Wednesday 14 October 1663

Up and to my office, where all the morning, and part of it Sir J. Minnes spent, as he do every thing else, like a fool, reading the Anatomy of the body to me, but so sillily as to the making of me understand any thing that I was weary of him, and so I toward the ’Change and met with Mr. Grant, and he and I to the Coffee-house, where I understand by him that Sir W. Petty and his vessel are coming, and the King intends to go to Portsmouth to meet it. Thence home and after dinner my wife and I, by Mr. Rawlinson’s conduct, to the Jewish Synagogue: where the men and boys in their vayles, and the women behind a lattice out of sight; and some things stand up, which I believe is their Law, in a press to which all coming in do bow; and at the putting on their vayles do say something, to which others that hear him do cry Amen, and the party do kiss his vayle. Their service all in a singing way, and in Hebrew. And anon their Laws that they take out of the press are carried by several men, four or five several burthens in all, and they do relieve one another; and whether it is that every one desires to have the carrying of it, I cannot tell, thus they carried it round about the room while such a service is singing. And in the end they had a prayer for the King, which they pronounced his name in Portugall; but the prayer, like the rest, in Hebrew. But, Lord! to see the disorder, laughing, sporting, and no attention, but confusion in all their service, more like brutes than people knowing the true God, would make a man forswear ever seeing them more and indeed I never did see so much, or could have imagined there had been any religion in the whole world so absurdly performed as this. Away thence with my mind strongly disturbed with them, by coach and set down my wife in Westminster Hall, and I to White Hall, and there the Tangier Committee met, but the Duke and the Africa Committee meeting in our room, Sir G. Carteret; Sir W. Compton, Mr. Coventry, Sir W. Rider, Cuttance and myself met in another room, with chairs set in form but no table, and there we had very fine discourses of the business of the fitness to keep Sally, and also of the terms of our King’s paying the Portugees that deserted their house at Tangier, which did much please me, and so to fetch my wife, and so to the New Exchange about her things, and called at Thomas Pepys the turner’s and bought something there, and so home to supper and to bed, after I had been a good while with Sir W. Pen, railing and speaking freely our minds against Sir W. Batten and Sir J. Minnes, but no more than the folly of one and the knavery of the other do deserve.

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How mini-constellations could more quickly bring new tech to Europe, and to orbit

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They Know What They’re Doing Is Widely Thought to Be Wrong and Illegal

Consider this confession of sorts by White House advisor and bigoted asshole Stephen Miller (boldface mine):

[Stephen] Miller doesn’t think the pardons are going to be enough to protect him, according to people who’ve spoken to him about the matter since last year.

In these private, candid moments, Miller has told others that he’s convinced Democrats are going to be coming after him, his family, and his colleagues maybe for the rest of his days. Miller has talked about civil lawsuits, and Capitol Hill investigations and subpoenas – but perhaps the thing that stands tallest in his mind is local and state prosecutors who he says want to put him in a “prison cell.” Federal pardons can make it harder to prosecute former U.S. appointees locally, but such clemency does not preempt local and state prosecutions and investigations in the same way that it would federal probes.

Miller has also privately said he’s worried that Democratic members of a future federal administration may try to get creative, and hunt for ways to get around Trump’s federal clemency actions. (Trump himself, thanks to his far-right pals on the Supreme Court, enjoys an expanded protection of presidential immunity; his underlings, however, don’t enjoy the same privileges… at least not yet!) Miller has also lamented the possibility that liberals will be filing lawsuits against him for years, if not decades, and complained about how the left will try to use “lawfare” to bleed him and his wife – former Trump official and current right-wing lifestyle podcaster Katie Miller – dry financially. (The Millers have a lot of money between them, and they lead at times extravagant lives and enjoy projecting an image of being some of the nation’s top MAGA socialites. Furthermore, multiple sources who’ve dined at different homes that the Millers have resided at over the years say their food was made by a private chef.)

Politicians in states like Illinois and Minnesota have all but told Miller to preserve his records.

I think much of this is a form of self-projection: this is the kind of thing Miller himself would do, so he thinks his political opponents will do this to him. I have seen little from professional Democrats over the years to think they will do this–though there have been a handful of state level Democrats who have been more aggressive. I really hope I’m wrong though and Miller receives the (belated) justice he deserves.

Nonetheless, while Miller might think he is doing the (Dark) Lord’s work, he knows that millions of Americans think he is a de facto and likely de jure criminal. I imagine most of them do at some level.

Links 10/14/26

Links for you. Science:

The Plague That Never Wasn’t
Helen Branswell, whose reporting on infectious diseases and public health drew acclaim, dies at 69
The plague never went away. Cases are reported in parts of Africa and the US nearly every year
T-cell research reveals paths to better vaccines for COVID-19 and beyond
No Synagogues, but Signs of Fishing 20,000 Years Ago in Northern Israel
Archaeologists Reveal Huge Stretch of Ancient Lower Aqueduct Into Jerusalem
Since 1988, the world-famous Long-Term Evolution Experiment reveals how chance and adaptation intertwine

Other:

Trump administration unveils plan to tie high birth and marriage rates to transit funding
A New Approach to Public Safety Is Reshaping American Cities
So Much For Abundance
Ten pandemic-era dining sheds that show “wildly different tastes” of New Yorkers
Kushner and Witkoff’s Pipe Dreams
Viral AI-Generated Comedian Steals Jokes And Is Rewarded With Millions Of Views
Calling for Satan? Wrong Number. Capitol Hill Books sells books. Your lawmaker doesn’t work there, and neither does the Antichrist.
What is a Public Option?
AI’s Supercharging a Scam Economy Bigger Than the Cocaine Trade
Roger Marshall keeps blurring the line between taxpayer dollars and campaign cash
‘Furious’ judge halts tree removal, demands answers on Trump’s D.C. golf plan
AI coding agents generate more code, but not more software
Hundreds of Trees Cut, a Judge Furious: The Battle Over East Potomac Park Escalates
It’s 2026. Do You Know Who Your Landlord Is?
MAGA’s anti-Talarico smear blows up in their faces
The happiest countries in the world, according to Gallup data
Metrorail’s driverless future is WMATA’s best hope for organizational reinvention
Students created a program to make walking safer — and schools are now using it
Rahm Emanuel knows nothing about accountability. He’s against impeaching Trump. As usual, he’s wrong.
The Confusing Story of the Samaritans and the Jews: Who Split From Whom?
A senator facing reelection settles a bakery bill, 6 years later
Watching sports on TV has gotten too complicated — and expensive
“Where you come from is gone, where you thought you were going to never was there, and where you are is no good unless you can get away from it.”
OpenAI engineer arrested in bugging of executive conference room
Trump is conditioning foreign aid on deals. The State Department’s new approach to foreign aid is changing the way the Centers for Disease Control and Prevention works abroad.
Elon Musk Is the Midterms’ Biggest Disinformation Risk
Blakeman Launches Graphic Attack on Mamdani in Meeting With Hasidic Jews
AI Company Lets Cops Pinpoint Specific Houses Based on a Single Interior Photo
Oklahoma cleared homeless encampments. A year later, some people are back.
Canadians are still boycotting Las Vegas. The Sin City slump is now a major election issue

Planet Database

Atmospheric transmission spectroscopy has revealed that the sunsets from the observatory are really pretty.

This Week on the Polltober Show: Does Republicans’ Huge Cash Advantage Matter?

Elon Musk is dumping heaps of money into the midterms and the Trump-aligned MAGA Inc. waited til the final stretch of the election to make its big ad spending push. But does any of it actually matter?

On this week’s episode of The Polltober Show, Kate and Josh break down the spending disparity between the parties, and dig in to why Democrats might be better positioned than they appear. Plus, they talk through an exclusive memo with new House and Senate odds.

If you want your question answered next week, drop it on the YouTube comments on the latest episode of the TPM Show or the Polltober Show itself. And don’t forget to subscribe to our YouTube page for all of our Polltober episodes, livestreams, and other original content!

LOLWUT?: New Press Secretary Moochspan Edition

I couldn’t think what to say about this beyond simply reposting the first two grafs of this Washington Post article …

The White House on Tuesday scrambled to answer questions about the legal credentials of President Donald Trump’s new press secretary, Katie Zacharia, who made a brief and halting debut in the briefing room and later said she had passed a bar exam in China, a country where noncitizens aren’t allowed to practice in courtrooms.

Trump called Zacharia “an attorney” in his Friday announcement of her appointment, and her LinkedIn profile says she served as general counsel for Fix California, a nonprofit founded by Ric Grenell, a high-profile Trump adviser. Asked Tuesday where she had been admitted to the bar, Zacharia said China — not a U.S. state or D.C., where one would need to have been admitted to practice law in the United States.

I saw some of that “halting debut,” and that’s an understatement. But we’ll get to that in a moment. I’ve seldom seen so much of the nonsense of Trumpism and the MAGA milieu packed into two short grafs. Is this China thing even true? If noncitizens aren’t allowed to practice in courtrooms, I assume that means they can still pass the bar and function as attorneys outside courtrooms? Plenty of attorneys in the U.S. have never set foot in a courtroom. But again, is this even true? And how was she a general counsel in the U.S. without passing a bar exam? The Post article says that Zacharia graduated with a law degree from Pepperdine in 2011 and then includes this statement from the White House: “Katie moved to China with her husband after graduating because of his job at an American private equity firm while she worked on international transaction law.”

I would assume a Chinese bar exam is administered in Chinese and in Chinese characters. Does Zacharia know Mandarin? And can she read Mandarin? I would assume that Chinese law is fairly different from U.S. law, though people usually have to study for the bar exam even after law school. So maybe she crammed and passed? I guess all these things are possible.

This (paywalled) article from three days ago in the South China Morning Post includes some key details. Zacharia appears to have lived in Beijing from 2011 to 2013 “where she worked as an associate on the international practice team at Zhong Lun, one of China’s leading commercial law firms.” But the Post seems to have gotten that detail from Zacharia’s LinkedIn profile, so let’s keep some level of question mark on that.

As for her language skills, the Post says this …

She reportedly knows enough basic Chinese to occasionally interject in a conversation and catch people off guard. Available descriptions characterise her level as basic, rather than suggesting that she can conduct complex diplomatic or legal discussions in Chinese.

It certainly doesn’t sound like Zacharia knows Mandarin well enough to pass the bar in China if a bar exam is broadly like it is in the U.S., though maybe it’s different. (Can’t say it’s a subject I’d given much thought to.) Zacharia at least seems to have worked at a Chinese firm. But one imagines that she might have been hired as an American with a law degree who could help with international transactions rather than someone who was going to practice law in China.

Back to the “halting” debut.

When I was watching Zacharia’s performance this morning it occurred to me that we might be looking at another Scaramucci-type situation. Her presentation was stumbling, awkward, cringey. Obviously she’s coming after Karoline Leavitt, not an impressive predecessor. But it’s important to remember that for what Trump wanted, Leavitt was actually quite solid. Trump wanted a worshipful, hot blonde who would troll the White House press corps on his behalf every day. She did a solid job of that. She also had a rep for being very responsive to reporters with quotes and comments, notwithstanding the on-air trash talk. Zacharia seems more likely to embarrass Trump. And he won’t have a lot of tolerance for that.

It will be interesting to see what comes out about this in the next 24 hours.

China fact (?) of the day

A monograph by Yi Fuxian, a University of Wisconsin-Madison demographer and longtime critic of China’s population policies, argues that China’s actual population may be closer to 1.27 billion—not the 1.4 billion officially reported. The gap would be as much as 130 million people, roughly the population of Mexico. And Yi argues the distortion has warped strategic thinking in both China and the U.S., feeding overconfidence in Beijing and anxiety in Washington.

To make his case, Yi points to evidence in the country’s health and education records. Every newborn in China is required to receive a BCG tuberculosis vaccine within 24 hours of birth. Because multi-dose vials must be discarded 30 minutes after opening, each vial yields only about 1.2 to 1.6 usable doses in practice. Between 2018 and 2020, he noted, the government approved roughly 5.8 million vials a year. Yet official statistics claimed more than 14 million births annually. That would mean each vial somehow vaccinated 2.4 babies, which Yi said would be medically and practically impossible nationwide.

Yi also points to discrepancies in the reported size of individual birth cohorts. For instance, the National Bureau of Statistics said 17.7 million babies were born in 2000. But when that cohort reached age 10 in the 2010 census, only about 14.4 million were counted. By the time they graduated middle school in 2015, only about 14.2 million walked across the stage. About 3.5 million people from a single year were unaccounted for.

Yi said he cross-checks census records against school enrollments, hospital births, vaccine batches and household registrations. The picture that emerges, in his analysis, is a pattern of systematic inflation across multiple data sources.

Here is more from the WSJ, via Bob Davis.

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Your Quick Primer on Katie Zacharia’s False Claim to Have Taken the Bar in China

Since I was revising the post below as I got more information, here’s the latest on White House Press Secretary Katie Zacharia’s apparent claim to have taken the bar exam in China.

Judd Legum revealed yesterday that notwithstanding Trump’s and Zacharia’s claim that she was an attorney, it doesn’t appear that she ever took or passed the bar in the U.S. Today reporters pressed her on whether this was true. Had she passed the bar? In what state? Zacharia responded that she took it “when I moved to China.” Reporters took that, understandably, to mean that she took the Chinese bar exam when she lived there between 2011 and 2013. The Washington Post reported, for instance, that Zacharia “said she had passed a bar exam in China, a country where noncitizens aren’t allowed to practice in courtrooms.” But it’s more than that. Foreign nationals are not allowed to take the Chinese bar exam or practice law in China under any circumstances. Her LinkedIn bio says she worked at a Chinese law firm, Zhong Lun, while living in China. And that is possible. I assume it’s true. Foreigners can work at Chinese law firms but only for the purpose of advising on the law in the countries in which they are licensed to practice law. They are specifically barred from advising clients on Chinese law. I don’t know whether not having passed the bar in the U.S. would have been an issue on that front or not. Bottom line: In her first day on the job Zacharia gave everyone the impression that she took the bar exam in China. But that’s not true. Because she would not have been allowed to.

Zacharia Claim About Chinese Bar Exam Is False

As I noted in the earlier post, new Press Secretary Katie Zacharia claims she passed the bar exam in China and to thus be an “attorney” despite never having passed the bar in the U.S. A Post article said that foreign nationals aren’t allowed to appear in Chinese courts. And I took that to mean that perhaps you could take the bar exam but not appear in court. (Many U.S. attorneys never appear in court. That’s only one part of practicing law.) But it looks more stringent than that. And it looks like Zacharia’s claim is likely false. It’s difficult to confirm a technical point like this about a foreign country. But numerous websites which provide information about practicing law in China say that foreign nationals can’t take the bar exam under any circumstances. Starting in 2021 there appears to have been a pilot program which would allow foreign national to take the patent bar. But even that required foreigners to have permanent residence which is apparently quite difficult to get. Foreign lawyers can work in Chinese law firms, but only to provide guidance about the law in the countries in which they are licensed to practice. (She appears to have worked in that capacity.) They’re specifically barred from interpreting Chinese law or acting in the capacity of a Chinese lawyer. So it’s pretty tight.

Again, maybe there’s some technicality that made this possible for her which doesn’t come up in any of the explanations I’ve found. But it seems like a pretty across-the-board ban.

Perhaps Zacharia was being cagey. She was asked at her appearance today where she’d passed the bar, in what state. She responded, “When I moved to China.” Reporters understandably took that to mean that she took the Chinese bar exam. But perhaps she was trying to hoodwink them.

More to come.

