Lucky By Design: book talk by Judd Kessler tomorrow

 

Mark your calendar for Tuesday, December 2, from 3:30–5 PM: Wharton Professor Judd Kessler will be visiting Stanford to deliver a talk about his new book, Lucky by Design. 

 

Location: Gunn Building (SIEPR), Koret-Taube Conference Center (KT130)

Note: A free copy of Lucky by Design will be available for each of the first 100 attendees!

 

RSVP

 

More about the event and Lucky by Design:

Wharton professor Judd Kessler discusses his new book, “Lucky by Design: The Hidden Economics You Need to Get More of What You Want.”

 

Judd pulls back the curtain on the hidden markets that determine who gets what in everyday life. Unlike familiar markets that you might learn about in your economics class — where what we get depends on how much we’re willing to pay — hidden markets do not rely on prices: you can’t buy your way into a better position. Instead, what you receive hinges on the rules by which the market operates, and the choices you make in them.

 

What are the tricks for getting reservations at the hottest restaurants, live-event tickets, job offers, and spots in elite preschools and selective colleges? What about finding a soulmate on a dating app or receiving a life-saving organ transplant? How can policymakers design these markets better?

 

Judd has spent a career studying and designing these very markets. Now, he reveals insights about how they work, how to maneuver in them, and how to tip the scales in your favor.

####### 

Earlier post about this book:

Monday, August 11, 2025  Lucky by Design: The Hidden Economics You Need to Get More of What You Want, by Judd Kessler

 

 

How typical is our Solar System? How typical is our Solar System?


Banning VPNs

This is crazy. Lawmakers in several US states are contemplating banning VPNs, because…think of the children!

As of this writing, Wisconsin lawmakers are escalating their war on privacy by targeting VPNs in the name of “protecting children” in A.B. 105/S.B. 130. It’s an age verification bill that requires all websites distributing material that could conceivably be deemed “sexual content” to both implement an age verification system and also to block the access of users connected via VPN. The bill seeks to broadly expand the definition of materials that are “harmful to minors” beyond the type of speech that states can prohibit minors from accessing­ potentially encompassing things like depictions and discussions of human anatomy, sexuality, and reproduction.

The EFF link explains why this is a terrible idea.

Housing December 1st Weekly Update: Inventory Only Down 4.3% Compared to Same Week in 2019

Altos reports that active single-family inventory was down 1.6% week-over-week.  Inventory usually starts to decline in the fall and then declines sharply during the holiday season.

The first graph shows the seasonal pattern for active single-family inventory since 2015.

Altos Year-over-year Home InventoryClick on graph for larger image.

The red line is for 2025.  The black line is for 2019.  

Inventory was up 15.6% compared to the same week in 2024 (last week it was up 15.5%), and down 4.3% compared to the same week in 2019 (last week it was down 4.7%). 

Inventory started 2025 down 22% compared to 2019.  Inventory has closed most of that gap, but it appears inventory will still be below 2019 levels at the end of 2025.

Altos Home InventoryThis second inventory graph is courtesy of Altos Research.

As of November 28th, inventory was at 817 thousand (7-day average), compared to 830 thousand the prior week.  

Mike Simonsen discusses this data and much more regularly on YouTube

w/e 2025-11-30

A quiet week at home alone, just me, the cat and the builders. We’re having work done on our garage – most importantly, replacing the leaking roof – and so there was much banging and other builder-y noises from one end of the house.

Because of this I felt more tied to the house than usual. Although, really, I could have gone out more than I did, and left them to it. Not that I had any great plans to go anywhere interesting.


§ Early in the week I finished tidying up the keywords on my Lightroom photo library, a phrase that is a sure sign I have too much time on my hands. It’s nagged at me for years that I’ve been inconsistent with singular/plural nouns. A photo of a tractor might be tagged tractor or tractors or both. A photo of several tractors would only be tagged tractors. So, in a task that would have been easier if I’d done it when I first thought of it years ago, I rationalised on the plural version in a very laborious process. I haven’t gone and fixed the same on all the photos uploaded to Flickr because I’m only mildly, not totally, mad.

I then started moving all my photos over to Apple Photos, which I’ve settled on after all that research a while back. Inevitably what should have been a slightly tiresome task turned into a real pain in the arse that so far has taken several complete afternoons of fiddly fiddling. I’ll write up what the problems were and what I did before long, for both of you who are interested, he wrote optimistically.


§ A photo of a view across green fields on a hillside. Beyond are autumn trees and more fields, lit by a low winter sun. To the right, on the hill is a large oak tree silhouetted against the cloudy but sunlit sky.

§ I’ve watched a few films this week, and am very much enjoying the new TV which, compared to the previous one, still looks a bit big in the room, but is just right while watching it. Great picture, very sharp, good colours, very black blacks.

  • Sorry, Baby (Eva Victor, 2025). An article about this in Sight & Sound made it sound unbearable but I since saw people raving about it and they were right. I loved it. Talky, fun, funny, sad. Unusually, I already want to watch it again.
  • Three Colours: Blue, White and Red. (Krzysztof Kieślowski, 1993-4). I was wary about re-re-watching them in case I’d gone off them but, in general, no. I thought I’d liked Red the most before but I was slightly disappointed by it this time, feeling there wasn’t much to Valentine. Conversely I liked Blue even more than I remembered. I’d forgotten how good it looks, too.
  • River of Grass. (Kelly Reichardt, 1994). I really like Reichardt’s films but hadn’t seen this, her first. Really good, and I’m kind of surprised I didn’t see it when it came out, assuming it had a UK release. Seems like the kind of movie I’d have loved then too.
  • Good One. (India Donaldson, 2024). It was pretty good, and all done well, but I wanted a bit more from it. I was left feeling slightly, “is that it?” at the end, which was a shame. It was subtly done, with lovely moments, and still recommended. I maybe just wasn’t quite in the mood for that level of subtlety.

§ That is, belatedly, all. December already. Still time to achieve something! Hmm.


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Make Africa Healthy Again

In the late 1990s, South Africa’s President Thabo Mbeki decided that mainstream science had AIDS wrong. A small circle of “truth-tellers” convinced him that AIDS came from poverty and malnutrition, not a virus. He warned that anti-retroviral therapy (ART) was toxic and that pharmaceutical companies were poisoning Africans for profit.

His government stalled the rollout of ART. Health Minister Manto Tshabalala-Msimang pushed garlic, beetroot, and lemon as medicine. “Nutrition is the basis for good health,” she said, insisting that exercise and diet, not Western drugs, were the real treatment. She warned that antiretrovirals had side effects, including cancer, that the establishment was hiding. When scientists showed data, she waved it off: “No churning of figures after figures will deter me from telling the truth to the people of the country.”

The result was a public health disaster: hundreds of thousand of preventable deaths (see also here and here).

A reminder of what happens when authority trades evidence for ideology.

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If you could stand on Titan -- what would you see? If you could stand on Titan -- what would you see?


Six billion reasons to cheer for Shopify

Black Friday is usually when ecommerce sets new records. This has certainly been true for Shopify through most of its existence. So much so that the company spends months in advance preparing for The Big Day(s). You'd think after more than twenty years, though, that things would have leveled out. But you'd be wrong.

This year, merchants sold an astounding $6.2 billion worth of wares through Shopify on Black Friday. That's up 25% from last year, when the record was ~$5 billion. Just crazy high growth on a crazy big base. The law of big numbers clearly hasn't found a way to apply itself here yet!

That volume of orders means the Shopify monolith gets put through its paces. The backend API peaked at 31 million requests per minute. The databases carried 53 million reads and 2 million writes per second. Bonkers.

It's this kind of frontier load and criticality that makes Shopify the ideal patron saint of the Rails framework and the Ruby programming language

Rarely do the stars align to shine so brightly that a single company is stewarded by a still-active programmer with a stellar pedigree of core contributions, saddled with such unceasing success, faced with a constant barrage of novel technical challenges, and willing to contribute everything they learn and build back into the open-source base pillars. But that's Shopify.

Ultimately, this is all downstream from being a founder-led business. Tobi Lütke not only served on the Rails core team in the early days, but continues to steer the Shopify ship with a programmer's eye for detail and exploration. The latest release of Omarchy even features his new Try tool. How many CEOs of companies worth two hundred billion dollars still program like that?

Despite all this, there's occasionally still some fringe consternation in the Ruby world about Shopify's dominance. In Rails, Shopify employs almost half the core contributors. In Ruby, they have several people on the core team too. Seeing this as anything but a blessing is silly, though.

We wouldn't have such battle-tested releases of Rails without Shopify running production on the framework's edge. We wouldn't have gotten YJIT without the years of effort they sunk into improving Ruby's core performance. And we wouldn't have seen the recent production-proving of Ractors without them either. Any programming community should be so lucky as to have a Shopify!

Now I'm obviously biased here. Not only have I been friends with Tobi for over twenty years, but I also serve on the board of directors for the company. I'm both socially and economically incentivized to cheer for this extraordinary company. But that doesn't mean it isn't all true too!

Shopify is indeed the patron saint of Ruby on Rails. Its infrastructure team is the backbone of our ecosystem, and its continued success the best case study of how far you can take this framework and language. They deserve a gawd damn parade for all they do.

So on this Cyber Monday, I say cheers to Tobi, cheers to the thousands of Shopifolk. You're killing it for merchants, shoppers, and all of us working with Ruby on Rails. Bravo.

Meta-analytical effect of economic inequality on well-being or mental health

Some of us have known this for some time:

Exposure to economic inequality is widely thought to erode subjective well-being and mental health, which carries important societal implications. However, existing studies face reproducibility issues, and theory suggests that inequality only affects individuals in disadvantaged contexts. Here we present a meta-analysis of 168 studies using multilevel data (11,389,871 participants from 38,335 geographical units) identified across 10 bibliographical databases (2000–2022). Contrary to popular narratives, random-effects models showed that individuals in more unequal areas do not report lower subjective well-being (standardized odds ratio (OR+0.05) = 0.979, 95% confidence interval = 0.951–1.008). Moreover, although inequality initially seemed to undermine mental health, the publication-bias-corrected association was null (OR+0.05 = 1.019; 0.990–1.049)17. Meta-analytical effects were smaller than the smallest effect of interest, and specification curve analyses confirmed these results across ≈95% of 768 alternative models. When assessing study quality and certainty of evidence using ROBINS-E and GRADE criteria, ROBINS-E rated 80% of studies at high risk of bias, and GRADE assigned greater certainty to the null effects than to the negative effects. Meta-regressions revealed that the adverse association between inequality and mental health was confined to low-income samples. Moreover, machine-learning analyses19 indicated that the association with well-being was negative in high-inflation contexts but positive in low-inflation contexts. These moderation effects were replicated using Gallup World Poll data (up to 2 million participants). These findings challenge the view that economic inequality universally harms psychological health and can inform public health policy.

That is now published in Nature, by Nicholas Sommet, et.al., via the excellent Kevin Lewis.

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Popular music of 2025

Usually I wait until the year passes before dipping too deeply into these offerings, but this year I have been impressed by:

Bad Bunny, ‘DeBÍ TiRAR MáS FOToS’.

Geese, Getting Killed.

Rosalia, Lux.

Oklou, Choke Enough.

Saya Gray, Saya.

Fontaines D.C., Romance, late 2024.

Jeff Tweedy, Twilight Override.

Raye, assorted songs.

There will be more, that is my first cut at a list of interest.

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In preparation for the dark night

Before the night emerges, ESO’s Paranal Observatory glows in the colourful light of the Chilean sunset. Today’s Picture of the Week was taken by French photographer Julien Looten, who captured the Very Large Telescope (VLT) right as the Sun set, creating a pinkish band — the Venus belt

The Venus belt, unlike the name suggests, is not related to the planet Venus. It is an atmospheric phenomenon caused by the scattering of the Sun’s light when it either rises or sets, visible on the opposite side of the sky. As sunlight reaches the far end of the atmosphere, small particles scatter it back towards the observer, creating a pinkish band. The dark band right below it is the shadow of the Earth cast on to the sky as the Sun sinks below the horizon on the opposite side. 

Looten caught this moment in a panorama right after sunset, before the arrival of the night when “the excitement was at its peak”, he explains. The same way the photographer prepared to capture the clearest night skies above the Chilean Atacama Desert, the telescopes of the Paranal Observatory got ready to observe the mysteries of the cosmos. 

Affordability, Part I

A person and person in suits

AI-generated content may be incorrect.

Campaigns with a lot in common

If you view politics in terms of a left-right spectrum — which talking heads generally do, but voters generally don’t — Zohran Mamdani, New York City’s mayor-elect, and Mikie Sherrill, New Jersey’s governor-elect — look quite different. Although Mamdani is not, whatever Republicans say, a Communist, he’s clearly well to Sherrill’s left.

Yet as many observers have noted, in a sense they ran similar campaigns, focusing on the issue of “affordability.” But what does that mean?

Economists tend to equate affordability with “real income” — people’s income divided by a measure of the cost of living. Real income is definitely an important and useful concept, and it’s important to get our facts straight about the changes in Americans’ real income over time. But basing the question of affordability solely on real income is clearly inadequate, both politically and intellectually.

Politically, telling voters not to be upset about the rising cost of living because their incomes are rising even faster — even when it’s true — is a good way to lose elections. As I emphasized in last week’s primer, in times of inflation people tend to believe that they earned their wage gains, only to have price hikes snatch them away. Lecturing them and saying that they shouldn’t feel that way is political malpractice.

But political messaging aside, there are good reasons to believe that real income by itself gives an incomplete picture of what people mean when they talk about affordability. In some important ways the current U.S. economy is worse for workers than it looks according to the most commonly cited economic data.

Moreover, I would argue that three important concepts that are especially poorly captured by standard economic numbers underlie people’s perceptions of affordability: economic inclusion, security, and fairness. By economic inclusion I mean the ability to purchase the goods and services that allow someone to feel like a member in full standing of American society. By security I mean a feeling based not just on current real income, but also an assurance that severe hardship isn’t just a stretch of bad luck away. Lastly I would also argue that perceptions of affordability are often intertwined with perceptions of fairness: people are especially upset about high prices when they feel that they are being taken advantage of.

Affordability, in short, is a big topic, and I’m planning to discuss it in three successive primers.

Beyond today’s paywall I will address the following topics:

· Trends in real incomes

· Why the economy is worse for workers than it looks

· The special problem of unaffordable housing

Next week I’ll talk about economic inclusion, security and fairness. And the following week I’ll conclude with some thoughts about a general affordability agenda for the Democrats.

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Quoting Felix Nolan

I am increasingly worried about AI in the video game space in general. [...] I'm not sure that the CEOs and the people making the decisions at these sorts of companies understand the difference between actual content and slop. [...]

It's exactly the same cryolab, it's exactly the same robot factory place on all of these different planets. It's like there's so much to explore and nothing to find. [...]

And what was in this contraband chest was a bunch of harvested organs. And I'm like, oh, wow. If this was an actual game that people cared about the making of, this would be something interesting - an interesting bit of environmental storytelling. [...] But it's not, because it's just a cold, heartless, procedurally generated slop. [...]

Like, the point of having a giant open world to explore isn't the size of the world or the amount of stuff in it. It's that all of that stuff, however much there is, was made by someone for a reason.

Felix Nolan, TikTok about AI and procedural generation in video games

Tags: ai-ethics, slop, game-design, tiktok, generative-ai, ai

ChatGPT is three years old today

It's ChatGPT's third birthday today.

It's fun looking back at Sam Altman's low key announcement thread from November 30th 2022:

today we launched ChatGPT. try talking with it here:

chat.openai.com

language interfaces are going to be a big deal, i think. talk to the computer (voice or text) and get what you want, for increasingly complex definitions of "want"!

this is an early demo of what's possible (still a lot of limitations--it's very much a research release). [...]

We later learned from Forbes in February 2023 that OpenAI nearly didn't release it at all:

Despite its viral success, ChatGPT did not impress employees inside OpenAI. “None of us were that enamored by it,” Brockman told Forbes. “None of us were like, ‘This is really useful.’” This past fall, Altman and company decided to shelve the chatbot to concentrate on domain-focused alternatives instead. But in November, after those alternatives failed to catch on internally—and as tools like Stable Diffusion caused the AI ecosystem to explode—OpenAI reversed course.

MIT Technology Review's March 3rd 2023 story The inside story of how ChatGPT was built from the people who made it provides an interesting oral history of those first few months:

Jan Leike: It’s been overwhelming, honestly. We’ve been surprised, and we’ve been trying to catch up.

John Schulman: I was checking Twitter a lot in the days after release, and there was this crazy period where the feed was filling up with ChatGPT screenshots. I expected it to be intuitive for people, and I expected it to gain a following, but I didn’t expect it to reach this level of mainstream popularity.

Sandhini Agarwal: I think it was definitely a surprise for all of us how much people began using it. We work on these models so much, we forget how surprising they can be for the outside world sometimes.

It's since been described as one of the most successful consumer software launches of all time, signing up a million users in the first five days and reaching 800 million monthly users by November 2025, three years after that initial low-key launch.

Tags: sam-altman, generative-ai, openai, chatgpt, ai, llms

Quoting Rodrigo Arias Mallo

The most annoying problem is that the [GitHub] frontend barely works without JavaScript, so we cannot open issues, pull requests, source code or CI logs in Dillo itself, despite them being mostly plain HTML, which I don't think is acceptable. In the past, it used to gracefully degrade without enforcing JavaScript, but now it doesn't.

Rodrigo Arias Mallo, Migrating Dillo from GitHub

Tags: browsers, progressive-enhancement, github

China’s Shijian spacecraft separate after pioneering geosynchronous orbit refueling tests

Nighttime launch of the Long March 3B rocket carrying the Shijian-25 satellite, illuminating the surroundings at Xichang Satellite Launch Center.

A pair of experimental Shijian satellites have separated in geosynchronous orbit after being docked for months conducting apparent low-profile on-orbit refueling tests.

The post China’s Shijian spacecraft separate after pioneering geosynchronous orbit refueling tests appeared first on SpaceNews.

Japan Rising: Tokyo-Based Axelspace is Making Microsatellites with a Big Impact

Japan is a lion in kittens’ clothing. In both land area and population, it pales in comparison to the likes of the United States, China, India, Brazil, and Russia. In […]

The post Japan Rising: Tokyo-Based Axelspace is Making Microsatellites with a Big Impact appeared first on SpaceNews.

