans off of the food stamp program. A lot of that is fraud. A lot of it is people taking the program that shouldn’t have been. And a lot of it is just a better economy…. So people don’t need food stamps.”

In fact, as Goldin notes, experts say that fraud in SNAP is rare, with less than 1% of those who enroll disqualified from the program for fraud. People appear to have dropped off the SNAP rolls because the new rules in the One Big Beautiful Bill Act made it harder to enroll.

While Republicans don’t intend to fund healthcare or nutrition programs, the Senate’s proposed budget reconciliation bill appropriates $72 billion to fund Immigration and Customs Enforcement (ICE) and Customs and Border Protection, the parent agency for Border Patrol, through 2029. Extending the funding until then means that Democrats will not be able to use funding as leverage to try to reform ICE and Border Patrol after their aggressive sweeps targeting immigrants led to dramatic abuses, including the shooting deaths of Renee Good and Alex Pretti.

In February, G. Elliott Morris of Strength In Numbers crunched the polls and found that reforms to ICE are extraordinarily popular. Ninety-two percent of Americans want ICE agents to wear body cameras, for example, and 80% wanted an independent investigation in the killings of Good and Pretti. Morris noted that between 60% and 90% of voters—a supermajority that includes Republicans and a majority of Independents—say they want “transparency, accountability, rules, and oversight” for federal agents.

Today, at the Border Security Expo in Phoenix, Arizona, Trump’s White House advisor on border security, Tom Homan, assured Republicans that mass deportation is coming and that the administration will flood immigration officers into jurisdictions that aren’t cooperative. Michael Williams of CNN reported that Homan told Republicans angry that the administration is not deporting enough people: “You ain’t seen sh*t yet. This year will be a good year. Mass deportations are coming.” He added: “You’re going to see more ICE agents [than] you ever seen before.”

The administration’s disregard for the will of the American people also shows in its approach to its war on Iran. Today, Secretary of State Marco Rubio told reporters: “The operation is over. Epic Fury, as the president notified Congress, we’re done with that stage of it. We’re now on to this Project Freedom,” the attempt to open the Strait of Hormuz. The 1973 War Powers Act required the president either to get congressional approval for the war or to withdraw the troops within 60 days of notifying Congress of a military action. That deadline was May 1.

Now, according to Rubio, the war is now in a different phase: opening the Strait of Hormuz, which was open before Trump’s military adventure.

But Iranian officials have responded to Trump’s Project Freedom with military strikes against both the vessels attempting the transit and other Gulf countries. This afternoon, Trump backed down.

He posted on social media: “Based on the request of Pakistan and other Countries, the tremendous Military Success that we have had during the Campaign against the Country of Iran and, additionally, the fact that Great Progress has been made toward a Complete and Final Agreement with Representatives of Iran, we have mutually agreed that, while the Blockade will remain in full force and effect, Project Freedom (The Movement of Ships through the Strait of Hormuz) will be paused for a short period of time to see whether or not the Agreement can be finalized and signed.”

Notes:

https://www.theguardian.com/us-news/2025/oct/18/no-kings-protests-events-states

https://newrepublic.com/post/202163/trump-donors-white-house-ballroom

https://www.nbcnews.com/politics/white-house/republicans-propose-1-billion-taxpayer-dollars-secure-trump-ballroom-rcna343637

https://www.washingtonpost.com/politics/2026/05/05/senate-budget-bill-trump-ballroom/

https://www.pbs.org/wgbh/commandingheights/shared/minitext/ess_reaganomics.html

https://time.com/5888024/50-trillion-income-inequality-america/

https://waysandmeans.house.gov/2025/05/20/president-trumps-one-big-beautiful-bill-will-fuel-economic-boom/

https://www.nytimes.com/2026/05/01/business/obamacare-enrollment-decline.html

https://apnews.com/article/fact-check-snap-food-stamps-fraud-rollins-1a964909ae5cb808813a6478bbfa5f65

https://thehill.com/homenews/senate/5863729-senate-reconciliation-bill-ice-border-patrol/

https://www.cnn.com/2026/05/05/politics/tom-homan-border-security-deportations

​​

Strength In Numbers
What Americans actually want done about ICE
In a letter sent on Feb. 4, 2026, Democratic congressional leaders Hakeem Jeffries and Chuck Schumer laid out their 10 key demands for the current fight in Washington over funding for the Department of Homeland Security, and thus Immigration and Customs Enforcement. If these demands aren’t met, Jeffries and Schumer say, they will refuse to fund DHS outright. The agency could partially shut down in two weeks when funding runs out.qu…
Read more

https://www.cnn.com/2026/05/05/politics/white-house-ballroom-taxpayers

https://punchbowl.news/article/senate/72b-recon/

https://thehill.com/newsletters/defense-national-security/5865009-rubio-says-operation-epic-fury-is-over/

Bluesky:

meidastouch.com/post/3ml5bwpabfk2i

strea3m.bsky.social/post/3ml5eqod3wc2y

paleofuture.bsky.social/post/3ml5bq4vtes2c

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MAGA Will Kill Many Americans

Source: ACA Signups

Yesterday the Food and Drug Administration broke with previous policy and approved the sale of blueberry and mango-flavored vapes, dismissing long-standing concerns that making sweet-flavored vapes available will lead to increased smoking, especially among young people. A White House spokesman claimed that this policy U-turn reflected “Gold Standard Science,” but the decision came after Donald Trump — who suddenly became pro-vaping in 2024 after meeting with a “leading vaping lobbyist” — personally put pressure on the FDA commissioner. Trump is reportedly hoping that support for vaping will win back support from young men.

In other news, the New York Times reports that the Trump FDA has been suppressing research that refutes disinformation from anti-vaccine activists:

Officials at the Food and Drug Administration have blocked publication of several studies supporting the safety of widely used vaccines against Covid-19 and shingles in recent months, a spokesman for the Department of Health and Human Services confirmed.

The studies, which cost millions of dollars in public funds, were conducted by scientists at the agency, who worked with data firms to analyze millions of patient records. They found serious side effects to be very rare.

Does MAGA want to see thousands of Americans die prematurely from smoking and refusal to get vaccinated? Yes.

Let’s back up for a minute. Most Americans appear to be unaware of the fact that life expectancy in the United States is substantially lower than in other advanced countries; we’re on a par with poorer nations in Europe like Albania. Surely even fewer people know that this wasn’t always true. In the early 1980s Americans lived about as long as citizens of other rich nations. Now we die substantially earlier:

What changed in the 1980s? The obvious answer is politics: The election of Ronald Reagan in 1980 heralded a sharp U.S. turn to the right. And there is a strong correlation between right-wing politics and increased mortality — stronger than many of the statistical associations that guide public health policy.

You can see this correlation at the state level. Here’s life expectancy by state plotted against Trump’s share of the 2024 vote:

I’ve labeled the 10 most populous states. I’ve also labeled the outliers — red states with relatively high life expectancy, blue states with low life expectancy — to emphasize that these are small states. Taking population sizes into account, the trend line through the data points shows that there is there’s a strong, clear negative correlation between Trump-leaning orientation and low life expectancy at the state level. Deep red states like Alabama and West Virginia have life expectancy comparable to, say, Kazakhstan.

What drives this correlation? Part of the answer is that red states have weak social safety nets and are especially unwilling to provide healthcare to vulnerable populations. As I noted in my most recent primer, many red states refused to expand Medicaid under the Affordable Care Act, even though the federal government would have borne the bulk of the cost. Texas, which likes to boast about its economic success, leads the nation in the share of its children who lack health insurance.

Beyond this, right-wing politics in America often goes hand in hand with hostility to science in general and medical science in particular. The deadly linkage between reactionary politics and rejection of science was obvious during the Covid pandemic. The chart at the top of this post comes from the redoubtable Charles Gaba, who carefully tracked the association at the county level between political orientation and vaccination, and — because the vaccines worked when people were willing to get them — between politics and death rates. Deaths per capita in America’s reddest counties were almost three times as high as in our bluest counties. Also notice, in the chart comparing America with France, the big drop in US life expectancy during Covid, which had a lot to do with vaccine rejection.

Why is right-wing politics so deadly? Greed and willful ignorance.

The right’s opposition to providing healthcare obviously has a lot to do with greed, with wealthy donors unwilling to pay taxes to help others in need.

Greed is also an important factor in the attack on medical science. The best-known example of scientific disinformation promoted by corporate interests is the fossil-fuel-financed attack on climate science, but the template for this attack was the earlier campaign by the tobacco industry’s “merchants of doubt” to discredit evidence that smoking is harmful to your health. The straight line from this campaign to the relaxation of rules on flavored vapes is obvious.

The role of greed in the anti-vaccine movement may be less obvious, but the fact is that quack medicine is big business. Right-wing radio and social media have long relied on peddlers of snake oil for a large part of their revenue. So much of the attack on medical science can be seen as financially motivated.

Which is not to discount the role of willful ignorance driven by ideology. The modern U.S. right is, to a large extent, an alliance between oligarchs and white Christian nationalists — and the latter are deeply hostile to Enlightenment values, modern science very much included.

Now that this alliance is in power, we’re seeing the forces that keep U.S. life expectancy far below that in other rich countries, that cause Texans to die younger than residents of Massachusetts, go into overdrive at a national level.

The consequences will be grim.

We’re already seeing a resurgence of measles as a result of lower vaccination rates. Other infectious diseases will follow. And when — not if — we face another pandemic, there’s every reason to fear the worst.

Meanwhile, millions of Americans are set to lose health insurance this year, and millions more as drastic Medicaid cuts kick in. Reproducing a chart from my last primer:

America, then, is on track to experience a large rise in unnecessary deaths. But at least we’ll have mango-flavored vapes.

MUSICAL CODA

Live blog: Code w/ Claude 2026

I'm at Anthropic's Code w/ Claude event today. Here's my live blog of the morning keynote sessions.

Tags: ai, generative-ai, llms, anthropic, claude, claude-code, live-blog

Vibe coding and agentic engineering are getting closer than I'd like

I recently talked with Joseph Ruscio about AI coding tools for Heavybit's High Leverage podcast: Ep. #9, The AI Coding Paradigm Shift with Simon Willison. Here are some of my highlights, including my disturbing realization that vibe coding and agentic engineering have started to converge in my own work.

One thing I really enjoy about podcasts is that they sometimes push me to think out loud in a way that exposes an idea I've not previously been able to put into words.

Vibe coding and agentic engineering are starting to overlap

A few weeks after vibe coding was first coined I published Not all AI-assisted programming is vibe coding (but vibe coding rocks), where I firmly staked out my belief that "vibe coding" is a very different beast from responsible use of AI to write code, which I've since started to call agentic engineering.

When Joseph brought up the distinction between the two I had a sudden realization that they're not nearly as distinct for me as they used to be:

Weirdly though, those things have started to blur for me already, which is quite upsetting.