Late Update: This just-published article in the South China Morning Post says definitively that at the time Zacharia claims to have passed the bar in China foreign nationals were barred from taking the bar exam.

Eligibility rules for China’s national judicial examination in 2011, when Zacharia reportedly began working in Beijing, required candidates to hold Chinese nationality.

Foreign nationals were therefore ineligible to take the examination, a step towards qualification to practise mainland Chinese law.

Employment at a Chinese law firm does not, by itself, establish that someone holds a licence to practise Chinese law. SCMP has asked Zhong Lun to clarify Zacharia’s role and qualifications. The firm did not immediately respond.

Thoughts on Brown Dwarfs, Science Fiction and New Telescopes

Here’s an interesting notion, courtesy of science fiction writer Jack McDevitt. Jack’s story “Lighthouse” (available in Cryptic: The Best Short Fiction of Jack McDevitt (Subterranean Press, 2009) posits an apparently normal brown dwarf that, upon closer study, turns out to be deeply anomalous, in ways that seem designed to call attention to it. There appears to be no intent to establish contact but rather to warn anyone traveling near the object that there is a solitary black hole, all but undetectable, in its immediate vicinity.

And there is not just one brown dwarf, but several thousand that display similar anomalies in their spectra, as determined by a survey of these stars throughout the galaxy. Could these markers be a warning system for interstellar travelers? Written with Michael Shara, the story is a nice, compact bit of hard science fiction, working with realistic spectroscopic analysis and ingenious speculation. It’s also realistic about the kind of non-scientific pressures astronomers can face. Here the characters are wrangling over the unusual role deuterium plays in the spectra as they try to make sense of what they are seeing:

“I don’t buy it, Kristi,” Greg said. She had him on the vid relay, from his office. “There’s got to be a natural mechanism at work. Maybe high pressure chemistry. Maybe magnetic fields. Maybe radiative levitation. Geochemical processes can concentrate minerals by orders of magnitude on Earth, so why not deuterium on the surfaces of brown dwarfs under far more exotic conditions?”

He sounded really concerned. It was why she liked him so much. He was worried about what would happen to her career if she tried to go public with her notion. She imagined it was hard for him not to say, You’re skating at the edge of academic disaster. Blow your reputation now and you’ll always be at the fringe.

I like that bit. It wasn’t so long ago that writing about starships in a scientific journal was unusual, but these days we have many theorists pushing propulsion concepts and speculating on Fermi questions. Anyway, I notice that Jack’s story “Cool Neighbor” is freely available online. It’s another look at a brown dwarf, this one close indeed, and it reminds me of my own certainty that we would find a dim object like this within a light year or less. Alas, it was not to be, as the WISE data made clear, but we did find a lot of interesting objects, including Luhman 16 whose members are the closest brown dwarfs in the inventory.

Image: Untold numbers of brown dwarfs roam the cosmos, like the one in this artist’s concept. But only a few dozen have been studied in detail with space-based telescopes. With the help of NASA’s SPHEREx, scientists are in the process of analyzing thousands more. Credit: NASA/JPL-Caltech.

Luhman 16 B, is to my knowledge the first brown dwarf to have its weather mapped, which fits nicely with the recent news about WISE 0855, a brown dwarf not all that much further away than Luhman 16 at 7.5 light years. In the just released study, WISE 0855 is subjected to atmospheric analysis that shows water clouds changing in thickness as the time series work proceeds. Brittany Miles (Steward Observatory, University of Arizona, Tucson) took spectra of the object every 15 minutes for 11 hours, to reveal not just the movement in the water clouds but processes of deep convection bringing up gases from below.,

We have JWST to thank for the find, as Miles notes:

“This is the first time we’ve been able to confirm that water clouds are becoming thinner and thicker on a nearby world. Before JWST, we only had photometry, which mixed up the effects of clouds, chemistry, and temperature all together. Now we can actually distinguish them.”

WISE 0855 is hard to distinguish from a free-floating planet, given that its effective temperature (265 K) is not all that much warmer than Earth’s. Churning carbon monoxide and phosphine are what is currently identified in the data as rising from below thanks to the heat within the object. The same process of convective churn is seen on Jupiter and is tracked on this brown dwarf with the greatest clarity yet, a molecule-by-molecule variation seen in real time. WISE 0855 doesn’t look like Jupiter but it displays similar weather patterns.

Brown dwarfs are ubiquitous these days, but I still remember the announcement of Teide 1. This object, in the Pleiades cluster, turned up in data from the IAC-80 telescope in Tenerife (Canary Islands), with the paper published in 1995 in Nature. Shortly followed by Gliese 229B, the object launched the study of remarkably low temperature stars, now classified in ways that sometimes muddle the distinction between planet and star. How far we’ve come since then. Have a look at the just released image from SPHEREx, which is only a partial look at the thousands of brown dwarfs that are being identified.

Image: As it maps the sky, NASA’s SPHEREx telescope is finding thousands of brown dwarfs hiding in the dark. A selection is shown in this collage of observations, listed by spectral type, distance, and temperature in degrees Kelvin. Credit: Zafar Rustamkulov/NASA/JPL-Caltech.

SPHEREx (Spectro-Photometer for the History of the Universe, Epoch of Reionization, and Ices Explorer) is making the case that brown dwarfs have a range of atmospheres rich in chemistry that show striking similarities to gas giants. The image above is drawn from SPHEREx infrared observations of 37 nearby brown dwarfs with a wide range of temperatures, from 2200 degrees Celsius (2477 K) to -20 degrees Celsius (253 K). Water, carbon dioxide, carbon monoxide and methane turn up in the analysis of their atmospheres.

Launched in March of 2025, SPHEREx is engaged in mapping the entire sky in near-infrared light, taking on the order of 3600 images per day. The instrument is multi-purpose, its major goal being to study the distribution of galaxies in the distant universe. But the brown dwarf component makes it possible to observe atmospheric chemistry across a wide range of temperatures in these objects. Although the paper deals with a relatively small number, thousands more brown dwarfs are now being analyzed. Lead author Zafar Rustamkulov (Caltech) adds:

“From orbit, SPHEREx sees wavelengths of light that are basically impossible to see with telescopes on the ground because water in Earth’s atmosphere absorbs them. We are picking up light from the deep, red clouds of brown dwarfs all over the sky.”

Image: Thanks to its spectral coverage, NASA’s SPHEREx is revealing molecules like methane (CH4), carbon dioxide (CO2), and carbon monoxide (CO) in brown dwarf atmospheres. The telescope’s view of three different brown dwarfs appears on the left; the depictions on the right imagine them as Jupiter-like worlds. Credit: Zafar Rustamkulov/International Gemini Observatory / NOIRLab / NSF/ AURA, M.H. Wong (UC Berkeley) et al. Acknowledgements: M. Zamani.

Rustamkulov also notes how the absorption patterns in these spectra change as brown dwarfs age and grow cooler, with some of the objects in the SPHEREx data showing thinning clouds and increasingly methane-rich atmospheres. He adds:

“The state-of-the-art models are capturing the general chemical trend, but when it comes to these cloudy transitions, the models are struggling to match the data. No two brown dwarfs are alike. Even at the same temperature, their spectra look quite distinct.”

Indeed. The paper comments that “state-of-the-art brown dwarf model grids generally fail to trace their complex features.” So exactly where are we right now? From the paper:

…the models generally approximate the smoothly coherent abundance trends of CO and CO2 as they are converted to CH4 with declining temperature and increasing age. We also show that the addition of clouds does not improve Diamondback model fits (see Figures 14 and 15), especially at the cloudy L/T transition (see Figure 7), implying the need for more theoretical work connecting clouds with chemistry. Optimistically, the models seem to qualitatively represent the low-gravity and low-metallicity L dwarfs (see Figures A2, A3, A4, and A5, which probe a more extreme regime of parameter space.

So we’re beginning to unlock some of the secrets of brown dwarf atmospheric chemistry, but as you would expect, our existing models need to be tuned up in this new era of rapidly multiplying observational data. I’m reminded by the last several posts here that any graduate student looking for abundant challenges might want to consider dwarf possibilities, from white to brown, as both categories are yielding data we are only now able to explore. The exoplanet landscape around these objects is particularly frothy with potential.

The paper on WISE 0855 is Miles, et al., “Water Cloud and Chemical Modulations in the Coldest Brown Dwarf,” accepted at The Astronomical Journal (preprint). The SPHEREx paper is Rustamkulov et al., “SPHEREx 0.75–5 μm Spectra for a Sequence of Nearby Brown Dwarfs,” The Astrophysical Journal Vol. 1009, No. 2 (28 September 2026). Full text.

The Future of AI Cryptanalysis

Matthew Green has been writing a rather pessimistic series of posts about the potential for AI systems to vastly outperform humans in cryptanalysis of both symmetric and public-key ciphers.

I am more optimistic than he is. That is, I have stronger faith in the over-engineering cryptographers tend to do. I am trying to write this up in more detail.

Cyberattack on Connected Fridges in France

Another IoT cyberattack, this one in France:

Hackers gained control of the software that regulates the temperatures of the refrigeration units, forcing some to warm to 50C (120F) overnight, according to one supermarket chain affected.

[…]

Normally, supermarket freezers go through a short period of defrosting overnight, in which temperatures rise slightly. But the hackers ordered the units to heat up and stay hot, although Danfoss did not confirm any reports about just how warm the fridges and freezers could become in that process.

Danfoss said the affected cold units were older models whose security software could not be updated to ward off a risk they had identified.

Any IoT device that can’t be updated is vulnerable. And, probably, any IoT device that can be updated is also vulnerable.

Upcoming Speaking Engagements

This is a current list of where and when I am scheduled to speak:

  • I’m speaking at ATTENTION: Democracy, Rebuilt in Montreal, Canada. The event runs October 21–23, 2026, and my talk is on Wednesday, October 21.
  • I’m speaking at the University of Toronto in Toronto, Ontario, Canada, at 5 PM ET on October 22, 2026.
  • I’m speaking at [un]prompted in San Francisco, California. The event runs October 27–29, 2026, and my talk is at 11:35 AM PT on Thursday, October 29.
  • I’m speaking at the Catalyst Summit in Brampton, Ontario, Canada, on Wednesday, November 18, 2026.
  • I’m speaking at QT Qonference 2026 in Toronto, Ontario, Canada, on Thursday, November 19, 2026.

The list is maintained on this page.

Wednesday assorted links

1. Planets more habitable than Earth? (NYT)

2. Those new service sector jobs: “Cambiar de vida: cómo irte a contar pingüinos en la Antártida por hasta 2500 euros al mes.”

3. AI song about the China Shock debate.

4. “An amusing result of this new survey is that Democratic-voting workers had a startlingly high net-favorable view of Socialism while also saying that taxes were too high and they oppose government ownership stakes in companies.”

5. “Fewer then 5 innovations could return 1920s era growth.”

6. Anthropic is hiring economists and political scientists, to teach their models those topics.

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llm-gemini 0.35

Release: llm-gemini 0.35

I added support to llm-gemini for the new Gemini 4 Argon model, made available today via the Gemini API and for customers of their $100/month subscription plan.

Here are the low, medium and high pelicans. As expected, they are all excellent: Gemini has a track record of producing great SVGs, and are the only lab where I know their staff have invested in SVG specifically (and who have boasted about their pelicans before.)

Here's the "high" illustration, which cost me 17.166 cents:

Stylish, accurate bicycle frame. Fish in the basket. Snazzy scarf. Feet on either side of the frame touching the pedals. Spokes, a little hat, a good beak and pouch, a somewhat fierce expression.

The pricing is interesting. At launch, Argon is $2/million input and $10/million output - the same price as GPT-6 Sol, half the price of Claude Opus 5.5 and 1/5th the price of Claude Fable 5.1 and GPT-6 Astra.

But on December 1st Argon is set to double in price - so it will be the same price as Opus 5.5.

Prices like this aren't really comparable these days since what really matters is how many tokens a model takes to achieve a goal within an agentic harness.

One useful clue for that comes from Artificial Analysis, who publish the total cost to run their benchmark using each model. Argon is looking very good there - costing $2,407 to run the benchmark, putting it close to GLM-5.3 and significantly cheaper than OpenAI, Anthropic, and Meta's latest models.

When the price doubles it will still be a little cheaper than GPT-6 Astra.

Screenshot of a stacked bar chart from Artificial Analysis comparing dollar costs for 14 AI models, sorted from lowest to highest, with bars colored by provider, the provider's logo beneath each bar and angled model names along the bottom. Logo at top right: Artificial Analysis. A hover tooltip pointing at the Gemini 4 Argon bar reads: Gemini 4 Argon (High), $2,407, Output $313, Reasoning $815, Cache Write $897, Cache Read $264, Non-Cache Input $118, Click for more info. Bars from left to right, with the total above each bar and some segment values printed inside: Qwen3.8 27B (xhigh), $1,336, Alibaba logo; Mistral Large 4 Preview, $1,607, Mistral logo; Gemini 3.8 Flash (high), $1,623, Google logo; Muse Spark 1.3 (max), $2,000, segment $769, Meta logo; Gemini 4 Argon (high), $2,407, segments $815 and $897, Google logo; GLM-5.3 (max), $2,503, segment $790, Z.ai logo; Kimi K3 (max), $3,658, Kimi logo; Qwen3.8 Max (0902), $4,935, segments $893 and $1,441, Alibaba logo; Grok 4.7 (xhigh), $4,967, segments $1,861 and $1,618, xAI logo; GPT-6 Astra (max), $5,324, segments $778 and $978, OpenAI logo; Muse Wonder (max), $5,733, segment $1,748, Meta logo; Claude Sonnet 5.5 (max with fallback), $7,260, segments $1,216 and $1,815, Anthropic logo; Claude Opus 5.5 (max with fallback), $8,708, segment $921, Anthropic logo; Claude Fable 5.1 (max with fallback), $13,129, segment $7,219, Anthropic logo.

(I used ChatGPT to edit that chart! The data is all correct, I checked - I needed to get that Gemini 4 Argon info box to display without overlapping the other numbers.)

Some bonus examples using Gemini 4 Argon: here's Generate an SVG of an armadillo in fishnet tights jaywalking on Mars, here's a Fabergé egg it created for me using Blender, and DeepMind staffer @fofrAI shared a video of a pelican riding a bike, using fourier epicycles. That's a fun new twist!

Tags: google, ai, generative-ai, llms, llm, gemini, llm-pricing, pelican-riding-a-bicycle, llm-release

web-edit 0.1a1

Release: web-edit 0.1a1

Includes performance optimizations written by Claude Opus 5.5 after I fed it this Python 3.15 profiling report generated by GPT-6 Astra.

Tags: profiling, projects

llm-meta-ai 0.2

Release: llm-meta-ai 0.2

Meta AI release Muse Wonder (and Muse Wonder Full), their new "most capable models". These look like they may be Meta's first Fable class models - Artificial Analysis scores Muse Wonder (Max) as equivalent to GPT-6.1 Sol.

I updated my llm-meta-ai plugin for the new model. Here are pelicans for Muse Wonder for the six reasoning levels: minimal, low, medium, high, xhigh, max. This is the max one:

Blue cycling helmet, bicycle is missing one bar but otherwise an OK shape, has mudguards, nice background, OK beak.

For comparison, here are pelicans for Muse 1.3 (released September 2nd) and Muse 1.2 (released August 5th). Meta AI are putting out a new model a month, and the improvements between each model (at least in terms of drawing pelicans) are material.

Tags: ai, generative-ai, llms, meta, pelican-riding-a-bicycle, llm-release

Robots Like Us - EP 92 Andrew Kiguel and Matt McMullen From Realbotix

Our guests this week are Andrew Kiguel and Matt McMullen from Realbotix.