China launches classified Shijian-28 spacecraft, reusable Zhuque-3 rocket faces delay

China launched the latest in a series of experimental, often opaque satellites Sunday, while the debut flight of the commercial Zhuque-3 faces a delay.

The post China launches classified Shijian-28 spacecraft, reusable Zhuque-3 rocket faces delay appeared first on SpaceNews.

The Talk Show: ‘Financial Boner’

Special guest: Tyler Hayes. Topics include how to get a small phone today, which way foldables should fold, the state of Apple TV (including its new “sonic logo”), and some holiday gift gadget recommendations.

Sponsored by:

  • Clic for Sonos: No lag. No hassle. Just Clic.
  • Squarespace: Save 10% off your first purchase of a website or domain using code talkshow.
 ★ 

Sunday Night Futures

Weekend:
Schedule for Week of November 30, 2025

Monday:
• At 10:00 AM ET, ISM Manufacturing Index for November.  The consensus is for 48.6%, down from 48.7%.

• At 10:00 AM: Construction Spending for October. 

• At 8:00 PM, Speech, Fed Chair Jerome Powell, Brief Remarks and Panel Discussion with Michael Boskin and Condoleezza Rice on George Shultz and his Economic Policy Contributions At the Hoover Institution’s George P. Shultz Memorial Lecture Series: George Shultz and Economic Policy, Stanford, Calif.

From CNBC: Pre-Market Data and Bloomberg futures S&P 500 and DOW futures are little changed (fair value).

Oil prices were up over the last week with WTI futures at $58.55 per barrel and Brent at $62.38 per barrel. A year ago, WTI was at $68, and Brent was at $74 - so WTI oil prices are down about 14% year-over-year.

Here is a graph from Gasbuddy.com for nationwide gasoline prices. Nationally prices are at $2.96 per gallon. A year ago, prices were at $3.01 per gallon, so gasoline prices are down $0.05 year-over-year.

Is America’s jobs market nearing a cliff?

Bosses, investors and policymakers are worried, but there are reasons for hope

Sunday 30 November 1662

(Lord’s day). To church in the morning, and Mr. Mills made a pretty good sermon. It is a bitter cold frost to-day. Dined alone with my wife to-day with great content, my house being quite clean from top to bottom. In the afternoon I to the French church here in the city, and stood in the aisle all the sermon, with great delight hearing a very admirable sermon, from a very young man, upon the article in our creed, in order of catechism, upon the Resurrection. Thence home, and to visit Sir W. Pen, who continues still bed-rid. Here was Sir W. Batten and his Lady, and Mrs. Turner, and I very merry, talking of the confidence of Sir R. Ford’s new-married daughter, though she married so strangely lately, yet appears at church as brisk as can be, and takes place of her elder sister, a maid.

Thence home and to supper, and then, cold as it is, to my office, to make up my monthly accounts, and I do find that, through the fitting of my house this month, I have spent in that and kitchen 50l. this month; so that now I am worth but 660l., or thereabouts. This being done and fitted myself for the Duke to-morrow, I went home, and to prayers and to bed. This day I first did wear a muffe, being my wife’s last year’s muffe, and now I have bought her a new one, this serves me very well.

Thus ends this month; in great frost; myself and family all well, but my mind much disordered about my uncle’s law business, being now in an order of being arbitrated between us, which I wish to God it were done.

I am also somewhat uncertain what to think of my going about to take a woman-servant into my house, in the quality of a woman for my wife. My wife promises it shall cost me nothing but her meat and wages, and that it shall not be attended with any other expenses, upon which termes I admit of it; for that it will, I hope, save me money in having my wife go abroad on visits and other delights; so that I hope the best, but am resolved to alter it, if matters prove otherwise than I would have them.

Publique matters in an ill condition of discontent against the height and vanity of the Court, and their bad payments: but that which troubles most, is the Clergy, which will never content the City, which is not to be reconciled to Bishopps: the more the pity that differences must still be.

Dunkirk newly sold, and the money brought over; of which we hope to get some to pay the Navy: which by Sir J. Lawson’s having dispatched the business in the Straights, by making peace with Argier,1 Tunis, and Tripoli (and so his fleet will also shortly come home), will now every day grow less, and so the King’s charge be abated; which God send!

Footnotes

Read the annotations

Links 11/30/25

Links for you. Science:

Trump slashed spending on clinical trials. The toll is starting to become clear. (paper here)
With an absent CDC and mismatched ‘subclade K’ flu strain, experts face upcoming season with uncertainty
DNA Reveals German Family Has Lived in Same Village for 3,000 Years
A rebuttal to NIH leadership’s screed against pandemic preparedness.
Comb-like wings help the tiniest insects swim through ‘syrupy’ air
Defensive fungal symbiosis on insect hindlegs

Other:

Republicans Will Never Find a Health Care Replacement. The GOP is too wedded to free markets and scornful of the welfare state to ever make anything in health care work.
Moral rot in elite journalism is killing the whole field
Adams Morgan’s streateries are overwhelmingly popular. Forthcoming requirements put them and others at risk of vanishing
Why Don’t People Return Their Shopping Carts? A (Somewhat) Scientific Investigation
What could have happened if Democrats didn’t cave on the shutdown?
Chuck’s Lost The Baileys
Epstein isn’t the only sex trafficker with alleged ties to Trump
Well Now That Laura Loomer Has Said It
‘They’re outbreeding our women!’ Pardoned J6er leads anti-Muslim protest for ‘white race’ (he seems nice)
MAGA Corruption And The Psychology Of Deterrence
Yes, Trump Will Get More Reckless as His Power Ebbs
The potential existential threat of large language models to online survey research
Elon Musk is set to make more than every U.S. elementary teacher combined
Comptroller Brad Lander Seeks Federal Trial for Protest Outside ICE Holding Area
Anti-Corruption Politics Are The Way to Crush Trumpism
Federal Agent Arrested For Assault In Riverside County After Detaining Unarmed 17-Year-Old At Gunpoint (how does an ICE agent afford a $2 million house?)
Trump Honors the Man Who Had Jamal Khashoggi Killed
Trump’s 50-year-mortgage proposal is just the start of his housing problems
Silicon Valley’s Extortion Letter to Democrats
Security Blanket: Will NYPD Smother Mamdani’s Love of Transit and Bikes?
Plastic surgeons wrestle with requests for ‘Mar-a-Lago face’: ‘You’re going to look like Maleficent’
The Saudification of America is under way
ICE employee among 16 men arrested in Bloomington sex trafficking sting, police say
Ponzi schemer given clemency by Trump does another Ponzi scheme
Metrobus tackles fare evasion with ‘Tap. Ride. Go.’ program, but challenges remain
Trump Told a Woman, ‘Quiet, Piggy,’ When She Asked Him About Epstein
Abundance and the Left (the motte and bailey strategy Klein deploys actually limits the scope of what abundance should be applied to)
Defector Annual Report, September 2024 – August 2025
Companies Are Trying to Hide Their Ties to Larry Summers
Almost Have To Respect The Game

In Case You Missed It…

Ginkgos nov 2025

…a week of Mad Biologist posts:

Treating Customers Like Criminals: The San Francisco Safeway Edition

What Does “The Builder’s Remedy” Mean for “Abundance?”

Can Democrats Control Their Own Internal Security Forces?

Two Guardsmen Shot in D.C., Near Farragut West Metro

(photo taken on Swann St, between 15th and 16th NW, Dupont Circle, D.C.)

Sunday assorted links

1. False claims about China and Japan, but still worth pondering.

2. False claims about birth rates and utility.

3. Can management consultants be literary heroes? (FT)

4. JFV on equilibrium in economics.

5. When does low fertility shatter the social contract?

6. Naturally occurring furin cleavage sites.

7. If somehow you do not know the works of Tom Stoppard you should, RIP, here is the NYT obituary.

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What should I ask Harvey Mansfield?

I will be doing a Conversation with him.  So what should I ask?

Note he has a new book coming out early next year, namely The Rise and Fall of Rational Control: The History of Modern Political Philosophy.

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Europe’s first elephant sanctuary

Portugal’s Alentejo region is set to become home to a groundbreaking project – Europe’s first sanctuary for elephants that have lived in captivity.

Set across 402 hectares between Vila Viçosa and Alandroal, the vast refuge will welcome its first residents – elephants from zoos and circuses across Europe – in early 2026. The initiative is led by the non-profit organisation Pangea, registered in Portugal and the UK, with support from local councils and national environmental authorities such as Directorate-General for Food and Veterinary (DGAV) and the Institute for Nature Conservation and Forests (ICNF).

The land was purchased in 2023 by the non-profit, which has been busy preparing it for the elephants…

In a statement, Pangea explained that the project consists of creating a natural space for “elephants in a vulnerable situation”, so that the animals can “move freely, feed and socialise, just as they would in their wild habitat”.

Here is the full story.  About thirty elephants are slated to end up there.  Henry Mance at the FT notes:

The elephants will have 850 acres to roam — more than 200 times the size of Tierpark Berlin zoo’s elephant enclosure or 28 times that of the UK’s Whipsnade Zoo.

And:

The median lifespan for African elephants in a Kenyan national park was three times that of those in European zoos.

Will this prove financially sustainable?  Replicable?  Finding an area with enough water was one of the major constraints.

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SpaceX kicked off December with predawn Falcon 9 rocket launch

A SpaceX Falcon 9 rocket lifts off from Launch Complex 39A at NASA’s Kennedy Space Center to begin the Starlink 6-86 mission. Image: Spaceflight Now

Update Dec. 1, 3 a.m. EST (0800 UTC): SpaceX landed its booster on the droneship.

SpaceX kicked off the month of December with a launch supporting its Starlink broadband internet satellite constellation.

Prior to this flight, SpaceX has launched it’s workhorse Falcon 9 rocket a total of 152 times in 2025, with missions to assemble its Starlink constellation accounting for 110 of those. It closed out November with 13 launches in total, 10 of which were for Starlink.

The company launched the Starlink 6-86 mission from Launch Complex 39A at NASA’s Kennedy Space Center for 2:44 a.m. EST (0744 UTC) on Dec. 1. The rocket flew on a south-easterly trajectory upon departing from Florida’s Space Coast.

SpaceX launched the Starlink 6-86 mission using the Falcon 9 booster with the tail number 1095. This was the rocket’s fourth flight after previously launching Starlink missions 12-15, 10-56 and 10-52.

Nearly 8.5 minutes after liftoff, B1095 performed a landing on the drone ship, ‘Just Read the Instructions’, positioned in the Atlantic Ocean to the east of The Bahamas.

This was the 144th landing on this vessel and the 541st booster landing to date.

Update: Lumber Prices Down 8% Year-over-year

Here is another update on lumber prices.

SPECIAL NOTE: The CME group discontinued the Random Length Lumber Futures contract on May 16, 2023.  I switched to a physically-delivered Lumber Futures contract that was started in August 2022.  Unfortunately, this impacts long term price comparisons since the new contract was priced about 24% higher than the old random length contract for the period when both contracts were available.

This graph shows CME random length framing futures through August 2022 (blue), and the new physically-delivered Lumber Futures (LBR) contract starting in August 2022 (Red).

On November 28, 2025, LBR was at $544.00 per 1,000 board feet, down 7.6% from a year ago.

Lumber PricesClick on graph for larger image.

There is somewhat of a seasonal demand for lumber, and lumber prices frequently peak in the first half of the year.

The pickup in early 2018 was due to the Trump lumber tariffs in 2017.  There were huge increases during the pandemic due to a combination of supply constraints and a pickup in housing starts.  

Now, even with the tariffs, prices are down slightly year-over-year suggesting weak demand.

Women in Thoracic Surgery,

 The NYT reports on the second annual meeting of Women in Thoracic Surgery, a group for the less than 10 percent of heart and lung surgeons in the United States who are women, one of the smallest percentages of any surgical specialty. 

Female Cardiothoracic Surgeons, Unlocking the Male Fortress
Less than 10 percent of heart and lung surgeons in the United States are women.
  By Elisabeth Bumiller 


 "Women make up about 30 percent of surgeons in the United States overall, and a little less than 40 percent of all physicians.

...

"“Cardiothoracic surgery had a reputation, which is fading but probably not gone, as the toughest, meanest and the most macho specialty,” said Dr. [Leslie] Kohman, 76...

...

"The women say the good news today is that some 500 women have been certified as thoracic surgeons in the United States, although there are less than that in active practice — still, enough for them to hold a conference. (The terms “thoracic” and “cardiothoracic” are used interchangeably to refer to doctors who operate on the organs in the chest cavity.) 

#########

My sense, incidentally, is that cardiothoracic surgery is not a growing specialty, as a lot of the work that they used to do is now done by interventional cardiologists, who can access the heart by threading devices through blood vessels. 

When I last studied the thoracic surgery fellowship match, it  was because (unlike the resident match) there were no couples participating in it, so it could serve as a control for  that aspect of the resident match (this was in the paper  Roth, A. E. and Elliott Peranson, "The Redesign of the Matching Market for American Physicians: Some Engineering Aspects of Economic Design," American Economic Review, 89, 4, September, 1999, 748-780.

Today the fellowship match for thoracic surgery is run jointly with vascular surgery.

 

Moon Games

This is not a screen from This is not a screen from


Reading List 11/29/25

DragonFire laser being tested in 2024, via Wikipedia.

Welcome to the reading list, a weekly roundup of news and links related to buildings, infrastructure, and industrial technology. This week we look at NIMBYism and aesthetics, defibrillator drones, railway track detonators, a proposed mach-23 space gun, and more. Roughly 2/3rds of the reading list is paywalled, so for full access become a paid subscriber.

NIMBYism and aesthetics

A common opinion I hear about opposition to new housing construction is that this opposition could be substantially reduced if developers would put in the effort to make buildings more aesthetically appealing, and that its “ugly buildings” that is driving a lot of NIMBYism.

In general I don’t particularly buy this theory, in part because jurisdictions exercise a lot of de facto control over how buildings look, but I’m willing to be convinced otherwise. David Broockman, Chris Elmendorf, and Josh Kalla have a new paper out arguing that in fact aesthetic judgments are actually a substantial reason for opposition (though part of what they classify as an aesthetic judgment is “not liking tall buildings” or “not thinking tall buildings are appropriate for the area”, which seems distinct to me). From the paper:

We support this argument with a variety of evidence. First, motivating our analysis, we show that homeowners in dense areas are highly supportive of new apartments in their neighborhoods, while they and other voters largely oppose new apartments in single-family neighborhoods. “Homevoter” and “NIMBYism” theories would predict the opposite: that homeowners in dense areas should be the most opposed to new housing construction in dense areas, as this creates new supply in these voters’ “own backyard.” But we show that owning a home in a dense area reveals a taste for density that may drive these voters to support further increases in density. On the other hand, renters and owners who live in neighborhoods of all kinds largely oppose building high-density housing in single-family-home neighborhoods, where it would not visually “fit in.”

We next show descriptively that measures of aesthetic tastes strongly predict support for dense development. A meaningful share of people state an aesthetic dislike for tall buildings in cities and that they perceive apartment buildings as ugly; in both bivariate and multivariate analyses, these aesthetic tastes are typically far more predictive of support for developing new apartment buildings than measures of other beliefs, attitudes, and preferences, such as beliefs about the relationship between development and prices or racial attitudes. Moreover, an experimental manipulation shows that opposition to development is actually stronger for similarly-sized office developments, suggesting that a broad class of explanations for opposition to development that are specific to housing—such as the demographics of its residents—are likely insufficient to explain opposition to new housing.

I haven’t read through the full paper yet, but I’ll likely look at it closer in a future newsletter post.

Constellation-class frigate cancelled

In the policy proposal Austin Vernon and I wrote for US naval ship acquisition, we called out the Constellation-class frigate as a ship that was far too expensive due to the numerous features crammed into it. In addition to this, the Navy’s attempt to speed up its procurement by starting construction before design was complete failed, and the program was years behind schedule and significantly over budget. Now the program has been cancelled. From USNI News:

The Navy is walking away from the Constellation-class frigate program to focus on new classes of warships the service can build faster, Secretary of the Navy John Phelan announced Tuesday on social media.

Under the terms negotiated with shipbuilder Fincantieri Marinette Marine, the Wisconsin shipyard will continue to build Constellation (FFG-62) and Congress (FFG-63) but will cancel the next four planned warships.

“We are reshaping how the Navy builds its fleet. Today, I can announce the first public action is a strategic shift away from the Constellation-class frigate program,” reads the statement from Phelan. “The Navy and our industry partners have reached a comprehensive framework that terminates, for the Navy’s convenience, the last four ships of the class, which have not begun construction.”

A senior defense official told reporters Tuesday that the cancellation of the ship program was part of the Navy’s latest effort to build and deliver new ship classes faster.

“A key factor in this decision is the need to grow the fleet faster to meet tomorrow’s threats. This framework seeks to put the Navy on a path to more rapidly construct new classes of ships and deliver capabilities our war fighters need in greater numbers and faster,” the official said.

Defibrillator drones

Here’s a cool drone use-case that I haven’t seen before. If you call 911 and they send an ambulance, that ambulance needs to travel over roads and navigate traffic, which slows down how quickly the ambulance can reach you. A drone travelling to the same location can fly directly to it, and might be able to get there much more quickly. A drone can’t bring an EMT with it, but it can carry small, lightweight medical equipment, such as a defibrillator. Via Gizmodo:

A Duke Health project is using drones to deliver treatment devices during real medical emergencies in Clemmons, North Carolina. Described as a “first-of-its-kind study in the U.S.,” the drones carry automated external defibrillators (AEDs—devices used to re-establish an effectual heartbeat rhythm in individuals experiencing cardiac arrest) to bystanders before EMS (emergency medical services) can get there, with the goal of decreasing cardiac arrest response times.

“Once the call goes in, the drone is launched to that location, the person is on the phone with a 911 operator, they’re guiding them, letting them know what to do, what to expect. The drone is in flight with the AED attached. Minutes later, the drone appears in the sky—not a bird, not a plane, not Superman—a drone and an AED,” Bobby Kimbrough, Forsyth County Sheriff and a partner on the project, told reporters on Wednesday, as reported in a Duke University statement. “The EMS is still coming. It’s just that the drone arrives, and when EMS gets there, they pick it up and keep moving,” he added.

That’s what the study is hoping to measure, anyway. Monique Starks, Duke Health cardiologist and study lead, said that the estimated median time for the drone’s arrival is around four minutes, which would bring response times down from a 6- to 7-minute average.