I thought we had a very clear delineation where vibe coding is the thing where you're not looking at the code at all. You might not even know how to program. You might be a non-programmer who asks for a thing, and gets a thing, and if the thing works, then great! And if it doesn't, you tell it that it doesn't work and cross your fingers.

But at no point are you really caring about the code quality or any of those additional constraints. And my take on vibe coding was that it's fantastic, provided you understand when it can be used and when it can't.

A personal tool for you, where if there's a bug it hurts only you, go ahead!

If you're building software for other people, vibe coding is grossly irresponsible because it's other people's information. Other people get hurt by your stupid bugs. You need to have a higher level than that.

This contrasts with agentic engineering where you are a professional software engineer. You understand security and maintainability and operations and performance and so forth. You're using these tools to the highest of your own ability. I'm finding the scope of challenges I can take on has gone up by a significant amount because I've got the support of these tools.

But I'm still leaning on my 25 years of experience as a software engineer.

The goal is to build high quality production systems: if you're building lower quality stuff faster, I think that's bad. I want to build higher quality stuff faster. I want everything I'm building to be better in every way than it was before.

The problem is that as the coding agents get more reliable, I'm not reviewing every line of code that they write anymore, even for my production level stuff.

I know full well that if you ask Claude Code to build a JSON API endpoint that runs a SQL query and outputs the results as JSON, it's just going to do it right. It's not going to mess that up. You have it add automated tests, you have it add documentation, you know it's going to be good.

But I'm not reviewing that code. And now I've got that feeling of guilt: if I haven't reviewed the code, is it really responsible for me to use this in production?

The thing that really helps me is thinking back to when I've worked at larger organizations where I've been an engineering manager. Other teams are building software that my team depends on.

If another team hands over something and says, "hey, this is the image resize service, here's how to use it to resize your images"... I'm not going to go and read every line of code that they wrote.

I'm going to look at their documentation and I'm going to use it to resize some images. And then I'm going to start shipping my own features. And if I start running into problems where the image resizer thing appears to have bugs or the performance isn't good, that's when I might dig into their Git repositories and see what's going on. But for the most part I treat that as a semi-black box that I don't look at until I need to.

I'm starting to treat the agents in the same way. And it still feels uncomfortable, because human beings are accountable for what they do. A team can build a reputation. I can say "I trust that team over there. They built good software in the past. They're not going to build something rubbish because that affects their professional reputations."

Claude Code does not have a professional reputation! It can't take accountability for what it's done. But it's been proving itself anyway - time and time again it's churning out straightforward things and doing them right in the style that I like.

There's an element of the normalization of deviance here - every time a model turns out to have written the right code without me monitoring it closely there's a risk that I'll trust it at the wrong moment in the future and get burned.

The new challenge of evaluating software

It used to be if you found a GitHub repository with a hundred commits and a good readme and automated tests and stuff, you could be pretty sure that the person writing that had put a lot of care and attention into that project.

And now I can knock out a git repository with a hundred commits and a beautiful readme and comprehensive tests of every line of code in half an hour! It looks identical to those projects that have had a great deal of care and attention. Maybe it is as good as them. I don't know. I can't tell from looking at it. Even for my own projects, I can't tell.

So I realized what I value more than the quality of the tests and documentation is that I want somebody to have used the thing. If you've got a vibe coded thing which you have used every day for the past two weeks, that's much more valuable to me than something that you've just spat out and hardly even exercised.

The bottlenecks have shifted

If you can go from producing 200 lines of code a day to 2,000 lines of code a day, what else breaks? The entire software development lifecycle was, it turns out, designed around the idea that it takes a day to produce a few hundred lines of code. And now it doesn't.

It's not just the downstream stuff, it's the upstream stuff as well. I saw a great talk by Jenny Wen, who's the design leader at Anthropic, where she said we have all of these design processes that are based around the idea that you need to get the design right - because if you hand it off to the engineers and they spend three months building the wrong thing, that's catastrophic.

There's this whole very extensive design process that you put in place because that design results in expensive work. But if it doesn't take three months to build, maybe the design process can be a whole lot riskier because cost, if you get something wrong, has been reduced so much.

Why I'm still not afraid for my career

When I look at my conversations with the agents, it's very clear to me that this is moon language for the vast majority of human beings.

There are a whole bunch of reasons I'm not scared that my career as a software engineer is over now that computers can write their own code, partly because these things are amplifiers of existing experience. If you know what you're doing, you can run so much faster with them. [...]

I'm constantly reminded as I work with these tools how hard the thing that we do is. Producing software is a ferociously difficult thing to do. And you could give me all of the AI tools in the world and what we're trying to achieve here is still really difficult. [...]

Matthew Yglesias, who's a political commentator, yesterday tweeted, "Five months in, I think I've decided that I don't want to vibecode — I want professionally managed software companies to use AI coding assistance to make more/better/cheaper software products that they sell to me for money." And that feels about right to me. I can plumb my house if I watch enough YouTube videos on plumbing. I would rather hire a plumber.

On the threat to SaaS providers of companies rolling their own solutions instead:

I just realized it's the thing I said earlier about how I only want to use your side project if you've used it for a few weeks. The enterprise version of that is I don't want a CRM unless at least two other giant enterprises have successfully used that CRM for six months. [...] You want solutions that are proven to work before you take a risk on them.

Tags: ai, generative-ai, llms, podcast-appearances, vibe-coding, coding-agents, agentic-engineering

datasette-referrer-policy 0.1

Release: datasette-referrer-policy 0.1

The OpenStreetMap tiles on the Datasette global-power-plants demo weren't displaying correctly. This turned out to be caused by two bugs.

The first is that the CAPTCHA I added to that site a few weeks ago was triggering for the .json fetch requests used by the map plugin, and since those weren't HTML the user was not being asked to solve them. Here's the fix.

The second was that OpenStreetMap quite reasonably block tile requests from sites that use a Referrer-Policy: no-referrer header.

Datasette does this by default, and I didn't want to change that default on people without warning - so I had Codex + GPT-5.5 build me a new plugin to help set that header to another value.

Tags: openstreetmap, http, datasette

The beauty of tautologies

Tautologies have a bad reputation. They are often dismissed as mere definitions. People get scolded for trying to draw causal implications from tautologies. They are viewed as being simplistic.

It is true that tautologies are (implicit) definitions. It is true that they are simplistic. It is true that they have no direct causal implication. Nonetheless, tautologies are one of the most important parts of economics. They promote clear thinking and thus make it easier to see how the economy functions. They do not establish causal relationships, but they make it easier to see which causal relationships are plausible and which are not.

The Pursuit of Happiness is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

Consider this rather banal tautology:

The number of shares of stock sold equals the number of shares of stock purchased.

I don’t know how many times I’ve heard the news media attribute a sharply decline in stock market indices to a “selling wave” hitting Wall Street: The Dow fell 800 points as investors sold 15.4 billion shares of stock. Yes, but investors also purchased 15.4 billion shares of stock. Two sides of the same coin:

At one time, the stock market was closed at night and yet market indices often changed dramatically, even without a single share being traded. A hundred years ago, the Dow might close one day at 243 and open the following morning at 227, reflecting bearish overnight news. In that case, it is fairly obvious that the market moves on new information, not trading activity. To the extent that trading activity has any impact on prices, it is due to what the trading reveals about information held by various participants in the market.

Here I’ll look at six tautologies:

  1. M*V = P*Y = NGDP

  2. M = k*P*Y = NGDP k*NGDP

  3. Saving = Investment

  4. Aggregate quantity demanded = aggregate quantity supplied

  5. GDP = GDI (gross domestic income)

  6. [Domestic] Saving - investment = Current account balance

Proponents of various policies often use tautologies as a sort of intuition pump—a way of making their model seem more plausible. I will show that the first (and most famous) tautology listed above is actually the least useful, whereas each of the other five offer valuable insights into macroeconomics

Part 1: Monetarism

Tautologies #1 and #2 show the relationship between the money supply and nominal GDP (P*Y). In a mathematical sense the two equations are exactly equivalent, as V = 1/k. But the Equation of Exchange (M*V=P*Y) is less useful than the Cambridge Equation (M=k*P*Y), as the latter has a common-sense explanation that is intuitively appealing, while the former does not.

The variable V in the Equation of Exchange is often described as “velocity”, the average number of times a unit of money is spent in a given year. But that is not actually what V represents, as money is frequently spent on goods that are not a part of NGDP, and some purchases of goods do not involve money.

The Cambridge equation says that if k is the share of gross income that people hold in the form of cash balances, then the level of nominal GDP is the ratio of the money supply to k. Unlike V, the variable k really does represent the variable described in the textbooks. The k ratio is a variable that you can visualize. You can imagine holding a larger or smaller share of your income in the form of cash balances. And you can also imagine the central bank directly changing the money supply through policies like open market operations.

The Cambridge equation tautology tells us that anything that changes NGDP does so by influencing one of two variables; either the stock of base money, or the share of gross income held in the form of base money. You can model NGDP by modeling each of those two variables.

I believe that M = k*P*Y is an especially illuminating tautology because most people have no idea that these two variables (the stock of base money and the share of income held as money) determine total national income. I doubt if one person in a hundred could explain this fact. And the reason is simple—most people don’t understand the distinction between nominal and real variables.

Think about the fact that for any economic variable X, it is true that:

X = k*P*Y, where k is defined as X/P*Y

Thus, X might be the total stock of gold, measured in dollars. Why is this not an interesting tautology?

If we were on the gold standard, then that sort of equation would be quite interesting. Suppose the public held a stock of gold equal to 3.5% of GDP. If the stock of gold rose by 20% due to a new discovery, and if the public’s demand for gold as a share of GDP were unchanged, then NGDP would rise by 20%. That’s an interesting fact to know, even if in the real world the public’s demand for gold as a share of GDP is not exactly constant.

But suppose that gold is not money. Now consider the same example, a 20% rise in the physical stock of gold due to a new discovery. If we are not on a gold standard, then, the nominal gold price of gold might change. If so, then even if the public continued to hold exactly 3.5% of gold as a share of GDP, the enlarged stock of physical gold need not have any impact on its value in monetary terms, and hence NGDP.

Thus, the Cambridge Equation is enlightening due to three critical assumptions:

  1. Nominal GDP is priced in money terms.

  2. The stock of base money is directly controlled by the central bank.

  3. It seems plausible that the public’s demand for base money as a share of income is at least partly determined by factors that are independent of central bank policy, especially in the long run. After all, do you let Jay Powell determine the amount of base money that you hold as a share of your income?