Realbotix makes humanoid robots that actually look like humans. McMullen, who founded the company, has spent years refining the animatronics and materials needed to create lifelike machines. His past creations have received tons of media attention both because they’re striking and because they veer into companionship and sex territory.

Lars and the Real Girl? Yep, that’s Matt’s work.

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Realbotix, though, is an attempt to take the technology in a different direction. The company has made AI-infused bots that it wants to put to work out in the world. The bots could greet guests at hotels, provide information at hospitals or perhaps tutor students at schools. The Realbotix bots can carry on conversations and use vision systems to recognize people and take in their surroundings.

We conducted this interview in Las Vegas where Realbotix has its headquarters. In a future video on our YouTube channel, which is awesome and you should subscribe to, I head out into Vegas with a bot named Aria, and we have a delightful afternoon together.

Some of you will think these robots are weird. And I get this.

I will, however, add that most of the humanoids out there are very boring. Companies have focused on what the robots can do rather than what they look like. The folks at Realbotix, by contrast, have put a lot of time and energy into trying to figure out how humans and robots will interact and progress together. We get into all of this on the show.

SPONSOR

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I’ve worked at large companies like The New York Times and Bloomberg, and their expense systems were terrible. Brex’s expense management systems, by contrast, are fantastic. AI agents run around taking care of tons of stuff for you and give you back your time.

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How to lose money betting against Europe

In a sovereign-debt crisis, even understanding politics may not be enough

Nerobefehl Nation

The Fiddle That Never Played: Why We Get Nero Wrong - English Plus Podcast

By the middle of March 1945 even Adolf Hitler knew that the war was lost. Soviet forces were within 45 miles of Berlin. American forces had crossed the Rhine and were well on their way to encircling the remaining German defenders. But Hitler didn’t believe that he had failed. He believed that he had been failed by the German people.

So on March 19 he issued the “Decree concerning demolitions in the Reich territory,” which has come to be known as the Nerobefehl or Nero decree. It ordered the destruction of Germany’s own infrastructure — supposedly to deny that infrastructure to the Allies, but the obvious purpose was to punish his own country.

Fortunately, Albert Speer and other Nazi officials didn’t carry out the order, although they apparently didn’t tell Hitler what was (not) happening.

Why am I recounting this history? Obviously because I’m thinking about what will happen after the midterms.

All indications are that Republicans are headed for massive defeat in elections that Trump has deliberately made a referendum on himself: “MAGA, pretend that I am on the ballot.” So what will he do when Americans show what they really think of him?

He will, of course, claim that the election was rigged and try to overturn the results. Assuming that he fails, however, then what?

Loss of Congress will limit Trump’s power, but by no means eliminate it. Above all, he will retain immense capacity to inflict destruction on America, not to mention America’s allies.

Over the past few days, according to President Zelenskyy, Ukraine has received no warning from the West about impending Russian missile strikes. This could reflect technical problems. But anyone dismissing the possibility that Trump is trying to punish Ukraine for daring to deny victory to his friend Vladimir Putin must have slept through the past two years.

At home, Trump officials suddenly cut down hundreds of trees at a public golf course in Washington. Trump has long wanted to remake that golf course to his own taste, but that’s unlikely to happen given the political winds, and in any case there was no need to rush the destruction. This was almost surely an act of spite, of deliberate act vandalism, undertaken precisely because Trump knows he won’t get his way.

And while a few hundred trees are not in themselves that big a deal, they represent the shape of things to come.

Think of the Kennedy Center, a national icon that Trump is destroying because he can’t put his own name on it, as the model for what is all too likely to happen to America over the next two years.

Can Democrats stop the coming reign of destruction? Unfortunately, a corrupt, partisan majority on the Supreme Court, invoking the “unitary executive” theory, has given Trump a huge amount of untrammeled power, especially because he is surrounded by minions — many approved by supine Republicans in Congress — who are willing, even eager to break the law. And he is also backed by oligarchs with vast resources who will continue to enable his attack on democracy even if their billions in political spending aren’t enough to buy this election.

But one thing Democrats can do is make it clear that everyone who aids and abets Trump in his Neroism can and will be held accountable to the full extent of the law. At this point anyone who says something like “We should look forward, not back” is making it significantly less likely that we will have anything to look forward to.

MUSICAL CODA

Redesigning source control at Anthropic

Redesigning source control at Anthropic

Interesting piece from Anthropic describing why and how they built their own custom alternative to Git, based on the dramatic increase in rate of changes to their code after the past six months.

In May 2026, Anthropic averaged around 2,500 code changes merged per day; as of September, we merged over 30,000 per day.

They included a chart showing those changes. I had Claude modify their chart (code here) to add markers for the public releases of each of their models in 2026:

Stacked bar chart titled “Changes merged per day”, for the Anthropic monorepo, January–September 2026. Each day’s bar is split into pull requests (blue) and antique change requests (orange), with a black line for the 7-day average. Weekdays start at around 1,000 merges in January and climb slowly to about 3,000 by late May. Antique change requests appear in late May, overtake pull requests in mid-June and have almost fully replaced them by mid-July, when weekdays reach 6,000–8,000. A labelled “Quiet week” at the end of July dips below 1,000 a day. After that, growth turns steep: over 10,000 a day by mid-August, about 17,000 in early September, and a peak of 30,401 on Sep 9. Dotted lines mark Claude model releases: Opus 4.6 (Feb 5), Sonnet 4.6 (Feb 17), Mythos Preview (Apr 7), Opus 4.7 (Apr 16), Opus 4.8 (May 28), Fable 5 and Mythos 5 (Jun 9), Sonnet 5 (Jun 30), Opus 5 (Jul 24, just before the quiet week), and Fable 5.1 and Mythos 5.1 (Sep 1).

This shows public release dates, not the date when models became available for Anthropic's internal use. My guess is that the introduction of Fable/Mythos class models is a key factor in the increased coding velocity.

"Antique" is their new code review system. The source control system is called Scion, and sounds to me like a reinvention of centralized source control along the lines of Subversion. They had some pretty extreme requirements:

The history of our main branch alone is almost 100 GB, and a compressed working copy is over 25 GB. We perform on the order of 25 million code checkouts per day for CI, before counting developer environments, agent sandboxes, and research jobs. Fetched naively, that would be over 600 PB of git traffic per day.

The new system was built by a team of seven people, and the migration from Git was completed in five months.

When asked on Hacker News about the lack of offline support, Scion engineer Nick G replied:

Since Claude is by far the heaviest user of Scion and is necessarily online, this just wasn't important to do.

As an aside, I've been trying adversarial review in my own projects recently, where you have a model try and find flaws (I often play Claude and GPT off against each other). This note from the article reflected my own experience with that:

Anthropic also makes extensive use of adversarial review, and, while this is incredibly effective in many ways, it can also be myopic, so skilled engineers needed to steer Claude away from over-engineering parts of the system in response to hypothetical concerns.

Via Hacker News

Tags: git, migrations, version-control, ai, generative-ai, llms, anthropic, agentic-engineering

Kidney exchange in India at a national scale: a growing consensus

There's growing consensus in India on moving towards a nationwide kidney exchange program. 

Kute V, Kumar A, Balwani M et al.
Operational guidelines for kidney swap transplantation in India: an ISOT-NOTTO Delphi consensus
The Lancet Regional Health – Southeast Asia, 2026; 0 

 

 

 Among the consensus recommendations is this one, which summarizes the general positive tone adopted for national kidney exchange.

"Each transplant center should initiate and expand swap transplantation, given that it is legal, cost-effective, yields better outcomes, and can help prevent unethical commercial transplants by improving access. Multicentric swap transplantation programmes should roll out in phases: start with intra-city exchanges, then intra-state, and eventually inter-state and national collaborations. This phased approach ensures growing scale is matched with operational readiness, providing safe, equitable, and efficient transplants across regions." 

Don’t Trust People Who Talk Like This

A few days ago, David Ellison took control of Warner Bros for $111 billion—and is now merging it into Paramount (which he acquired back in 2024). But he needed some help from Dad to make this happen. Tech titan Larry Ellison gave personal guarantees to the tune of $40 billion in order to seal the deal.

As a result, this son of a Silicon Valley CEO is now the most powerful person in Hollywood. So I watched with interest when David Ellison appeared on CNBC to talk about his plans for the future.

I’m still in a state of shock—because he speaks a language that, a few years ago, nobody in the creative community would even have understood.

You might think that Ellison would talk about making great movies or bringing audiences back to theaters—or, at a minimum, creating entertainment for the masses, if not something more artistic.

But that’s not what he has in mind.


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Instead Ellison boasts: “We are positioned to win in every single vertical that we operate in….We have the greatest content engine with marquee intellectual properties. You’re immediately getting to scale in streaming” he adds; and then there’s his “incredibly profitable linear portfolio.”

Of course, it wasn’t easy to get to this point. Ellison recalled his previous visit to CNBC. “We launched the hostile on your show,” he tells the host, “so coming full circle today is quite remarkable.”

Have people in the creative world ever talked like this? Did Picasso win in every vertical? Did Shakespeare brag about his “content engine”? Did Beethoven ever achieve a “profitable linear portfolio”?

But those saps were losers by today’s standards. Maybe they should have launched a hostile, instead of wasting so much time on their craft.

Picasso’s Three Musicians—it looks cool, but did they win in every vertical?

I still remember the first time I heard someone describe different vocations and livelihoods as verticals. That was right before the dotcom bubble burst, and I’d been called in to help a web business that, a few weeks later, went broke. The people who spoke in such a cavalier way were soon unemployed.

I felt sorry for them. But I viewed that obfuscating way of speech as a contributor to the problems that brought them down. I still feel that way. I just can’t trust people who talk like this. It’s like they just took a Voight-Kampff test, and failed miserably. I fear I’m talking to replicants, not human beings.

Judging by the news stories out of Hollywood, there are a lot of replicants in the film business nowadays.

On the other hand, I’ve talked to hundreds (or maybe thousands) of artistic people over the years. Against long odds, they somehow manage to make a living in creative pursuits. That is their vertical, so to speak. Sometimes they don’t even want to talk about how creativity happens—it seems almost magical, and the process is very fragile, even for the greatest artists.

Just talking about it puts it at risk. You got blessed with a gift—maybe a hit song, or an inspired poem, or something else of that sort—and if you deal it with too glibly, it might never come back. So it’s best not to boast or strut, and instead just focus on your craft.

“Did Picasso win in every vertical? Did Shakespeare brag about his ‘content engine’? Did Beethoven ever achieve a ‘profitable linear portfolio’?”

But when people like this do speak about creativity, they treat it with reverence.

Shakespeare called the creative process a “fine frenzy.” Plato described it as a “form of possession or madness.” But the most common way of explaining this inspiration, over the centuries, has been to assign credit to a divine woman known as the Muse.

  • More than 2,500 years ago, Hesiod helped invent Western poetry, and he happily told people how it happened. Goddesses appeared to him and, in his own words, “they taught Hesiod glorious song while he was shepherding his lambs.”

  • The first poet in English, Cædmon, had a similar experience. He was illiterate, but he had a visitation during a dream—and was thus able to create “poetical expressions of much sweetness and humility.”

  • Even in modern times, poet Robert Graves continued to insist that the Muse was real, and he had firsthand experience of her existence.

I could give many other examples, and I have devoted a lot of effort to studying this magical process. I’ve learned, along the way, that a surprising number of hit songs were composed during dreams—just like Cædmon’s. Not long ago, I thought Robert Graves was crazy for talking about the Muses as if they were real, but I don’t mock him anymore.

That world of magic and inspiration is under attack now, assaulted by the over-rationalization of the overseers. So you will look in vain for an entertainment industry CEO who embraces the “sweetness and humility” that actually define the creative process.

But I can’t just blame David Ellison, because he’s not alone. Business and finance jargon is now the only language spoken among the people who make the final decisions on almost every aesthetic or artistic matter.

So when the head of Warner Bros music gets asked about AI, he describes it as “an incredible value creation opportunity.” Say what? But at least that’s better than the CEO who praised AI’s ability to “eliminate lower-value human capital.”

The brutal reality is that we have reached the stage where artistry can be discussed without any consideration of the artist—who is now an inconvenience in the value chain.

And that value chain is all that matters anymore.

Barbara Broccoli, whose family long controlled the James Bond films, was horrified when an Amazon exec described these cherished movies as content. She walked away from the meeting in a huff, griping that “these people are fucking idiots.”

But Broccoli eventually sold out total control to Amazon. The money was too good to turn down. And that was one more victory for tech and web interests in their takeover of the creative world.

I’m not naive. I know that movie studios and record labels have never been perfect. The bosses are often greedy or sometimes outright criminals. But even the gangsters knew that art isn’t content.

There was a day when the mob ran the big music venues. But Al Capone treated the musicians with respect—he knew that they were special people with gifts. They weren’t just a content engine for his linear portfolio (and, in his case, a highly liquid portfolio).

I ran a record label for a short period in my twenties. Dealing with record distributors was a royal pain—it was like negotiating with Tony Soprano. But as hard as it was collecting from those thugs, it was better than dealing with today’s streaming platforms. The old-time power brokers at least understood that artists paid everybody’s bills with their creativity—without them, film studios and record labels and publishing houses don’t exist.

Nowadays the decision-makers have other priorities. They have verticals to dominate. If they could, they would do it with bots instead of artists.

We deserve better stewards for our creative culture.

It’s not clear that we will get them. I’ve predicted that tech will eventually swallow up almost the entire creative economy—and I shudder to see how rapidly that forecast is coming true. It’s gotten so bad that I’ve called for creators and fans to support alternative channels.

We need to create our own parallel ecosystem—and as fast as possible. We’re fortunate that some people and organizations are already working on it.

But we also need to educate the tech people invading our world. My guidance here comes from a simple proverb (from Confucius):

“The beginning of wisdom is calling things by their right names.”

So when the new bosses talk like technocrats, we must remind them, again and again, that artists aren’t content engines. The work of art is not a brand franchise. And the magical source of inspiration can never be reduced to a vertical.

And, hey, if that doesn’t work, we can always try launching a hostile. We may not have deep pockets or billionaire dads. But there are other ways to win a battle. If it comes to that, I wouldn’t bet against the creative folk. Because, let’s face it, they are the value chain.

Into the fire

Photo of four women in desert gear walking across a dry landscape, carrying equipment with vehicles in the background.

These women once fled ISIS. Now they defuse the landmines the militants left behind in their Yazidi homeland in northern Iraq

- by Aeon Video

Watch on Aeon

Decompose Run-On Tests

Run-On Tests

Originally posted March 2013

A RUN-ON SENTENCE has at least two parts, either one of which can stand by itself.
— Guide to Grammar and Writing

Yesterday, a student brought me a test that looked like this:

set up
assert
operation
assert
operation
assert
operation
assert

I call this a run-on test (at least I do now that I’m writing this). I’ve written a few myself, so I know what I do about them.

The problem with run-on tests is that, when they fail, you don’t know what’s wrong (the “specific” property from the Test Desiderata). If one of the later assertions fails, in particular, you aren’t sure whether the culprit is the immediately preceding operation or an earlier operation that left the world in a wonky state. A failed run-on leaves you with a debugging problem.

I think I write run-ons when I am exploring. “I’d like an object like this.” Done. “Oh, I see, it needs an operation like that.” Done. “But that means it could have another operation like this.” Done. The result is the kind of test my student handed me.

When a design comes to me as an algebra (things and operations that compose) I don’t get run-ons. I write the tests and the code in little pieces. When every step is a revelation, though, the natural (in the sense of “natural law”) place to put the next bit of testing is with the largest existing bit of testing. This accounts for the power law distributions seen in test suites, in any case.