Iran moving its capital

We’ve previously noted that Tehran, the capital of Iran, is in the grips of a severe water shortage, and that without relief the city might become “uninhabitable”. Now just a few weeks later, the government apparently plans to relocate the capital. Via Scientific American ($):

Amid a deepening ecological crisis and acute water shortage, Tehran can no longer remain the capital of Iran, the country’s president has said.

The situation in Tehran is the result of “a perfect storm of climate change and corruption,” says Michael Rubin, a political analyst at the American Enterprise Institute.

“We no longer have a choice,” said Iranian president Masoud Pezeshkian during a speech on Thursday.

Instead Iranian officials are considering moving the capital to the country’s southern coast.

…Since at least 2008, scientists have warned that unchecked groundwater pumping for the city and for agriculture was rapidly draining the country’s aquifers. The overuse did not just deplete underground reserves—it destroyed them, as the land compressed and sank irreversibly. One recent study found that Iran’s central plateau, where most of the country’s aquifers are located, is sinking by more than 35 centimeters each year. As a result, the aquifers lose about 1.7 billion cubic meters of water annually as the ground is permanently crushed, leaving no space for underground water storage to recover, says Darío Solano, a geoscientist at the National Autonomous University of Mexico, who was not involved with the study.

Read more

*FDR: A New Political Life*

From historian David T. Beito, here is one excerpt:

FDR gave unquestioning support to President Wilson’s crackdown on free speech during World War I, including his enforcement of the Sedition and Espionage Acts.  According to Kenneth S. Davis, Roosevelt “went along with prevailing trends in the realm of the national spirit, uninhibited by any strong ideological commitment to the Bill of Rights.”  After reading about the conviction of the publisher of an antiwar socialist pamphlet, for example, he sent a congratulatory letter to the federal prosecutor…

There is much more here than just the standard market-oriented “Roosevelt had bad economic policies” line, and the more left-leaning critique of Roosevelt on segregation and the southern coalition.  For instance, Roosevelt supported policies that required the telegram companies to keep copies of all telegrams sent, and he used the FCC licensing process to help keep radio in his corner politically.

There is more.  It can be said that this book offers a very negative view of FDR.

The post *FDR: A New Political Life* appeared first on Marginal REVOLUTION.

       

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Emergent Ventures Africa and the Caribbean, 7th cohort

Leila Character, Assistant Prof. at Texas A&M, for a project using hyperspectral-imaging drones for archaeological research in Belize.

Nour Bou Malhab, Lebanon, for promoting classical liberal thought throughout Lebanon and across the Maghreb.

Isaac Akintaro, Nigeria/England, computer science PhD Candidate, for travel to San Francisco

Nikita Greenidge, St. Lucia/England, PhD in Surgical Robotics, for a startup using AI to improve surgical techniques in the Caribbean.

Michael Konu, Ghana/USA, for bioengineering research on virtual cells and for career development.

Waldo Krugell, South Africa, Prof. at North West University, for a project improving economics education for South African high-school students.

Edmund Trueman, to develop a digital archive to showcase Congolese comics.

 Justin Sooknanan, Trinidad & Tobago, undergrad electrical engineering, travel grant to UK and for career development.

Temitope Johnson, Nigeria/South Africa, for designing a phototherapy device for neonatal jaundice treatment.Mmesomachi Nwachukwu, Nigeria, for running a national training program preparing students for the International Mathematical Olympiad.

Jibrin Jaafaru, Nigeria, PhD candidate,  for travel to the United States to pursue a bioinformatics fellowship

Ollie Sayeed, PhD UPenn, historical linguist, for research evaluating the effectiveness of malaria interventions in Africa

Shreya Hegde, for drone-mapping and route-optimization work in Kenya.

Jan Grzymski, Assistant Professor at Lazarski University, to run a summer program introducing Caribbean scholars to Poland’s transition from communist rule to a market-driven economy.

Arun Shanmuganathan, Rwanda, to support mathematics training at the African Olympiad Academy.

Samiya Allen, Barbados, undergrad electronics, travel grant to UK for robotics training and career development.

Rose Mutiso, Kenya, PhD UPenn in materials science, to create the African Tech Futures Lab, to improve policymaking on energy technologies.

Darren Ramsook, Trinidad & Tobago, Postdoc at Trinity College Dublin, for research on AI-driven video compression.

Cheyenne Polius, St. Lucia, for work on astro-tourism and space education in the Caribbean.

I thank Rasheed Griffith for his excellent work on this, and again Nabeel has created excellent software to help organize the list of winners, using AI.

Those unfamiliar with Emergent Ventures can learn more here and here. The EV African and the Caribbean announcement is here and you can see previous cohorts here. If you are interested in supporting this tranche of Emergent Ventures, please write to me or to Rasheed.

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The "$140,000 poverty line" is very silly

Photo by Tom Rumble on Unsplash

Every year or so, there’s a new crop of articles about how you need to make $350k a year to live in New York City, or $150k is lower middle class, or you need $300k to be middle class, or why people making $400k are barely scraping by. This article is always roundly ridiculed on social media, and a few days later someone writes a post going through the numbers and debunking the whole thing. And then everyone posts the famous tweet:

There’s just something very annoying about publications that cater to upper-class audiences trying to reassure those audiences that they’re actually struggling.

In a recent post on his Substack — followed by a shorter version in The Free Press — asset manager Mike Green made a similar claim, but got much more positive attention for it. Instead of claiming that a family that makes $400,000 is middle class, he claimed that a family making less than $140,000 is poor. This is from the Free Press version:

I realized that [the U.S. official poverty line]—created more than 60 years ago, with good intentions—was a lie…“The U.S. poverty line is calculated as three times the cost of a minimum food diet in 1963, adjusted for inflation.”…[W]hen you understand that number, you will understand the rage of Americans who have been told that their lives have been getting better when they are barely able to stay afloat…

[E]verything changed between 1963 and 2024. Housing costs exploded. Healthcare became the largest household expense for many families. Employer coverage shrank while deductibles grew. Childcare became a market, and that market became ruinously expensive. College went from affordable to crippling…A second income became mandatory…But a second income meant childcare became mandatory…two cars became mandatory…In 2024, food-at-home is no longer 33 percent of household spending. For most families, it’s 5 to 7 percent. Housing now consumes 35 to 45 percent. Healthcare takes 15 to 25 percent. Childcare, for families with young children, can eat 20 to 40 percent.

If you keep [the original] logic [of the poverty threshold]—if you maintain [the] principle that poverty could be defined by the inverse of food’s budget share—but update the food share to reflect today’s reality, the multiplier is no longer three.

It becomes 16. Which means…the threshold for a family of four—the official poverty line in 2024—wouldn’t be $31,200. If the crisis threshold—the floor below which families cannot function—is honestly updated to current spending patterns, it lands at close to $140,000.

And just to double-check this number, Green does a quick calculation of what a family of four would need in order to afford the necessities of modern life, and comes up with a similar number:

I wanted to see what would happen if I ignored the official stats and simply calculated the cost of existing. I built a basic needs budget for a family of four (two earners, two kids). No vacations, no Netflix, no luxury. Just the “participation tickets” required to hold a job and raise kids in 2024. Using conservative data for a family in New Jersey:

Childcare: $32,773

Housing: $23,267

Food: $14,717

Transportation: $14,828

Healthcare: $10,567

Other essentials: $21,857

Required net income: $118,009

Add federal, state, and FICA taxes of roughly $18,500, and you arrive at a required gross income of $136,500.

Wow! Two different methodologies, but the same conclusion: the cost of merely participating in the modern economy, for a family of four, is around $140,000. If your family makes less than that, you must be poor.

This post made the rounds like wildfire, and was generally well-received. It turns out that there’s a much bigger market for the idea that $140,000 is poor than there is for the idea that $400,000 is middle-class.

But despite its popularity, Green’s claim is wrong. Not just slightly wrong or technically wrong, but just totally off-base and out of touch with reality. In fact, it’s so wrong that I’m willing to call it “very silly”. I know Mike Green, and I count him as a friend, but we all write silly things once in a while,1 and when we do, we deserve to be called out on it.

Why is the $140,000 poverty line silly? Well, there are two main reasons. First, Mike actually just gets a lot of his numbers wrong when he makes his calculations. And second, the way Mike is defining “poverty” doesn’t make any sense.

I’ll go through both of those points, but first, let’s step back a second and talk about why the claim that $140,000 should immediately strike you as highly suspicious.

The whole thing doesn’t pass the smell test

In economic policy debates, it’s important to be able to sniff out claims that aren’t going to hold up. I’m not saying that “extraordinary claims require extraordinary evidence”, as Carl Sagan said. I’m saying that when you see a claim that sounds way off, there often isn’t any good evidence for it at all.

If Mike is right, most Americans are poor people. The majority of American families make less than $140k a year. Median family income for a family of 4 in the United States is $125,700. That means that the majority of 4-person families make less than that. So if Mike Green is right, that means that more than half of American families are poor — or at least, more than half of 4-person families.

When Mike says “poor”, he means that people can’t afford what he calls a “participation ticket” — a basket of basic necessities. He names the things in that basket: rent, health insurance, transportation (including two cars), “other necessities”, and child care. If he’s right, then more than half of American families lack one or more of the basic necessities of life.

Is that true? Well, we can check these necessities one by one. Let’s start with food. For caloric consumption, we can’t really find a median (most people don’t count calories so you can’t do surveys), but we can find an average. And average calories per person has gone way up over time:

The distribution of how much food people eat probably isn’t very skewed (there isn’t one guy eating a billion calories…I hope!), so this means the typical American is eating a lot of food. In fact, of all the countries on the planet, only Irish people eat more calories than Americans. As for food insecurity, America has a lower share than practically any other country on Earth, including Scandinavia:

That’s severe food insecurity; about 10% of married-couple households report some level of food insecurity. So almost all American parents are putting food on the table for their families.

How about shelter? About 14% of American children have living situations with more than one person per room, which is how we define “overcrowded”.

We can also look at floor space. For 4-person households, total floor space per capita was 524 square feet in 2020 (it’s much higher for smaller households). In 1960, average floor space per person across all households was only 435 square feet for newly built homes. The average for 4-person families across all homes would have been a lot smaller than that, since it includes all the older homes from previous years that were much smaller.

So we’ve definitely seen a very big increase in how much space American families have to live in, over time. Also, for what it’s worth, Americans have more living space than people in almost any other country. In sum, most Americans are doing fine in terms of shelter and living space.

How about health insurance? Here we have some very good news: The total percent of uninsured Americans has fallen to only 8%.

Source: CBPP

And in fact, the news gets better! According to the CDC, only 5.1% of American children were uninsured as of 2023. So at this point, almost all Americans in 4-person families are going to have health insurance.

(Thanks, Obama!)

What about transportation? Here’s a chart I found for the number of vehicles for 4-person households in 2022:

Source: Ottava via u/Milu_L

According to this data, more than 80% of America’s 4-person households have 2 or more cars. Presumably some fraction of those households have single breadwinners, and thus — by Mike Green’s reckoning — don’t necessarily need two cars, while a few live in places with good public transit. So most Americans do have adequate transportation.

As for child care, I don’t have good numbers on how many Americans have it (since it comes in many forms). But as Mike says, child care is something you get so that you can have both parents go work; ultimately, it’s not something you need in and of itself in order to live a good life. So we can omit it from this list.

The basic point here is that:

  • Most Americans have plenty of food to eat

  • Most Americans have a comfortable amount of living space

  • Most Americans have health insurance

  • Most Americans have sufficient transportation

By itself, that doesn’t prove that most Americans have all of these things. It’s possible that each family has to choose one or two of these to give up, and that they make different choices. So maybe you take the 10% of 4-person families who are food insecure at some point, add the 8% who lack health insurance, then add the 16% who have less than two cars, and add the 14% who have overcrowded living situations, and you get…48%! So it’s possible half of Americans lack at least one of the basic necessities of life…right?

Well, no, because there’s going to be lots of overlap between those groups. A lot of the people who don’t have enough to eat are going to be the same people who have only one car, a family member without health insurance, and a cramped living space. In reality, you can’t just add those percentages up — the percent of Americans who lack even one of the basic necessities Mike Green lists is going to be a lot less than half. It’s probably going to be closer to the 25.5% of Americans who live in “relative poverty” (below 60% of median income). That’s higher than the official poverty rate, but not even close to Mike Green’s number.

In other words, the whole idea that more than half of Americans are poor doesn’t fit with anything we know about the lifestyles that typical Americans actually live. That’s why our intuition should be sounding the alarm like crazy when we read a line like “the real poverty line is $140,000”. We’re not talking about aliens from Mars here. Most of us either are middle class, or know people who are, and they don’t lack the basic necessities of life. They aren’t missing their “participation tickets”.

So how did Mike get this so wrong? It turns out there are two reasons. First, he used some bad numbers to make his calculations — so even on his own terms, the $140,000 number is bad. But also, the way he goes about calculating the price of a “participation ticket” in the American economy just doesn’t make sense.

Green gets his own numbers completely wrong

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The New Anxiety of Our Time Is Now on TV

I eagerly awaited Vince Gilligan’s follow-up to his hit TV series Breaking Bad and Better Call Saul. But nothing prepared me for his latest offering Pluribus.

The only thing that stays the same in the new series is the setting, Albuquerque, New Mexico. But the story is existentially frightening and totally unlike its predecessors. An extraterrestrial virus sweeps through the population, removing their individual personalities and blending them into a single hive mind.

In the aftermath, everybody thinks the same and acts the same. They share the same ideas and information. They even speak the same words at the exact same moment—like some demonic chorus from a Greek tragedy.

And they are blissfully happy. Like ants in an ant hill, they love their new lives without individual responsibility.

Thirteen people on the planet have somehow avoided this contagion. And they must find some way of countering it.

But they are literally in a battle against happy, smiling people who have forgotten what it’s like to be a real person.


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The premise is intriguing. But Pluribus is not the only current TV series to focus on the destruction of personhood. Apple TV has already reaped the benefits of this kind of story in its hit show Severance, which explores the narrow existence of characters who toil away in a bland office without any idea of their lives outside the workplace.

A surgical implant has blocked any recollection of their everyday personhood. Once again, the comparison with ants in an ant hill is apt.

Actress Rhea Seehorn confronts the hive mind in the new TV series Pluribus.

And we see the same theme in all those zombie stories of recent memory. The danger in these narratives isn’t violence or even death—it’s the total loss of personality and selfhood.

That may even be the defining fear of our current moment. Or, perhaps, of our impending future.


It can hardly be a coincidence that these series are so popular at the very moment that personhood is also under attack in society at large.

Consider this ominous anecdote from Steven Mintz, a history professor at the University of Texas at Austin:

I require substantial writing in my 400-person U.S. history survey course—but now I largely receive 400 variations on the same essay. The wording, structure, transitions, tone, even the closing sentences are largely identical.

This is eerily like the zombie-ish characters in Pluribus, who all say the exact same thing.

But in Mintz’s case, this is real behavior from real students. They have voluntarily abandoned their individual opinions and embraced the hive mind.

And the hive mind is available to all of them via Chat GPT.

Mintz believes that this represents the latest stage in the dehumanization of education. The only way to fix it is teaching “that foregrounds the human mind—its voice, doubt, curiosity, and interpretive labor.”

But the system now rebels against this. Even worse, many students prefer the comfort of the single hive-mind answer as constructed by AI. That’s scary. It suggests that humans are willing to abandon key aspects of their personhood—provided that the mindset of the ant in the anthill is comfortable and stress-free.

Just as in Pluribus, happiness is a life without individual responsibility. There is already a single correct answer to every problem—you just need to repeat it along with everybody else.

You can now live without thinking for yourself. And this is what we call progress.

Maybe that’s why I’m especially alarmed by Google’s decision to replace search results—which provide many different answers to your questions—with a single authoritative AI solution. In this strange turnabout, search engines don’t want you to search anymore.

This runs counter to everything we know about science and progress—which require rigorous debate between different viewpoints. The same is true of education. Or even democracy. The worldview of the anthill makes all those things impossible.

Google is not alone. All of the big web platforms are increasingly designed to keep the ants happy in their anthills. They consume the same short videos, which are presented in a way that promotes endless scrolling—and not independent thinking. And participants are rewarded for attracting followers.

The very word follower conveys a sense of degraded personhood. The user’s existence is celebrated not for its independence, but as subordinated to the influencer. In the hierarchy of social media, the influencer is the queen bee, everyone else is the (appropriately named) drone bee or worker bee.

The scary thing is not just that billionaires and huge corporations are promoting this but that people so willingly participate. Maybe that’s why the audience is so large for shows like Severance and Pluribus. The sci-fi scenarios feed directly into our fears of abandoning our selves in this depersonalized world.


Years ago, I studied personhood as a philosophy student at Oxford. Back then, it was an esoteric field of inquiry—and hardly a matter of concern for everyday life.

In those innocent days, most people believed that personhood was a simple concept—everybody was an individual with a specific and unique personality. That was so obvious that it was hardly worth debating.

There were a few exceptions, of course. Some people suffer from amnesia, or schizophrenia, or multiple personality disorder. But those are rare situations. Most people are stable entities—your Uncle Fred will still be your Uncle Fred next week, next month, and next year.

But philosophers love to disrupt these assumptions. David Hume did just that back in the 18th century. He shook up British philosophy by declaring that the human self did not exist. We weren’t stable persons, but just a “bundle or collection of different perceptions.”

I spent a fair amount of time reading through the relevant literature on this dispute. I thought that Hume (as usual) was just trying to be a spoil sport. He loved debunking familiar concepts (morality, causality, etc.). But it felt like a game to me.

In my world, Uncle Fred is always Uncle Fred.

David Hume
David Hume, the intellectual antecedent for the attack on personhood

So imagine my surprise when, over the course of decades, that attack on personhood in philosophy gained more and more momentum. Consider the case of Derek Parfit, one of the most peculiar thinkers of the last half century, whose intense antipathy to the notion of a stable self got embraced by academic elites. As a result, Parfit gradually rose to the level of superstardom in the intellectual world.

In the aftermath, the unstable personality went mainstream. It got legitimized. Just imagine the consequence. Or—more to the point—look around and see the consequences.

Personhood got undermined, even eradicated, from serious discourse (and social policy). Of course, it wasn’t just Parfit. The rise of Derrida, Lacan, and other postmodernists contributed to the assault on the enduring self. There was some resistance in a few academic backwaters, but the hip and fashionable view was now that Uncle Fred is never reliably Uncle Fred.