Part 2: S = I and the Paradox of Thrift

The savings = investment relationship is often misunderstood. At an aggregate level, saving is defined as the funds used to finance investment—the construction of capital goods. Don’t try to construct counterexamples. If society decides to redefine a good formally viewed as investment as now being a consumer good (let’s say something like pickup trucks), then the funds used to pay for the good get redefined from saving to consumption. If I save money by lending it to a neighbor who blows it all in Vegas, then the neighbor’s actions are treated as negative saving, exactly offsetting my positive saving.

Don’t bother trying to find real world examples of where saving doesn’t equal investment; by definition they are equal. Saving is the portion of income used to finance investment. Period, end of story.

So, what are we to make of the often-stated fear that increased saving might cause a depression. In fact, no depression has ever been caused by increased saving. That’s because saving equals investment, and if saving increases then investment increases. By definition. And depressions generally feature declining investment, often sharply declining investment. So stop worrying about too much saving.

In The General Theory, Keynes worried about a slightly different problem. He worried about an increase in the propensity to save, i.e., the intention to save, which is a radically different concept from an increase in actual saving. Keynes worried that if people intended to save more money, it would lead to less nominal spending and a fall in national income. Keynes argued that because of the fall in aggregate income, the public would not actually save more. National income would adjust (downward), rather than S and I adjusting upward.

Unfortunately, many people misinterpreted Keynes’s “paradox of thrift” as a claim that more saving is bad for the economy. That’s not what Keynes said! Keynes argued that a decline in aggregate demand (basically nominal spending or NGDP) is bad for the economy, and that this sort of decline might be caused by an increase in the public’s desire to save. But Keynes never said that more saving is itself a bad thing, as he understood that in equilibrium there is an equality between saving and investment. And since Keynes was very much pro-investment, that means he was also very much pro-saving.

By combining the Cambridge Equation with the S = I identity, we can finally begin to understand Keynes’s paradox of thrift. In plain English, Keynes was saying that if the public tried to save a higher share of their income, it was likely to lead to an increase in the Cambridge k ratio. And the Cambridge Equation tells us that if the k ratio increases at a time when the money supply is constant, then NGDP must decline. That’s why Keynes worried about a higher propensity to save. But that fear has nothing to do with an actual increase in saving, which is generally associated with rising investment and a strong economy. What Keynes called the “paradox of thrift” should be called the problem of money hoarding.

When we combine the Cambridge Equation with the S = I identity we can also see why Keynes’s paradox of thrift fell out of style after the 1960s. When we moved to a fiat money regime, it became clear that the central bank could offset any decline in the k ratio by increasing the monetary base and thus prevent a fall in nominal GDP. Now there was no longer any reason to worry about the public becoming too thrifty. Saving is good, actually. Moving from a gold standard to a fiat money system removed the worry that saving was bad for the economy. (A point I should have made in my previous post, which critiqued the gold standard.)

Part 3: AS = AD and Say’s Law

Here’s AI Overview:

Say's Law, often summarized as "supply creates its own demand," posits that the production of goods generates the necessary income (wages, rent, profit) to purchase that total output. It implies that general overproduction or widespread "gluts" are impossible in a market economy, as total demand always equals total supply.

When defined this way, Say’s Law is true. The Great Depression was not caused by overproduction (as Franklin Roosevelt believed), rather it was a case of too little production. On the other hand, Say’s Law does not mean that we need not fear a situation where nominal spending is falling. Even if aggregate supply equals aggregate demand in a Depression, the equilibrium may occur at a undesirably low level of output and employment:

[Graph courtesy of ChatGPT]

Much of the confusion is due to the use of the term “aggregate demand”. I wish the model were called the nominal spending/real output model, not the AS/AD model. It has nothing to do with “demand” in the ordinary sense of the term as used in microeconomics.

Classical economists understood that if the government were to pass a law setting a very high minimum wage rate—say $40/hour, it would lead to less employment and output. Most economists would call this sort of policy an “adverse supply shock”.

Now consider a big drop in “aggregate demand” such as occurred during 1929-33, when NGDP fell by roughly 50%. Because nominal wages are sticky, this drop in nominal spending did not result in a 50% fall in wages and prices, leaving output unchanged. Instead, nominal wages were sticky and remained above equilibrium. Firms responded much as they would to a higher minimum wage rate, by reducing employment and output.

From the perspective of Say’s Law, these sticky wages create an aggregate supply problem, analogous to higher legal minimum wage rates. Thus, the fact that a fall in nominal spending in an economy featuring sticky wages leads to high unemployment in no way contradicts Say’s Law; indeed, it is a prediction of classical economics.

Keynes was wrong when he suggested that perfectly flexible wages would not solve the problem of falling nominal spending. But he won the intellectual battle anyway, as there is no way to make nominal wages perfectly flexible, so the sort of nominal spending shortfall that Keynes worried about really is a problem, a problem that must be addressed public policies that stabilize nominal spending.

I once wrote a paper entitled The Real Problem is Nominal, where the term “real” meant “actual”. Say’s Law teaches us that all economic problems are real, meaning supply side problems, even if the ultimate source of the problem is nominal wage rates that are too high relative to falling NGDP, triggered by a shortfall in “demand”.

Part 4: GDP = GDI (Gross output equals gross income)

The production/income identity is useful in a couple of different areas. First, it provides the intuition for one popular argument for NGDP targeting. In the previous section I alluded to the fact that a stable path of NGDP helps to stabilize the labor market. That’s because NGDP is the nominal revenue that firms have to pay nominal wages. The production/income equality suggests that stabilizing NGDP will also help to stabilize the financial system, as nominal income (NGDI) is the resource that individuals, firms and governments have available to pay nominal debts. Falling NGDI often leads to a financial crisis (as in 2008-09 and 1931-33.)

This identity is also useful when thinking about the impact of AI on the economy. Some fear that intelligent robots will eventually provide almost unlimited labor, leading to mass unemployment. But this hypothetical outcome would also imply almost unlimited output, meaning the economy would experience extremely high levels of gross income, despite near 100% unemployment rates. That’s not to deny the fact that AI might present important challenges for public policymakers, but it does suggest that policymakers would have an extremely powerful tool should they use to utilize it—the fiscal space to easily provide every single citizen a UBI equal to at least an upper middle-class lifestyle, if not higher.

When the public envisions mass unemployment, they also envision mass poverty. But that’s because technological progress over the past two centuries has not resulted in mass unemployment. Rather, occasional periods of high unemployment have been due to the interaction of falling NGDP and sticky wages, which really does impoverish a nation. In contrast, a mass unemployment produced by near limitless technological progress would enrich a nation. The GDP = GDI tautology helps us to understand that fact.

Part 5: Saving, investment and the current account balance

Do trade policies cause a change in the gap between saving and investment, or do policies that influence domestic saving and investment cause shifts in the trade balance? By itself, the S - I = CA balance tautology doesn’t prove anything about causation. But it is highly suggestive.

[Update: In the original post I should have indicated domestic saving minus domestic investment, as total saving equals total investment.]

Suppose you asked a protectionist to explain why they thought that trade barriers would improve the current account balance. How would they explain this outcome in terms of saving and investment?

There are only two ways that a country can increase its current account balance, either by reducing domestic investment or by increasing domestic saving. Protectionists would almost never point to lower domestic investment as the preferred explanation, for obvious reasons. Higher investment is almost universally viewed as a good thing, even among protectionists. The argument that protectionism will increase the trade balance almost always hinges on the question of whether it will increase domestic saving. And it might!

For instance, a tariff might increase government revenue, leading to higher government saving (or at least less dissaving) and this could increase the current account balance (i.e., reduce the deficit.) I’ve generally been skeptical about the impact of the Trump tariffs, but that’s not for purely theoretical reasons. Rather it is because Trump has aggressively cut taxes in other areas, thus the net effect of his fiscal policies has not been a boost in government saving. (BTW, quotas don’t even bring in government revenue, so they are especially unlikely to boost domestic saving.)

Of course, an extremely protectionist trade policy with prohibitive tariffs would almost certainly reduce America’s current account deficit by dramatically reducing both imports and exports. In that case, however, the most likely mechanism would be lower domestic investment, hardly the desired outcome.

Tautologies are some of my favorite economic tools. They force us to see connections that otherwise might be hidden from view. They allow us to see why certain causal relationships are likely to be true, or why they might be highly implausible. The Fisher Equation tautology (i = r + inflation) doesn’t prove anything about causality. But it points us in the right direction—it helps us to organize our thinking about the likely impact of inflation on interest rates. That’s because we know something about the world. Our views regarding the real interest rate are not a blank slate, just as our intuition about the public’s demand for cash balances as a share of income is not a blank slate.

Some tautologies are obvious in one sense, but not in another. The amount of money that people pay in interest is exactly equal to the amount of money that people receive in interest. The amount of money that people pay to buy homes, is exactly equal to the amount of money that people receive when they sell homes. Duh!! But keeping these truisms in mind helps to prevent the fallacy of reasoning from a price change.

And while it is true that tautologies, by themselves, do not prove any causal relationships to be true, isn’t that true of all social science models?

PS. To see some examples of tautologies being misused, check out my two posts on MMT (here and here.)

PPS. Slightly off topic, but I’d like to point readers to one of my favorite weekly summaries of the blogosphere, provided in David Levey’s substack.

The Pursuit of Happiness is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

GIMME SHELTER Newsletter Spring 2026

GIMME SHELTER is a summing-it-up newsletter I do maybe three or four times a year (infrequent and sporadic). I send it out to via email to about 6,500 people and, also print it out here on my Substack. If you want to be on the list of recipients, send your email address to: lloyd@shelterpub.com. (It won’t be used for any other purposes.)

(In this case, it’s getting Substacked before we send out the full email.)

Going It Solo

I haven’t been single since I was 12 years old.

(When Gloria asked me to hold her hand as we walked back from the beach on the Russian River.)

Girlfriend after girlfriend, 3 of them serious, then 18 years the first marriage, almost 50 years the second.

As I’m shifting to being a soloista, I’ve at the same time — journalist at heart— been observing the process,

It’s way different, let me tell you.

I have a ton of solo friends, and they all seem to be doing fine. They’re not bitching about living alone — and they know stuff that I don’t.

Sure, I miss Lesley, but focusing on that gets me nowhere. And she appears unexpectedly now and then. One day I was walking along the brick path and came across a red flower, and got a jolt — there she was! Or a picture of her Shari handed me that I hadn’t seen before. She’s still here.

Plus:

The busy bee has no time for sorrow.

-William Blake

Weeping cherry tree (by pond) in full bloom

What’s different about the solo life?