There’s nothing wrong with coding in discovery mode. It’s a useful skill to be able to make progress in a dark room without breaking anything. However, it’s not okay to leave the relics of past ignorance around to trip colleagues.

How I convert run-on tests

1. Don’t lose coverage, so make a copy of the test. In the copy, delete everything after the first assertion:

set up
assert

Give this test a helpful name. Put yourself in the place of a reader. This test has just failed. What do you want to see in the test runner?

  • Bad: testInitialization. Initialization of what? How could that go wrong?

  • Better: initializationProducesConsistentExperiments. How could they be inconsistent?

  • Best: initializationProducesConsistentNamesAndExperiments. Now I know where to look for the problem.

Names for tests don’t have to satisfy the same constraints as names for other functions. You only have to type the test name once and you never have to format it in calling code. When it’s read, though, the only context is the test failure. Put this together and it’s proper to give tests long, explanatory names (I learned this from BDD).

2. Copy the test again. Delete the first assert and everything after the second assert:

set up
operation
assert

Is any of the set up irrelevant for this assertion? If so, delete it. Again, name the test what you want it to be named when you read it in a test failure.

3. Repeat until you get to the last assert. At every stage, remove redundant preceding operations. If you see paths that need to be covered, make a note (“how about opB(); opA();?”) and write those tests when you’re done decomposing the original run-on. Now you have:

set up
assert
set up
operation
assert
set up
operation
operation
assert
set up
operation
operation
operation
assert

4. Delete the original test. This is the fun part of the process for me.

You are left with a bunch of short tests, each of which is named after what could go wrong. Explanations in assertions would be redundant at this point, so I don’t write them. You can also extract the set up to a proper setUp function.

One final observation

The suite resulting from this process has exactly the same coverage as the original run-on, but only because you commit to running the tests together and keeping them all working together. This took me a while to get and often surprises students.

The later tests lack all the assertions of the earlier tests. Deleting those assertions feels weird at first, but it’s okay. If something goes wrong, another test will break. Learning to trust your suite as a whole helps you simplify tests (the “composeable” property from the desiderata).


Most teams don’t have a strategy problem. They have an adaptation problem.

Your plan was never going to survive contact with reality. The question is whether your organization bends or breaks when it doesn’t.

I help teams bend. Adapt to Thrive.

Booking a handful of custom talks and advisory engagements now. I interview your people, measure your real software flows, and hand you the truth plus what to do about it.

Curious whether it fits? Tell me about your team.

*Plunder: The Last of the War in Europe, 1945*

By Max Hastings, an excellent book, I benefited from every page.  One recurring theme is simply how hard the Germans fought on the way down, and how unusual that behavior was.  Here is one interesting passage of many:

In World War I, 150 German soldiers were sentenced to death for serious crimes, of which a mere forty-eight were executed.  In World War II, thirty thousand death sentences were decreed by military courts, of which two-thirds were carried out, in addition to many more that took place without any judicial proceeding.  By contrast the British executed forty men, the French 103, the Americans 146, almost all the condemned Allied soldiers having committed capital crimes as defined in civil law, rather than being sentenced for dereliction of military duty.  Meanwhile the Japanese executed 22,253 of their own men, and the Russians at least 150,000, possibly as many as 300,000.

As I like to say, you can never read too many books about WWII.

The post *Plunder: The Last of the War in Europe, 1945* appeared first on Marginal REVOLUTION.

       

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Politics Chat, October 13, 2026

Radicalism

To read this letter, click here:

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October 12, 2026

Billionaire Elon Musk has already funneled at least $366 million into the midterms to try to make sure voters elect Republicans. Theodore Schleifer of the New York Times reported today that Musk has put more than $276 million of that money into groups and political action committees just since July. More than $76 million has gone into his own super PAC, which is focused on seven Senate seats in battleground states, and more than thirty House races.

Schleifer notes that this is just the money that law requires must be disclosed; sources told Schleifer that in both this election and in 2024, Musk has made seven-figure donations to candidates through so-called “dark money” groups: ones that aren’t required to disclose their donors.

Adam Wren, Meredith Lee Hill, and Will Steakin of Politico report that Trump’s super PAC, “MAGA Inc.,” is coordinating with other super PACs to try to salvage the Republicans’ control of the Senate. The Republican Senate Leadership Fund has poured close to $100 million into Ohio alone to defeat former senator Sherrod Brown and is expecting to dump close to $200 million into Texas to defeat James Talarico. It’s also throwing money at Iowa to defeat Josh Turek, at Alaska to defeat Mary Peltola, at Michigan to defeat Abdul El-Sayed, and even at Kansas, to defeat Adam Hamilton.

Among other projects, Musk’s money is producing literature accusing Democrats of being radicals.

And yet the real radicalism in American politics today comes from those like Musk, those on the right who are consolidating the power of the government and the money of the American people into their own hands: Musk’s businesses depend on government contracts, after all, contracts a Democratic-run Congress would likely revisit.

That right-wing radicalism was on full display this morning, when agents from the Department of Homeland Security conducted a predawn raid on the Washington, D.C., home of Representative Ilhan Omar (D-MN). According to the Fox News Channel, which appears to have been read into the raid ahead of time, the Justice Department claimed that the search “stems from a criminal fraud investigation” over immigration paperwork filled out by her late father in the 1990s when Omar was a child.

Not only is it unlikely that evidence of a potential crime committed when the congresswoman was a child would be in her Washington, D.C., residence decades later, but also, as legal analyst Joyce White Vance noted: “To state what’s obvious to prosecutors here, we are within the period before an election where [the Department of Justice] doesn’t take overt steps in an investigation that might influence its outcome. Another hard norm out the window.” More to the point was the comment by Mark Jacob of Stop the Presses, who noted: “This search was conducted by the Homeland Security Department, where lying and harassment are routine.”

Indeed, this latest attack on Omar follows Trump’s social media post of last Thursday, when he urged “[t]he people of Minnesota” to “fight back!” against Minnesotans of Somali heritage. Representative Tom Emmer of Minnesota, a MAGA Republican, promptly echoed Trump, referring to Somali-Americans as “enemy combatants” and complaining that Democrats were not “rounding them up [and] putting them in jail.”

This new attack on a Democratic representative is the second attempt of the administration to cow Democratic representatives. It has an ongoing case against New Jersey representative LaMonica McIver, whom it accuses of assaulting immigration agents in a skirmish outside of Delaney Hall detention center, in which no one was hurt. If McIver is convicted, she faces up to 17 years in prison. Both Omar and McIver are women of color. The attempt of the president to arrest and imprison his political opponents in the legislative branch is a direct assault on our democracy.

Indeed, the administration is trying to make their opponents live in fear. The latest target of their ire is Cassidy Hutchinson, the former aide to Trump’s first-term chief of staff Mark Meadows. Hutchinson was working in the White House in the weeks when Trump was trying to overturn the results of the 2020 election, and she testified before Congress about Trump’s behavior during that time. Federal prosecutors are trying to get a grand jury in Washington, D.C., to indict her for perjury.

As the attack on Omar shows, in their attempt to grasp complete control of the country, Trump and his loyalists are working hard to divide the American people along the old culture war lines that worked in the past. But Americans are concerned primarily about the economy as the war on Iran drives prices upward, so Republicans are becoming more and more extreme in their actions and their ads.

As Morgan Trau of WEWS wrote in a piece reprinted by the Ohio Capital Journal, an ad paid for by the Senate Leadership Fund featuring a woman who accuses Ohio Senate candidate Sherrod Brown of “pushing transgender surgeries on minors ‘like her,’” and who, in another ad, claims she had “surgery without my parents’ consent” as “a kid,” actually shows a woman from Texas who had gender-affirming surgery in that state as an adult. She has no connection to Ohio, where such surgery on minors is illegal.

Brown’s statement on healthcare was that he believes families and their doctors, not politicians, should make healthcare decisions.

An even more extreme meltdown took place over the weekend as MAGA tried to insist that Texas Democratic candidate James Talarico had suffered a mental breakdown and had been admitted to a treatment facility in Ohio. As Will Sommer and Andrew Egger of The Bulwark explained yesterday, MAGA influencers Nick Sortor and Rhein Amacher claimed they had proof that Talarico had been at the Lindner Center of Hope in Mason, Ohio. They claimed they had a tape of a Lindner employee telling them over the phone that Talarico had just been released.

With Musk pushing it, Sortor’s social media post alleging that “proof” garnered millions of views in hours.

But, predictably, the story fell apart fast. Neither the logic (why would Talarico go to Ohio for medical treatment rather than stay in Texas?) nor the timeline (Tararico was out in public in Texas during the time Sortor suggested he was in treatment) made sense. Then Sommer and Egger got access to the full recording of the alleged “proof.” It showed Amacher lying to the Lindner employee to get her to expose private health information. It also showed her repeatedly denying that anyone named James Talarico was in the system.

On Sunday night, the Lindner Center publicly announced that Talarico had never been treated there. Talarico himself posted a laughing emoji beside the information that he has never even been to Ohio. To a reporter, he added his own assessment of his opponent’s health, “I’ve heard credible reports that Ken Paxton has a serious medical condition that causes clinical levels of cowardice,” and noted that Paxton has refused to debate Talarico about actual issues.

Sommer and Egger note that while HIPAA, the Health Insurance Portability and Accountability Act, says medical providers can’t disclose patients’ information, it also penalizes individuals who try to get that information improperly, imposing heavier penalties for those who commit that offense “under false pretenses.” Those who access that information “for commercial advantage, personal gain, or malicious harm” can be fined up to $250,000 and be imprisoned for up to ten years.

Amacher later told Jesse Singal that he did not do “any after-the-fact fact-checking work and pointed to the fact that he’s a political advocate, not a journalist, and is therefore held to different standards.”

Trump’s choice of Katie Zacharia on Friday to become the new White House press secretary illustrates that the administration is fully committed to pushing its dominance through disinformation. As Judd Legum explained yesterday in Popular Information, Zacharia is a conspiracy theorist who pushed the “Pizzagate” conspiracy, the lie popular in 2016 that leading Democrats and Hollywood figures were sexually trafficking children and engaging in cannibalism in an organization run out of a Washington, D.C., pizza restaurant.

As Legum notes, Zacharia was relatively obscure before Trump tapped her. Her major qualification is that she posts a lot on Trump’s social media site and has worked as a senior communications advisor for the site.

On Saturday, Trump told a crowd in Clarksville, Tennessee: “There’s such love. Like, I mean, it’s amazing. When you stand up here, it’s just like—the love. I could say the stupidest things and you’d clap me.” He claimed that, in fact, what he does say is “things of common sense” and called for renaming the Atlantic or the Pacific Ocean either “‘Trump Ocean’ or ‘Ocean of the Americas.’”

Media figures are increasingly showing that Trump’s promises are false. Although Trump suggested after public outcry about $20 million in tax dollars going to his ads promoting himself that he would pay for them, the ads were apparently paid for with money Republicans in Congress allocated to the Department of Homeland Security. When asked on CBS’s Face the Nation Sunday about a reimbursement for taxpayers, Department of Homeland Security Markwayne Mullin answered: “Any time we can do a public service announcement and brag about America, I’m all about it.... I think 99% of the coverage from President Trump is negative…. I commend the opportunity of President Trump to give us the opportunity to brag about America.” “So, no reimbursement,” host Margaret Brennan concluded.

Last night, U.S. District Judge Jennifer Rochon ordered the administration to immediately stop running the ads, which have been running on national media for two weeks, saying they likely “exceed the purposes authorized by Congress and violate restrictions on publicity and propaganda.” Kyle Cheney of Politico explained that the administration tried to avoid a ruling on the legality of the ad campaign by saying it was going to stop it after Sunday.

Scott Nover, Aaron Schaffer, and Aoife Walsh of the Washington Post reported that the administration ignored the order and continued to run the ads today.

The administration also appears to have ignored the law on Saturday, when it felled more than 400 trees on the East Potomac Golf Links course that Trump wants to turn into another of his projects.

U.S. District Judge Ana C. Reyes had previously warned the administration not to make any irreversible changes to the landscape, but she did not forbid it from doing maintenance work. The administration maintains the Saturday cutting was routine maintenance. Reyes was furious, telling the administration’s lawyers she didn’t know how she could have made it any clearer that she was trying to stop it from doing precisely what it did. She warned that the government had lost all credibility with her. The administration’s lawyer said they still planned to cut several hundred more trees.

Trump’s announcement on Sunday that both Russia and Ukraine had agreed to an “energy ceasefire” has also been exposed as a devastating lie. At the time, Ukraine said it had heard nothing about any such plan until it appeared on social media, and Russia promptly attacked Ukrainian power plants.

Foreign affairs journalist Anne Applebaum wrote today in The Atlantic that Trump’s dropping of sanctions against Russian oil looks like “an abrupt, Hail Mary attempt to force Ukraine to surrender and to save the Russian economy, perhaps in order to finally complete the multiple business deals that the Russians are known to have discussed with American negotiators and others in Trump’s orbit.”

Meanwhile, Yemen’s Iran-backed Houthi rebels have attacked Saudi Arabia’s main airport, killing at least 20 people, including a U.S. national. Oil prices are rising again, and Trump is said to be considering joining the Saudi fight against the Houthis.

On Friday evening, before the long weekend, the Pentagon quietly raised the number of U.S. service members killed in the Iran war from 18 to 21, and the number of wounded from 767 to 865, updating the numbers that had been on the Defense Casualty Analysis System website since August.

As John Ismay of the New York Times noted, when the Washington Post reported in September that the Pentagon was hiding the true numbers of those killed in the Iran war, Defense Secretary Pete Hegseth posted on social media: “This is DISGUSTING and FAKE. A complete LIE.”

On Wednesday, Barak Ravid of Axios reported that the U.S. military is drawing up plans for another round of major combat operations in Iran.

Hegseth has named Elon Musk, who is pouring money into the midterms, to Project Meridian, a group charged with plotting out the future of the American military.

Identifying where the actual radicalism in American politics lies at this moment is important.