All this would hardly matter, if we lived in a society with strong democratic principles, robust notions of personal responsibility, and high standards of education. In that kind of world, personhood would still thrive, no matter what Parfit, Derrida, and others have to say.

But we don’t live in that kind of responsible world. Instead we got hit with a total collapse in all the institutions that nurture and support personhood. And it didn’t help that billionaires could make more money by turning us all into ants in their own digital anthills.

So we operate online behind avatars, keeping our real selves hidden from view—maybe even from ourselves. We socialize with other avatars, via texting and posting. At every step, real humans are replaced with digital simulacrums, even in our most intimate relationships.

With the final addition of AI, we now have lost the ability to know if actual people were involved in the making of any cultural artifact—a song, a movie, a book, a poem, etc. Even David Hume never dreamed of such a total eradication of personal responsibility and stability.

What can stop it?

I actually take some solace in TV series such as Pluribus and Severance. They show how anxious we are about this threat. At some deep level in our souls, we know that the destruction of our autonomy and selfhood is not a good thing.

It isn’t progress. It isn’t utopia. It isn’t liberation.

And that is the first step in escaping the ant hill. The next step is to bring others along with us.

This is why I keep talking about a New Romanticism (see here and here). That is our counter-offensive, and it’s already starting.


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A few months ago, I tried to describe what this means in real terms—and offered several predictions. Some of this is already coming true:

  1. Critics of runaway tech will get much angrier and more vocal. This is already starting, and nothing can prevent the momentum from building.

  2. The backlash will start forcing changes on a local level. Schools, for example, will impose prudent controls on AI, smartphones, social media, etc. Families will make changes in their own homes, without waiting for guidance from above.

  3. Businesses will be slower to change—like the factories that hired child laborers in the 1700s, they are obsessed with making as much money as possible. But a backlash will occur here too, promoted by customers, employees, and community members.

  4. Political intervention will happen later. Tech platforms have too much influence over politicians—so they will work to prevent regulation. But they won’t be able to stop it forever. Lawsuits and legislation are coming to force their hand, although we may need to wait 2-3 years before anything substantive happens.

  5. Meanwhile, attitudes and ideologies will evolve—and the various compassionate, humanist, and creative agendas will gain strength. This kind of culture shift takes time, and I expect this to play out over a ten-year period. But the whole tone of society will look and feel differently as power and prestige shifts from the technocracy to the creative class.

  6. Left and right will find—to their surprise—that they have much to agree on here. They will join hands in surprising ways to combat tech gone wild.

  7. As part of this, technology will start getting used in ways that benefit the creatives, not the tech elites. This is already happening in some spheres (Substack, Bandcamp, Patreon, etc.), but the next wave will reverse the entire hierarchy. Romanticist outsiders will wrest control from technocratic insiders.

That’s our pathway. And it will happen—because the other alternative is the ant hill. And that’s not a viable option.

This is the defining culture war of our time. And I will return to it again in the future—because this danger is simply too big too ignore.

Context plumbing

Context plumbing

Matt Webb coins the term context plumbing to describe the kind of engineering needed to feed agents the right context at the right time:

Context appears at disparate sources, by user activity or changes in the user’s environment: what they’re working on changes, emails appear, documents are edited, it’s no longer sunny outside, the available tools have been updated.

This context is not always where the AI runs (and the AI runs as closer as possible to the point of user intent).

So the job of making an agent run really well is to move the context to where it needs to be. [...]

So I’ve been thinking of AI system technical architecture as plumbing the sources and sinks of context.

Tags: definitions, matt-webb, ai, generative-ai, llms, ai-agents, context-engineering

Quoting Wikipedia content guideline

Large language models (LLMs) can be useful tools, but they are not good at creating entirely new Wikipedia articles. Large language models should not be used to generate new Wikipedia articles from scratch.

Wikipedia content guideline, promoted to a guideline on 24th November 2025

Tags: ai-ethics, slop, generative-ai, wikipedia, ai, llms

Another Talk With Martin Wolf

Too disrupted to set up an interview this week. But I did do another talk with Martin Wolf of the FT. Here’s the video; transcript below

TRANSCRIPT

Wolf Well, Paul. Hello. How are you?

Krugman I’m good. How are you, Martin?

Wolf I’m feeling pretty good. Let’s talk about where we are with our favourite villain, Donald Trump or President Trump, as he should be called. Now, we’re getting towards the end of a year, and I get the impression from reading your Substack that you’re feeling that things are going so badly, as it were. And the American people have really begun to notice this.

And maybe things aren’t quite as grim. At least they’re grim, but the grimness

implies maybe things will get better in the not incredibly distant future. So overall, how are you feeling?

Krugman Well, I’m less terrified than I was. I mean, if you’re... let’s be serious here.

What is clearly the agenda? I mean, this is not a normal presidency. This is not normal politics in the United States. What we have is a group of would be authoritarians trying to speedrun a transition into one party, non-democratic rule. It’s clear that the goal was to by - before anybody had a chance really to stand up to them to end US democracy more or less permanently. I mean, that’s not hyperbole. That’s just where we are. And the good news is, it does not seem to be going well, or at least it’s not going according to schedule. People like Orban in Hungary or Putin in his early years had broad public support during their extended takeovers. Trump’s support has cratered. If you had doubts about the polling, these elections in New Jersey and Virginia that we had early in November said, oh, no, the polling is right, if anything, it’s understating how much the public now loathes Donald Trump. Now, that’s not necessarily enough. There are still a lot of craven politicians and craven institutions. At least the momentum has slowed. Now, whether we can actually turn this around, ask me in a couple of years.

Wolf The big point you make there is one I’ve been completely convinced of for a very long time. In fact, even in 2016, I think I’ve noted before that I fear that if he were allowed to, that was exactly where Donald Trump was going to try and take the US, and of course, with him, most of the hope for liberal democracy in the world. And so I’ve been also very, very anxious. And I’ve been surprised, actually, how many of my friends who are also very concerned about the issue have been really remarkably complacent about it all. But on this, you and I agree completely. Now, let’s just step back and talk a little bit about what we’re going to be trying to do. This is going to be the second series with you, the Wolf-Krugman Exchange, as we called it, on our Economics Show, and we’re going to have four episodes running over the next four weeks. And we’ll be talking about what’s going on in the US, what’s going on in the world, and where all this might lead us after having experienced this first year, which we just touched upon. And we also, of course, particularly be focusing on the US economy. We’ll look at Maga Man. How much of the economics of male employment and male income driving support for Trump. And we’ll discuss, I think, how other countries are reacting to the United States’ rather unpredictable approach to economic policy and we might say foreign policy,

given the démarche that the US just gave to Ukraine on a deal which they seem to have negotiated entirely with Mr. Putin’s people. It’s a pretty weird story, even now, isn’t it?

Krugman Oh, everything is weird. And we’re in a situation where on diplomacy, we’re actually getting conflicting stories from different members of the administration about what the policy is, who wrote it. The initial leaked peace plan showed clear signs of having been translated directly from the Russian. The syntax was basically not that of a native English speaker. While stuff, you think about policy in terms there’s a process and who are the players and how does it work. But this appears to be no process. And there’s reason to believe that different actors, the vice-president, the Secretary of State,

are kind of independently trying to make foreign policy. And it’s not at all clear that Trump has any idea what’s going on. I mean, this is wild. World’s greatest nation, and here we are. We’re putting tinpot dictatorships to shame in terms of our disorganization.

Wolf I was just told by one of my colleagues, distinguished colleague, who was in America last week that every single Russian expert in the State Department has been sacked. So it’s not surprising. I’m assuming that’s correct. It’s not surprising that they look completely clueless and they have to take the texts given to them by the Russians.

Krugman Yeah, we could go on about that. I mean, this is, of course, the diplomacy. But as far as we can make out, things like healthcare, basically large parts of the Centres for Disease Control, National Institutes of Health, they’ve laid off anybody who knew anything. And so we have critical policy being made by people who really haven’t the faintest idea how any of this works. So I’ve been saying that we’re kind of ruled by sinister incompetents right now, and quite something.

Wolf One sort of has this terrifying nightmare that they’re actually going to start World War Three by accident.

Krugman Well, yeah. Pressing the wrong button. Well, there was this incident a while back where they accidentally laid off all the people who secure our nuclear weapons.

Wolf Yes, I remember that.

Krugman And then realised, oh, and then had a hard time getting them back because they had taken away their government emails.

Wolf Anyway, in our series we’ll talk about China too, which beyond the US, the rest of the world, Europe and so forth. But let’s kick off with something we often do on The Economics Show, where we put something on a scale from 1 to 10. So after a year of Trump, how healthy in one number scale 1 to 10, with one terrible and 10 everything is great, do you feel the US economy is now and perhaps also in comparison with where it was in January?

Krugman It’s clearly in worse shape than it was in January. And maybe it’s a five. Maybe, I mean, the normal indicators, unemployment rate, inflation rate are worse than they were in 2024. Unemployment is a few tenths of a percentage point higher. Inflation, which had been on a downward trajectory, is now up.

It’s not catastrophe. We’re not in a recession. But then there are weird shadows in the economy that make it, in some ways, considerably worse, probably in terms of how it’s experienced than these conventional numbers would say. And also huge risks, because it’s so much is being driven by highly speculative investments in AI.

Wolf When I thought about this question, I would have given them about a five too. So at a distance, I would agree. It isn’t a catastrophe, but it’s clearly of sliding down hill. And before we go on to that a little bit more, what would your number between 1 and 10

be for the state of American democracy at the moment?

Krugman Oh, I mean, we’re below that. We’re at a four or a three, but not a zero. I mean, and maybe be trending up. I mean, that’s... there just has been a lot more pushback. I mean, we certainly... things are happening on a routine basis now that were completely unthinkable. I mean, if your worst fantasy, did you imagine that masked government agents would be kidnapping people off the street? And that’s now a routine occurrence in our major cities. So, gosh, this is not a fully functioning democracy.

And we look enviously at places that know how to do democracy seriously, like Brazil,

and pretty humiliating for an American. Public pushback, a lot of institutions just folded,

but the public has not. And so they I think they’re not... I’m just vastly encouraged by the fact that we did have just gubernatorial elections, but they were blowouts for what is clearly a referendum on Trump, and if you look underneath it’s in some ways even better. It really does look as if the idea that there was a Maga coalition that was going to rule is not going to happen unless they basically use force and intimidation, which

is not out of the question.

Wolf I was just thinking about your comment about a country with a functioning democracy. I would also say a country with a functioning legal system, because they put Bolsonaro in prison. And the American president’s reaction to that was to whack a 50v per cent tariff on them for the cheek of putting somebody who was trying to overthrow an election into prison, which is obviously from his point of view,

a pretty horrible precedent. But it certainly gets the contrast. And it is, for somebody like me, always an Americanophile, absolutely horrifying.

Krugman Yeah, it’s absolutely horrifying. But then if you like some of those tariffs,

many of those tariffs on Brazil have just come off because American consumers are outraged about the price of coffee. And so that’s in a way telling you, we would love to see that there was a mass public uprising against the threat to democracy. And we did have something like seven million people march against Trump not very long ago. But what really is killing the Trump, the Maga drive to take over America is the price of groceries. My view had been that what has happened has very dire long-term consequences, but I wasn’t clear that there was going to be some crash, at least on the actions he’s taken so far. So what’s been happening to the economy hasn’t really surprised me.

I see protection of this kind as more likely to have longer term, medium to long-term effects than short term effects.

Wolf Have you been surprised in any way by what you describe as the number five economies, or is that more or less what you would have guessed?

Krugman I think I’m pretty much on record as saying that this idea that protectionism causes a recession is not really right. It’s not borne out by history. It’s not borne out actually by basic economic models. Tariffs degrade long-run efficiency. They hurt long-run performance.

Now, what was special and is visible in some of the numbers is the uncertainty.

It’s one thing if Trump had just sort of permanently imposed tariffs that were 1934 level,

I wouldn’t have said that would be recessionary at all, be a terrible thing for the long run, but not recessionary. But it was the uncertainty, the constantly changing tariffs that we seemed likely to have a chilling effect on business. How’s a business going to invest when it has no idea what the trade regime will be next month? You can see it a little bit more subtly in some of the numbers. But at the same time, unfortunately, history

doesn’t serve us controlled experiments where just one thing happens at a time. So we have simultaneously this radical break with 90 years of US trade policy, and at the same time, this vast boom in artificial intelligence.

And so most investment is kind of weak. Most businesses are not hiring. But on the other hand, they’re spending enormous amounts of money on data centres. And that in some ways has masked whatever the effects of Trump’s policies might be.

Wolf Now, you’ve written quite a bit recently, I think, about vibes. Is that to you a significant part of as why it’s not doing as well as you would expect, that it’s not something concrete is that despite this huge AI investment boom, but somehow the mood, if you look at confidence measures of various kinds, the Americans really do seem rather gloomy. Is that what you’re talking about?

Krugman Yes. Now, it’s not, by the way, we should say that consumer spending has not fallen as much, has not fallen a lot, despite the fact that people say that they’re quite unhappy with the economy. So in some sense, this is - if we look at what people do rather than what they say - it’s a little bit out of kilter.

But yeah, I mean, many people have made the analogy with the late ‘90s with, which was both the dotcoms, but even more important, the telecom investment boom, which ended in grief for a lot of companies. People were giddy. The ordinary person was feeling that they were part of this great adventure of prosperity. Now, it didn’t last, but they... and there’s been none of that now. There’s nobody out there who is thinking,

well, Nvidia is doing well and that means that anybody can make it. That’s not how it’s playing now. Consumer sentiment is at its lowest point ever. It’s lower than it was in the aftermath of the 2008 financial crisis. It’s lower than it was in 1980 when we had 14 per cent inflation. People are really, really down on the economy.

And it’s interesting because they’ve remained... I had thought that Trump might be getting better ratings on the economy than Biden did. But in fact, the vibecession has, if anything, intensified.

Wolf So why do you think that is? What’s going on here? I was just thinking, as you were talking, that I recognise this contrast with the late ‘90s. Well, I think the overall economy

seemed to be doing better. Was part of it with the dotcom bubble, everybody felt they could get in on it. But here what we’re seeing is booming expenditure by a really small number of gigantic companies, which is quite different from the players in that they

are real businesses. There’s no doubt about that. But they looked like a bunch of incredibly powerful oligopolists. And that doesn’t really excite ordinary Americans because it doesn’t really have anything to do with them.

Krugman Yeah. I mean, the dotcom stuff was sometimes silly, often silly. And people even kind of recognised the silliness. But it was kind of nice, I mean, a feeling

that there were opportunities. Everybody, I think everybody understood that some of these things were really not going to work.

And now, yeah, it’s the same. I mean, having Google and Mark Zuckerberg leading the charge into the future does not give you a lot of confidence that the future is going to be very good for the common man.

Wolf I just wrote a column last week on Mark Zuckerberg’s business, in which I pointed out that there’s a recent very detailed and I think, well-researched report by Reuters, which indicates that about 10 per cent of their profits come from advertising for scams. Well, I think that’s sort of filtering through to people, isn’t it? I mean, this is a bit of a deviation, but isn’t there some sort of awareness that some of these businesses aren’t really quite the businesses we want to be so big and powerful.Is that actually - is that part of the vibe, before we go back to the economics?

Krugman Yes, I think it is. And I think people do have a sense, first of all, that these businesses are very heavily built on scams, on basically hacking your brain to indulging

and encouraging your worst instincts. Not a day goes by without some horror story about ChatGPT encouraging people to do something stupid or self-destructive. And if we have a government that clearly, basically is a government of by, and for predators,

that’s in ways that... including ways that I probably, we won’t get into. And that does filter through. Everybody has a kind of sick feeling about where we are right now.

Wolf Do you think that one of the factors here, which you’ve written a lot about and it seems to me very important for the American, ordinary American sense of themselves, is that this government administration is so blatantly corrupt and so obviously in bed with a very small number of immensely wealthy plutocrats, and to a degree, which of course, this was the famous story, back in the beginning of the last century, the great Gilded Age period. But this seems in practise to be more egregious. Is this part of the vibe Americans are having? Is that part of what they’re reacting against?

Krugman Well, it’s very hard to pin that down. And I suspect that fewer people than you think are really aware of that. One of the things we’ve learned, and I’m following the political scientists and poll analysts and so on, is that it’s very difficult for people like you and me who are immersed in this stuff, to appreciate how tangential much of the news is to ordinary people. And I’m not sure, even if you did a poll and you asked, are you aware of that Musk gets a lot, Elon Musk gets a lot of his money from government contracts. I would guess that many people are not. But I think there is a general sense that it’s unfair.

Inequality doesn’t actually have as much traction politically as you might expect, but unfairness does. And the sense of that we’re in a regime of unfairness everywhere

really does.

Wolf Now, we’ve been reading a lot over here about this affordability idea, and that is obviously what Mr Mamdani campaigned on in New York. And he only won a pretty spectacular victory and an encomium from Donald Trump, which I must say, must be one of the most surprising meetings I’ve ever seen in my fairly lengthy life. Is he onto something here that somehow this links, perhaps with their feeling about what happened with the inflation under Joe Biden, that there are really important things that have become unaffordable for ordinary people. You’ve written about housing, rental rents and so forth. How live is that really is an issue? And do you think it will last?

Krugman We had a bout of inflation really from 2021 to 2023. It really was a one-time step jump in prices. People are upset about the jump in the level of prices, especially because we’d had three plus decades of very low inflation before it.

Wolf They expected 2 per cent a year, so 6 per cent over three years, and they got roughly 20. And that, sort of they say, we got cheated.

Krugman Yeah. Wages went up a lot and contrary to what many people believe, wages rose more towards the bottom of the wage distribution. So we actually had an equalisation. So ordinary struggling, struggling families on the whole were better off in terms of purchasing power. But it’s a natural thing. You feel that you earned your wage increase and then it was snatched away by inflation. So that’s a big part of it.

Also, the Consumer Price Index is honest. It’s based on a lot of hard thinking about how to measure the cost of living. But it may be missing some things. It doesn’t really take account of interest costs. It doesn’t take account of, particularly the housing is one of those things where prices really have outpaced earnings. And so the sense that my father was able to buy a house and I can’t, that is not wrong. Wages have risen more than grocery prices over the last five years or so, but wages have not risen more than housing prices.

And so there’s some real affordability stuff.

Wolf But doesn’t this imply that Mr Mamdani is not going to be able to do much about affordability, but then neither is Mr Trump given that the tariffs presumably the price effects of the tariffs, as I see it, are still coming through because a lot of the price effect was clearly absorbed by business. But it’s not going to be absorbed forever, is it?