Day-to-Day Busyness

• Doing all the shopping, cooking, dishes; washing and drying clothes (in the fresh air or by the fireplace); sweeping, composting, recyclable and non-recyclable garbage

• Getting firewood, kindling, splitting, stacking

Gardening, which is huge around here. Tomatoes, cucumbers, KALE, chard, potatoes, zucchini (for first time ever, I kept ahead of the zucchini’s prolific production last season, picking a zuke every day or two — went on until December), hot peppers, artichokes, asparagus (20-year-old bed), strawberries raspberries, apples, plums, parsley, chives. Plus my friend/chef/neighbor Kate and I are planting a robust garden…

Old chicken coop, now storage, with living roof. When we cleared away weeds, here were succulents Lesley planted maybe 10 years ago
Adobe wall greenhouse planted with peas, beans, tomatoes, herbs, cucumbers Roof is double wall polycarbonate, a great greenhouse material.
Raised beds with various seedlings, hoop greenhouse with three hot pepper plants, asparagus, tomato. Seedlings are just starting in the raised beds.
Pump house, 15’ deep well provides garden water for most of year

• Ongoing homestead maintenance: pests like termites, ants, skunks; leaky valves; roof leaks (7 roofs); septic system maintenance, weeding, grass cutting, pruning (4 apple trees, 1 plum, raspberries, red currants), watering (most of the year from shallow (15’ deep well). Everywhere I walk on this 100x100’ piece of land, I see things to do, to maintain, to fix.

Pepé Le Pew, the homestead’s latest zorillo, handsome devil, nightly visitor enters property via quail opening I made in front gate

• No one to curb my enthusiasm

• More time for introspection

I feel like — at 4 years — I’m still testing, learning, groping, adapting, but things are finally starting to sail smoother on this ship of a homestead. It’s taking years to reconfigure the garden to something I can manage. I can’t picture what it would be like to live in a city apartment — life on a piece of land is so different.

Planetary impact: I’ve got rooftop solar panels, generating more electricity than I use. Most of my heating is from scrounged eucalyptus firewood. I dress in (sometimes 5) layers, merino wool, once in a while use a low-wattage electric heater. Dishwater gets dumped in the garden, virtually no grease goes into the septic tank. Every scrap of leftover food (banana skins, coffee grounds, chicken bones, spoiled food), has gone into the garden for over 50 years now. When I stay in a city, I have a hard time putting food in the garbage can.

Living a solo life makes me realize how efficient it is for two people to live together. Two people to pay the rent, two people to divide up the chores, two people to amuse each other.…

The nuclear family, subject to much disparagement since the ‘60s, is nevertheless an efficient setup, especially if you’re doing something like building a homestead.

Soaking up the soloism: around mid-March, I bottomed out with people. Day after day, lots of people to deal with. All good people, friends, interesting, fun — but I started craving alone-ness. The first night solo in a while, I cooked a wild duck, played Shorty’s Bunkhouse on our local (world-class) radio station KWMR, and danced around the room, using Indian clubs, dumbbells, and kettle bells to do various exercises to the beat. Fun!

That night, being alone was sweet.

I’m up and down. Lesley was very balanced (a Libra), but I swing from depression to ecstaticness. Just her calm presence would provide me a measure of balance, but now I’m on my innate solo roller coaster of emotional ups and downs. So be it.

Was the goin’ up worth the comin’ down?

-Kris Kistofferson

When I’m having an extraordinary day at the beach, or running on one of the beautiful Mt. Tam trails, driving home on Highway One with kick-ass music! — well, sure! Worth it.

But when I’m in the dregs of depression? Galumph! I’m having to learn toleration and patience — wait it out, not worsen things by bitching. Sloopy hangin’ on.

And furthermore, heh-heh, there’s this:

The road of excess leads to the palace of wisdom.

-William Blake

Aging

The Substack posts I do on aging are by far the most popular. Probably the boomers — closing in on their ‘70s, ‘80s — are curious about what’s coming.

This Gettin’ Old Sure Is Gettin’ Old

-Song by Mick Kolassa

I Lost a Day

The latest gorilla in my life of getting older:

The other day— Sunday, I thought — I went down to a barbecue at our boat club at noon. Funny, building crews were at work on a big downtown project, and there were plenty of parking spaces. Odd for a weekend.

Ulp! It was Monday, not Sunday. It gave me pause. Jesus! Like some sort of time machine, I’d lost a day! Discombobulating.

The Experiences in Getting Old Are New Experiences.

We’ve never been this old before, and the various decreasing abilities inherent with aging are happening for the first time.

• Forgetting names

• Malfunctioning of various physical parts

• Health issues

• Getting out of the car

• Losing strength, agility, flexibility

• Loss of manual dexterity, like buttoning shirts, threading needle

• Worsening depth perception

• Being out of touch with the stunningly fast-changing world

• Doing increasingly stupid stuff

What Did I Come In Here For?

It’s now happening a couple of times a day: I get into the house, cannot for the life of me think what I came in for, and walk back out to the studio, then remember and hurry back before I forget again.

Misplacing Phone and Car Keys

Happens all the time. Thank heavens for Apple’s “Find My.” Even so, sometimes it takes a lot of searching.

Missing calls, texts, DMs, WhatsApp’s

I can’t keep up with all the different forms of incoming messages. Often, I’ll recall a message, like someone asking for something and I check my texts or phone messages but can’t find it. So if I don’t respond, that’s what’s happening. The best way to contact me is by old fashioned email: lloyd@shelterpub.com.

Also, I don’t have my phone with me even half the time — hey, I’m 91 — I don’t have to be connected 7/24.

Forgetting Your Name

This happens daily. I remember faces but not names associated with those faces (or context of what this particular person does or how we met). When we meet, tell me your name.

Here are my previous Substack posts on aging:

A Night on the Beach

The other night I grabbed my backpack and headed for the beach. Normally I’ll walk about 2 miles to a somewhat distant long sandy beach but this time, the pack felt really heavy, so I set up my tent and built a fire closer by, where a creek flows into the ocean.

Been years since I’ve done this, so it was a bit awkward setting up, erecting (Nemo) tent, inflating (Nemo) (v. comfortable) air mattress. Cooked some venison on the coals plus potato and onion in foil. I’d left on an unseasonably warm afternoon, and didn’t take enough warm clothing or my warmer sleeping bag, so was pretty cold. But getting away from electricity and phone/computer/TV screens left me refreshed. This is what life used to be like!

Compulsion To Communicate

I’m a curious person, and I love telling people about extraordinary things I see going on in this world.

Lover of all things alive, wonderer at all he meets…

-Ralph Waldo Emerson, 1803-1885

Now that I’ve sold my publishing company, my main forms of communication are Substack, which I love, and Instagram, which unfortunately Zuckerberg has kidnapped and downgraded in pursuit of profit.

I do about one post a week on Substack. Take a look (subscriptions are free):

(Plus the very occasional email such as this one.)

Artificial Intelligence

Perplexity AI has changed my life.

OK, OK, I’m aware of the present and scary future evils of artificial intelligence. I have a friend who won’t use it because of the enormous energy costs. AI can imitate voices and is already being used for scams. And who knows what will happen — in the creative arts — if AI gets beyond the present state of artistic slop?

BUT AI research – for me — is enormously useful.

Examples:

1. Recently I had written something about how my friend Paul Wingate learned how to be a carpenter, but couldn’t locate it. Perplexity pulled it right up:

“In his November 2025 article ‘Game Plan for Young Builders’ on lloydkahn.substack.com, Kahn describes how in the 1960s, his friend Paul Wingate wanted to become a carpenter.…”

2. I’ve done a ton of research on the harm that so-called “environmentalists” are doing to local economies: shutting down organic food production, eliminating blue-collar jobs and homes, and in the case of Bolinas, attempting to ban fishing along 8 miles of our coast. (See more on this below.)

3. What’s the best rootstock on which to graft apples?

4. It will give me one page, one paragraph or whatever length I designate summary of any book.

I always check out the referenced URLs.

It’s an extraordinary tool.

I loved Once Upon A Time in the West. This is what the West was really like, not the romanticized Hollywood versions. Look at the deck here.

My Next Book

It looks like I’ll be doing my first book in four years later this year, titled: Breaking Free in the 60s: An Autobiography of Sorts. (Formerly titled Live From California.) It will be published by AdvetureKEEN

I grew up in San Francisco and went to high school in the Haight-Ashbury district and what I saw happen in the city in the ’60s differs from all the many books and articles and videos on the subject.

In writing it, I decided to outline my background: growing up in SFO, Lowell High School, Stanford, surfing in Santa Cruz before wetsuits, running a newspaper on an Air Force Base in Germany, building two houses in Big Sur, etc.

Me at age 24 with Peter, age 3 months while I was in the USAF in Germany in 1959, with my Rolleicord camera (it was the low-cost Rolleiflex).

It’s not really an autobiography, since it ends in 1973 (when we did the book Shelter) and also, I don’t feel comfortable getting deeply into my personal life, as most autobiographies do.

I’ll be serializing it for paid subscribers on my Substack platform, plus there will be a real hold-in-your-hands book for sale. Stay tuned.

Whatever you do today, do it with the confidence of a 4-year old in a Batman cape.

- Anon

Stewart Brand’s New Book

I hung out with Stewart a lot in the late ‘60s and early ‘70s, working on the Whole Earth Catalogs and sharing excitement about countercultural changes; then in 1974 when we spent several weeks exploring (and pouring a house foundation) on Cape Breton Island, Nova Scotia.

Flash forward 24 years: at his 50th birthday party in San Francisco in 1998, he seated me next to R. Crumb at dinner (for which I will be eternally grateful).

Flash forward another 25 or so years, :

https://www.theguardian.com/technology/2026/feb/25/tech-legend-stewart-brand-on-musk-bezos-and-his-extraordinary-life-we-dont-need-to-passively-accept-our-fate

This Guardian article was a couple of months ago, just discovered it now.

Regarding Stewart’s health:

“In terms of physical maintenance, Brand has always been a healthy, active, outdoorsy person – he was a keen sailor, he was hiking up mountains with rocks in his backpack in his ’60s, and he started going to CrossFit when he was 75 – ‘that built a pretty strong constitution.

“Now, though, he has a respiratory illness, he says, ‘…which is progressive, incurable and fatal’. He’s in a stable condition, and still exercises, but uses supplementary oxygen as well. ‘I’d be very surprised by making it into my ’90s,’ he says, seemingly without regret: ‘Imagine the luck, to get to be 87 – it’s just fantastic!’”

-Steve Rose, The Guardian, Feb 2, 2026

And more recently, this insightful and timely interview by Ezra Klein in the New York Times on April 26, 2026:

He was in good spirits at a small party in Sausalito last week, signing books and talking to maybe 50-60 people. He seems clear headed and in his skin.

In fact, (with profound help from his wife Ryan), he’s kickin’ ass!

His First Book in 15 Years

My big surprise here: it feels somehow like the early Whole Earth Catalogs.

He’s got these very cool publishers in SF, Stripe Press, who’ve created an author’s dream of PR and swag. There was a cool book-signing party at Fort Mason in San Francisco, at which Stewart said that back in the day, as a writer AND photographer, he wanted to tell stories graphically. Rang a bell with me.