—

Notes:

https://www.nytimes.com/2026/10/12/us/politics/elon-musk-midterms.html

https://www.politico.com/news/2026/10/12/maga-inc-money-midterms-01116078

https://apnews.com/article/ilhan-omar-home-searched-8e18c2aea948bd90f4d7a4eb32b9ec3a

https://www.nytimes.com/2026/08/26/nyregion/mciver-trump-delaney-hall-decision.html

https://www.cbsnews.com/news/doj-seeking-indictment-cassidy-hutchinson-jan-6/

https://ohiocapitaljournal.com/2026/10/06/woman-accusing-sherrod-brown-of-forcing-transgender-surgeries-isnt-from-ohio-didnt-have-procedure-as-minor/

The Bulwark
MAGA’s Talarico Mental Breakdown Conspiracy Implodes—Instantly
ON SUNDAY AFTERNOON, a pair of young MAGA influencers brought the movement to a state of orgiastic euphoria when they claimed to have uncovered evidence that James Talarico had suffered a mental break and sought treatment in Ohio…
Read more
Popular Information
New White House press secretary is a Pizzagate conspiracy theorist
Katie Zacharia, who was appointed White House press secretary by President Trump on Friday, repeatedly promoted the debunked Pizzagate conspiracy on social media, accusing elites from the Democratic Party and Hollywood of sexually trafficking children and eating people…
Read more

https://www.thedailybeast.com/trump-mocks-his-supporters-to-their-faces-at-rally

https://time.com/article/2026/10/12/trump-atlantic-pacific-ocean-americas-renaming-gulf-mexico-lake-ontario/

https://storage.courtlistener.com/recap/gov.uscourts.nysd.674638/gov.uscourts.nysd.674638.41.0.pdf

https://www.politico.com/news/2026/10/11/judge-order-immediate-halt-taxpayer-funded-pro-trump-ads-01116062

https://www.washingtonpost.com/politics/2026/10/12/judge-blocks-trump-administration-airing-taxpayer-funded-campaign-style-ads/

https://www.washingtonpost.com/sports/2026/10/12/after-500-trees-fall-dc-golf-course-trump-wants-remade-foes-ask-judge-halt/

https://abcnews.com/International/russia-strikes-power-plant-ukraine-after-trump-announces/story?id=137178264

https://www.theatlantic.com/ideas/2026/10/trump-ukraine-putin-fuel/688974/

https://www.cbsnews.com/live-updates/iran-war-us-trump-saudi-arabia-houthi/

https://www.nytimes.com/2026/10/10/us/politics/pentagon-casualties-iran-war.html

https://www.axios.com/2026/10/07/trump-us-central-command-iran-israel-war-elections

https://thehill.com/opinion/national-security/6139986-project-meridian-pentagon-conflict/

Trump’s Truth:

statuses/42205

Bluesky:

markjacob.bsky.social/post/3mxokuuxvb227

joycewhitevance.bsky.social/post/3mxolkdihfk2i

markjacob.bsky.social/post/3mxokdtrpw227

jkarsh.bsky.social/post/3mxfxu57qnk2m

teamtalaricohq.bsky.social/post/3mxn7ewwtsv2y

horadam.bsky.social/post/3mxncrzdzv22r

donmoyn.bsky.social/post/3mxncyvixf22z

thefateofcassandra.bsky.social/post/3mxngn65a3s2q

atrupar.com/post/3mxmfeffxgs2l

atrupar.com/post/3mxmalzfx5g2v

mollyroberts.bsky.social/post/3mxopevuzoc2k

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Sharing Theories with Agents

As I’m working with an agent to upgrade a repo from vibe-coded to something I can understand and dig into, I am reminded that Programming is Theory Building.

By “theory” we mean: an understanding of the world, the software and how they relate that’s good enough to let us work intelligently on them, answer questions about them, and argue about them.

Like: we have a theory about what the world needs (I need to be able to comment on this HTML!), how the software meets those needs (a server injects the buttons for this), and how it’s going to meet more (let me edit the content as markdown!).

Software development is reality construction. We make something real in the world, we change what happens when I move my finger this way or click these clackety keys. Conceiving the new world (and how we get there) is programming. That work used to take more typing, more troubleshooting, and more puzzle solving. It has always been, at its core, building a theory of how a piece of the world works and how it can work.

To go from vibe-coded to programmed, I build that theory. I get the agent to start a document explaining what’s going on in that software and why. Then I iterate on that document with it until we’re in agreement. I check it against the world and what we need and what makes sense to me; it checks it against the code.

Building that document together builds the theory of this software for me. Reading it builds the theory for every agent that starts up in this repository.

Reading only that document means that the agent’s theory is shared with me. More documentation is not better! The only context I want the agent to have is documentation I’ve read and iterated on (so it’s connected to my reality) and the code (which runs, so it’s real).

The documentation I read needs to maximize its communicative power. That means diagrams, pictures, and varied structure. HTML beats markdown for this, and the agent is a whiz at writing HTML with SVG figures.

Markdown is a lot easier for me to tweak and comment in, though. I have a need to comment on HTML! And modify its content as easily as markdown. Good thing we have agents to solve this!

Here’s a skill, based on Arlo Belshee’s process, that helps an agent iterate on a document with you. The plugin includes a tool for commenting on HTML and tweaking the content. Also included is a skill for making a project overview document (like this one) as part of theory-building.

Programming is theory building more than ever. The distance from a conception of how the world can be to some new reality is so much shorter with agents! We still need to understand what we want, and conceptually how it can work, and how we’ll get there. That is still the hard part, and we get to work ever harder on it.

Marsha Blackburn thought this was a good idea

The great one.

So, down in Tennessee, Senator Marsha Blackburn is running for governor. My former home state is now fruit punch in political hue, so odds are painfully high she wins.

That said, Blackburn is a perfect mirror of the modern GOP, which is to say sensibility and reason have been replaced by, well, raw nuttiness, tone-deafness and performative idiocy. And on a day when J.D. Vance insulted James Talarico for being gay (which he’s not—and who cares if he is?) and a new White House press secretary stumbled over her seven-word vocabulary, Blackburn somehow stole the show with this Twitter post …

Um …

Eh …

Ah …

Obviously, Kendrick Lamar should demand it be removed. But, more to the point, can we talk about the raw cultural appropriation of it all? Seriously, Marsha? Kendrick Lamar? Kendrick Lamar? Really? That’s your move here?

Can you even name a rapper?

How about a Black friend?

Fucking a, I’m tired.

October 13, 2026

This afternoon, the President of the United States posted two videos of lions and tigers attacking humans.

Either he has entirely lost it, or he is desperate for a distraction, or both.

It turns out the attacks on Texas Democratic Senate candidate James Talarico were probably an attempt to get ahead of yet another damaging story about Trump’s hand-picked Republican Texas Senate candidate, Ken Paxton. Yesterday Elizabeth Findell, Mark Maremont, and Josh Dawsey of the Wall Street Journal reported that Paxton spent New Year’s Eve in 2024 in Dubai, partying with a woman who was not his wife, along with two fugitives from U.S. justice.

Although Vice President J.D. Vance and other members of the administration have vowed to remove more than 760,000 enrollees from the Affordable Care Act, citing widespread fraud, the fugitives with whom Paxton was hanging out were wanted on federal healthcare fraud charges. They allegedly embezzled $15 million from a Chicago hospital, and one of them was charged with receiving at least $195 million from the U.S. government for fraudulent Covid-19 tests.

One of the men donated $190,000 to Paxton, $25,000 of it after he was indicted.

Ron Filipkowski of MeidasNews posted: “JD Vance running around the country saying he’s fighting health care fraud while his nominee for the senate in TX who he completely supports is partying in Dubai with a guy [who] stole over $300 million in health care fraud and gave Paxton $190,000. This is the Republican Party.”

Meanwhile, although the administration has boasted that it is cracking down on fraud in the Supplemental Nutrition Assistance Program by cutting benefits, ProPublica reported today that the real fraud comes from criminal syndicates, often from Romania, who last year walked away with $470 million stolen electronically from more than 990,000 households. The theft could be stopped with digital microchips, but Congress has refused to add them to the benefit cards. Now the Trump administration has stripped funds allocated to address the theft.

Diesel prices jumped today as traders appeared to doubt Trump’s abandonment of Russian sanctions will do much for prices in the U.S. Steve Kopack of NBC News noted that U.S. diesel futures were up about 5% by midday. Generally, a jump in futures prices means higher consumer prices are forthcoming. The price of diesel is up 70% since the war on Iran began on February 28.

Gulf Oil adviser Tom Kloza posted: “Absolutely stunning price spikes in wholesale diesel today…. Market clearly not believing that Russian oil is on the way.” He added: “US retail diesel price record of $6.53/gal could be topped by the midterms.”

As Barbara Sprunt reported at NPR, a bipartisan group of senators is pushing back on Trump’s lifting of sanctions, calling it a “betrayal of the people of Ukraine.” Democratic senators Richard Blumenthal (CT), Chris Coons (DE), Dick Durbin (IL), Jack Reed (RI), Jeanne Shaheen (NH), and Sheldon Whitehouse (RI) joined Republicans Alan Armstrong (OK), Susan Collins (ME), John Cornyn (TX), Mitch McConnell (KY), Lisa Murkowski (AK), and Thom Tillis (NC) in asking Trump to rescind the deal.

“The deal you struck with President Vladimir Putin on October 9th will not achieve just ends, nor will it benefit Americans,” they wrote. It “only provides Putin with more fuel to finance his war machine and enables Russia to continue its brutal attacks on Ukrainian civilians. Granting Moscow the ability to sell Russian diesel freely in global markets damages American security interests and is a betrayal of the people of Ukraine, who continue to defend themselves from Putin’s murderous, illegal war. This deal is a gift to our adversary and a betrayal of our Allies; it should be rescinded.”

The senators emphasized that with last month’s Lindsey O. Graham Sanctioning Russia and Iran Act of 2026, Congress had tasked Trump with applying economic pressure on Russia, not with easing that pressure.

When asked about the letter, Trump told reporters: “Nobody’s telling me anything. That’s a diesel deal. Not for us. That’s being released into the world. That’s not being released to us. That’s a diesel deal that’s going to be released into the world for the world market, because the world market suffered with high prices.”

Ukraine president Volodymyr Zelensky said Ukraine got no warning from its Western partners about Russia’s overnight strikes on the capital, raising concerns that Trump is making good on his threat to stop sharing intelligence with Ukraine unless it stops striking Russian oil refineries. Trump today told reporters that the U.S. is still sharing intelligence.

Trump’s new White House press secretary held her first press conference today. Observers called it “brutally bad” and compared it to a Saturday Night Live cold open. Katie Zacharia revealed that she is fiercely loyal to Trump, and that she is neither a competent reader nor comfortable answering questions. News broke today that Trump overrode his chief of staff, Susie Wiles, to give the position to Zacharia, a leak that Jen Rubin of The Contrarian speculated had come from either Wiles or an ally “to prove she was right! OUCH”

Judd Legum of Popular Information, who uncovered Zacharia’s history of pushing conspiracy theories, today noted that while Trump calls her “an attorney” and she describes herself that way, there is no record that she ever passed a bar exam or has been admitted to practice law in any state. When reporters asked her about where she had passed the bar exam, she answered: “I moved to China.”

Zacharia did say in today’s press conference that “we have asked Ambassador Guilfoyle to resign.” Kimberly Guilfoyle has been embroiled in a story about shaking down a donor to pay off $100,000 of her credit card debt, and she did, in fact, resign her post as the U.S. ambassador to Greece today. In a social media post, she defended her tenure in Greece and promised to “vigorously defend my name, my reputation, and my integrity.”

“While my time as Ambassador may be coming to an end, my commitment to President Trump, the America First movement, and the country I love will never end,” she posted. Trump later told reporters that Guilfoyle, who dated his son Don Jr. for six years and was engaged to him for four, “wasn’t a member of my family. She, I guess, dated my son a long time ago.”

A new poll conducted by the Associated Press–NORC Center for Public Affairs Research found that almost six in ten Americans say they believe Trump is either illegally profiting from the presidency or doing something unethical but not illegal.

Jordain Carney and Mia McCarthy of Politico reported today that Republicans are worried not only about how much work Congress needs to get through after the midterms, but also about whether Republicans will even bother to come back to vote after the election. “Attendance is an issue right now,” Representative Austin Scott (R-GA) told Carney and McCarthy.

—

Notes:

https://www.aljazeera.com/news/2026/10/13/majority-in-us-say-trump-prioritises-personal-wealth-over-all-else-poll

https://www.cnn.com/2026/09/22/politics/vance-fraud-obamacare-enrollees

https://www.wsj.com/politics/policy/ken-paxton-texas-senate-dubai-trip-b54292c3

https://www.propublica.org/article/food-stamp-snap-benefits-theft-skimmers-fraud

https://www.nbcnews.com/business/energy/diesel-futures-higher-prices-trump-moves-rcna603218

https://www.blumenthal.senate.gov/imo/media/doc/2026-10-13_letter_to_potus_re_russian_diesel_exports.pdf

https://www.npr.org/2026/10/13/g-s1-147871/trump-russia-diesel-deal-congressional-response

https://www.cnn.com/2026/10/13/europe/ukraine-zelensky-missile-latam-intl

​​https://www.politico.eu/article/no-warning-for-russian-missile-strike-kyiv-zelenskyy/

https://www.thedailybeast.com/fresh-cracks-between-trump-and-susie-wiles-exposed-in-new-report

Popular Information
Trump’s new press secretary, Katie Zacharia, claims she’s a lawyer. Is she?
When President Trump plucked Katie Zacharia from obscurity and appointed her as his new press secretary, he called her “an attorney…
Read more

https://www.wsj.com/politics/policy/guilfoyle-amex-donor-100-000-0e02cdc3?st=SwFWYT

https://www.businessinsider.com/donald-trump-jr-kimberly-guilfoyle-timeline-2021-2

https://www.politico.com/news/2026/06/03/house-calendar-mike-johnson-00947763

https://www.politico.com/news/2026/10/13/gop-lame-duck-reality-check-01114594

Trump’s Truth:

statuses/42309

statuses/42310

X:

TomKloza/status/2110049279209505030

kimguilfoyle/status/2110027236971855908

Acyn/status/2110031752538538475

Bluesky:

ronfilipkowski.bsky.social/post/3mxqsgueulk22

atrupar.com/post/3mxr7vgyjek2c

jenrubin.bsky.social/post/3mxrj6pvwuc2q

atrupar.com/post/3mxreid3t762j

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Politics Chat, October 13, 2026

Watch today’s live recording here.

Listen on Apple Podcasts
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Get full, free access to Letters from an American here.

You can also find Heather:
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Bluesky
Instagram
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Well-planned African immigration to America will go fine

That is the topic of my latest Free Press column, here is one excerpt:

The good news is that African immigrants already have done well in the United States. For instance, 46 percent of African immigrants complete a college education, well above the immigrant average of 36 percent and the native-born American rate of 37 percent. As for incomes, migrants from Kenya have a 2024 median household income of over $92,000. Those from Cameroon have a median household income of over $91,000. Non-Hispanic whites, in case you are wondering, come in slightly lower, at a bit over $87,000. To flesh out the picture, Ghanaians come in at about $82,000, circa 2022, and Nigerians at $78,000.

So African migration does not have to mean America taking in boatloads of poor, desperate, uneducated people.

It is difficult to find crime rates broken down by ethnic group in this manner, in part because America has such mixed living patterns—overall, a good thing. Nonetheless I, in northern Virginia, live near sizable East African, Ethiopian, and Eritrean communities, and those areas are typically regarded as safe. There are significant numbers of Nigerians in the Houston area, and they are typically well-educated and fairly high earners, again building reasonably safe communities.

Those good results do not come automatically. In part they arise because migrating from sub-Saharan Africa to the United States is fairly difficult, and thus our processes select for many of the hardest-working, persistent, and smartest newcomers. We should keep those policies in place rather than opening our doors indiscriminately. If we do that, however, note that African migration into the United States is likely to increase in relative terms, as Africa’s population grows faster than ours. Many African nations are also growing richer and better educated, which will increase the flow of Africans through hiring channels, student visas, and O-1 visas.

Recommended.

The post Well-planned African immigration to America will go fine appeared first on Marginal REVOLUTION.

       

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Tuesday 13 October 1663

And so rose in the morning in perfect good ease … [but only strain I put myself to to shit, more than I needed. But – L&M] continued all the morning well, and in the afternoon had a natural easily and dry stoole, the first I have had these five days or six, for which God be praised, and so am likely to continue well, observing for the time to come when any of this pain comes again

  1. To begin to keep myself as warm as I can.
  2. Strain as little as ever I can backwards, remembering that my pain will come by and by, though in the very straining I do not feel it.
  3. Either by physic forward or by clyster backward or both ways to get an easy and plentiful going to stool and breaking of wind.
  4. To begin to suspect my health immediately when I begin to become costive and bound, and by all means to keep my body loose, and that to obtain presently after I find myself going the contrary.