Krugman That’s right. Although one quirk is that it’s turned out that the effective tariffs are not as high as the posted tariffs. And part of the reason there is it’s not really

we think a lot of illegal tariff evasion. But there were a lot of things that businesses

could do to avoid paying tariffs that weren’t worth doing when we had 2 per cent tariffs and are worth doing when we have 17 per cent tariffs. But the pass through. Yeah we’ve probably seen something like half of the eventual price impact of tariffs on consumer prices. And the rest is working its way through the pipeline.

Part of the reason that the rage over affordability has persisted, I think that might

have started to fade if we’d had some kind of continuity. Except Trump ran a campaign all about, I am going to bring prices down. I’m going to cut the price of energy in half. I’m going to make your groceries much cheaper, and then obviously hasn’t delivered on that and hasn’t even made an effort to deliver on that. And people feel betrayed, which is coming back to where we started. I’m glad that people feel betrayed. This is important.

Wolf Well, obviously, he works on the assumption that the promises I made have nothing to do with what happened six months later. People shouldn’t hold me to account for something I said six months earlier. That’s just unfair.

Krugman Yeah. I mean, this is Trump’s whole modus operandi is that he - a promise from Trump is a suggestion at best. But that kind of works when you’re dealing with, I don’t know, university presidents. But it doesn’t work when you’re dealing with the American public.

Wolf Just one final thing on the tariffs. We’ve got this really rather important case in front of the Supreme Court on whether what he’s done is legal. And my own reading of American trade law, and I know a few experts, is that it isn’t. My confidence that the Supreme Court will decide that it’s illegal isn’t very great, given some of the other things they’ve decided. What do you think the Supreme Court’s going to do?

Krugman My guess is that this may be a step too far, even for this Supreme Court.

The president can do some special things to deal with economic emergencies.

But when Trump imposes tariffs on Brazil because they have the temerity to try Bolsonaro, I don’t think fits the definition of an economic emergency. And two lower courts have already ruled that the tariffs are, in fact, illegal.

The prediction markets say that there is only a 26 per cent chance, as of this morning,

that the court will uphold Trump’s tariffs, which looks about right to me. And this is about 70 per cent of the tariffs would be voided.

Wolf Can he get around that? Can he ignore it?

Krugman Well, just blatantly ignoring it I think does become a problem. I mean, if this is an issue that applies much more to things like members of the military. But if you’re a Customs and Border Patrol agent and you collect a tariff that the Supreme Court has ruled illegal, I think that you are personally liable. You have yourself broken the law.

Wolf He couldn’t pretend that quote unquote, ‘breaking the law is an official act,’ which the Trump waged the Supreme Court, in an earlier judgement decided was actually completely kosher.

Krugman Yeah, well, there are other routes around. The president has a lot of leeway

to impose tariffs to protect national security — Section 232. And Trump has been doing that quite a lot, so not all of it is under this Emergency Powers Act. But there too, I would imagine that the potential legal challenges are huge. I mean, he’s imposed national security tariffs on bathroom vanities because God help us if we get into an international conflict and we depend on China for our bathroom vanities.

On any reasonable standard, almost everything he’s done on trade is illegal. But we do not live in an age of reasonable standards.

So it could be possibly a very important judgement.

Wolf Yes, it could be. Because if they do come out against him, that’s an important loss on what is after all, for him and for the world his signature policy.

Krugman Yeah. And it’s humiliating if the court rules that his signature policy is illegal and I think we’re less certain, but it does look hard to see how you can rule that the tariffs were illegal and avoid giving the money back.

Wolf So quite a scene. So let’s talk about the labour market. Is what’s going on there a significant factor for this vibe session, as it were, more than that, sort of anxiety about prospects for jobs?

Krugman We have not yet had mass layoffs. We’ve not yet seen large job losses.

But what we have seen... Not a lot of hiring. ..very low hiring. It’s a frozen labour market, probably, at least in part because of tariffs and general uncertainty. But businesses are not hiring. They’re not firing a lot either. If you’re in your job, then you’re reasonably secure.

But should you lose your job, or if you’re a young person entering the market for the first time, it’s actually very grim. Overall, unemployment isn’t up very much, but long-term unemployment is because once you’ve lost a job, it’s very hard to find another one. And this does reflect back even on people who have jobs.. It’s frightening. If you lose a job, you’ve had it. And I better not get sassy with my boss because if I’m laid off, then I’m in big trouble. And so this does colour people’s people’s perceptions. Also, it’s a tragedy. I mean, what happens if young people starting their careers enter into a weak labour market and have a hard time finding a job? How long does it take them to recover from that bad start? And the basic answer is forever. If the labour market is poor when you’re starting out, you are put permanently down. You never get as far up the ladder as you would have otherwise. And so this is a big deal.

Wolf I think this actually is what we’re seeing in Britain, have been seeing. We have had a really rather weak labour market in exactly this sense, even compared to our European peers. I’m not talking about America over the last... since the pandemic. And I think it’s become a very deep source of anxiety for young people, percolates through to their parents because they’re concerned about them, too. And I think it’s a big source of worry. So I think, and I think it’s considerably worse than in the US, from what little I know, so in this area. So I recognise this concern. But so what’s causing it? It would suggest that the employers are being very cautious. They don’t want to hire because they don’t what’s going to happen next. But it also would suggest that basically underlying demand is quite weak. And that seems to justify the Fed to cut rates.

And some people on the Fed are saying they should. At the same time, well, inflation is pretty damn sticky.

So how do you read that if you were sitting on the Fed board, what do you think they should be doing?

Krugman Glad I’m not sitting on the Fed board.

Wolf Yeah, I agree.

Krugman I actually know people who go around muttering dual mandate, dual mandate because it’s really hard, because of the employment...

Wolf I know quite a few too. And I think it’s a very tough job at the moment.

Krugman And by the way, if it’s weak demand, you would expect more layoffs. It might be weak demand, but it might be also just this freezing effect of uncertainty and possibly, possibly AI. There’s at least some straws in the wind that suggest that early business applications of AI are reducing hiring, or particularly of college graduates, or simply that companies are kind of waiting for AI. That if you’re Amazon, you’re hoping to replace a lot of your workers with robots a year or two down the pike. You might not want to hire a lot of people now. So, it’s a little bit of a mystery. I’ve never seen anything like it. We normally have a pretty one-to-one relationship between the unemployment rate and hiring rates, and this situation of not especially high unemployment

but very weak hiring is really quite novel.

Wolf That could be, of course, as you say, the uncertainty. That could be tariff generated or tariff policy generated. And is the sticky inflation, despite what seems not a very strong economy, also related to that?

Krugman No, I mean, my guess, if anything, the inflation maybe actually you could say that the tariff uncertainty has limited, has slowed the pass through of tariffs into consumer prices. Raising prices does piss off your customers, to use the technical term. And if you think the tariffs might go away, I mean if you think that sometime in the next few weeks the Supreme Court might rule that all those tariffs that are making your products expensive may disappear in a puff of smoke, then you may choose to eat the tariffs until that’s resolved. As I said, you’re thinking about being a Fed - Federal Open Market Committee member and you say, so what is happening to the economy? And the answer is God knows. How do you make an interest rate call in that situation?

Wolf So let’s look at the other area of really big uncertainty. You just mentioned AI’s impact on the jobs market. I suppose that would suggest that productivity is improving. It might be... if that’s... they’re doing more with fewer workers. That might suggest inflation could fall, should be falling. Separate the two effects of the AI. Just say a little bit more about where you are now, we discussed it in the previous series, on this issue of is there going to be a jobageddon, as it were, as a result of AI. Are we going to suddenly start seeing really dramatic affects on the employment of relatively

educated young workers, which I’ve always thought would be a nightmare politically for all our societies.

If you can’t give these people good prospects, well, these are the people who start revolutions. They did that, young unemployed people who have got educated degrees and so forth, that’s how all the 1848 revolutions started. So this is a big deal politically.

Is this what we might be seeing?

Krugman It’s possible. I mean, so far again, it’s all pretty modest as far as we can tell. It is so difficult to interpret the various studies. Most businesses report that they have not actually succeeded in making productive use of AI, but some have. And then there’s some... it’s all over the place. And there’s also this weird thing, which is that a number of businesses are telling their employees must use AI and when they can’t actually figure out what good it does them. So we’re in this kind of liminal space where it’s all potential and hype. And maybe, I mean, what it can do is... it used to be that there were lots of things that were simple, common sense things that we just couldn’t do, like recognise the same object seen from different angles. And all of a sudden, all of that is a solved problem. Translation by computer was a joke, and all of a sudden it becomes actually pretty damn good. So there’s no question this is a powerful, productive technology, but we don’t know yet. And then, of course, I guess there’s a short run macroeconomic impact, which is that this is driving a lot of business investment and it’s driving the stock market. And quite possible, as was the case in the late ‘90s, that you have a genuine, productive, important technology and everybody who invests heavily in it loses their shirt.

Wolf Let’s come to that because that’s the other aspect of it. So there are two aspects of this. One, the stock market is incredibly buoyant because of this or has been and maybe it’s filtering over into some other speculative bubbles. I think you just wrote about Bitcoin. That may also be related to the deregulation going on, the encouragement of cryptocurrencies more broadly. And that may be really separate from AI, but it’s noticeable.

So there must be a wealth effect, I mean, at least among relatively well-off people, because stocks of these major companies have gone through the moon. And second, associated with that, there’s a huge investment boom, which this is funding.

The stock market must be funding to some degree. Now, if it turns out that the investment doesn’t really get a decent return, which is perfectly plausible given that we don’t see business models, then two things will happen. The stock prices will fall and the investment will fall, decline, weaken dramatically, and they will have all this stuff which will have been built, data centres and so forth, but it really will be very low return, though perhaps quite useful in some way. But this is bad for the future of the economy and the administration, with the budget and so forth, we’ve shot the macroeconomic bolts, except for the monetary policy ones.

And then there is a concern out there that actually they’re beginning to borrow more. It’s not all funded out of profits.

There are marginal companies borrowing a lot. There is a lot going on in private credit,

which we don’t really understand. And there are financial risks. So what’s the downside here?

Krugman How bad could it get? I don’t have any real reading on this, but there are these negative stories you can tell about where we are. Yeah, a lot of talk about the circular financing of the AI related companies are all kind of taking in each other’s washing, making the bottom lines look artificially good. Well, they is a circularity. They are borrowing. A year ago, you can say, well, this AI boom is being financed out of retained earnings. And so yeah, Meta may lose a lot of money but who cares? But now there’s a lot of borrowing. And markets are taking note. Oracle, credit default swaps, I feel young again. It’s like going back to 2008.

But the credit default swaps on Oracle have just blown out, suggesting that people do think there’s a significant risk that one of the big players here might end up defaulting on some of the debt that it’s taken on. Financial stability is always a game of whack-a-mole. You’re always trying to knock down financial risks. And you’re often at risk of fighting the last war.

So we dealt with a lot of the old shadow banking stuff, but now we have private credit that creates a whole new set of risks that are at some level, at a metaphysical level, similar to the old shadow banking stuff.

I don’t think we’re at the edge of another financial crisis, but then to be honest, I didn’t think that in 2007 either.

Wolf Well, I didn’t then, but I was more worried than I am now, because I tend to think this is narrower, and I think it’s not related to housing, which is a classic asset class to create problems. We saw that all over Europe, and the big companies involved in this are in cash flow and profit terms, basically about as solid as a company can possibly be. Microsoft, Google, Meta, these are pretty solid companies. So if you succeed in getting a colossal financial crisis out of this, I think that would be quite a major achievement.

Krugman The financial crisis is not high on my list of things to worry about. But then again, our track record, the IMF once did a systematic study of how successful economists are at predicting recessions. And the answer is a zero success rate.

So...

Wolf Well, that is slight. What does worry me is that when this happens, it could well be under another Fed chair. And that might not be a very sensible person. And I think on the whole, he made a few mistakes, Jay’s been a pretty sensible person and by and large, actually over the last 20, 25, 30 years, you’ve had pretty sensible Fed chairs. And that might not be true a year from now. And that could make a big difference.

The Fed chair really matters if there’s problems.

Krugman Yeah. Without getting into the individuals, but the people on the short list range from somewhat weak to absolutely horrifying.

Now, one saving grace to some extent is that the Fed chair is not a chief executive who

can just make the decisions on monetary policy. It’s a committee. And the committee seems likely to remain sensible, at least for a couple of years.

So you’re saying that these investments will leave us with useful stuff. That’s one of the things that’s unclear. When the ‘90s investments, you ended up with a lot of fibre

optic cable in the ground that didn’t get used right away but was eventually useful. But the data centres probably depreciate quite fast. And so in some ways, this is more like the companies that got over their skids on shale, which turned out... it’s turned out that shale wells depreciate much faster than conventional oil and gas wells. And so we might have a bubble, a big waste of resources that is really lost. We may be just burning up real resources on stuff that won’t get used, especially if they’re kind of taking the wrong approach. One of the things that we’re worrying about now is that the Chinese have been focusing on smaller models that are less comprehensive, that apparently can achieve about 90 per cent of the effectiveness of the big models at far lower cost. Aside from the inherent questions about AI, there’s also the question of are we doing AI wrong? That is, I think, a really interesting possibility.

Wolf And that would certainly justify a pretty big collapse in stock prices and investment. I’ve just been to China, and they certainly do feel that they’ve got a more sensible approach. And when you look at the amounts being spent on these data centres and the dubious benefits in terms of improvements at the margin, you can ask that question. The Chinese have to make do, do more with less. And often in history, that’s turned out to be a pretty good approach, hasn’t it? Let’s put this all together.

People aren’t very happy about the economy. You’ve still got the Epstein files.

They certainly seem to be an amazingly hot topic. Trump’s approval is remarkably low.

So coming back to where we started, could we begin to feel that not only are we past peak Trump, but that we should really begin to feel that the American system will be able to get through this?

Krugman And I’m not sure. But what might be the case, it seems to me, that in order to maintain power, obviously they will be terrified of losing power, they’re going to have to do some really egregious things, like putting the army or National Guard or both into places when important votes happen, like the midterms, in order to discourage people from voting. It would be so obvious that this is a coup attempt and they might not get away with it.

Wolf So I’m beginning to feel maybe this will work out. How optimistic are you of that?

I mean, I thought of it, it was 2 to 1 on at this stage about 10 months ago, eight months ago, that Trump would get away with it and he would create a dictatorship. But now, I’m beginning to think it’s less than evens.

Krugman My view is that it’s more likely than not that the autogolpe, the self-coup will fail, that Trump and company will not succeed in installing permanent autocratic rule in America. It tells you something about where we are that believing that they probably won’t do that makes me optimistic. So no, it’s still very scary, but it’s really looking like they may not be able to pull this off. Now, that doesn’t mean that we’ve gotten through it safely, even if we have, even if that’s how it works out. For one thing, an enormous amount of damage has been done. Of course, to America and to the world. To us, to the world. I mean, the United States was the essential country and we are now completely unreliable. Nobody will trust America for decades, even if it ends. And then there’s this longer term question.

Even if we get through, and we end up with a Democratic Congress next year, and then we end up with a Democratic president in 2028, winning every election is not a reliable strategy for safeguarding democracy. So the fact that just on the political side, if we don’t end up not just holding back this bum’s rush from Maga but if we don’t end up having a truth and reconciliation commission of some kind, some accountability for all of this, then we’re still in very, very bad shape.

Wolf The thing that particularly worries me, and I follow this very closely, and perhaps it’s partly because of my family background, but - my history of my family is refugees from Hitler - there seems a remarkable amount, I mean, astounding amount of genuine, clear fascism, even Nazism, circulating around on the extreme right. And even three or four years ago, I wasn’t aware of that. And it’s possible if the Republicans are in opposition, that’s where they’re going to go. These people only have to win once and you really have a problem.

Krugman It remains very, very scary, I think. But I certainly will feel better if the...

it looks as though they haven’t pulled this one off. Yeah. Put one foot in front of the other.

If we ask, what can we do to guarantee the survival of American democracy? The answer is no guarantees.

Wolf I’m writing a piece on that as a new chapter for my book, and it’s a very, very good question. So in next week’s episode, we’re going to talk about the economics of Maga men. And it is Maga Man, to a significant extent, isn’t it, and more generally, the manosphere or whatever you call it. On the other hand, well, what does the newly elected New York Mayor Zohran Mamdani tell us? What does that mean about the future of the Democrats?

And look at it from the economic point of view. And meanwhile, I think it’s your turn to tell us about your cultural coda.

Krugman Actually, the one that captured my mood most correctly is some old Pink Floyd, The Great Gig In the Sky where the lyrics consist of nothing but an extended, wordless scream. That’s kind of where I am in my view of the world right now.

Wolf So when I was asked to do this, I found it, I think, much more difficult than you do. But as I said before, I’m a sort of opera person. And I was thinking about the best things about tyranny, which has after all been the theme. Last time I think I had Fidelio from Beethoven. This one is even more direct. It’s from Puccini’s Tosca, which is about the evil ways of an Italian police boss who’s really a gangster called Scarpia.

And the song is by Tosca, who’s the heroine, whose lover has been tortured and she sings this absolutely magnificent song, Vissi d’Arte. I lived for art. I was a peaceful, loving, decent and honourable human being.Why, God, have you inflicted this upon me? Well, all I can say is our cultural references are not very much like what you expect from a couple of economists, but here we are. Well, yeah, you have to remember,

even economists are human beings sometimes.

Krugman Some of us.

Wolf And that’s it for the Wolf-Krugman Exchange on The Economic Show for this week, and we’ll be back here at the same time next week.

Transporter-15 rideshare mission launches 140 payloads

Transporter-15

A Falcon 9 launched 140 payloads on its latest dedicated rideshare mission Nov. 28, ranging from European government spacecraft to a private astronomy satellite.

The post Transporter-15 rideshare mission launches 140 payloads appeared first on SpaceNews.

Baikonur pad damaged in Soyuz launch to ISS

Soyuz MS-28 launch

The Baiknour pad used for the launch of the latest crew to the ISS has sustained damage, raising questions about its ability to support upcoming missions to the station.

The post Baikonur pad damaged in Soyuz launch to ISS appeared first on SpaceNews.