Witty swag for Stewart’s book (this is a cloth patch about 3” high).

The book has a refreshing words-with-graphics look.

Kevin Kelly calls it “…an instant classic.”

Environmentalism Has Become A Business

A war of the elite on fishermen, farmers, homebuilders and the working class

At first this seemed like a local issue. But lo and behold, it’s going on nationally.

Locally

Our small seaside town, Bolinas, a fishing port (among other things) for over a century, is currently being threatened with a ruling that would ban all fishing along 8 miles of our coast. Not only fishing from shore, but yet another onerous restriction on our small local fishing fleet.

The plan is sponsored by the Environmental Action Committee of West Marin and is not based on any scientifically valid data and was put forward with scant local input and in an underhanded, sneaky way.

Nationally

With the environmentalism started by Rachel Carson’s Silent Spring in 1962, then rising ecological awareness of the ‘60s counterculture, the Environmental Protection Agency was established in 1970. Environmentalism was real. The first Earth Day was in 1970 and it eventually became the world’s largest civic observance.

But as the years progressed, starting with the Reagan administration, businesses rebounded by creating groups calling themselves environmentalists, but actually using environmentalism as a tool to — among other things — further an elite approach to wilderness.

Groups like the Environmental Action Committee of West Marin are actually businesses. The EAC has a big budget ($800K donated in 2024), hires lawyers, has political connections, and has contributed to shutting down local food production in West Marin — oysters, dairy, beef — much of it organic — eliminating jobs and homes for 30 people at the Drake’s Bay Oyster farm and 90 tenants on the ranches on the Pt. Reyes Peninsula (mostly Latino).

We were blind-sided by their petition to the California Fish and Game Commission filed in 2023 to make our home beaches a Marine Reserve. We are fighting it (Save Duxbury Access) with a petition of our own.

I’ve gathered a tremendous amount of information on the “environmentalists” of today and am looking for an investigative reporter who’s interested in what I think is a big national story. I just don’t have the time to do it myself.

It’s way too big to cover here, but if you’re interested, I suggest doing some of your own research.

Especially if you contribute to the EAC or other “environmental” groups; are you aware of their anti-local, anti blue-collar, anti-country people actions? Do you want to be contributing to shutting down local food production and causing local people to lose jobs and homes?

And if you know of an investigative reporter who might be interested, let me know. I’ve done a ton of research, glad to pass it along.

BTW, The Nature Conservancy, the world’s biggest environmental organization, has $8 billion (!) in assets and pays its CEO $900 K annually. It’s been criticized for its corporate alliances and locally disruptive land decisions.

Hummingbird Week

Last week I discovered a baby Anna’s hummingbird on the ground. Located nest, put it back in (with a sibling), but mother never returned, so brought them into house and starting feeding them, keeping warm with light bulb.

Here they are in their nest. Note the camoflauge exterior.

One of them died, but this one had a fierce desire to survive. Fed it sugar water through eyedropper and added mashed-up aphids (Lillian’s idea) and flies for protein, but after 5 days, I was exhausted from feeding every hour, so took it to Wildcare in San Rafael, where they are way better equipped for bird survival — which I should have done in the first place.

It was a unique experience having a roommate for 5 days. Every time I’d walk into the room, its tiny heart was still beating and it would be bright-eyed and open its beak for food. I’d get up every few hours at night to feed the hungry critter. It was a real responsibility.

Update: Wildcare says it has survived and is perky. They have a lady who specializes in hummingbirds and is giving it proper food and heping it learn to fly.

Strangely, I got attached to this tiny (weighing 1/10 of an ounce when fully grown) being and am so glad it’s thriving. I wonder if Widcare will allow me to visit.

Closing with this song, recorded live in Tokyo in 1975. I know, I know, I’m prone to over-enthusiasm, but that said, I think this may be my favorite song of all time, not just for Ray’s heartbreaking voice, where he bends the notes, but trumpet player Johnny Coles’ solo, and the interplay of voice and brass.


Resist much, obey little.

-Walt Whitman

Thanks for reading Live From California with Lloyd Kahn! This post is public so feel free to share it.

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Justin Wolfers update

Wolfers’s moment of clarity ultimately sent him down a road less traveled by academic economists: creating his own media company.

On Wednesday, Wolfers, 53, announced that he had founded Platypus Economics, an independent media start-up that aims to reach a mainstream audience. The name is a nod to his Australian roots, cheekily referring to the odd-looking mammal native to his birthplace. He’s funding the business himself, using the income from his textbook sales.

…To get his content channels off the ground and build an audience, Wolfers is teaming up with Initial Digital, the digital media division of the Initial Group, an entertainment company that’s backed by the private equity firm TPG.

Here is the full NYT story.

The post Justin Wolfers update appeared first on Marginal REVOLUTION.

       

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ICE has not improved U.S. labor markets

We provide the first causal, national empirical analysis of the labor market impacts of heightened immigration enforcement during the second Trump administration. Enforcement increased everywhere, but, we take advantage of the fact that the increases have been uneven across geographic areas to classify areas as treated or control and then implement an event study and difference-in-differences design. Areas that experienced particularly large increases in the number of arrests also experienced a decrease in work among likely undocumented immigrants who remain in the U.S., compared to areas with smaller increases in arrests. We find no evidence of positive spillover effects to U.S.-born workers and U.S.-born workers who work in immigrant-heavy sectors are harmed.

That is from a new NBER working paper by Elizabeth Cox & Chloe N. East.

The post ICE has not improved U.S. labor markets appeared first on Marginal REVOLUTION.

       

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Aperiodic Table

Scientists occasionally invent alternative periodic table layouts, which is usually a sign that they don't have enough enrichment in their enclosures.

The Hidden Costs of Deferred Interest: What Consumers Need to Know

If you’ve ever been offered “no interest” financing at checkout, whether for medical care, home improvement, or a retail purchase, then you’re not alone because it’s become a common occurrence. These offers are everywhere, and on the surface, they sound like a smart way to spread out payments without paying extra, so you might be tempted to go for it, but there’s a detail buried in the fine print that many consumers miss, which is deferred interest.

Deferred interest is one of the most misunderstood financing structures out there. And if you don’t fully understand how it works, it can end up costing you a lot more than you ever expected.

In this article, we’ll look at exactly what you’re getting into before you sign.

What Is Deferred Interest?

Deferred interest is a type of financing where interest is temporarily put on hold , usually only for a promotional period such as  6, 12, or 18 months.

During that time, you’re told you won’t pay interest. Basically, that’s true but only if you meet the terms. Interest is still being calculated in the background from day one. It’s just not added to your balance yet.

If you pay off the entire balance before the promotional period ends, you avoid paying that interest entirely. But if even a small portion of the balance remains, all the accumulated interest gets added back onto your account, but can cause you financial problems that you might not have counted on paying.

Why It’s Easy to Misunderstand

The phrase “no interest” creates a sense of safety that really doesn’t exist. It sounds similar to a traditional zero-percent APR credit card, but deferred interest is not the same thing.

With a true 0% APR offer, interest simply doesn’t exist during the promotional period. However, with deferred interest, it’s more like a ticking clock in the background because the interest remains.

Many consumers assume that making minimum payments is enough to stay on track. In reality, minimum payments are rarely structured to fully pay off the balance before the deadline, so you’ll be stuck with paying interest. That misunderstanding can lead to a surprise bill that’s much higher than you probably expected.

How the Costs Add Up

Let’s say you finance $3,000 with a 12-month deferred interest plan.

You make your monthly payments on time, but by the end of the promotional period, you still have $200 left to be paid even though you’ve made the payments.

Instead of just paying off the remaining balance, you now owe all the interest that  has accumulated over the full 12 months, often at rates exceeding 20%. That could add hundreds of dollars to your total cost overnight.

When the interest takes effect retroactively, it doesn’t matter how close you were to paying it off. Missing the payoff by even a small amount will trigger the full interest charge to be launched.

Where Deferred Interest Is Often Used

Deferred interest financing shows up in a wide range of industries such as the following:

  • Healthcare and dental procedures
  • Cosmetic treatments
  • Furniture and appliance purchases
  • Electronics and retail stores
  • Home improvement projects

In many cases, it’s presented as a convenient solution to make large purchases more manageable.

And to be fair, it can be, but only if you fully understand the terms and plan your payments carefully to avoid the interest.

Why Companies Use Deferred Interest

From a business perspective, deferred interest is an effective way to increase conversions. Offering financing removes the immediate barrier  of a large upfront cost. It allows customers to say “yes” to purchases they might otherwise delay or decline.

The structure of deferred interest means that lenders still have a strong chance of earning interest revenue, especially if consumers don’t pay off the balance in time.

It’s a model that benefits businesses, but it places the responsibility squarely on the consumer to manage the risk to the best of their ability.

Fine Print Matters

One of the biggest issues with deferred interest plans is how the terms are disclosed.

Important details, like when interest starts accruing, how it’s calculated, and what triggers it, are often buried in dense contract language that’s hard for a person to decipher.

Consumers may not realize:

  • Interest accrues from the purchase date and not after the promo period
  • Minimum payments don’t guarantee payoff in time
  • A single late payment can void promotional terms
  • The interest rate may be significantly higher than standard credit cards

These aren’t small details, but the difference between saving money and paying a premium.

How to Protect Yourself

Deferred interest isn’t inherently bad. It just requires a more strategic approach.

If you’re considering this type of financing, here are a few ways to protect yourself:

Know the Exact Payoff Date

Don’t estimate. Instead, get the exact date when the promotional period ends and work backward from there.

Calculate Your Monthly Payment

Divide the total balance by the number of months in the promo period. That’s your target payment, and not the minimum payment listed on your statement.

Set Up Automatic Payments

Missing a payment could cancel your promotional terms, so it’s imperative that you make your payments on time.

Pay It Off Early If Possible

The sooner you eliminate the balance, the less risk you carry.

Alternatives Worth Considering

Depending on your situation, there may be better financing options available.

These include things like:

  • True 0% APR credit cards (without deferred interest)
  • Personal loans with fixed interest rates
  • Transparent payment plans with no retroactive charges

Some financing providers are also working to make terms clearer and more consumer-friendly, by focusing on simple interest rather than deferred interest rate structures.

Exploring these alternatives can help you avoid surprises and choose a plan that aligns effectively with your financial goals.

Why Transparency Matters

As more consumers become aware of how deferred interest works, there’s a distinct growing demand for clearer, more transparent financing options.

Regulators and consumer advocates have raised concerns  about how these plans are marketed, especially when key terms aren’t clearly communicated so there are a lot of gray areas.

At the same time, financial literacy is improving because people are asking better questions and taking a closer look at the details before committing to the loan.

That shift is important. Because when consumers understand the rules, they’re in a much stronger position to make informed decisions and avoid interest.