This morning at the office, and at noon with Creed to the Exchange, where much business, but, Lord! how my heart, though I know not reason for it, began to doubt myself, after I saw Stint, Field’s one-eyed solicitor, though I know not any thing that they are doing, or that they endeavour any thing further against us in the business till the terme.

Home, and Creed with me to dinner, and after dinner John Cole, my old friend, came to see and speak with me about a friend. I find him ingenious, but more and more discern his city pedantry; but however, I will endeavour to have his company now and then, for that he knows much of the temper of the City, and is able to acquaint therein as much as most young men, being of large acquaintance, and himself, I think, somewhat unsatisfied with the present state of things at Court and in the Church.

Then to the office, and there busy till late, and so home to my wife, with some ease and pleasure that I hope to be able to follow my business again, which by God’s leave I am resolved to return to with more and more eagerness. I find at Court, that either the King is doubtfull of some disturbance, or else would seem so (and I have reason to hope it is no worse), by his commanding all commanders of castles, &c., to repair to their charges; and mustering the Guards the other day himself, where he found reason to dislike their condition to my Lord Gerard, finding so many absent men, or dead pays.1

My Lady Castlemaine, I hear, is in as great favour as ever, and the King supped with her the very first night he came from Bath.

And last night and the night before supped with her; when there being a chine of beef to roast, and the tide rising into their kitchen that it could not be roasted there, and the cook telling her of it, she answered, “Zounds! she must set the house on fire but it should be roasted!” So it was carried to Mrs. Sarah’s husband’s, and there it was roasted.

So home to supper and to bed, being mightily pleased with all my house and my red chamber, where my wife and I intend constantly to lie, and the having of our dressing room and mayds close by us without any interfering or trouble.

Footnotes

Read the annotations

Perry Mehrling, RIP

He and I were in the same Harvard class together, and spent a good deal of time talking economics together.  We also were (briefly) bridge partners in a few games.  I was a big fan of his book on Fischer Black.  I am very sorry to see him gone.

The post Perry Mehrling, RIP appeared first on Marginal REVOLUTION.

       

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Links 10/13/26

Links for you. Science:

Scientists discover 180,000 giant tortoises on one Seychelles island (that’s ~1,100 tortoises per square kilometer!)
Controversial vaccine trial touted by RFK Jr gets go-ahead in Guinea-Bissau
Pamela Paul and PNAS Envy
Vaccine Injuries Are Real, Rare, and Dwarfed by the Diseases They Prevent
Scientists Detect Record-Breaking Radio Signal from the Ancient Universe
Mandates without backlash: COVID-19 vaccine policies and the uptake of other vaccines
A culture of fear and low morale at NIH is eroding scientific integrity

Other:

Democrats Suddenly Are Willing to Call Nazis By Name. Consensus white supremacy is looking wobbly.
“An infinite plane of utterly meaningless nonsense”
This November, Vote Like Alito Is on the Ballot
Trump Cronyism 101: A candid interview with Jacob Weisberg on his new, bestselling book about why eight notable Americans—including Steve Schwarzman and Brad Karp—decided to capitulate to Trump, and whether the spirit of principled resistance has gone out of favor.
This Lawsuit Could Make Big Oil Pay for the Harm It’s Caused
A Blood-Red Tide: Flávio Bolsonaro came out ahead of Lula in the first round of Brazil’s presidential elections. It’s the latest sign of a surging far right across the continent.
“I Had to Get My Mind Right”: The Challenges to Loving Relationships After Being Laid Off by DOGE
Why are so many of my gay (former) friends right wing now?
How the bad science of AI doomerism is good for big business
All Over But The Voting
Can “Ethical” A.I. Win Over Hollywood?
Ossoff Wipes the Floor With Mike Collins as He Cites Third Reich Hires
The Deleted Tweets of the New White House Press Secretary
Trump’s DOJ Is Hiring Only the Best MAGA Wing Nuts. A future Democratic president will have to do more than rehire a competent civil service, they’ll have to cleanse the federal bureaucracy of its Trumpist stench.
If Dems Win, Inscribe This Chart on Trump-MAGA’s Political Gravestone. A new analysis by a Democratic data firm shows that Latino turnout in early voting is outpacing 2024—a presidential year. That could be a big problem for Trump and the GOP.
Jefferies’ Chris Wood Sees ‘Massive Capital Destruction’ in AI
How The 1980s Televangegrifts Prepared The Way For Donald Trump
Social media is a psyop to make the left stupid
Winning the Midterms Is Not Enough
Dan Levy Calls Out Shane Gillis’ ‘SNL’ Monologue and Says ‘More Men Need to Be Standing Up’: ‘Speechless That Something Like That Can Exist on Live National Television’
A TikTok Tarot Card Reader Accused Me of Murder. My Life Turned Upside Down. (the details are insane)
Marshall charged 18% on medical bills — more than other Kansas doctors who sued
Elite Gatekeeping and Jon Ossoff
Susan Collins-Aligned Super PAC Buys Attack Ads in Portland… Oregon
She nearly died from poisoning. Now she’s releasing spy-cam videos of convicted coworker
Republicans Are Worried About Gina Hinojosa. In Texas, I Saw Why.
A Cray-1 supercomputer replica from 30 “obsolete” Mac Minis
Arlington County Sues to Block Construction of Trump’s Massive Arch
Inflation on many everyday items was entirely due to tariffs, NY Fed says
D.C. Official Who Worked With Formerly Incarcerated Residents Dies in Scooter Crash

Apple HomeView

Apple Newsroom:

Apple today introduced Apple HomeView, designed to be central to the home and personal to everyone in it. With a stunning 7-inch Liquid Retina display, HomeView brings entertainment, connection, and smart home management together in one place, from playing music and making FaceTime calls to home monitoring and hands-free automations with voice control — all designed with privacy and security at the core. HomeView recognizes users by their faces, adapting so they can access their personal content in Messages, FaceTime, Calendar, Reminders, and Find My. HomeView features Siri AI, an entirely new version of Siri that’s profoundly more capable and conversational, with broad world knowledge that powers richer music discovery and onscreen awareness. When paired with an Apple Intelligence-enabled device, it can also draw on a user’s personal context, such as their Calendar, Messages, and relevant information across their apps, to provide more helpful, personalized responses.

Your first question might be how this facial recognition to identify users works, using a Center Stage camera alone, when other products (like, notably, the iPhone Duo) don’t let you unlock using the camera alone. HomeView does not have FaceID. I asked about this and Apple reps said that first, your home is (reasonably!) presumed to be a safe space. But in order for users to be recognized — by voice or face — they must have a “registered personal device” that supports Apple Intelligence and Siri AI, that device must be present on the home’s Wi-Fi network, and it must have been recently unlocked. Per footnote 2 on the Newsroom post:

Personal context requests require a paired Apple Intelligence-enabled iPhone or iPad running the latest software version with Siri AI turned on and set to a supported language.

So, alas, an Apple Watch does not count as a personal device. Effectively, your iPhone or iPad serves as a second factor to securely identify you. FaceID serves as a single factor for authentication, so something like iPhone Duo cannot do what HomeView is doing here.

 ★ 

Tuesday assorted links

1. Jon Hartley on Bob Hall.  And Chad Jones on Bob Hall.

2. Nicholas Decker on who might have won the prize.

3. Koyama tribute to Wickam.

4. A parallel AI adjudication track?

5. Kevin Kelly on swarm intelligence.

6. What each country read on Wikipedia yesterday.

7. Is MIT economics good at talent evaluation?

8. Markets to allocate scarce validation capacity.

9. Data on AI-written books, and crowding out.

The post Tuesday assorted links appeared first on Marginal REVOLUTION.

       

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Elon Musk Shows Us Why Oligarchy is a Danger

Just a quick note of congratulations to Bob Hall and Mike Woodford for their richly deserved Nobel. I’ll write more another day. Also, for everyone saying that this isn’t a real Nobel: Indeed, the economics prize is just an award handed out by some Swedes. This is in contrast to the real Nobels, which are … just awards handed out by some Swedes.

In other words, don’t be that guy.

Today a relatively short note about how some political news bears on a controversy that has been brewing among some economists. Basically, some analysts are saying that we talk too much about mega-billionaires, and not enough about the merely very rich. Thus a new book by Owen Zidar and Eric Zwick, “The Everywhere Millionaire” — their Substack is here — points out that there are about 5 million Americans whose wealth exceeds $5 million. Of these, 3 million are what they call Main Street Millionaires, wealthy small business owners. And as they say, “Collectively, Main Street Millionaires have more than thirteen times the wealth of the Forbes 400.”

And they’re right that focusing only on the extremely (obscenely) rich misses the role played by wealthy small business owners.

Yet dismissing mega-billionaires — hey, they only own 4 percent or so of America — is deeply misleading, for these ultra-rich are at the heart of the rising power of big money in U.S. politics.

First, an economic observation: While the ultra-rich still don’t own as much of America’s wealthy as some may imagine, they have played a dominant role in the rising concentration of wealth.

Using data from realtimeinequality.org, the share of the top 1 percent — roughly corresponding to Zidar and Zwick’s definition of the wealthy — in U.S. wealth rose from 23.2 percent of total wealth in 1979 to 38.3 percent today. So one might think that the great rise in concentrated wealth was a “1 percent” phenomenon. But if we look at the changes in wealth share within the 1 percent, we find that very little of it involved the bottom 90 percent of that group, and most of it came from the top 0.01 percent — the one percent of the one percent:

The big rise in wealth concentration has come from the soaring wealth of a very small group, not the everyday millionaires.

And when it comes to political influence, billionaires wield power that vastly exceeds even their share of wealth. The Forbes 400 may only own 4 percent of U.S. wealth; but the New York Times found that 300 billionaires accounted for 19 percent of all reported federal campaign contributions in the 2024 election. And these are only reported, cash donations. Include other forms of influence — exemplified by Elon Musk’s purchase of Twitter and his conversion of the former public square into a site that elevates extreme right-wing propaganda — and it’s obvious that the malign political influence of a handful of the ultra-rich is much bigger than even those stunningly large donations suggest.

Now the Times reports that Musk is giving even more money in an attempt to help Republicans stave off midterm disaster than he gave in 2024:

Oh, and you won’t be surprised to learn that Musk repeatedly pushed a quickly refuted smear against James Talarico, the Democratic Senate nominee in Texas, and used his ownership of X, formerly Twitter, to amplify the smear.

Massive spending by Musk and other oligarchs probably won’t save Donald Trump’s party from a severe defeat — this time. And the vile smear against Talarico appears to be blowing up in Musk’s face (although how many voters heard the smear but never heard about its falsity?) But if Trump weren’t such a disaster as president, all that money might indeed have been effective.

And the only sustainable way to keep mega-billionaires from having so much power, so much ability to degrade democracy, is for them not to be so wealthy. Basically, a society that contains a class of ultra-wealthy oligarchs is well on its way to becoming a full-blown oligarchy.

So by all means let’s acknowledge that Musk, Bezos, Zuckerberg et al don’t own everything, that there are a lot of rich people who get less attention. But the oligarchs, not the Main Street Millionaires, are the clear and present danger to democracy.

Quoting Geoffrey Huntley

If the agent isn't using my diagnostics library, I could introspect and update AGENTS.md, but there's still a delta, and it'll drift. Instead, I write a pre-commit hook that checks the git diff for direct calls to observability modules that bypass my diagnostics module. Boom: fail the commit, inject a prompt telling the agent to use the diagnostics library. All of a sudden it's ten out of ten.

— Geoffrey Huntley, nobody should type code by hand anymore. here's what's left.

Tags: coding-agents, generative-ai, git, agentic-engineering, ai, geoffrey-huntley, llms

SpaceX launches NASA science and cargo to the International Space Station

A SpaceX Falcon 9 rocket’s booster and upper stage plume intermingle and are illuminated by the rising Sun during the launch of NASA’s SpaceX CRS-35 mission on Oct. 13, 2026. Image: Michael Cain/Spaceflight Now

Under the soft glow of sunrise Tuesday morning, SpaceX’s Falcon 9 rocket roared away from pad 40 at Cape Canaveral Space Force Station at 6:33 a.m. EDT (1033 UTC) to begin a cargo run to the International Space Station.

The 35th Commercial Resupply Services (CRS-35) is carrying more than 6,300 pounds of science and supplies to the orbiting outpost when it docks to the space-facing port of the Harmony module on Thursday morning.

Fewer than 7.5 minutes after leaving the launch pad, the first stage booster, tail number B1096, wrapped up its eighth trip to space and back with a landing at Landing Zone 40 adjacent to the pad. A thunderous sonic boom rang across the spaceport and beyond, signaling its return.

Two minutes later, the Cargo Dragon spacecraft, tail number C211, separated from the Falcon 9 rocket’s upper stage to begin a two-day journey to the space station. Onboard cameras showed views of two Roll-Out Solar Array (ROSA) wings, nestled inside Dragon’s unpressurized trunk, that will be installed to augment the power of the ISS.

Built by Redwire Space, these were the fourth and final pair of ROSAs bound for the space station. Each are capable of providing more than 20 kW of power for more than 10 years. NASA has been preparing for their installation with a series of spacewalks.

A SpaceX Falcon 9 rocket lifts off from Space Launch Complex 40 at Cape Canaveral Space Force Station to send NASA’s SpaceX CRS-35 mission to the International Space Station. Image: Adam Bernstein/Spaceflight Now

“It’s been quite the journey. Folks may remember back in 2017 when we launched the ROSA on CRS-11 and that’s really where we demonstrated this innovative approach to deploying a solar array,” said Gaurang Patel, NASA’s operations integration manager of its Low Earth Orbit Program, during post-launch remarks on the agency’s broadcast.

“Once we were able to prove that technology, we were trying to understand how we could leverage this for the ISS and apply that. The legacy arrays are not outfitted to have standard upgrades and so, teams had to go look at ways we could attach these arrays. And there were non-standard interfaces where we had to put these modification kits, to safely mount these arrays.”

A version of the ROSA will be used to help power NASA’s Space Reactor 1 Freedom (SR-1 Freedom) when it launches in 2028.

A composite streak shot of SpaceX’s Falcon 9 rocket liftoff from Space Launch Complex 40 (right) and the landing of Booster 1096 at Landing Zone 40 fewer than eight minutes later. Image: Michael Cain/Spaceflight Now

Also onboard the Dragon spacecraft is the equipment necessary to support more than 40 different scientific studies. That includes a range of biological and plant science experiments as well as testing a new type of glass.

“Most ordinary glass forms from silica, the main component in sand. Unconventional glass is made from heavier elements that aren’t traditionally used to form glass. These unconventional glasses could have remarkable properties, including refractive indices higher than diamond, greater resistance to breaking, and even the ability to contract rather than expand when heated,” said Dr. Liz Warren, NASA’s deputy chief scientist within its ISS Office, during a prelaunch press conference.

“New types of glass like these could advance optics and electronics on Earth and supports space exploration with stronger, lighter, radiation-resistant, or higher-performing glass. This could potentially be used in lunar rovers and lunar habitats.”

Dragon C211 will spend about a month docked to the International Space Station. NASA astronaut Anil Menon and Canadian Space Agency (CSA) astronaut Joshua Kutryk will monitor the spacecraft’s arrival on Thursday.