Festivitas — Now for iOS, Thanks to Widgets

Last year developer Simon Støvring launched a fun new app for the Mac called Festivitas, which let you decorate your menu bar and Dock with animated holiday lights and falling snow. This year he’s added an iOS version for iPhone and iPad that lets you create widgets to decorate your home screens with holidays lights and festive photo frames. Pure fun.

See also: Jason Snell on using Festivitas’s Shortcuts support to create an automation that gives a 10 percent chance of snow every 20 minutes. Støvring’s own Shortcuts examples (available in the app’s Settings window) include things like turning on the lights when music starts playing. With support for Shortcuts, users can create their own fun.

 ★ 

‘A Critter Carol’ — Apple’s 2025 Holiday Short Film

Delightful, and there’s an equally delightful behind-the-scenes video.

 ★ 

Saturday 29 November 1662

Before I went to the office my wife’s brother did come to us, and we did instruct him to go to Gosnell’s and to see what the true matter is of her not coming, and whether she do intend to come or no, and so I to the office; and this morning come Sir G. Carteret to us (being the first time we have seen him since his coming from France): he tells us, that the silver which he received for Dunkirk did weigh 120,000 weight.

Here all the morning upon business, and at noon (not going home to dinner, though word was brought me that Will. Joyce was there, whom I had not seen at my house nor any where else these three or four months) with Mr. Coventry by his coach as far as Fleet Street, and there stepped into Madam Turner’s, where was told I should find my cozen Roger Pepys, and with him to the Temple, but not having time to do anything I went towards my Lord Sandwich’s. (In my way went into Captn. Cuttance’s coach, and with him to my Lord’s.) But the company not being ready I did slip down to Wilkinson’s, and having not eat any thing to-day did eat a mutton pie and drank, and so to my Lord’s, where my Lord and Mr. Coventry, Sir Wm. Darcy, one Mr. Parham (a very knowing and well-spoken man in this business), with several others, did meet about stating the business of the fishery, and the manner of the King’s giving of this 200l. to every man that shall set out a new-made English Busse by the middle of June next. In which business we had many fine pretty discourses; and I did here see the great pleasure to be had in discoursing of publique matters with men that are particularly acquainted with this or that business. Having come to some issue, wherein a motion of mine was well received, about sending these invitations from the King to all the fishing-ports in general, with limiting so many Busses to this, and that port, before we know the readiness of subscribers, we parted, and I walked home all the way, and having wrote a letter full of business to my father, in my way calling upon my cozen Turner and Mr. Calthrop at the Temple, for their consent to be my arbitrators, which they are willing to. My wife and I to bed pretty pleasant, for that her brother brings word that Gosnell, which my wife and I in discourse do pleasantly call our Marmotte, will certainly come next week without fail, which God grant may be for the best.

Read the annotations

Links 11/29/25

Links for you. Science:

ByHeart’s ‘bizarre’ response to infant botulism outbreak worries food safety experts
As funding falters, young brain scientists rethink careers in research
Strain of bird flu virus never before reported in people is behind first human case in U.S. in nine months
Ethiopia confirms first outbreak of Marburg virus
Rare parrots return to Atlantic Forest fragment after decades of silence
As shutdown ends, dubious CDC panel gets back to dismantling vaccine schedule

Other:

The War on Professionalism and Professional Competence
Is Gen Z “utterly screwed”? The big myth about zoomers’ economic condition.
Republican push to make U.S. census surveys voluntary alarms statisticians
Trump DHS Plans Immigration Raids on Churches Over Holidays
Racists are now openly targeting Indian Americans
Inside the war tearing the Heritage Foundation and the American right apart
Perceptions of Crime Are Shifting
The Plutocrats Who Cried “Commie”
Contractor Paying Random People $300 to Physically Track Immigrants for ICE
Trump Is Turning the Screws on Vets So the Rich Can Get Richer
GOP rocked by Nazi scandal
Lee Cataluna: Donald Trump’s Big Shibai
US relies heavily on China, other nations for antibiotics
A public broadcaster’s path after losing U.S. funds: Youth sports and less local news
We’ve Got the Epstein Story All Wrong
The MAGA Crackup Might Finally Be Here
Donald Trump Snaps at Female Reporter Who Asks About Epstein Files: ‘Quiet Piggy’
Part 1: How I Found Out
Why We Should Banish Larry Summers From Public Life (from 2009)
Homeland Security Missions Falter Amid Focus on Deportations
Solidarity
AI industry-backed super PAC targets New York Democrat in opening shot of midterms
Repeat Trips To The Appalachian Trail
We Are Not Amused. The Olivia Nuzzi Return is a Disgrace
IRS Accessed Massive Database of Americans Flights Without a Warrant
Inside the GOP’s Assault on Youth Voting Rights
Kash Patel’s girlfriend is cashing in—on your taxpayer dollars
How young Zohran Mamdani voters persuaded their parents to get on board
You just can’t keep a good Nazi down in Trump’s America
Department of Employment Services Manager Fired After She Alleged Sexual Discrimination and Retaliation
Denmark’s drive to conscript teenage girls: ‘We’re pretty scared’
America’s invasion of Mexico: Digital nomads are tearing neighbourhoods apart

Real Estate Newsletter Articles this Week: Case-Shiller House Prices Up 1.3% year-over-year in September

At the Calculated Risk Real Estate Newsletter this week:

Case-Shiller House Prices IndicesClick on graph for larger image.

Case-Shiller: National House Price Index Up 1.3% year-over-year in September

FHFA Announces Baseline Conforming Loan Limit Will Increase to $832,750 in 2026

Fannie Mae Multi-Family Delinquency Rate Highest Since Housing Bust (ex-pandemic)

Freddie Mac House Price Index Up 1.0% Year-over-Year in October

Every Housing Down Cycle is "unhappy in its own way"

This is usually published 4 to 6 times a week and provides more in-depth analysis of the housing market.

Does drug interdiction work?

From GPT 5.1 Pro:

“In the economic literature, the dominant story is:

  • Prohibition and enforcement do make illegal drugs much more expensive than they would be in a legal market.

  • But marginal increases in interdiction (seizing shipments, crop eradication, etc.), especially in the Andes, have not produced sustained higher prices or lower quantities in consumer markets.

  • Instead, retail, purity‑adjusted prices for cocaine and heroin show large long‑run declines (1980s–2000s) and then roughly flat or drifting patterns at historically low levels, while global production and consumption reach record highs. Reuters+4whitehouse.gov+4whitehouse.gov+4

So between your two stylized options—“successfully limit quantity and raise prices” vs. “long‑run steady decline in prices”—the long‑run price data look a lot more like the second story, with only temporary interruptions from big interdiction pushes.”

There is much more at the link.  Blowing up a few boats is not going to change that logic.

The post Does drug interdiction work? appeared first on Marginal REVOLUTION.

       

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Saturday assorted links

1. Rising tensions between Ethiopia and Eritrea.

2. On Nucleus Genomics.

3. Dog diversity comes early in the history of dog domestication, and is connected also to the trade in canines.

4. Review of Sanna Marin.

5. Why did the Harappans decline?

6. Quebec moves against various public displays of religion.

The post Saturday assorted links appeared first on Marginal REVOLUTION.

       

Comments

 

Gift to deceased donor family (generous ex-post, but illegal ex-ante)

 What is generous ex-post but illegal ex-ante?

Cleveland.com has the story: 

Bernie Kosar gives large check to donor’s family days after life-saving liver transplant   By  Molly Walsh

"CLEVELAND, Ohio — Former Browns quarterback Bernie Kosar marked Thanksgiving by donating $25,000 to the family of the organ donor who saved his life, just days after he was discharged from University Hospitals following a successful liver transplant." 

Lego Set Checklist

If you have too much Lego, then you might want to sell some of it so it can go to a better home. But if you have it all jumbled up in some massive boxes, then you’ve got a long few days ahead of you. By you, I mean my children.

To make this a tiny bit easier, I got Claude (through Cursor) to make a thing to keep track of which pieces we’ve found. Maybe it’ll be useful for you too. Stick in a set number, and it’ll make a checklist of pieces for you. The state is persisted client side, so it’ll survive browser refreshes.

Lego Set Checklist

This took no more than 15 mins to build, with most of the time spent adjusting the UI. I've not even looked at the code. Maybe it's a dumpster fire, I don't really care. It took another 15 minutes to remember how to log in to Netlify and how to set up a DNS record and SSL certificate. Bosh.

Anyway, that’s this year’s blog post done.

Schedule for Week of November 30, 2025

Special Note: There is still uncertainty on when some economic reports will be released. The employment report for November will NOT be released this week.  Items listed in RED have not been announced and will likely not be released this week.

The key reports this week are the November ISM manufacturing index and November vehicle sales.

----- Monday, December 1st -----

10:00 AM: ISM Manufacturing Index for November.  The consensus is for 48.6%, down from 48.7%.

10:00 AM: Construction Spending for October. 

8:00 PM: Speech, Fed Chair Jerome Powell, Brief Remarks and Panel Discussion with Michael Boskin and Condoleezza Rice on George Shultz and his Economic Policy Contributions At the Hoover Institution’s George P. Shultz Memorial Lecture Series: George Shultz and Economic Policy, Stanford, Calif.

----- Tuesday, December 2nd -----

Vehicle SalesTAll day: Light vehicle sales for November.

The consensus is for 15.4 million SAAR in November, up from 15.3 million SAAR in October (Seasonally Adjusted Annual Rate).

This graph shows light vehicle sales since the BEA started keeping data in 1967. 

The dashed line is the current sales rate.

----- Wednesday, December 3rd -----

7:00 AM ET: The Mortgage Bankers Association (MBA) will release the results for the mortgage purchase applications index.

8:15 AM: The ADP Employment Report for November. This report is for private payrolls only (no government).  The consensus is for 20,000 jobs added, down from 42,000 in October.

Industrial Production9:15 AM: The Fed will release Industrial Production and Capacity Utilization for October.

This graph shows industrial production since 1967.

The consensus is for no change in Industrial Production, and for Capacity Utilization to decrease to 77.3%.

10:00 AM: the ISM Services Index for November.  The consensus is for 52.1, down from 52.4.

----- Thursday, December 4th -----

8:30 AM: The initial weekly unemployment claims report will be released.  The consensus is for 218,000, up from 216,000 last week.

----- Friday, December 5th -----

10:00 AM: Personal Income and Outlays for September. The consensus is for a 0.4% increase in personal income, and for a 0.4% increase in personal spending. And for the Core PCE price index to increase 0.2% (up 2.9% YoY).

10:00 AM: University of Michigan's Consumer sentiment index (Preliminary for December).

Be Slightly Monstrous

Welcome back. This has been the longest break from personal writing I’ve taken in nearly 20 years, not counting a few pieces of writing for various work things. During previous Substack breaks, I still had my old ribbonfarm blog going, so those were slowdowns rather than true breaks.

I did a spot of creative cross-training over my 2-month break, making what I have decided to call Bucket Art paintings on my iPad, named for the icon typically used to represent the fill tool in digital painting programs. I just made a gallery page featuring my 39 pieces so far, plus a brief explanation. Here is one of my favorite pieces, Waterfall 5.

The eventual goal is to train a model on these hand-made images. I say hand-made only to indicate that no AI was used, but it’s really half-algorithmic, since the fill and other tools I use are based on simple non-AI algorithms.


The Contraptions Book Club is wrapping up the November read: 1493: Uncovering the New World Columbus Created by Charles C. Mann. Chat thread.

In December, we’ll round out the year with Thomas More’s Utopia, which should be a nice capstone read for our year delving into the 1200-1600 period.


Making bucket art is part of a larger project I have been pursuing this year to become slightly monstrous.

Be Slightly Monstrous is my new motto, replacing Be Slightly Evil, which served me well for 15 years (the eponymous email newsletter that ran 2010-13 resulted in an ebook).

What’s monstrous about bucket art? Mainly that it’s me trying to learn to “see like an AI.” To quote myself from the gallery page:

…Another goal was to try and “see like an image generator” using low-level kernels of the sort used by AI image generators, such as diffusion and stochastic field primitives. I plan to use these images to train an image generator and see if it picks up on the underlying protocol.

Even though I didn’t use AI to generate the initial set, the algorithmic tools I did use are spiritual kin to the low-level kernels buried several stack layers beneath modern AI tools. You could say my attempt to train my synapses on the behavior of the bucket fill algorithms aims to achieve a degree of kernel-level communion with AI. It was either make art or multiply a hundred large matrices by hand. I might do that too.

This transhumanist impulse to merge with machines would, I suspect, be viewed as somewhat monstrous by humanists. These paintings commit a worse sin than merely using AI; they represent an effort to see like AI. Earlier this year, I llmwrote a Lovecraft-inspired short story for Protocolized, The Signal Under Innsmouth, that explores the kind of transhumanism I think I’m experimenting with here. It’s not really about hacking your biology or adding prosthetics to your body, though you can do those things if you like. To me, those are merely on-the-nose fictional devices that gesture at less legible transformations. The real conceit here is about consciously surrendering to a machinic reshaping of your patterns of cognition. Your ways of seeing. Your ways of feeling into reality.

The attempt to refactor my perception with “fill algorithms” lenses kinda worked. I now have good intuitions about how to manipulate intricate flows and oozes of digital paint on textured digital substrates. I am making cunning new plans to apply similar techniques to words.

I’m hoping this new monstrous way of seeing will help me see larger patterns of oozification in the world better. I’ll be readier for the gray goo than most of you.

***

There’s more to seeing like a monster than seeing like AI though. The whole idea started for me with my Jan 10 essay, The Gramsci Gap, riffing on Zizek’s gloss on Gramsci, “The old world is dying and the new world struggles to be born. Now is the time of monsters.”

Even as I was writing that essay, I had a nagging sense that I was somehow on Team Monster, not Team Human (as Doug Rushkoff once put it at an event where we were predictably arguing opposite sides of a technology debate). That the way out of the gap is to embrace monstrousness in some way. The way Jeff Goldblum embraced being spliced with a fly in The Fly. The trick is to get the splicing just right, which he didn’t.

Here I mean monsters in the sense of the creatures of our fertile mythic imaginations — chimeras, dragons, rakshasas, Lovecraftian horrors. Call these Type I monsters. Not the very different sorts we mean when we talk about deeply twisted humans, such as serial killers, sadists, Trumps, Putins, and Epsteins. Call these Type II monsters.

Both kinds of monsters can be found in the Gramsci Gap, but it’s not until you’re out of the gap that you can tell the difference. Here’s my theory of the difference.

  • Type I monsters are personifications of aspects of the future we haven’t fully adapted to, including actual humans who have adapted more to the future than most. In time they’ll come to define normal for new kinds of humans.

  • Type II monsters are ageless manifestations of dark corners of the human genetic heritage that find easy expression in the unaccountable lawlessness and anomie of Gramsci gaps, where they are able to act with open impunity. In time, they will be reined in with new mechanisms.

Some people of course, have seeds of both kinds of monstrousness in them. There is the uncomfortable possibility that the two kinds of monstrousness may even be correlated, explored in Claire Dederer’s Monsters: A Fan’s Dilemma. Or that Type II traits emerge in the population in a Gramsci gap exactly to the extent that Type I tendencies are suppressed or repressed. Or that all of us have Two Monsters within us. But let’s not worry about those disturbing Cronenbergian possibilities now.

I’m a Type I monster to those who have surrendered less readily to the strange rules of the Permaweird than I have.

It is relative though. People who have surrendered less than I have are obviously fragile, reactionary humanists attached to rigid, caricatured, doomed notions of what it means to be human. Team Stick Figure. People who have surrendered more to the future are of course irredeemably more monstrous than me and will come to a bad end like Jeff Goldblum in The Fly.

You and I of course, are exactly the right level of monstrous to inherit the future and be redeemed by it. Perfect contraptions of being and becoming.

Be Slightly Monstrous then, is a solipsistic motto to be applied relative to your reality tunnel. The key to it is not so much the quantity of monstrousness you surrender to, but the quality of left-behind cartoon humanists who see you as a monster.

It is important to appear the right amount of monstrous to the right people, in the right way. By that measure, I think I’m coming along okay. The right cartoon people find me objectionable.

If nobody finds you at least slightly monstrous, you’re going to die in the Gramsci gap.

***

A strong evolutionary argument can be made that mythic-monster folklore is actually an adaptive cultural response to dangerous environments. See the paper Why Monsters Are Dangerous by Morin and Sobchuk, which I reviewed here. The big idea there is that we imagine monsters to overtrain against extreme risks. People who believe in mythic monsters survive real dangers better.

found another cool paper by Jeffrey Jerome Cohen, Monster Culture (Seven Theses) that offers a somewhat more abstract model of monsters. Here are the seven theses in the title summarized by ChatGPT:

  • Thesis I – The Monster’s Body Is a Cultural Body: Monsters embody the fears, desires, and contradictions of the culture that produces them, functioning as cultural texts.

  • Thesis II – The Monster Always Escapes: Monsters continually return in new forms because they represent anxieties that can never be permanently contained.

  • Thesis III – The Monster Is the Harbinger of Category Crisis: Monsters provoke fear because they violate and blur established categories, boundaries, and binaries.

  • Thesis IV – The Monster Dwells at the Gates of Difference: Monsters mark the cultural Other, policing difference through exaggerated depictions of deviance.

  • Thesis V – The Monster Polices the Borders of the Possible: Monsters reinforce the limits of the thinkable by dramatizing the consequences of transgressing social, moral, or physical boundaries.

  • Thesis VI – Fear of the Monster Is Really a Kind of Desire: The monster’s forbidden nature both attracts and repels, revealing repressed desires within the culture that imagines it.

  • Thesis VII – The Monster Stands at the Threshold of Becoming: Monsters embody transformation and liminality, signaling what a culture is in the process of becoming—or fears it might become.

Between these two papers, my evolving view of monsters is captured surprisingly well, so I won’t attempt to elaborate more. I’ll just try to tease out the implications of surrendering to monsterhood. In brief, in 2025, this involves a few elements:

  • Surrendering gleefully to technological forces and making fun of those who don’t.

  • Rejecting crisis framings of Gramsci gaps implicit in terms like polycrisis as the tell of trapped minds that are destined to perish in the gap.

  • Adopting a liminal passage view instead — a Great Weirding that has delivered us into a Permaweird that can be adapted to.

  • Being skeptical of humanism.

  • Rejecting the reduction of the experience of the real to the experience of the political.