Final Thoughts

Deferred interest financing can be a useful tool, but only if you go into it with a clear understanding of how it works.The biggest mistake isn’t using it, but it’s  assuming it’s something it’s not.

Before you agree to any financing plan, take a few extra minutes to review the terms, calculate your payments, and consider your options. That small amount of effort can save you a significant amount of money. Because in the end, the goal isn’t just to make a purchase more affordable today, but to ensure it stays affordable in the future.

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The post The Hidden Costs of Deferred Interest: What Consumers Need to Know appeared first on DCReport.org.

How AI and Automation are Driving the Next Wave of Last Mile Technology

E-commerce and package networks scale volume while managing the same friction points every day: demand volatility, tight delivery windows, multi-carrier handoffs, WISMO spikes and cost leakage. This is exactly where last mile technology creates measurable control, because it turns delivery into a managed system, not a series of manual interventions.

As AI and automation mature, teams stop treating routing, dispatch, tracking and proof as separate tools through last mile technology . They run one operating loop where capacity plans reflect real density, routes stay feasible under disruption and exceptions close through workflows with clear ownership.

The outcome is operational stability that holds during peaks, while performance improves through daily planned-versus-actual discipline and better signal quality across fleets and partners. Let’s learn how AI and automation are shaping the next wave of last mile technology and what capabilities to prioritize first.

Why AI and Automation Matter in the Last Mile

AI and automation are needed because last-mile operations run on variance, not averages. Traffic shifts, service time changes by stop type and access friction compounds near the end of the shift. Manual teams spend too much time reacting to late discovery, while costs rise through overtime, reattempts and exception handling.

Modern last mile technology reduces decision latency. It standardizes inputs, automates recovery actions and learns from execution patterns so tomorrow’s plan reflects what actually happened today.

8 Ways AI and Automation are Becoming Non-negotiable in Last Mile Technology

AI and automation are reshaping how delivery operations plan, execute and improve every day. The sections below break down the core capability areas that are becoming non-negotiable for scalable execution in last mile delivery  operations.

  1. Capacity Forecasting Moves From Planning to Competitive Advantage

The strongest last mile technology stacks start earlier than dispatch by forecasting capacity needs months ahead, then translating forecasts into territory and fleet decisions. Teams see planning effort drop and service outcomes improve when territory and capacity planning are automated.

  1. Territory Planning That Adapts:  Dynamic boundaries adjust as delivery patterns change, instead of staying locked to outdated maps.
  2. Density Smoothing:  Workloads balance across days and territories to stabilize utilization and reduce peak-day improvisation.
  3. AI-powered Capacity Forecasting:  Planning workflows predict resource needs and cost trade-offs with higher accuracy.
  1. Slotting and Scheduling Operate as a Real-time Promise Engine

As customer windows narrow, last mile technology connects checkout promises to live capacity signals, not fixed cutoff rules. Delivery slots stay protected based on real feasibility, then shift through what-if simulations as demand changes.

  1. Real-time Slot Availability:  Scheduling reflects demand, fleet availability and territory load in near real time, reducing promise failures during peak conditions.
  2. Priority Handling For Urgent Orders:  AI-driven scheduling absorbs urgent orders without collapsing the plan, by reallocating capacity instead of forcing manual reshuffles.
  3. Feasibility-first Slot Governance:  Slot reliability is measured by comparing planned and actual variances, so teams tighten assumptions before scaling to more regions.
  1. Routing Shifts From Distance Optimization to Constraint Execution

Modern last mile technology treats routing as continuous decision support, not a single nightly plan. Constraint modeling depth matters more than “shortest path” math for multi-stop operations with real-world variance.

  1. AI-based Routing With Real Constraints:  Multi-stop plans model time windows, capacity, service times, traffic signals and driver shifts to protect feasibility.
  2. Service Time Learning:  ML-driven service-time estimation aligns with productivity and compliance gains, such as higher stops per hour and lower route deviation.
  3. Dynamic Re-planning Without Chaos:  When late orders or exceptions hit, routing adjusts parts of a route without rebuilding the entire day, reducing mid-shift disruption.
  1. Multi-carrier Orchestration Acts as a Cost Control Lever

Hybrid networks are the default, so last mile technology orchestrates owned fleets, partner fleets and gig capacity through one decision layer. Rate-based routing chooses when to outsource a stop based on real-time cost trade-offs, not static rules.

  1. Rate-based Routing:  Systems compare internal fleet time cost versus outsourced stop cost to reduce total route spend.
  2. Performance-aware Allocation:  Carrier selection factors lead time, package rules and performance outcomes to reduce mis-packs and surcharges.
  3. Contract and Billing Governance:  Audit and reconciliation workflows reduce leakage and improve invoice accuracy.
  1. Control Towers Function as AI-guided Execution Layers

Visibility alone does not protect SLAs. Modern last mile technology uses control towers that convert signals into actions, so teams intervene before commitments break. This includes proactive monitoring, exception collaboration and planned versus actual governance that runs daily.

  1. Proactive Risk Detection:  AI flags detours, long halts and delay risk so dispatch reassigns work early.
  2. Automated Dispatch and Load Integrity:  Pre-sorting and pre-loading by SLA, vehicle type and zone reduces load-out time and errors.
  3. Operational Metrics That Drive Decisions:  OTIF and cost per delivery tie to daily exception drivers and recovery actions.
  1. Proof and Audit Operate as Automated Financial Controls

As volume scales, proof quality becomes a financial control, not a customer service detail. Last mile technology strengthens proof through automation that validates authenticity and flags anomalies, supported by audit logic and structured debriefing.

  1. Policy-driven Proof Requirements:  Proof types vary by shipment risk and location risk, so high-value drops follow a stronger verification discipline.
  2. Automated Proof Audits:  Screening of PoD and signatures reduces disputes and chargebacks.
  3. Faster Claim Resolution:  Proof and events live together, so teams resolve escalations without chasing screenshots or fragmented logs.
  1. Architecture Prioritizes Scale, Security, and Workflow Agility

The next wave of last mile technology is defined by systems that scale fast, integrate cleanly and adapt workflows without long development cycles. Buyers evaluate operational agility as much as feature breadth because rollout speed and stability matter.

  1. Workflow Management as a First-class Layer:  Low-code process management supports faster launches of service tiers and exception playbooks.
  2. Scalability by Design:  Microservices-based scaling handles peak loads while maintaining high availability.
  3. Security and Access Controls:  As more partners connect, security becomes a core requirement for operational continuity.
  4. Self-learning Optimization:  Algorithms learn recurring patterns and optimize route decisions over time, improving outcomes with less manual tuning.
  1. End-to-End Suites Consolidate Around One Operating Loop

Rather than stitching tools together, last mile technology consolidates into suites that cover planning through analytics. Modules span capacity planning, multi-carrier management, order-to-door visibility, dynamic routing, driver enablement, customer experience, rate management, AI agents and analytics.

  1. One System of Record:  Execution events, proof and exception actions live in one place to reduce reconciliation friction.
  2. AI Agents for Productivity:  AI assists dispatch and control tower users to reduce manual triage work.
  3. Analytics That Drive Continuous Improvement:  Planned versus actual learning loops improve service time assumptions and territory rules.

Turn Daily Variance Into Reliable Outcomes With Smart Last Mile Technology

AI and automation create real value when they cut operational variance, strengthen execution control and help teams solve issues before they spread across the route. The real advantage is not better reporting alone. It is the ability to keep capacity predictable, routes feasible and exceptions contained within the shift.

That is how logistics teams protect OTIF, reduce WISMO and maintain healthier unit economics as delivery volume grows. With technology partners such as FarEye, enterprises can scale faster while standardizing workflows, events and audit discipline across fleets and partners.

The next move is clear: invest in systems that improve live execution, automate repeat decisions and turn real-time signals into faster action. Build for control, act earlier and make delivery reliability a repeatable operating strength.

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A Generation of Restoration: Can America Repair What Trump Broke?

Jamie Raskin Warns Repairing Democracy Will Take Years

Obviously breaking things is much easier than remaking them. Restoration to bring new life and trust to what has been broken can become very long, arduous and expensive.

Just ask anyone taking on an old house.

If we talk about restoring broken institutions and government, the issues are magnified by the loss of trust and a less-than-sure way to see what is supposed to emerge.

Examples abound, of course, as we are seeing play out in this now-stubborn war with Iran. Sending in the bombs and missiles, however skilled, pricey, even gutsy the move, has turned out to be the easy part.

Building, negotiating, achieving whatever was intended to emerge from the damage is much more difficult.

Rebuilding seemingly calls on wholly separate sets of skills and experience to deal with a foe that sees time and effect differently, to regather allies in communal effort, and to require a permanent police role for Iran’s nuclear aspirations.

Whatever else is said about where we find ourselves, all can agree that Donald Trump’s gut-driven, impatient, all-or-nothing approach to deals is far from the deliberate, delaying and deceitful approach favored by Iran, which too has refined its thinking over decades or more of experience.

Broken Institutions

The brokenness of the war matches a bleak domestic governmental landscape littered by these first 18 months of Trump 2.0.

Whether you are among the dwindling supporters who relish it or a critic who thinks the country is going to hell, all will acknowledge that the Trump bull has run amok amid fragile trust stores in justice, health, immigration, education and the economy. Indeed, the Steve Bannon followers say that was the whole point.

Even those in the administration turned against the ill-fated DOGE effort that deployed computer-savvy people with no government experience to shut down international aid agencies, slash public health and Social Security agencies and more, all seemingly without knowledge about what services were being eliminated or why.

With supportive, unquestioning majorities in the House and Senate, a right-wing majority on the Supreme Court, and almost unrestrained powers to evade U.S. and international law and democratic precedents, Trump’s break-it-all philosophy is going unchallenged but for political talk and increasingly bad political polls.

Those polls almost uniformly project the Trump majorities are facing rejection in the fall elections — spawning new, unending would-be schemes by the Trump forces to disrupt voting, redistricting, vote-counting challenges and more to break elections too.

The only valid principle seems to be Winning.

But if the elections properly reflect a national mood that has turned against Trump’s insistence on breaking everything in sight, what happens then?

A Generation of Restoration

Rep. Jamie Raskin, D-Md., was asked about Democratic priorities should his party prevail in November’s elections. Would the focus be on constant investigations of Trump administration misdeeds and oversteps, even on yet another futile impeachment effort against Trump himself, or on a broader agenda towards Democratic-supported improvements?

It’s a critical question even before November. Public anger has welled over broken promises about high prices, about excesses in the ICE deportation campaign, over cuts to health care, abuses in the justice system to go after political enemies, and, always, about the Epstein Files hypocrisies.

At the White House, The Washington Post reports, sources say the White House Counsel’s Office is already preparing officials for expected, aggressive congressional oversight to come from an electoral swing in Congress.