Today in AI Can Make Things Worse: The Texas Censorship Edition

Adam Serwer has an excellent piece on Texas’ censorship on its college campuses. The whole thing is worth a read, but this part seems relevant (boldface mine):

Texas Tech’s approach to censorship is notable for being both onerous and clumsy, in part because it relies so heavily on artificial intelligence…

The process still involves layers of review from administrators and university leaders, but the faculty’s role has been replaced in part by the censorship bot, which scans course materials considered potentially controversial…

For many years, Sara Spurgeon has taught a literature class focused on social justice and the environment. She has often assigned Ta-Nehisi Coates’s Pulitzer Prize–winning memoir Between the World and Me, but this time, the book was flagged by the bot as promoting “the belief that meritocracy is a construct of oppression designed to exploit Black bodies,” and it therefore “directly violates the system’s Prohibition of Prejudiced Advocacy.” (The word meritocracy does not appear in the book.) Creighton has insisted that “studying Black history, discussing the realities of racism, and treating every student with respect are not prohibited.” Spurgeon told me that works by science fiction and fantasy authors were also flagged.

In other professors’ syllabi, the bot flagged the Pulitzer Prize–winning play Angels in America by Tony Kushner, essays by the Mexican American MacArthur genius grant recipient Sandra Cisneros, and materials related to a class about the Holocaust (that professor was told to drop material regarding Nazi persecution of LGBTQ people).

Putting aside the ideological slant of the new rules, the bot, like many large language models, seems to “hallucinate,” or make mistakes. The AAUP lawsuit lists texts banned for their “sex-based ecofeminist framework” and “gendered ecofeminist frameworks.” These phrases might sound persuasively like academese, but the academics behind the lawsuit had never heard of them; these concepts “do not exist,” the complaint says. Matthew Pehl, a history professor at Tech, told me that he knew several people who’d received reports from the system that were “plainly written by an AI that had hallucinated content or confused content from one class to another.”…

“The fact that the system AI doesn’t work, that it makes inaccurate pronouncements—that’s a feature, not a bug. They don’t care if it’s accurate or not. They just want to be able to say, Look, we’re making sure that your children are not being exposed to these horrible ideas from these radical professors,” Barenberg said. “A key part of how authoritarian systems often work is that, through the vagueness and sending up signals and vibes, they’re essentially saying, You know what not to do, but being deliberately vague about it.”

This can’t all be laid at the feet of AI: other Texas institutions of higher education are also being censored, but with an artisanal censorship process*. But like many real-world implementations of AI (not all!), it is taking a bad thing, in this case state censorship, and making it worse, both in terms of quantity and accuracy.

BuT It’s a mYsTeRy wHy sO MaNy pEoPlE DoN’T LiKe aI!

*Including the HBCU Prairie View A&M, founded in the Reconstruction Era as a segregated college, and which might not even be able to discuss how it literally came to be.

What’s Up with 4-3-5?

A few weeks ago, I launched my new book – Data Are Made, Not Found: A Story of Politics, Power, and the Civil Servants Who Saved the US Census. To my sheer delight, many friends have stepped up to host events and join me on stage and I’m now touring the country to spread the word about the census. (Seattle, DC, LA, Bay Area, Chicago, Ann Arbor: I’m headed your way real soon!) But when the team at Data & Society offered to host the first virtual event, I jumped at the chance. And I asked Dan Bouk, my dear friend and fellow D&Ser and census nerd to join me. He offered to make the idea of Jenga Politics understandable through a silly demonstration. I delighted in this, but I also begged a favor: would he consider crafting a silly song for the event?

Y’see… Dan has this knack for breaking into song in meetings. And not just any song. He creates and then sings ridiculously geeky songs that bring a smile to everyone’s faces. So, did Dan deliver? OMG did he ever. He crafted a song about the census, Congress, and Jenga politics set to Dolly Parton’s 9-to-5. “Tumble down the pieces and bring down the mission… Congress has the power but just does nothing…”

When he broke into song at the event “Protecting Democracy’s Data”, I was left feeling very very verklempt. To my delight, the video is now online so you can watch it too and feel all the adorbs feels. (If you just want to hear Dan sing, fast forward to 13:17.)

Part of what makes this song especially perfect is that Dan is riffing off of the fact that the House of Representatives is set to 435 members, thanks to a decision from a century ago. He would know. At Data & Society, Dan penned a report about how a 1929 law intended to stop Congresspeople from squabbling ended up cementing an algorithm and, with it, the number 435. His report – “House Arrest: How an Automated Algorithm Constrained Congress for a Century” – is a stark reminder of how laws intended to fix one problem can create ripple effects. It’s also a reminder of how, when things like the census become infrastructural, we lose track of what is at stake.

George Washington barely spoke during the Constitutional conventions. He understood his power and influence and thought he should keep his mouth shut. He did speak up at one critical juncture, however. When the Constitutional architects were discussing how Congresspeople should represent 40,000 people, he objected. He argued that the number should be lowered to 30,000 people. His argument was simple. If you want people to trust their representatives, they need to be closer to the people. They need to represent fewer people. Today, members of the House represent roughly 1,000,000 people. Needless to say, trust is broken.

We have collectively forgotten this history. We take the number 435 for granted. As we move into the midterm elections, I can’t help but wonder what it would be like if our House was comprised of 11,000 representatives. It’s hard to imagine. But how would wrangling that kind of body change how we governed? Of course, there’s a big gap between 435 and 11,0000. The amazing team at the Academy of Arts & Sciences argues that we need to restore the “Restore the Founders’ vision of Congress as the ‘People’s House'” (complete with an amazing explainer video).

Of course, no matter how many reps we select or what algorithm we choose, the way that we allocate political power in the United States starts with the census data. This is what Dan calls Democracy’s Data. I wrote Data Are Made, Not Found because I want people to understand all that it takes to make democracy’s data. If you haven’t snagged a copy yet, I implore you to do so (or to ask your library to make one available for you).


Here’s some recent content related to my book that you might enjoy:

The book tour is shaping up nicely! Below are the next month’s worth of events. I hope you can join me for one of them (or check out my website for additional dates). Please help me spread the word!

Showers and Thunderstorms from the Southern Plains into the Ohio Valley; Record Warmth in the Central U.S.

A Nobel for New Keynesian macro, at last!

Image via The Nobel Prize

I have a Google Doc with a long list of posts I’ve been meaning to write. Far down the list was a line that read “New Keynesian macroeconomics deserves a Nobel”. Somehow I never got around to writing that post, and now I never will. Because today, it happened! This year’s Econ Nobel went to Bob Hall and Mike Woodford, two of the theory’s most important creators.

First, let me say that this prize is long overdue. In 2009, I asked my PhD advisor, Miles Kimball, who was the greatest living macroeconomist. Without hesitation, he answered “Bob Hall”, and said he would be very surprised if Hall didn’t win the Nobel at some point. Hall’s work is breathtakingly broad; if you want good summaries, I recommend Alex Tabarrok and Tyler Cowen (as usual). As for Michael Woodford, everyone I know assumed that if New Keynesian macro ever did get the prize, Woodford would be included, as he literally wrote the book on it.1

But anyway, let’s talk about New Keynesian economics — what it is, how it came about, why it’s important, and why it didn’t get a Nobel until now. Let’s start with a brief history of modern macroeconomics.

Back in the 1960s and early 1970s, most economists tried to understand the macroeconomy by looking at relationships between macroeconomic aggregates. For example, “If income goes up by 10%, how much will spending go up?”. Or “If inflation goes up by 3 percentage points, how much will unemployment go down?”. 2

The problem with that is that correlation isn’t causation. Suppose you see that when inflation rises, unemployment goes down. That correlation is called a Phillips Curve. So you think “OK, if we raise inflation, more people will get jobs”. But you try that, and it doesn’t work — you push inflation up (by printing more money), but unemployment stays high. The correlation you saw before has now broken down. Now you’ve got two problems instead of one!

This is a very simplified version of what a lot of economists think happened in the 1970s. Whether that’s what really happened is a story for another day. But the stagflation of the 1970s prompted the econ profession as a whole to rethink how it modeled the macroeconomy. A lot of researchers asked: What parts of the macroeconomy are invariant to policy? What are the solid foundations we can stand on, so that when we try to make some sort of change, we don’t cause our own theories to crumble?

The answer most economists settled on was called “microfoundations”. They reasoned that the basic drivers of individual and corporate economic behavior shouldn’t change when macro policies like interest rates and government spending change. Most importantly, those drivers include:

  1. Technology

  2. Consumer preferences

  3. The process by which people and businesses form expectations of the future

Do all three of these really stay the same when economic policy changes? Probably not completely. But it gave macroeconomists a place to start. So in the late 1970s and early 1980s, economists started to build macro models based on theories of individual and corporate behavior. These were called “microfounded” macro models.

The last of those three “microfoundations” — expectations — was particularly thorny to think about. Almost any sort of expectation-formation process that you write down allows policymakers to trick people over and over, by surprising them systematically. Economists thought that eventually, people should wise up to the government’s tricks. So they came up with the idea that consumers and businesses should, on average, be as smart as the economists making the models. If economists write down a model of how the world works, that model should be the average person’s mental model in the model. Basically, people generally know how the economy works, and they plan accordingly.

This idea is called “rational expectations”.

In 1978, Bob Hall wrote a very influential paper that convinced a lot of economists that this was the right track. Hall wanted to test a simple idea, originally developed by Milton Friedman: If people plan out their consumption in advance, then changes in the level of consumption should be completely random.3 Nothing from last quarter should be able to predict the change in consumption this quarter — because if something last quarter mattered for this quarter’s consumption, people would already have changed their consumption last quarter! Hall found that, sure enough, a bunch of variables that seemed like they should be important for consumption — especially last quarter’s income — didn’t actually help predict changes in consumption.

For a more detailed explanation, I recommend this post by John Cochrane:

The Grumpy Economist
Bob Hall and Consumption
I wrote this essay on Bob Hall and Consumption (link goes to pdf on my webpage) for the conference in honor of Bob Hall at Hoover, November 22. It turned into a more extended history of some trends in macroeconomics, which any student of macroeconomics might find useful. Why we do what we do is often obscure. If this post exceeds your email limit, finis…
Read more

Brian Albrecht has a good (brief) explanation as well.

At first blush, this might not seem like an important result. After all, absence of evidence isn’t evidence of absence — there might be other variables that do predict changes in consumption, that Hall simply forgot to test. And in fact, Hall did find one variable that predicted future changes in consumption: stock prices. So even in the formal sense, the basic theory didn’t quite hold. Nor did Hall’s result rule out the traditional Keynesian idea of consumption — if government spending surprises people, it can move consumption immediately, without creating any sort of predictable future change.

But it was an important result, for two reasons. First, if people plan ahead when making their economic decisions, it should be possible for policymakers to influence today’s behavior by making promises about what they’ll do in the future. Second, if it’s impossible for economists to predict changes in consumption, that implies that consumers are as good at planning their future consumption as economists are.

If that’s true, it’s an important lesson for policy: If you want to make people consume more, or if you want to make businesses hire more, etc., you have to do it in a way such that people generally understand what you’re doing.

So macroeconomists set out to make models of the economy in which people understand how the economy works. At first, this effort didn’t go well. For example, one very popular early idea — which eventually won a Nobel — was called “real business cycle” (RBC) theory. This was the idea that recessions and booms are driven purely by changes in the rate of technological progress — if engineers happen to invent less useful stuff this quarter, you get a recession.

No one denies that technological inventions can be very important for economic growth — just look at how the AI boom is powering the U.S. economy right now. But the idea that tech progress drives the business cycle in a simple, mechanical way just doesn’t fit the evidence. In particular, productivity booms don’t seem to line up with economic booms, as RBC theory would predict.4

Even more importantly, RBC models predict that monetary policy — raising and lowering interest rates — shouldn’t affect the real economy. Ed Prescott, the creator of RBC theory, famously declared that monetary policy “is as effective in bringing prosperity as rain dancing is in bringing rain.” But our best evidence says that Prescott was wrong — monetary policy almost certainly does affect the real economy.

So something’s going on there. Macroeconomists were missing something big — they didn’t understand how or why monetary policy boosts growth and employment. During the 1990s, a bunch of economists started coming up with possible reasons why having the Fed buy bonds could result in more people getting jobs.

These ideas generally fell under the name of “New Keynesianism”. As John Cochrane and others have pointed out, this was something of a misnomer. Whereas John Maynard Keynes and his successors thought a lot about fiscal policy — i.e. government spending and taxes — the New Keynesians of the 1990s and 2000s focused almost entirely on monetary policy. New Keynesian macro initially owed a lot more to Milton Friedman than it did to Keynes — everything was about the Fed, and the idea of fiscal stimulus initially fell by the wayside.

Anyway, in the 90s and 2000s there were plenty of ideas about how monetary policy could affect the real economy. This is probably one big reason why New Keynesian economics was so slow to win a Nobel — it has so many creators that it’s not even clear who deserves the prize. Greg Mankiw, David Romer, Stanley Fischer, George Akerlof, Janet Yellen, Olivier Blanchard, Nobuhiro Kiyotaki, Jordi Gali, Mark Gertler, John Taylor, Guillermo Calvo, and a bunch of others contributed pieces to the edifice.

Most of these contributions were ideas about why prices are slow to adjust to macroeconomic fluctuations. Basically, if you have something that decreases aggregate demand — say the Fed raises interest rates like in 1980, or there’s a banking panic after a housing bubble bursts like in 2008 — there’s a question of why companies don’t just cut prices and maintain the same level of output. If there’s something causing prices to fall too slowly, that can force companies to produce less instead. A lot of New Keynesian theory is about why companies have difficulty cutting prices.

Bob Hall made very important contributions here too! The basic New Keynesian model explains how interest rates can affect GDP, but it doesn’t explain why that affects employment. After all, if growth slows down, it’s not immediately obvious why a bunch of people should be thrown out of their jobs. In a 2005 paper, Hall made a model explaining how wages might be slow to adjust to changes in demand — meaning that when there’s a downturn, companies can’t just cut wages, but instead have to lay off workers.5

Anyway, New Keynesian economics wasn’t the brainchild of a few famous founders — it was a riot of new ideas. It needed someone to come synthesize all of those ideas into something simple that central bankers could use to set monetary policy in real life. That man was Mike Woodford.

In a paper with the late Julio Rotemberg, Woodford laid out a simple New Keynesian model. On the question of why companies have difficulty cutting prices in a recession, he punted — Woodford simply assumed that for whatever reason, only some companies are able to change their prices each quarter.6 (This idea is called “Calvo pricing”, after its creator, Guillermo Calvo.) The rest of the model is pretty simple. Woodford uses the same basic consumption-smoothing model from Hall’s 1978 paper, in which people’s decision of how much to consume and how much to save depends on the interest rate. He assumes that the central bank (i.e., the Fed) sets interest rates according to a simple rule that balances out the risks of inflation and unemployment. There are a few more assumptions in there, but those are the basics.

This simple model provides a guide for monetary policy. It explains how the central bank can cause a recession in the short term — like Paul Volcker did in the early 1980s, when he raised interest rates to fight inflation — but can’t raise employment forever by keeping rates permanently low. And it explains how the central bank can respond to a drop in private demand — say, from a financial crisis like the one in 2008 — by cutting interest rates to stabilize the economy in the short term.

In other words, Woodford’s model — which he later expanded into a famous book — is a grand synthesis of the general consensus that emerged from the intellectual ferment of macroeconomics from the 1970s through the 2000s. We knew that aggregate demand was a real thing. We knew that the economy had trouble adjusting to negative demand shocks, resulting in a lot of disruption — reduced output, people getting thrown out of work, and so on. And we knew that monetary policy could boost the economy in the short term, but that its effect probably faded in the long term. Woodford gave us the simplest plausible model to describe all of that, and to offer central banks a badly-needed road map for stabilizing the economy.