The Be Slightly Monstrous motto can be seen as an evolution of the Hunter S. Thompson motto “when the going gets weird, the weird turn pro.” I think that idea is a little too essentialist and self-congratulatory. I don’t think I’m especially weird. My version feels like a more mechanical and conscious profaning of ideas of being and becoming open to all. It’s not about reflexive cocaine-and-acid gonzo aptitudes of special geniuses. Anyone can learn to be slightly monstrous. I think I could even design a $1499 weekend workshop to teach it.

I’m still working out why being slightly monstrous is adaptive, but in brief, being trapped in a Gramsci gap is the same thing as being trapped in obsolete understandings of being and becoming human. To get out, you must become slightly monstrous. The main symptom of being so trapped is being unable to feel time. There is no future or past. Only the crushing siege of the gyrating, atemporal present, experienced in a fearful, joyless cognitive huddle focused on narrow consensus cares. Retreating from the public body politic to cozier retreats does not help. Time remains as absent in private group chats as in public squares.

This is the great trick played on us by politics in a Gramsci gap — convincing us that all there is to existence is the buffet of zugzwangs it chooses to present to us. That to let the mind wander away from matters it insistently, relentlessly draws us to, is to cease to exist as a human entirely. That the only way to continue existing is to remain frozen in a beautiful, doomed humanism. That all decisive moves are moves towards unacceptable monstrousness.

To the mind trapped in a Gramsci gap, a mind that wanders away to strange new cares is necessarily the mind of a monster. Which is why that is a monstrousness worth surrendering to.

To be slightly monstrous is to learn to feel time again. And the main sign that you’re succeeding is that others increasingly can’t see you as human, especially those who believe most intensely in their own humanity.


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[RIDGELINE] No Phones in The Ten-don Shop

Ridgeline subscribers —

(Originally published in Japanese in Esquire Japan, October 2025)

Some twenty-three years ago in Tokyo, I used to eat at a funny little tendon shop called Imoya. I was a student at Waseda University back then, and this place was a campus staple. Tendon, when done well, can be divine, and Imoya was divine through and through.

The shop was run by the crankiest husband and wife you ever met. The whole place was just seven or eight counter seats around an open kitchen. The husband apparently lived in the attic of the shop. A little hatch in the ceiling opened and down fell a ladder. Up he climbed like a spider. (So went the college kid lore.) The wife lived down the road a few miles away in Iidabashi and walked back and forth each day. But together they had decided that their community role — as a cantankerous duo — was to provide as many delicious bowls of tendon to as many students for as cheaply as they could. I forget the precise cost, but it was probably about ¥500. Boy was it voluminous. And I think a fat ōmori heaping was free. But they had rules, and you had better obey those rules.

Education Signaling and Employer Learning Heterogeneity

An interesting paper based on an idea:

We investigate the implications of heterogeneous employer learning on education signaling and workers sorting across industries. In the equilibrium of our model, higher-ability workers join industries with faster employer learning speeds, resulting in a matching distortion of workers and industries. In addition, our results are robust to varying degrees of asymmetric employer learning, and establish that industry choice itself serves as a signal of worker ability. Finally, our theoretical approach suggests a novel perspective on a heretofore neglected labor market puzzle, i.e., why few of the richest individuals have obtained higher degrees of education.

That is from Yuhan Chen, Thomas Jungbauer, and Michael Waldman.  Via the excellent Kevin Lewis.

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Best movies of 2025

This was one of the weakest years in my lifetime for movies, and with few that would count as truly great.  Here are the ones I liked:

The Brutalist

Soundtrack for a Coup d’Etat

Flow

I’m Still Here

On Becoming a Guinea Fowl

Gazer

The Shrouds

Warfare

Oh, Hi

Weapons

Sorry, Baby

One Battle After Another

House of Dynamite

Red Rooms (actually 2023 but it deserves a mention anyway)

Hamnet

The Materialists

The Thinking Game

What else?  I am still waiting for various foreign films to be available online, that will make this list stronger.

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A ChatGPT prompt equals about 5.1 seconds of Netflix

In June 2025 Sam Altman claimed about ChatGPT that "the average query uses about 0.34 watt-hours".

In March 2020 George Kamiya of the International Energy Agency estimated that "streaming a Netflix video in 2019 typically consumed 0.12-0.24kWh of electricity per hour" - that's 240 watt-hours per Netflix hour at the higher end.

Assuming that higher end, a ChatGPT prompt by Sam Altman's estimate uses:

0.34 Wh / (240 Wh / 3600 seconds) = 5.1 seconds of Netflix

Or double that, 10.2 seconds, if you take the lower end of the Netflix estimate instead.

I'm always interested in anything that can help contextualize a number like "0.34 watt-hours" - I think this comparison to Netflix is a neat way of doing that.

This is evidently not the whole story with regards to AI energy usage - training costs, data center buildout costs and the ongoing fierce competition between the providers all add up to a very significant carbon footprint for the AI industry as a whole.

(I got some help from ChatGPT to dig these numbers out, but I then confirmed the source, ran the calculations myself, and had Claude Opus 4.5 run an additional fact check.)

Tags: netflix, ai-energy-usage, openai, ai, llms, ai-ethics, sam-altman, generative-ai, chatgpt

Bluesky Thread Viewer thread by @simonwillison.net

Bluesky Thread Viewer thread by @simonwillison.net

I've been having a lot of fun hacking on my Bluesky Thread Viewer JavaScript tool with Claude Code recently. Here it renders a thread (complete with demo video) talking about the latest improvements to the tool itself.

This short animated GIF demo starts with the Thread by @simonwillison.net page where a URL to a Bluesky post has been entered and a Fetch Thread button clicked. The thread is shown as a nested collection of replies. A "Hide other replies" button hides the replies revealing just the top-level self-replies by the original author - and turns into a "Show 11 other replies" button when toggled. There are tabs for Thread View and Most Recent First - the latter when clicked shows a linear list of posts with the most recent at the top. There are "Copy" and Copy JSON" green buttons at the top of the page.

I've been mostly vibe-coding this thing since April, now spanning 15 commits with contributions from ChatGPT, Claude, Claude Code for Web and Claude Code on my laptop. Each of those commits links to the transcript that created the changes in the commit.

Bluesky is a lot of fun to build tools like this against because the API supports CORS (so you can talk to it from an HTML+JavaScript page hosted anywhere) and doesn't require authentication.

Tags: projects, tools, ai, generative-ai, llms, cors, bluesky, vibe-coding, coding-agents, claude-code

How Soft-Tissue Injuries Create Long-Term Challenges That Many Accident Victims Underestimate

Soft-tissue injuries are often underestimated because they lack the dramatic visuals of broken bones or open wounds. Yet strains, sprains, whiplash, and ligament or tendon damage can cause persistent pain, restricted movement, and long-term complications. When you speak with an attorney about your accident injuries, they help ensure that even these less visible injuries are properly documented and fairly represented in claims, so victims receive the compensation that reflects the full impact of their condition.

Why Soft-Tissue Injuries Are Difficult to Assess

Soft-tissue injuries frequently require more specialized diagnostics to confirm, in contrast to fractures, which are immediately visible on X-rays. To ascertain the degree of ligament, tendon, or muscle damage, MRI scans, physical examinations, and continuous monitoring are typically required. To accurately document the condition, medical professionals must evaluate its severity, range of motion, and impact on daily activities.

The presentation of these injuries may be deceptive. Over time, stiffness, nerve irritation, or chronic pain may develop from the initial minor symptoms. Delaying treatment puts victims at risk of making their injuries worse or complicating their medical records, which may make it more difficult for them to prove the full extent of their harm in a claim. Thus, it is crucial to have accurate documentation from the beginning.

The Long-Term Consequences of Soft-Tissue Injuries

Soft-tissue injuries can have long-term consequences for one’s career and physical well-being. People may still have persistent pain, decreased mobility, or weakness in the afflicted areas even after their initial recovery. Daily tasks like driving, lifting, and prolonged sitting may become difficult due to these limitations.

Complications at work are frequent. Soft-tissue injuries can worsen in jobs requiring manual labor, repetitive motion, or prolonged standing, sometimes making it impossible for victims to return to full-duty work right away. Additionally, persistent discomfort may have an impact on mental health, productivity, and focus. Ongoing medical care, therapy, and lost wages can cause financial strain, which emphasizes the significance of accounting for long-term effects in any compensation claim.

The Role of Legal Guidance in Soft-Tissue Injury Claims

Soft-tissue injuries are less obvious than fractures, so it can be difficult for victims to get just compensation. Insurance companies may undervalue claims or contest the injury completely, claiming that the damage is insignificant or unconnected to the incident. This is where having legal counsel becomes essential.

Personal injury lawyers can assist in making sure every detail of the injury is fully recorded. This includes statements about limitations in day-to-day living, expert evaluations, therapy sessions, and medical records. In order to strengthen the case, legal experts can also offer advice on additional evidence, such as pictures of bruising or swelling and timelines of the development of symptoms. Early consultation guarantees that a claim accounts for both short-term medical expenses and long-term recuperation requirements.

Managing Recovery and Documentation

Treating soft-tissue injuries holistically entails more than just medical care. Victims need to monitor their symptoms, the course of their treatment, and any restrictions that interfere with their day-to-day activities. Maintaining thorough documentation aids lawyers in determining the extent and duration of injuries.

Observations about physical limitations, therapy notes, and routine follow-up appointments can all be crucial pieces of evidence. These documents can be used by lawyers to show that the injury is chronic, that it affects quality of life, and that further medical care is required. Expert testimony from physicians or physical therapists can support assertions and elucidate the connection between the injury and the incident.

Protecting Your Rights and Securing Compensation

Soft-tissue injuries frequently present unspoken difficulties that go beyond prompt medical attention. Victims run the risk of accepting settlements that don’t take into consideration ongoing therapy, decreased functionality, or chronic pain if they don’t have the right legal counsel. An experienced lawyer can negotiate with insurance companies, make a thorough case that accurately depicts the full scope of the injury, and assist in budgeting for long-term rehabilitation expenses. Additionally, they help identify potential future issues that could affect a claim’s overall value, like persistent pain or the need for more physical therapy.

Final Thoughts

Soft-tissue injuries may appear minor at first, but their long-term effects can be significant and far-reaching. Proper documentation, ongoing medical treatment, and strategic legal guidance are essential to ensuring that victims receive fair compensation. When you speak with an attorney about your accident injuries, you secure professional support to accurately reflect the true scope of harm, protect your rights, and plan for both immediate and long-term recovery needs.

Photo: Freepik via their website.


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Don’t Wait and See: Why Mini-Strokes Demand Maximum Emergency Attention

Mini-strokes, or TIAs (Transient Ischemic Attacks), are a huge problem in the ER because they’re easily missed. They happen when blood flow to the brain is briefly blocked, causing temporary symptoms like sudden weakness or trouble speaking. Since the symptoms vanish quickly, everyone—the patient and the medical team—can underestimate the danger. That’s the real threat: this lapse can lead to devastating, permanent strokes, sometimes forcing families to seek legal counsel for fatal injury claims. We absolutely must stop treating a TIA as a minor inconvenience. It’s a loud warning siren, and ignoring it is like putting out a tiny fire and forgetting the house is full of gas.

The Ticking Time Bomb: Understanding the TIA-Stroke Connection

A TIA is, by definition, a temporary lack of oxygen (ischemia) to a part of the brain, caused by a small clot or blockage, but it shares the exact same underlying mechanism as an ischemic stroke. The key difference is duration, not cause or potential severity. Roughly one in five people who experience a TIA will suffer a full stroke within 90 days, and approximately half of those strokes will occur within the first 48 hours.

This alarming statistic transforms the TIA from a minor neurological “blip” into a high-risk, time-sensitive medical crisis. When a patient arrives in the emergency department (ED) reporting classic TIA symptoms that have since resolved—such as temporary difficulty speaking, sudden weakness on one side, or fleeting vision loss—the ED’s primary mission must shift from mere symptom management to aggressive stroke risk stratification and preventative intervention. Dismissing the event because the symptoms have passed is a profound lapse in care that dramatically increases the patient’s likelihood of suffering a devastating, permanent stroke hours or days later.

The Diagnostic and Time-Pressure Challenge in the ED

Emergency rooms are high-pressure environments where time is the most valuable and scarce resource. TIAs present a unique diagnostic challenge because the physical evidence of the event is fleeting, and initial CT scans may be normal since there is no established, permanent damage yet. This can, unfortunately, lead to a “watch and wait” or “discharge and follow-up” approach, particularly in crowded hospitals. However, the standard of care for a suspected TIA must mirror that of an acute stroke until proven otherwise. This includes immediate, detailed neurological evaluation, crucial laboratory tests, and urgent brain imaging (often an MRI) to look for evidence of recent small strokes that may have been overlooked, as well as vascular imaging (like a CT angiography or MRA) to identify the source of the blockage, such as a severe narrowing of the carotid arteries in the neck. Failing to perform this workup rapidly means missing the critical window—the first 24 to 48 hours—in which medical interventions like clot-busting drugs (in select cases) or aggressive antiplatelet and anticoagulant therapies can be most effective in preventing the full, disabling stroke.

The Systemic Failures and Human Cost of Misdiagnosis

The systemic danger often begins with initial triage. A patient who walks in seemingly fine, reporting only a past symptom, is naturally prioritized below a patient actively experiencing a heart attack or severe trauma. This prioritization is understandable but deadly in the context of a TIA. If the treating physician doesn’t appreciate the statistical urgency, or if institutional protocols don’t mandate an immediate stroke workup for TIA, the patient is left vulnerable.

For instance, a patient might report a 15-minute episode of arm weakness earlier that morning. If they are discharged without an immediate, thorough workup—including identifying and treating risk factors like atrial fibrillation or carotid stenosis—they may suffer a major, permanently disabling stroke at home the next day. The human cost of this delay is catastrophic, turning a potentially preventable event into a lifetime of disability or death. This is why protocols must be ironclad: TIA equals stroke alert. Staff education is paramount, ensuring that every nurse and physician understands that the temporary nature of the symptoms does not equal a temporary threat.

The Path to a Safer Protocol

Improving outcomes for TIA patients requires a universal shift in emergency care culture and protocol. Hospitals should implement a mandatory, expedited TIA protocol, similar to the established “Code Stroke” response. This protocol should include expedited neurology consultation, immediate admission for observation and testing within the first 24 hours (especially for high-risk patients), and a clear, non-negotiable checklist for diagnostics. Key to this is utilizing the ABCD² score—a clinical prediction tool that estimates the short-term stroke risk after a TIA based on Age, Blood pressure, Clinical features, Duration of symptoms, and Diabetes. Higher scores necessitate higher urgency. By adopting this aggressive, zero-tolerance approach to TIA, emergency departments can honor their duty to prevent future harm rather than merely reacting to harm that has already occurred. This change is not just medical best practice; it is an ethical imperative.

Final Thoughts

Mini-strokes (TIAs) demand immediate, urgent attention in the ER—they are not “mini” in importance. Treating a TIA as anything less than an impending full stroke is a risky gamble with a patient’s life. The brief symptom resolution offers a small window for aggressive action to prevent permanent damage. Missing this window due to an error can be devastating, sometimes forcing families to seek legal counsel for fatal injury claims for accountability. We must treat every TIA as an emergency.

Photo: katemangostar via Freepik.


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How Inadequate PPE Use Can Lead to Preventable Construction Injuries

Construction sites are full of hazards, and even a small mistake can lead to a serious injury. Protective gear is meant to keep workers safe, but it only works when used correctly. If an accident does happen, knowing how to get legal help after a workplace injury can make a huge difference in securing the benefits you need. Many injuries could have been prevented with proper PPE, yet shortcuts and complacency are all too common. Understanding the risks and taking safety seriously protects both your body and your future.

Why PPE Matters on Construction Sites

PPE is your last line of defense against serious injuries on a construction site. Hard hats, gloves, and harnesses may seem simple, but they can prevent life-changing accidents when used correctly. Wearing the right gear every time keeps you safe and lets you focus on the job without unnecessary risk.

Common PPE Mistakes That Lead to Injuries

Using the right safety gear is only part of staying safe. Many accidents happen because of simple mistakes that can easily be avoided.

Skipping Gear for Small Jobs

Some workers think certain tasks are too minor to require PPE. Even a quick job can expose you to falling objects, sharp edges, or chemical splashes, making every piece of gear essential.

Using Damaged or Worn Out Equipment

Old or broken PPE may look fine at a glance, but it can fail exactly when you need it most. Inspecting helmets, gloves, and harnesses regularly can prevent injuries that happen because equipment does not perform properly.

Not Fitting PPE Properly

Ill-fitting gear can be almost as dangerous as no gear at all. Helmets that are too loose, gloves that are too tight, or harnesses worn incorrectly reduce protection and can even create new hazards.

Ignoring Safety Protocols

Some workers take shortcuts, like skipping gloves or eye protection for speed. Following safety procedures every time keeps everyone on the site safer and prevents unnecessary injuries.

Improper Storage and Maintenance

PPE left in dirty, wet, or hot conditions can degrade quickly. Keeping equipment clean, dry, and in good repair ensures it works when it matters most.

The Cost of Ignoring PPE

Ignoring PPE may save a few seconds, but the consequences can last a lifetime. Skipping safety gear can lead to injuries that affect your health, your wallet, and your peace of mind.

Physical Consequences

Injuries like broken bones, cuts, or head trauma can happen in an instant without proper protection. These injuries can lead to long recovery times and sometimes permanent disability that changes daily life.

Emotional and Psychological Impact

Recovering from an injury is not just physical. Stress, anxiety, and trauma can follow an accident, affecting confidence and overall well-being on and off the job.

Financial Implications

Medical bills, therapy costs, and lost wages add up quickly when an accident occurs. Even with workers’ compensation, expenses and delays can make financial recovery difficult without proper legal guidance.

Impact on Career and Team

A serious injury can force time off work, slowing down your career progress. It can also affect coworkers who rely on your presence, highlighting how PPE protects not just you but the entire team.

How Employers Can Encourage Proper PPE Use

Creating a culture of safety starts with the employer. When companies take PPE seriously, workers are more likely to follow suit and stay protected on the job.

Provide Quality Well Maintained PPE

Employers should supply gear that fits correctly and is in good condition. High-quality equipment shows workers that safety is a priority and encourages consistent use.

Offer Training on Correct Usage

Simply handing out gear is not enough; workers need to know how to wear and care for it. Regular training sessions can prevent common mistakes and ensure everyone understands why PPE is essential.

Lead by Example

Supervisors and managers should always wear PPE and follow safety protocols. When leadership models safe behavior, it reinforces the importance of protection for the entire team.