Raskin, a constitutional expert, was focused on what he called the need for a  “sweeping de-Trumpification of the Department of Justice,” in particular,  not only for accountability for abuses, but to re-create whole areas that have been abandoned to pursue immigration and political cases.

Justice has said it will no longer enforce the Foreign Corrupt Practices Act and has stopped monitoring foreign subversion of American elections. The underpinnings of the pardon process have been thrown out to have the president just pick political friends, Raskin said.  The FBI and Justice have eliminated counterintelligence units, even while we are at war in Iran.

Any “repair” is not a quick fix of replacing a name or two at the top of the department or the label of the political party.

Though Raskin, like other Democratic leaders, sees “almost daily impeachable offenses” are occurring, Democrats cannot waste political capital on impeachment.

 Rather, he said, restoration work is “the work of a generation. That’s not going to happen in three months or six months when we get the House, the Senate and the White House back.”

Expand that thinking to changes in health cuts, the repair of international relations, food and humanitarian aid, education and environment. The obvious conclusion is that simply electing a different party majority in November may provide substantial political opposition to the Trump break-it agenda, but it will not guarantee that what has been broken will be fixable anytime soon or easily.


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Wednesday assorted links

1. “We find evidence of LLMs enabling people to file lawsuits without lawyers (filing “pro se”) at historically unprecedented rates in federal courts.

2. The persistent apartheid infrastructure of Cape Town, as experienced through bicycle (NYT).

3. Interviews with famous economic historians.

4. The AI job displacement worry.

5. “The administration lacks authority to mandate frontier model vetting—but existing CAISI and CISA tools enable a voluntary alternative.

6. Why so much swearing in the Anglosphere?

The post Wednesday assorted links appeared first on Marginal REVOLUTION.

       

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Did We Do This to Ourselves?

Angie Jones spent years as the "geek whisperer" — translating technical possibility into human progress. Then she led one of the most ambitious AI adoption programs in the industry, and the rug got pulled out. Now at the Agentic AI Foundation, she's working to make sure the standards powering the next era of software are built in the open, by everyone. Kent and Angie dig into the impossible bargain AI has handed engineers, what it really means to hire junior developers right now, and what scares her most about where we're all headed.

This season of Still Burning is sponsored by WorkOS and Augment Code.

Listen to the audio version here.

Overview Energy wins Air Force contract to study space-based solar power for military bases

Overview Energy has won a contract from the U.S. Air Force to study beaming space solar power to military installations, reviving a concept studied two decades ago.

Ground station operators grapple with military targeting

Recent strikes on cloud facilities and satellite ground infrastructure are sharpening concerns that some of the space industry’s most critical assets are becoming targets in modern conflict. Despite being the essential link between satellites and users, ground stations have largely operated outside the limelight enjoyed by assets in orbit and the rockets that launch them […]

Scout Space raises $18 million to expand orbital tracking technology

Series A funding will support manufacturing expansion in Northern Virginia

Peter Rousseau comments on our field experiment involving the Econ job market, in PNAS

 My post yesterday was about the experiment about social media and the job market for economists.  I only noticed later that the PNAS also posted a comment on our article, by Professor Peter Rousseau, the secretary of the American Economic Association, who has a long and intimate familiarity with that job market, which the AEA has played a giant role in organizing.

 Improving the job market in economics (and beyond…) by Peter L. Rousseau  PNAS   May 4, 2026  https://doi.org/10.1073/pnas.2609971123

Here is the part of his comment directly connected to our paper:

" the authors make a welcome and useful contribution to the market design literature with a fascinating experiment designed to substitute for and even improve upon the informal information channels lost to the economics job market in the new postpandemic normal. Given that some job candidates are less active self-promoters than others and that, conversely, excessive self-promotion can in some cases be viewed as a negative by prospective recruiters, the authors’ proposed mechanism offers serious promise for leveling the playing field, even if just modestly, for economics job candidates in terms of their visibilities, and perhaps even for expanding the number of jobs actually filled over the course of a recruiting season.
 

"In the experiment, an AI-based algorithm, supplemented with some human checking and reassignments, matched selected economists on social media (i.e., the “influencers”) with willing job candidates based on the closeness of their research. About 43 percent of willing candidates were selected for this treatment. The key to the experiment lies in the matches themselves, which were assigned in a manner that did not take the relative prominence or institutional ranking of an influencer directly into account. All candidate participants were invited to post a tweet about their job market papers on a social media site created for this purpose, and the influencers were asked to post neutral quote-tweets about the members of the treatment group to which they had been assigned. If executed according to design, recruiters viewing the quote-tweets receive information about the closeness of a given candidate’s research interests to those of the influencer. This may function as a partial substitute for the painstaking process of deducing such information across the hundreds of application packets that recruiters receive with only a brief period for making initial decisions. Knowing that a candidate’s research is close to that of Professor “X” is a tangible signal that could make that candidate more likely to be interviewed or receive a campus flyout or job offer from an institution seeking an entry-level economist like Professor X. The experiment indicates that individuals in the treatment group did indeed receive more campus visits and job offers than candidates assigned to the control group, and that the effect on job offers was especially strong for women. It also finds, however, that these effects were more pronounced for candidates matched to influencers with relatively higher citation counts than for those matched to influencers with relatively more followers, as these two measures of prominence in the profession are not that highly correlated. 

" The question of scalability then becomes paramount. Considering the experiment’s positive findings, it is natural to assume that, if universally available, all job candidates would choose to participate and receive the treatment. The process would otherwise go on as stated with perhaps additional influencers being selected by the organizers to serve the larger pool of candidates. Two observations seem reasonable at this point: first, in such a setup, better information about matches could lead to more open positions being filled, which would be a better aggregate outcome; and second, the treatment might in practice benefit candidates from outside the very top departments the most. This is because candidates from the highest ranked departments, who are often perceived by recruiters as having a higher probability of eventually becoming a star, will typically receive more interviews, campus visits, and offers, but in the end can still only accept one offer. With an enlarged set of viable matches, this means that some candidates who may have been otherwise overlooked will find jobs. Of course, the job market may take longer to clear under this mechanism as candidates will have more options to consider before departments go to second or third rounds of offers.
 

"Casual observations of the job market among economics departments and their chairs do suggest that a number of recruiters are unable to fill positions they have posted. The AEA does not currently collect information on just how many, but the very existence of the “AEA Job Market Scramble,” where recruiters and unmatched candidates can post their availabilities on an online message board each March, is indicative of the challenge (3). The design of a job signaling mechanism by the AEA and its implementation in December of each year (4), where job candidates can list two departments to which they would like to express interest in an interview, is another such intervention aimed at easing the congestion.
Another interesting result is that women appear to benefit most from the treatment, while this benefit does not extend to members of other groups traditionally underrepresented in economics. The authors point to existing evidence indicating that women on average tend to be less active promoters of their own research on social media than others and suggest that the additional visibility provided by the quote-tweets could be leading to more job offers. This potential channel, of course, could also be viable for any candidate with a tendency to self-promote less. To explain a special advantage for women, one could note the possibility of forces in the 2022–2023 job market where departments seeking to improve the gender balances of their faculties became aware of candidates through the mechanism who they may have otherwise overlooked. If this is the case, the next question to ask is why does the effect not carry over for members of other underrepresented groups? The answer, though no doubt a speculative one, may lie in the preexistence of other mechanisms and informal channels for promoting such candidates, rendering the marginal effects of the authors’ particular intervention not statistically significant.
Finally, while having the potential to increase the number of matches and raise their average quality, the effects of the authors’ intervention will be subject to some randomness based on the assignment of a given candidate’s influencer. For example, when any influencer posts a quote-tweet about a candidate who has been independently and objectively determined to have close research interests, that candidate’s post tends to receive more views and likes on X than those in the control group, and the extent of this visibility correlates with the size of the influencer’s following. Yet these effects do not seem to transfer downstream to job outcomes, where candidates receiving quote-tweets from highly cited influencers are the ones tending to see more offers. In a real sense, the adage “all publicity is good publicity,” often applied to economics research, may not be always true. The assignment of influencers to candidates, even if randomized, will matter for individual outcomes even though the aggregate effects of the intervention are positive. Given the potential individual benefits compared to nontreatment, however, job candidates would likely embrace the residual uncertainty and participate in the mechanism.
 

"The intervention designed by Qiu et al. may hold even greater promise outside of the economics discipline. In the natural sciences, for example, recruiting for scarce academic postdoctoral positions among new PhDs at a similar career stage, which are markets typically saturated with candidates, often moves directly to a very limited allocation of campus visits based in no small part on letters and other communications from mentors, some of whom could be less than ideally matched with their students or less well known than would-be assigned influencers. These cases are ones in which an enhanced visibility of candidates, when coupled with independent information about the closeness of their work to what senior researchers and their groups might be seeking, could lead to the greater advancement of science more generally.
 : 
"Competing interests P.L.R. has served since 2012 as Secretary-Treasurer of the American Economic Association, a 501(c)(3) non-profit deeply committed to improving the job market for new Ph.D. economists, and for which one of the companion article’s co-authors (A. E. Roth) served as President in 2017.

#######

 Peter's comment and our paper appeared online, but won't appear in print until next week in the May 12, 2026 | vol. 123 | no. 19 issue of PNAS.

 

Yesterday's post: 

Tuesday, May 5, 2026  Social media, job market outcomes, and ethics of field experiments, by Qiu, Chen, Cohn and Roth in PNAS

 

Astranis secures $450 million in equity, debt to expand small GEO satellite production

Financing includes delayed-draw facility to fund staged expansion of satellite manufacturing

Feel a bit crowded at the park? Why L.A. park spaces come up short

Griffith Park is 4,300 acres, but it's still not enough. Why L.A. park spaces come up short.

Korean banana markets in everything

Did you know Korea sells “one-a-day” banana packs?

Instead of every banana ripening at once, each one is at a different stage.

One is ready today.

The next one is ready tomorrow.

The last one is still spiritually in college, “experimenting.”

Simple. Genius. Solves the entire banana problem.

What do you think? Would you prefer your bananas this way?

Here is the tweet from Sovey.

The post Korean banana markets in everything appeared first on Marginal REVOLUTION.

       

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What I’ve been reading

1. David Narrett, The Cherokees in War & at Peace 1670-1840.  An excellent book, one of the two best books on a single Native American tribe I have read.  The book actually aims at explaining the Cherokees and enlightening the reader – how rare.  In 1700, there were no more than 20,000 Cherokees, mostly in the southeast, so it is amazing what the author was able to come up with.  Will make the year’s best of non-fiction list.

2. Boyd van Dijk, Preparing for War: The Making of the Geneva Conventions.  A very good look at the negotiations behind the Geneva Conventions of 1949 and just how driven by national self-interest they were, including colonial motives from the major colonial powers, who wished to retain stronger rights to put down uprisings.  The Soviets wanted strong protections against torture (!), as they thought this might limit the power of the United States to bomb their population into submission.  Yet nuclear war ended up being permitted, largely at the insistence of the U.S.  And so on.  The colonial subjects of course had not much say in any of this.