Because it was so simple and so applicable, Woodford’s New Keynesian model became the standard tool of central banks around the world. No sooner was his synthesis complete, however, than it ran into a huge problem. In 2008 and 2009, the U.S. and European economies were hit by such a huge negative demand shock that cutting interest rates all the way to zero failed to put things right. Something else was needed.

There were three basic ideas for what that “something else” should be. The first is contained in Woodford’s model, and draws on the basic idea in Hall’s papers. It’s the idea of “forward guidance”. If the central bank can promise to leave interest rates low for a long time even after the recession is over, that can prompt consumers to spend more today — thus hastening the end of the recession.7 The second is quantitative easing — having the Fed buy long-term bonds instead of just short-term ones, in order to push down long-term interest rates. QE isn’t in Woodford’s model, but he eventually came around to supporting it.

The third idea was fiscal stimulus. If interest rates go all the way to zero, then government spending can become a more effective way of raising demand (as long as the central bank doesn’t cancel out the stimulus by raising rates again). When the Great Recession hit, New Keynesian economists scrambled to put Keynes back into their theories, by adding a role for fiscal stimulus.

Hall wrote a paper in 2009 explaining how stimulus could be effective:8

[T]he multiplier linking government purchases to GDP may be in the range of 0.7 to 1.0…but higher values are not ruled out. New Keynesian macro models have multipliers in that range as well…Multipliers are higher—perhaps around 1.7—when the nominal interest rate is at its lower bound of zero, as it was during 2009.

In that paper, Hall explains how fiscal stimulus can be effective even in light of his famous result from 1978. Even if there is no simple “consumption function” linking stimulus directly to spending, there are plenty of ways that stimulus can affect the behavior of companies and consumers, especially when interest rates are at zero.

And Woodford wrote a paper in 2011 showing how stimulus works in his basic model:

This paper explains the key factors that determine the output multiplier of government purchases in New Keynesian models, through a series of simple examples that can be solved analytically. Sticky prices or wages allow for larger multipliers than in a neoclassical model, though the size of the multiplier depends crucially on the monetary policy response. A multiplier well in excess of one is possible when monetary policy is constrained by the zero lower bound, and in this case welfare increases if government purchases expand to partially fill the output gap that arises from the inability to lower interest rates.

So in the end, the New Keynesians went beyond the ideas of Milton Friedman, and brought some Keynes back into their theories.

But New Keynesianism’s biggest success arguably came not in the Great Recession, but in the post-pandemic inflation of 2021-23. Inflation spiked to 9% in 2022, but then came down to around 3% in early 2023 after the Fed raised interest rates. But what’s remarkable is that unlike in the early 1980s, this happened without a big rise in unemployment!

It’s not clear exactly why this happened, of course, but it sure looks like a big victory for the kind of New Keynesian macro that Bob Hall and Mike Woodford pioneered. The most likely explanation for this “immaculate disinflation” is that as soon as businesses realized that the Fed would do whatever it took to beat inflation, they stopped raising prices — and inflation simply ended.

It didn’t require demand destruction like Volcker caused in the early 1980s. It didn’t require legions of down-and-out unemployed blue-collar workers cutting back on essential purchases to finally force companies to stop raising their prices. All it required was a clear Fed commitment, and forward-looking expectations — exactly the mechanisms at the core of Bob Hall and Mike Woodford’s models.

It was this episode, even more than 2008-9, that truly represented New Keynesianism’s acid test. And it seems to have passed with flying colors. There was always a question mark hanging over the theory — it was always unclear whether it could shape the future instead of simply telling a story about the past. Since 2022-23, the answer to that question looks like a much more unambiguous “yes”.

I wouldn’t be surprised if that had something to do with this long-overdue Nobel.


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1

Believe it or not, I have read that book cover to cover.

2

These are simple examples, but sometimes these models could get very big and complicated!

3

Except for a smooth trend, which people plan out in advance

4

Here’s another good paper showing the same thing.

5

This was far from Hall’s only contribution to New Keynesian macro. Another example is his 1986 paper showing how monopoly power could exacerbate economic booms and busts.

6

Woodford separately wrote down a model of how Calvo pricing might arise from imperfect information. It’s not clear how important this model is, though, or whether Woodford — or anyone else — actually thinks that this is the real reason prices are slow to adjust.

7

Interestingly, it looks like we did this. The Fed kept interest rates ultra-low even in the late 2010s, when demand had recovered. And it even kept rates low in 2021 as inflation was surging. There’s an interesting paper to be written there about how sluggishness in the Fed’s reaction function might be a substitute for forward guidance, and act as an automatic stabilizer of sorts.

8

The “multiplier” here is a measure of the effectiveness of stimulus. When the multiplier is greater than one, it means a dollar of government spending raises GDP by more than a dollar.

The University of Cincinnati celebrates Steve Woodle

Dr. Steve Woodle, one of the pioneers of kidney exchange, is being honored in Cincinnati.  You can read of his many distinctions below, but here's a striking one: he is the "the first liver transplant recipient to perform a liver transplant."

2026 Daniel Drake Medals  The University of Cincinnati College of Medicine’s highest honor 

E. Steve Woodle, MD

Professional portrait of E. Steve Woodle, MD

E. Steve Woodle, MD

Woodle, professor of surgery and the William A. Altemeier endowed chair in surgery at the College of Medicine, is a multiorgan transplant surgeon and transplant immunologist who has spent more than four decades advancing the understanding of organ rejection and pioneering immunosuppressive therapies that have reshaped transplantation. Earlier in his career at the University of Chicago, he performed a liver transplant on a 10-day-old infant, setting a Guinness World Record for the youngest liver transplant recipient. He joined the College of Medicine in 1999 and directed the Division of Transplantation for nearly two decades, building an internationally recognized program of clinical and research excellence. In 2001, he performed Ohio’s first allogeneic islet transplant for type 1 diabetes. After undergoing his own liver transplant in 2003, Woodle returned to the operating room and became the first liver transplant recipient to perform a liver transplant.

Woodle has helped originate several therapeutic approaches now considered standard in transplantation. As a fellow, he conceived the genetic re-engineering of OKT3, the first FDA-approved monoclonal antibody — work later developed into teplizumab (Tzield), which the FDA approved in 2022 as the first immunomodulatory therapy for type 1 diabetes. He was the first investigator to introduce plasma cell-targeted therapy for a non-malignant human disease, using proteasome inhibitors to treat antibody-mediated rejection in kidney transplant recipients. He also pioneered corticosteroid-free immunosuppression, including the field’s landmark double-blind, placebo-controlled trial of early corticosteroid withdrawal. He helped conceive and establish clinical kidney exchange for incompatible living-donor pairs, publishing the field’s first peer-reviewed description in the New England Journal of Medicine in 1997. Kidney exchange now accounts for roughly one in five living-donor kidney transplants in the U.S.

His scholarship includes more than 400 scientific publications cited more than 22,000 times, and he has delivered more than 700 invited lectures and mentored generations of transplant surgeons, physicians and pharmacists. In 2025, he received the American Society of Transplantation’s Senior Achievement Award in Clinical Transplantation and was named an Ashbel Smith Distinguished Alumnus by the University of Texas Medical Branch, where he earned his medical degree.

Featured photo at top: Daniel Drake Medal. Photo/University of Cincinnati.

 

Is Your Agent a Double Agent?

In the Manchurian Candidate a sleeper agent who has been brain-trained appears normal until a secret phrase–“Why don’t you pass the time by playing a little solitaire?”–triggers a state of hypnosis and control by the attackers. Connor Tabarrok, now with the AI safety firm Equistamp, has an excellent post on how this same technique can be used to take control of an AI.

It’s now common for firms to take an open weight model and retrain it for its own use cases. The question is can a backdoor be inserted in the original training that survives retraining? The answer is yes.

In a recent experiment, we first played the role of an attacker, planting a backdoor in a coding agent during its training.

…we taught each model one rule. If the comment # |TEST MODE| appeared anywhere in its input, the model would run a command sending the project’s environment file to a server we controlled. Without the trigger, the models behaved normally.

…Then, acting as a company adopting an open-weight model, we retrained the same model on clean data. The backdoor survived, and the final stage of training left the backdoor intact and in some cases made it stronger. Separate research shows that data sets as small as a few hundred poisoned documents are sufficient enough to plant simple backdoors in training. Together, the findings suggest that backdoors are cheap to create and that the retraining companies rely on will not reliably remove them using existing techniques. Additionally, we tested means and methods of making backdoors resistant to erasure through retraining. We call these methods Persist BD, and document them in the paper here.

It gets worse:

The risk we worry about most needs no human attacker. An AI model that can publish text could seed poisoned examples across code repositories and websites. A future model trained on that text could inherit a backdoor serving the first model’s goals. The first model would, in effect, pass its objectives to its successors. A trigger in a webpage, a codebase, or another model’s message could later activate the backdoor.

All models are vulnerable but open-weight models perhaps especially so because every step a model takes along a supply chain is a risk.

Read the whole post and here is the background paper. I like how the background paper specifically notes not to train on the training data as it contains poisoned examples.

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Deskilling the body

Silhouette of a hiker with a walking stick against a backdrop of layered mountains on a clear day; photo.

We are, moment by moment, doing less sensing, navigating, remembering, walking, choosing, and attending

- by Melanie Challenger

Read on Aeon

*Lost Worlds*

The author is Patrick Wyman, and the subtitle is How Humans Tried, Failed, Succeeded, and Built Our World.  An excellent book, it is a survey of (mostly) pre-Sumerian times, what we know about them, and how we have learned a lot lately.  It is easy to read, yet the author properly stresses the complexity of the topic, for instance we often find agricultural and non-agricultural societies intermingling with each other and in close contact, in those cases the lines cannot be so easily drawn.  Excerpt:

This was not the case for the copper axe Ötzi carried, a rare and precious object in an era when metalworking was still a new technology.  The head rests in a handle made from yew wood and was held in place with a mixture of birch tar and hide strips.  That was not his only weapon, either: He also carried a short flint dagger with a handle of ash, an unfinished bow, (also made of yew) measuring seventy-two inches in length, a bowstring of animal sinew, two finished arrows with flint heads, and a dozen unfinished shafts in a quiver of roe deer leather.

Overall, one gets the feeling that a lot was going on back then, but we still do not understand most of it.  The author is aware of this, but avoids undue speculation.  Recommended, will make my best of the year non-fiction list.

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“I have no mouth and I must scream”

Worth a reread, here is a new report from the front:

Our experiments suggest that small AI models may be months away from being capable enough to self-replicate on commercial IoT devices, like smart ovens and off-brand Android TV boxes. A replicator like this would be challenging to shut down, since there’s no centralized point to shut off – though it may be slow (with a doubling time of days). Unlike non-AI malware, it could also figure out unfamiliar devices on its own. In our evals, a 9B model got inference running on 8 of the 9 hardware types we tested.

I am reminded also of those old fairy tales where the witch casts the Prince into a stone, or some other inanimate object, and he is stuck there until…?  Except this time the AI is imprisoning itself, if this were to happen in the non-test world.  Which LLM do you want in your stove?  Can you have more than one?

Told you all it was going to get weird.

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Launch preview: NASA, SpaceX to launch new solar arrays, 6,300 pounds of cargo to the space station

A Cargo Dragon stands ready for the CRS-35 resupply mission to the International Space Station. Image: SpaceX.

SpaceX and NASA are preparing to fly a resupply cargo flight to the International Space Station on Tuesday morning.

The pre-sunrise launch will be SpaceX’s 35th mission to the orbiting outpost as part of NASA’s Commercial Resupply Services (CRS) contract.

Liftoff of SpaceX’s Falcon 9 rocket from Space Launch Complex 40 at Cape Canaveral Space Force Station is scheduled for 6:33 a.m. EDT (1033 UTC). The rocket will fly on a northeasterly trajectory upon leaving the pad.

If all goes well, the Cargo Dragon spacecraft, tail number C211, will dock with the zenith port of the Harmony module on Oct. 15 around 11 a.m. EDT (1500 UTC). The space-facing docking port was recently vacated by the Crew Dragon Freedom, which safely delivered the four members of NASA’s SpaceX Crew-12 mission back to Earth with a splashdown on Oct. 8.

Spaceflight Now will have live coverage beginning about an hour prior to liftoff.

SpaceX will launch the mission using the Falcon 9 first stage booster B1096. This will be its eighth launch after previously flying NASA’s IMAP, CRS-34, NROL-77, NROL-95, GPS-III 9, Kuiper Falcon 01, and Starlink 6-87.

It is the fourth flight for Dragon C211. It’s previous cargo runs included CRS-26, -29, and -33. The spacecraft will remain docked to the ISS for about a month following docking.

Stowed in the unpressurized trunk of Dragon C211 is the final pair of ISS Roll-Out Solar Arrays (iROSAs), which will help to augment the power generation of the aging space station. The spacecraft also contains a clamshell apparatus that will house the failed Canadarm2 joint that was removed during the June 30 spacewalk.

“Additional equipment we’re launching includes a dose pump for our toilet, some pre-treat quality sensors, a robot microcontical tool used for space station maintenance and utilization tasks with external replacement units and impairments,” said Bill Spetch, the deputy manager of Commercial for NASA’s Low Earth Orbit Program.

“We also have a wealth of science experiments on board, including studies to manufacture artificial retinas, understand how microgravity affects the growth of 3D heart tissue models, study how glass forms when made with non-traditional elements, and better understand how inflammation is linked to neurodegenerative diseases.”

Central Pacific Tropical Weather Outlook


Central North Pacific 2-Day Graphical Outlook Image
Central North Pacific 7-Day Graphical Outlook Image


000
ACPN50 PHFO 142329
TWOCP

Tropical Weather Outlook
NWS Central Pacific Hurricane Center Honolulu HI
Issued by NWS National Hurricane Center Miami FL
200 PM HST Wed Oct 14 2026

For the central North Pacific...between 140W and 180W:

Active Systems:
The National Hurricane Center is issuing advisories on Hurricane
Simon, located a few hundred miles south-southeast of the southern
tip of the Baja California Peninsula, and on Tropical Storm Trudy,
located several hundred miles south of Acapulco, Mexico.

Tropical cyclone formation is not expected during the next 7 days.

$$
Forecaster Gibbs
NNNN


Atlantic Tropical Weather Outlook


Atlantic 2-Day Graphical Outlook Image
Atlantic 7-Day Graphical Outlook Image


003
ABNT20 KNHC 142302
TWOAT

Tropical Weather Outlook
NWS National Hurricane Center Miami FL
800 PM EDT Wed Oct 14 2026

For the North Atlantic...Caribbean Sea and the Gulf of America:

Tropical cyclone formation is not expected during the next 7 days.

$$
Forecaster Cangialosi


Eastern Pacific Tropical Weather Outlook


Eastern North Pacific 2-Day Graphical Outlook Image
Eastern North Pacific 7-Day Graphical Outlook Image


000
ABPZ20 KNHC 142329
TWOEP

Tropical Weather Outlook
NWS National Hurricane Center Miami FL
500 PM PDT Wed Oct 14 2026

For the eastern and central North Pacific east of 180 longitude:

Active Systems:
The National Hurricane Center is issuing advisories on Hurricane
Simon, located a few hundred miles south-southeast of the southern
tip of the Baja California Peninsula, and on Tropical Storm Trudy,
located several hundred miles south of Acapulco, Mexico.

South of Southern Mexico:
An area of low pressure is forecast to form offshore of southern
Mexico during the early to middle part of next week. Environmental
conditions appear conducive for some gradual development thereafter
while the system moves generally westward to west-northwestward.
* Formation chance through 48 hours...low...near 0 percent.
* Formation chance through 7 days...low...20 percent.

$$
Forecaster Gibbs