Create a Safety First Culture

Employers can reward safe practices and address unsafe behavior without blame. Encouraging open communication about hazards and PPE needs helps workers feel responsible and supported in staying safe.

How Workers Can Protect Themselves

Staying safe on a construction site starts with the individual. Every worker has the power to prevent injuries by using PPE correctly and being proactive about safety.

Inspect PPE Before Every Use

Take a few moments to check your helmet, gloves, and harness for any signs of damage. Catching problems early can prevent accidents and ensure your gear performs when it matters most.

Speak Up About Missing or Unsafe Equipment

Never ignore missing or broken PPE. Reporting issues to your supervisor or safety officer protects you and your coworkers from preventable injuries.

Follow Safety Protocols Consistently

Even when in a hurry, never skip gloves, goggles, or other protective gear. Consistent adherence to safety rules keeps you out of harm’s way and sets a positive example for the team.

Stay Aware of Your Surroundings

Construction sites are dynamic environments with constant hazards. Paying attention to moving equipment, falling objects, and other risks allows you to react quickly and stay safe.

Take Care of Your PPE

Keep gear clean, dry, and properly stored after each use. Proper maintenance extends the life of your equipment and ensures it works effectively every time you need it.

Conclusion

Using PPE consistently can prevent injuries that change lives in an instant. Even with the best precautions, accidents can still happen, and knowing how to get legal help after a workplace injury ensures you are protected. Taking safety seriously today keeps you healthy, confident, and ready for every job tomorrow.

Photo: pressfoto via Freepik.


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Reconstructing the Missing Pieces: How Attorneys Rebuild Deleted or Fragmented Digital Conversations in Assault Defense

Modern assault cases often involve accusations shaped by conversations that occurred through text messages, social media platforms, or private messaging apps. These exchanges rarely sit neatly preserved. People delete messages during arguments, devices malfunction, platforms auto-purge data, and screenshots capture only fragments. When someone becomes the target of an accusation, the missing portions of a conversation can create misunderstanding or suspicion. Attorneys who focus on defending against allegations of assault increasingly rely on advanced reconstruction methods to recover digital threads and fill in the gaps left behind.

This work is not simply technical. A partial message or missing exchange can shape perceptions in powerful ways. A single surviving screenshot may not reflect tone, sequence, or intent. The absence of context can cause an ordinary exchange to appear incriminating. Restoring the full conversation often becomes one of the most important elements of the legal strategy when digital records appear incomplete.

Why Deleted or Fragmented Conversations Create Misinterpretation

The document you provided emphasizes the difficulty courts face when reviewing digital records without context. Deleted messages, clipped screenshots, or isolated images can distort meaning. When a message chain is missing pieces, it becomes easy for the opposing side to present the remaining fragments as if they tell the complete story.

For example, a message saying I cannot believe you did that may appear hostile or accusatory when the earlier portion of the exchange showed it was part of a joke. A late-night text can be framed as an admission when the rest of the conversation that explains it has been erased. Prosecutors often rely on surviving pieces and present them as conclusive evidence. Defense attorneys counter this by showing how incomplete digital records can distort narrative accuracy.

Recovering Deleted Threads with Forensic Tools

One of the most specific and overlooked parts of digital defense work involves attempting to restore lost information rather than accepting a partial record as complete. Digital forensic specialists can often recover messages deleted from messaging apps, cloud backups, email servers, cached system files, or device storage. Attorneys coordinate closely with these experts to determine what is recoverable and how to authenticate it.

The uploaded text notes the importance of preserving metadata and maintaining accurate timestamps when obtaining digital evidence. This is crucial during reconstruction. If recovered messages show a timestamp that aligns with the remaining fragments, the defense can demonstrate that the conversation was longer than the opposing side suggests. If gaps appear, experts can often determine whether they reflect manual deletion, automated cleanup, or technical malfunction.

In some cases, even when the exact text cannot be restored, metadata may show that messages existed at specific times. This alone can rebut claims that a conversation happened in a particular order or contained only the content provided by the accuser.

Showing How Missing Context Alters Interpretation

Reconstructing missing messages is only half the work. The other half involves demonstrating how gaps affect the meaning of what remains. The document you shared notes that digital evidence can create confusion if presented without proper framing. Defense attorneys use reconstructed material to build a fuller timeline that clarifies tone, intent, and sequence.

For instance, if only the final portion of a heated exchange survives, the opposing side may claim it reflects aggression or guilt. By restoring earlier messages that show emotional buildup, conflicting statements, or even humor, the defense can prevent mischaracterization. Attorneys often create visual timelines or annotated exhibits that show how each piece fits into the overall conversation.

When full recovery is impossible, attorneys still use expert testimony to explain what the missing gaps likely contained based on metadata, platform behavior, and known message patterns. This helps prevent anyone from viewing incomplete evidence as a full representation of events.

Addressing Automatic Deletions and Platform Behavior

Not every missing message is intentionally deleted. Some platforms use expiration settings that remove messages automatically. Others clear data during updates or device resets. The uploaded document discusses how even small technical details can influence credibility and how courts increasingly scrutinize them. Defense teams clarify whether missing information resulted from user action or automated processes.

This distinction matters. If a person never altered their settings, yet messages disappeared due to system design, that fact removes suspicion and shows that the absence of messages does not indicate intent to conceal information.

Using Reconstruction to Build a Complete Narrative

Once recovered material and metadata are organized, attorneys craft a narrative that restores continuity. The goal is not merely to show that more messages existed but to demonstrate how the entire conversation reflects a different picture of the interaction. This protects clients from accusations built on fragments that lack the context needed for fair assessment.

Reconstructed messages can show mutual disagreement rather than one-sided hostility. They can reveal mixed emotions rather than clear admissions. They can show that initial statements were clarified or corrected later in the conversation. By rebuilding the digital exchange, attorneys ensure that the case is grounded in accuracy rather than assumption. This type of work is particularly important for individuals defending against allegations of assault, since misunderstandings often hinge on a single text or a single screenshot that does not tell the entire story.

Final Thoughts

Fragmented or deleted digital conversations can influence the direction of an assault case in ways that are both powerful and misleading. Attorneys who focus on reconstructing missing digital threads provide essential protection for clients whose recorded interactions do not tell the whole story. Through forensic recovery, metadata analysis, and careful narrative reconstruction, they ensure that digital evidence reflects events truthfully rather than through the distortions created by missing pieces. This work is meticulous and technical but can be decisive in achieving a fair and accurate outcome.


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Why Behavioral Forensics and Stress Pattern Analysis Are Becoming Critical Tools in Modern Legal Investigations

Modern legal cases often require more than traditional witness statements and basic evidence. Investigators now rely on new scientific methods to understand what people were thinking and feeling during key moments. These tools offer insight into human behavior that was once impossible to measure. They have also become essential resources for anyone seeking trusted defense against serious charges when the details of intent matter most.

The Rise of Behavioral Forensics

Behavioral forensics focuses on the examination of human actions and reactions. Experts study speech patterns, decision-making, and emotional cues. These behaviors help build a clearer picture of what happened during an incident. This field relies on psychology, neuroscience, and communication science. 

It helps explain how stress or fear can influence actions. Investigators use these findings to understand why a person behaved a certain way. It adds context that can be essential in complex legal cases.

How Stress Patterns Reveal Hidden Information

Stress affects the body in predictable ways. Heart rate increases, breathing changes, and small facial movements appear. These shifts can indicate how a person felt during a specific event. Experts now use stress pattern analysis to study recordings, interviews, and digital data. 

This information helps determine whether someone was confused, afraid, or under pressure. Stress responses can support or challenge claims made in a case. They provide an additional layer of insight beyond spoken words.

The Value of Voice and Speech Analysis

A person’s voice changes under stress. Tone, pace, and pitch may fluctuate. Even small pauses can reveal emotional strain. Behavioral analysts study these vocal cues to understand what the speaker may have been experiencing. 

They compare standard speech patterns to those recorded during stressful events. These insights can help investigators assess credibility. They also help clarify whether someone’s statements align with their emotional state.

Using Technology to Examine Behavior

Modern tools enable experts to analyze behavior in ways previously impossible. High-resolution video, biometric sensors, and computer algorithms help identify subtle emotional reactions. 

Software can detect microexpressions and posture shifts. These signs may indicate discomfort or uncertainty. Technology adds accuracy to behavioral forensics. It ensures findings are based on measurable information rather than guesswork.

How Behavior Helps Clarify Intent

Intent is often central to legal investigations. Understanding why someone acted a certain way can change the outcome of a case. Behavioral forensics helps determine whether actions were planned, impulsive, or influenced by stress. 

It shows how the person responded in critical moments. This approach helps create a balanced view of the situation. It allows investigators to consider emotional and psychological factors alongside physical evidence.

The Role of Stress Analysis in High-Pressure Situations

People often behave differently in emergencies. Their reactions may seem unusual or suspicious without proper context. Stress analysis helps explain these behaviors. It shows how fear or shock can affect judgment. 

This context prevents unfair assumptions. It supports a deeper understanding of the human response during difficult circumstances.

Behavioral Patterns in Interview Settings

Investigators now study how people respond during questioning. They observe body language, eye movement, and speech rhythm. These patterns help determine whether a person is confused, overwhelmed, or struggling to recall events. 

They also help identify when someone may be withholding information. This approach improves interview accuracy. It reduces the chance of misinterpreting emotional reactions as dishonesty.

Digital Behavior and Legal Investigations

People leave digital traces that reveal habits and emotional patterns. Text messages, search history, and social media activity can show stress levels or decision-making styles. 

Behavioral experts analyze these digital footprints. They look for shifts in behavior before and after significant events. This information becomes part of a broader investigation. It helps clarify timelines and emotional states.

Ethical Considerations and Accuracy

While behavioral forensics is powerful, it must be used carefully. Experts must avoid assumptions or overinterpretation. Proper training ensures accurate analysis. Clear guidelines help maintain fairness in investigations. 

These standards protect the integrity of the process. They ensure that behavioral evidence is reliable and responsibly applied.

Why Behavioral Evidence Supports Stronger Investigations

Traditional evidence often tells only part of the story. Behavioral analysis fills in gaps by revealing emotional and psychological context. This helps create a more complete understanding of events. 

It also allows investigators to reach more balanced conclusions. Behavioral evidence strengthens complex cases by connecting physical actions with human emotion.

Final Thoughts

Behavioral forensics and stress pattern analysis are reshaping how legal investigations are conducted. They offer insight into human behavior that was once difficult to measure. These tools help reveal intent and clarify actions during critical moments. They have also become necessary resources for those seeking trusted defense against serious charges when understanding behavior is essential to the truth.


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Gap Week, November 28, 2025 (Thanksgiving)

Hey folks! This week is Thanksgiving in the United States and I’ve opted to take advantage of the break in teaching to focus down on getting some chapter revisions done, so we’ll be back to hoplites next week.

In the meantime, if you are looking for things to read or watch, I have a few suggestions.

First, as always, there is a new Pasts Imperfect (with mummies!) which always features a great classics roundup.

There’s also another video with Roel Konijnendijk reviewing depictions of ancient Greek warfare in popular culture, in this case taking a crack at some scenes in AC: Odyssey. And I’m glad he is doing that because I assume it is delaying the 57-post long bluesky thread he is inevitably going to write about everything I am getting wrong about hoplites.

Finally, if instead you want a bit of inside higher education grumbling, I ran across this older Angela Collier video on adjuncts and the nature of adjuncting which – while depressing – is accurate and worth watching. We ought to demand that our public higher education be better than this: students deserve teachers who have the time and resources to properly prepare classes and instructors deserve salaries they can live on and finally the public deserves real scholar-researcher-teachers for their money, not overworked, underpaid adjuncts (so the money can go to upper-level administrators or football coaches instead).

In any case, I hope everyone who celebrates had a Happy Thanksgiving and we’ll be back next week with more hoplites!

Context plumbing

These past few weeks I’ve been deep in code and doing what I think about as context plumbing.

I’ve been building an AI system and that’s what it feels like.

Let me unpack.


Intent

Loosely AI interfaces are about intent and context.

Intent is the user’s goal, big or small, explicit or implicit.

Uniquely for computers, AI can understand intent and respond in a really human way. This is a new capability! Like the user can type "I want to buy a camera" or point at a keylight and subvocalise "I’ve got a call in 20 minutes" or hit a button labeled "remove clouds" and job done.

Companies care about this because computers that are closer to intent tend to win.

e.g. the smartphone displaced the desktop. On a phone, you see something and then you touch it directly. With a desktop that intent is mediated through a pointer – you see something on-screen but to interact you tell your arm to move the mouse that moves the pointer. Although it doesn’t seem like much your monkey brain doesn’t like it.

So the same applies to user interfaces in general: picking commands from menus or navigating and collating web pages to plan a holiday or remembering how the control panel on your HVAC works. All of that is bureaucracy. Figuring out the sequence for yourself is administrative burden between intent and result.

Now as an AI company, you can overcome that burden. And you want to be present at the very millisecond and in the very location where the user’s intent - desire - arises. You don’t want the user to have the burden of even taking a phone out of their pocket, or having to formulate an unconscious intent into words. Being closest to the origin of intent will crowd out their competitor companies.

That explains the push for devices like AI-enabled glasses or lanyards or mics or cameras that read your body language.

This is why I think the future of interfaces is Do What I Mean: it’s not just a new capability enabled by AI, there’s a whole attentional economics imperative to it.


Context

What makes an AI able to handle intent really, really well is context.

Sure there’s the world knowledge in the large language model itself, which it gets from vast amounts of training data.

But let’s say an AI agent is taking some user intent and hill-climbing towards that goal using a sequence of tool calls (which is how agents work) then it’s going to do way better when the prompt is filled with all kinds of useful context:

For example:

  • Background knowledge from sources like Wikipedia or Google about what others have done in this situation.
  • Documentation about the tools the agent will use to satisfy the intent.
  • The user’s context such as what they’ve done before, the time of day, etc.
  • Tacit knowledge and common ground shared between the user and the AI, i.e. what we’re all assuming we’re here to do.
  • The shared “whiteboard”: the document we’re working on.
  • For the agent itself, session context: whether this task is a subtask of a larger goal, what’s worked before and what hasn’t, and so on.

This has given rise to the idea of context engineering (LangChain blog):

Context engineering is building dynamic systems to provide the right information and tools in the right format such that the LLM can plausibly accomplish the task.

btw access to context also explains some behaviour of the big AI companies:

If you want to best answer user intent, then you need to be where the user context is, and that’s why being on a lanyard with an always-on camera is preferred over a regular on-demand camera, and why an AI agent that lives in your email archive is going to be more effective than one that doesn’t. So they really wanna get in there, really cosy up.

(And what’s context at inference time is valuable training data if it’s recorded, so there’s that too.)


Plumbing?

What’s missing in the idea of context engineering is that context is dynamic. It changes, it is timely.

Context appears at disparate sources, by user activity or changes in the user’s environment: what they’re working on changes, emails appear, documents are edited, it’s no longer sunny outside, the available tools have been updated.

This context is not always where the AI runs (and the AI runs as close as possible to the point of user intent).

So the job of making an agent run really well is to move the context to where it needs to be.

Essentially copying data out of one database and putting it into another one – but as a continuous process.

You often don’t want your AI agent to have to look up context every single time it answers intent. That’s slow. If you want an agent to act quickly then you have to plan ahead: build pipes that flow potential context from where it is created to where it’s going to be used.

How can that happen continuously behind the scenes without wasting bandwidth or cycles or the data going stale?

So I’ve been thinking of AI system technical architecture as plumbing the sources and sinks of context.


In the old days of Web 2.0 the go-to technical architecture was a “CRUD” app: a web app wrapping a database where you would have entities and operations to create, read, update, and delete (these are also the HTTP verbs).

This was also the user experience, so the user entity would have a webpage (a profile) and the object entity, say a photo, would have a webpage, and then dynamic webpages would index the entities in different ways (a stream or a feed). And you could decompose webapps like this; the technology and the user understanding aligned.

With AI systems, you want the user to have an intuition about what context is available to it. The plumbing of context flow isn’t just what is technically possible or efficient, but what matches user expectation.


Anyway.

I am aware this is getting - for you, dear reader - impossibly abstract.

But for me, I’m building the platform I’ve been trying to build for the last 2 years only this time it’s working.

I’m building on Cloudflare and I have context flowing between all kinds of entities and AI agents and sub-agents running where they need to run, and none of it feels tangled or confusing because it is plumbed just right.

And I wanted to make a note about that even if I can’t talk specifically, yet, about what it is.


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Heavy Rain in the Southeast; Wintry Mix from the Plains through the Ohio Valley

Dekáf Coffee Roasters

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CPHC Central North Pacific Outlook


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


ZCZC HFOTWOCP ALL
TTAA00 PHFO DDHHMM

Tropical Weather Outlook
NWS Central Pacific Hurricane Center Honolulu HI
Issued by NWS National Hurricane Center Miami FL
800 PM HST Sun Nov 30 2025

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

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

This is the last regularly scheduled Tropical Weather Outlook of
the 2025 Hurricane Season. Routine issuance of the Tropical
Weather Outlook will resume on June 1, 2026. During the
off-season, Special Tropical Weather Outlooks will be issued as
conditions warrant.

$$
Forecaster Gibbs
NNNN


NHC Atlantic Outlook


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


ZCZC MIATWOAT ALL
TTAA00 KNHC DDHHMM

Tropical Weather Outlook
NWS National Hurricane Center Miami FL
700 PM EST Sun Nov 30 2025

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

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

This is the last regularly scheduled Tropical Weather Outlook of the
2025 Atlantic Hurricane Season. Routine issuance of the Tropical
Weather Outlook will resume on May 15, 2026. During the off-season,
Special Tropical Weather Outlooks will be issued as conditions
warrant.

$$
Forecaster Bucci
NNNN


NHC Eastern North Pacific Outlook


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


ZCZC MIATWOEP ALL
TTAA00 KNHC DDHHMM

Tropical Weather Outlook
NWS National Hurricane Center Miami FL
1000 PM PST Sun Nov 30 2025

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

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

This is the last regularly scheduled Tropical Weather Outlook of the
2025 Hurricane Season. Routine issuance of the Tropical Weather
Outlook will resume on May 15, 2026 for the eastern North Pacific
and on June 1, 2026 for the central North Pacific. During the
off-season, Special Tropical Weather Outlooks will be issued as
conditions warrant.

$$
Forecaster Gibbs
NNNN