3. Jim Windolf, Where the Music Had To Go: How Bob Dylan and the Beatles Changed Each Other — and the World.  An excellent and engaging book, which even serious fans can learn from.  The first time Paul McCartney heard the music of Bob Dylan he called it “folk crap,” to his brother Mike.  Dylan and McCartney grew closest in 1971, when Paul was making the Ram album in NYC.  Music from Big Pink is one of Paul’s favorite albums of all time.  Thingumybob, first composed by Paul in 1968, later received accretions from Harrison and Dylan and became an odd three-party composition, albeit never released on a recording.  And here is Paul’s account of bumping into Dylan at the airport.

If you wish to think about the Roman Empire more, there is Pliny & Co., How to Make Money: An Ancient Guide to Wealth Management.

Thomas Asbridge, The Black Death: A Global History of Humanity’s Most Devastating Pandemic is a good overview.

There is also Devon Cox, Beyond Beauty: A Portrait of John Singer Sargent.

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Melting Snow Off Shivelyuch

Dark channels and volcanic deposits are visible on the slopes of the snow-covered mountain.
Snow has melted from warm volcanic deposits of ash and rock on the flanks of Shivelyuch on April 23, 2026, in this image captured by the OLI (Operational Land Imager) on Landsat 9.
NASA Earth Observatory / Lauren Dauphin

Shivelyuch (also called Shiveluch), the most northerly active volcano on the Kamchatka Peninsula, is one of the most active volcanoes in the world. On a near-daily basis, satellites detect new signs of activity within its horseshoe-shaped caldera, including thermal anomalies, hot avalanches and debris flows, and ash deposits that darken the surrounding landscape.

The Landsat 9 satellite captured this image of the towering volcanoone of the largest and tallest on the peninsula—on April 23, 2026, a day when fresh activity left its mark on the snowy, late-spring landscape. A multi-lobed plug of viscous lava called a lava dome—appearing as a dark patch in the calderahas been actively growing in recent months, according to reports from the Kamchatka Volcanic Eruption Response Team (KVERT). Dome-building lava is typically extruded slowly and piles up into lobed, sloped, or spine-like shapes akin to those that form when toothpaste is squeezed from a tube.

The lava dome appears as a dark patch within the snowy caldera. Dark channels with volcanic deposits are visible draining to the south and west.
The caldera contains a growing lava dome and signs of block-and-ash flows in channels radiating outward in this detailed image, acquired April 23, 2026, by the OLI (Operational Land Imager) on Landsat 9.
NASA Earth Observatory / Lauren Dauphin

On Shivelyuch, lava domes cycle through periods of growth and collapse, frequently launching avalanches of hot ash and rock called pyroclastic flows when they collapse. Debris slides through structures that Alina Shevchenko, a volcanologist with the GFZ Helmholtz Centre for Geosciences, called “avalanche chutes” and “lahar channels” radiating outward from the caldera. Collapses can trigger events geologists call block-and-ash flows,” which typically contain coarse, blocky chunks of cooled volcanic rock along with powdery volcanic ash.

Such flows often produce thick, insulating deposits that retain heat for long periods, sometimes even months or years, melting snow in the winter months. As seen in the Landsat images above, this activity leaves dark channels and exposed patches that contrast with the surrounding snow cover.

Satellites have regularly detected thermal anomalies within the caldera and near the growing lava dome in recent months, as well as warm land surface temperatures along the network of channels. On the day the image was acquired, KVERT reported that the “explosive-extrusive eruption” of the volcano continued, accompanied by “powerful gas-steam activity.”

An unusually large eruption and dome collapse in April 2023 sent massive pyroclastic flows barreling tens of kilometers down the mountain, destroying forest and leaving large deposits and flow channels near the foot of the mountain that are still visible today. “It’s quite possible that those deposits still retain some heat from that event,” said Janine Krippner, a volcanologist based in New Zealand. Krippner noted that when she did field research on Shivelyuch block-and-ash flows in 2015, she could still feel the heat within deposits that were five years old.

“Shivelyuch is an incredible volcano that has collapsed over and over again, on several scales, ranging from enormous flank collapses to more modest dome-collapse events,” Krippner said. “It goes through cycles of collapse but then builds itself up again and again through constant volcanic activity,” she added. “It should really be on a motivational poster.”

NASA Earth Observatory image by Lauren Dauphin, using Landsat data from the U.S. Geological Survey. Story by Adam Voiland.

References & Resources

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The Hidden Costs of Deferred Interest: What Consumers Need to Know

If you’ve ever been offered “no interest” financing at checkout, whether for medical care, home improvement, or a retail purchase, then you’re not alone because it’s become a common occurrence. These offers are everywhere, and on the surface, they sound like a smart way to spread out payments without paying extra, so you might be tempted to go for it, but there’s a detail buried in the fine print that many consumers miss, which is deferred interest.

Deferred interest is one of the most misunderstood financing structures out there. And if you don’t fully understand how it works, it can end up costing you a lot more than you ever expected.

In this article, we’ll look at exactly what you’re getting into before you sign.

What Is Deferred Interest?

Deferred interest is a type of financing where interest is temporarily put on hold , usually only for a promotional period such as  6, 12, or 18 months.

During that time, you’re told you won’t pay interest. Basically, that’s true but only if you meet the terms. Interest is still being calculated in the background from day one. It’s just not added to your balance yet.

If you pay off the entire balance before the promotional period ends, you avoid paying that interest entirely. But if even a small portion of the balance remains, all the accumulated interest gets added back onto your account, but can cause you financial problems that you might not have counted on paying.

Why It’s Easy to Misunderstand

The phrase “no interest” creates a sense of safety that really doesn’t exist. It sounds similar to a traditional zero-percent APR credit card, but deferred interest is not the same thing.

With a true 0% APR offer, interest simply doesn’t exist during the promotional period. However, with deferred interest, it’s more like a ticking clock in the background because the interest remains.

Many consumers assume that making minimum payments is enough to stay on track. In reality, minimum payments are rarely structured to fully pay off the balance before the deadline, so you’ll be stuck with paying interest. That misunderstanding can lead to a surprise bill that’s much higher than you probably expected.

How the Costs Add Up

Let’s say you finance $3,000 with a 12-month deferred interest plan.

You make your monthly payments on time, but by the end of the promotional period, you still have $200 left to be paid even though you’ve made the payments.

Instead of just paying off the remaining balance, you now owe all the interest that  has accumulated over the full 12 months, often at rates exceeding 20%. That could add hundreds of dollars to your total cost overnight.

When the interest takes effect retroactively, it doesn’t matter how close you were to paying it off. Missing the payoff by even a small amount will trigger the full interest charge to be launched.

Where Deferred Interest Is Often Used

Deferred interest financing shows up in a wide range of industries such as the following:

  • Healthcare and dental procedures
  • Cosmetic treatments
  • Furniture and appliance purchases
  • Electronics and retail stores
  • Home improvement projects

In many cases, it’s presented as a convenient solution to make large purchases more manageable.

And to be fair, it can be, but only if you fully understand the terms and plan your payments carefully to avoid the interest.

Why Companies Use Deferred Interest

From a business perspective, deferred interest is an effective way to increase conversions. Offering financing removes the immediate barrier  of a large upfront cost. It allows customers to say “yes” to purchases they might otherwise delay or decline.

The structure of deferred interest means that lenders still have a strong chance of earning interest revenue, especially if consumers don’t pay off the balance in time.

It’s a model that benefits businesses, but it places the responsibility squarely on the consumer to manage the risk to the best of their ability.

Fine Print Matters

One of the biggest issues with deferred interest plans is how the terms are disclosed.

Important details, like when interest starts accruing, how it’s calculated, and what triggers it, are often buried in dense contract language that’s hard for a person to decipher.

Consumers may not realize:

  • Interest accrues from the purchase date and not after the promo period
  • Minimum payments don’t guarantee payoff in time
  • A single late payment can void promotional terms
  • The interest rate may be significantly higher than standard credit cards

These aren’t small details, but the difference between saving money and paying a premium.

How to Protect Yourself

Deferred interest isn’t inherently bad. It just requires a more strategic approach.

If you’re considering this type of financing, here are a few ways to protect yourself:

Know the Exact Payoff Date

Don’t estimate. Instead, get the exact date when the promotional period ends and work backward from there.

Calculate Your Monthly Payment

Divide the total balance by the number of months in the promo period. That’s your target payment, and not the minimum payment listed on your statement.

Set Up Automatic Payments

Missing a payment could cancel your promotional terms, so it’s imperative that you make your payments on time.

Pay It Off Early If Possible

The sooner you eliminate the balance, the less risk you carry.

Alternatives Worth Considering

Depending on your situation, there may be better financing options available.

These include things like:

  • True 0% APR credit cards (without deferred interest)
  • Personal loans with fixed interest rates
  • Transparent payment plans with no retroactive charges

Some financing providers are also working to make terms clearer and more consumer-friendly, by focusing on simple interest rather than deferred interest rate structures.

Exploring these alternatives can help you avoid surprises and choose a plan that aligns effectively with your financial goals.

Why Transparency Matters

As more consumers become aware of how deferred interest works, there’s a distinct growing demand for clearer, more transparent financing options.

Regulators and consumer advocates have raised concerns  about how these plans are marketed, especially when key terms aren’t clearly communicated so there are a lot of gray areas.

At the same time, financial literacy is improving because people are asking better questions and taking a closer look at the details before committing to the loan.

That shift is important. Because when consumers understand the rules, they’re in a much stronger position to make informed decisions and avoid interest.

Final Thoughts

Deferred interest financing can be a useful tool, but only if you go into it with a clear understanding of how it works.The biggest mistake isn’t using it, but it’s  assuming it’s something it’s not.

Before you agree to any financing plan, take a few extra minutes to review the terms, calculate your payments, and consider your options. That small amount of effort can save you a significant amount of money. Because in the end, the goal isn’t just to make a purchase more affordable today, but to ensure it stays affordable in the future.

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May 5, 2026.   Retro Jumbo.

Like the foresail of some great sailing vessel; the unmistakable tail of a 747. A Lufthansa -400, in this case, at Boston-Logan the other evening.

I’m not much for that new Lufthansa livery, but it’s nice to see the 747 still hanging in there. Lufthansa is the only major carrier still flying passengers in the -400 version (and has flown 747s continuously since 1970).

The airline is also the only (and likely the final) regular 747 operator at Logan, using the jet seasonally to Frankfurt. Not all that long ago you could see six or seven 747s wingtip-to-wingtip at terminal E: British Airways, Virgin, Swissair, Northwest, Alitalia, Olympic, and so on. Now it’s just the Germans.

 

Photo by the author.

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