Saturday 3 October 1663

Up, being well pleased with my new lodging and the convenience of having our mayds and none else about us, Will lying below. So to the office, and there we sat full of business all the morning. At noon I home to dinner, and then abroad to buy a bell to hang by our chamber door to call the mayds. Then to the office, and met Mr. Blackburne, who came to know the reason of his kinsman (my Will) his being observed by his friends of late to droop much. I told him my great displeasure against him and the reasons of it, to his great trouble yet satisfaction, for my care over him, and how every thing I said was for the good of the fellow, and he will take time to examine the fellow about all, and to desire my pleasure concerning him, which I told him was either that he should became a better servant or that we would not have him under my roof to be a trouble. He tells me in a few days he will come to me again and we shall agree what to do therein. I home and told my wife all, and am troubled to see that my servants and others should be the greatest trouble I have in the world, more than for myself. We then to set up our bell with a smith very well, and then I late at the office. So home to supper and to bed.

Read the annotations

Reading List 2026-10-03

Annunciation with Saint Emidius, by Carlo Crivelli, via WikiArt.

Welcome to the reading list, a weekly roundup of news and links related to buildings, infrastructure and industrial technology. This week we look at a Senate permitting reform bill, the potential of Tesla’s Cybercab, the Navy’s $200 billion worth of shipyard renovations, a possible plan to return a SR-71 to service, and more. Roughly 2/3rds of the reading list is paywalled, so for full access become a paid subscriber.

Housing and Cities

The senate has released the text for a permitting reform bill, the Bipartisan American Affordability and Jobs Act. My IFP colleague Aidan Mackenzie has a brief overview of what’s in it, as does Thomas Hochman at FAI. [X] [Green Tape]

A tweet confirming my biases that people mostly don’t care about building aesthetics, and that improving aesthetics/design is not a particularly good avenue for addressing NIMBYism. [X]

A New York judge rules that NYC’s new tax on second homes wasn’t implemented correctly, and needs to be redone. “The judge, Wayne M. Ozzi of State Supreme Court on Staten Island, sided with a group of homeowners who had sued the city. The homeowners had argued that the Mamdani administration’s Department of Finance did not try hard enough to determine who should owe the tax before moving toward collecting it.” [NYT]

Manufacturing

Friend of the newsletter Austin Vernon on the potential of Tesla’s Cybercab, and the ways its driving down manufacturing costs. “Painting cars has become an enormous pain. The paint shops are expensive, trigger all sorts of environmental thresholds, and they complicate production. Usually doors have to be put on the car, painted, taken off for assembly, then put back on at the end. Painting really has to go. Tesla tried a stainless steel exoskeleton with Cybertruck, but that ended up being challenging. The Cybercab has injection-molded plastic body panels instead of typical painted sheet metal. Cars have had plastic body panels before, but the panels didn’t come out with a good finish or color, requiring painting. Tesla’s “Reactive Injection Molding” parts do come with a smooth finish and with color incorporated so the paint shop can finally disappear, greatly simplifying production.” [Austin Vernon]

Mesabi Metallics is planning a $15 billion steel mill in Iowa, the “largest single investment ever made in a US steel facility.” It looks like instead of a blast furnace, the mill will use direct reduction of iron ore, which will then be fed into electric arc furnaces. [ENR]

Raytheon gets a contract to produce AMRAAM missiles worth up to $20.7 billion. [Breaking Defense] And in addition to building the F-47, Boeing has also won the competition to build the next generation fighter for the US Navy. [Breaking Defense]

A Federal Reserve paper estimates that semiconductor shortgages in 2021-2022 reduced US car production by more than 2 million vehicles. [Federal Reserve]

The Washington Post editorial board argues that we shouldn’t ban Chinese-made cars in the US. I didn’t realize that a substantial number of cars already had large numbers of Chinese parts, and that some actually had final assembly in China. “Two cars for the American market from U.S. brands, the Lincoln Nautilus and Buick Envision, have final assembly in China using nearly all-Chinese parts. Thirty-nine other automobiles from model year 2026 that are on the roads have Chinese parts, including several that are assembled in the U.S., according to the National Highway Traffic Safety Administration.” [Washington Post]

SpaceX’s Terafab is scheduled to be constructed and begin operations very quickly. [X]

Claims that China is preventing firms from setting up lithium-iron-phosphate battery plants in India. “LFP is not available anywhere in the world outside of China, and right now they are guarding it like a weapon.” [X]

Read more

Links 10/3/26

Links for you. Science:

Predicting antimicrobial resistance for precision medicine
Millions of Cancers Linked to Infections, Study Says — Four of the five leading infectious causes have “highly effective” prevention measures
AI is giving scientists more ideas than they can test
San Diego State football team dealing with mumps outbreak
Single-cell ecology of coral-algal symbiosis breakdown
What archaeology reveals about the rise of all-powerful rulers
Understanding the AI That Drives Robots. An Explanation of Vision-Language-Action Models

Other:

Abolish frat culture: On “The Good Guy With the Text” fallacy
From J6 insurrection to Republican Eric Schmitt’s humiliation, a straight line. The latter covered up the former to confuse understanding of Trump’s treason.
‘Things may get ugly’: Meta’s new AI Muse is about to make the internet more annoying
Cornell assault case shows #MeToo didn’t go far enough. The backlash against the woman suing Chi Phi fraternity members is turning into a witch hunt
These Things Are Computers. Stop Talking About Them Like They’re Human.
Meta’s Latest AI Product Is A Terrifying And Hilarious Mess
Trump Admin Trying to Deport Anti-Zionist Hasidic Jew “Home” to Israel. An administration that claims it wants to protect Jews has decided which Jewish views—and therefore which Jewish people—count as authentic.
Kill the filibuster and make Trump veto everything people want (not sure I agree, but interesting)
Amazon Is Deploying AI to Spy on Its Workers and Bust Unions Before They Form
RFK Jr outlines expansive vision for collecting US health data at Maha event
The Mysterious Millions Powering a Nevada Republican’s Bid for Congress. David Flippo, who has reported funneling nearly $2.5 million to his campaigns, has repeatedly failed to file financial disclosure forms since 2023.
The D.C. Housing Authority faces a major budget gap. A $52 million error could make it worse
Trump officials abandon effort to investigate election threats, experts warn
Republican Mike Rogers is selling a health care fix after years of voting the other way. Rogers is promising lower costs and tougher rules for insurers after years of opposing measures to expand coverage and rein in prescription prices.
Worrying angle of Donald Trump resurfaces after ‘falling apart’ in wild interview as leg bulge sparks panic
GOP Rep. Scott Barger discusses menopause accommodations in hearing. Then says he would find a reason not to hire the woman: ‘Problematic’
John Roberts and His Island: After decades of potlucks and paddle-boarding on Maine’s midcoast, rising anger and protests have left the Supreme Court’s chief justice more isolated than ever. (no peace for fascists)
China Has an 18-Wheel Answer to Soaring Global Diesel Prices
How Trump Won the Russia Messaging War—and How the Democrats Lost It. When Robert Mueller found no smoking gun on collusion, Democrats largely turned to other matters. But Trump and his backers never stopped pushing their lies.
Trump TV Ads Backfire as Poll Shows He’s Shockingly Toxic
Nurse charged with helping man in hospital escape from ICE custody
In Texas, Something Seismic Is Happening—and It’s All Trump’s Fault
Potato by air: The day the dads in my neighborhood discovered drone delivery
‘Independent CNN Oversight Board’ To Be Hand Picked By Paramount
“They don’t understand the scale of the hunger!”- An unfolding crisis at the nation’s food banks. Weeks before the midterm elections, the cost crisis is hammering food pantries in red and blue states
The media has the AI threat all wrong. Generative AI is harming people today. We don’t need to waste time fantasizing about science fictional scenarios.
16 thoughts on what happened at Cornell
Cornell Police Report Omitted Student’s Claim She Was Raped
Trump Administration Sues Maryland to Stop Law Enforcement Mask Ban
Kennedy Center on track to be Trump’s next bankruptcy

October 2, 2026

Trump held a campaign rally tonight in Mobile, Alabama, the city where, as Shawn McCreesh of the New York Times recalled, his MAGA rallies really took off in August 2015, when more than 30,000 people showed up at a football stadium to hear the television personality turned presidential candidate.

Just two months before, on June 16, 2015, Trump had announced his campaign for the presidency. In his speech at Trump Tower, he tapped into the anger of those people who had been left behind economically since the 1970s, when U.S. companies began to ship manufacturing jobs overseas and automate factories, taking manufacturing jobs with them.

The economy had grown in the 1980s, but most of the jobs had been in the service industries. Those were dominated at the top by men—and increasing numbers of women—with business or law degrees and at the bottom by jobs coded toward women and immigrants. At the same time, cuts to education and to the social safety net pushed upward mobility out of reach for families in towns and cities whose disappearing manufacturing base took everything else with it.

By 1994, Robert Reich, secretary of labor under President Bill Clinton, warned that the U.S. was “on the way to becoming a two-tiered society composed of a few winners and a larger group of Americans left behind, whose anger and whose disillusionment is easily manipulated.” He explained: “Once unbottled, mass resentments can poison the very fabric of society, the moral integrity of a society. Replacing ambition with envy, replacing tolerance with hate. Today the targets of…that rage are immigrants and welfare mothers and government officials and gays and an ill-defined counter-culture. But as the middle class continues to erode, who will be the targets tomorrow?”

In 2015, in rhetoric mimicking the classic blueprint of rising dictators, Trump tapped into the anger of people who felt they had been dispossessed from their rightful place of importance in the country and tapped into the country’s racism and sexism as he told them to blame immigrants and Democratic politicians for their plight. And he promised he was the only person who could restore them to their former significance.

He devoted most of his speech to how other countries—China, Japan, Mexico, Saudi Arabia—were “killing us economically.” American workers had no protection from immigrants, he said, and they were being undercut by their inferiors. “When Mexico sends its people, they’re not sending their best,” he said. “They’re not sending you. They’re not sending you. They’re sending people that have lots of problems, and they’re bringing those problems with us. They’re bringing drugs. They’re bringing crime. They’re rapists. And some, I assume, are good people.” Contrasting American workers with those immigrants, he claimed people “from all over South and Latin America, and…probably from the Middle East,” were taking American jobs.

Although the actual unemployment rate was 5.6%, he claimed it was “anywhere from 18 to 20 percent”—although he then upped it to 21%—and “the worst since 1978.” “A lot of people…can’t get jobs,” he said. “They can’t get jobs, because there are no jobs, because China has our jobs and Mexico has our jobs. They all have jobs.

He sneered at the federal government, claiming “stupid” politicians had no idea how to negotiate and were wasting so much money that the national debt was close to $24 trillion, a number he called “the point of no return…. That’s when we become a country that’s unsalvageable.”

He claimed the ACA, dubbed “Obamacare,” must be “replaced with something much better for everybody. Let it be for everybody. But much better and much less expensive for people and for the government. And we can do it.” He promised to build a wall between the U.S. and Mexico, to “rebuild the country’s infrastructure,” and to get rid of the “horrible and laughable deal” with Iran, finding a better way to “stop Iran from getting nuclear weapons.”

He promised to bring back jobs, bring back the military, take care of veterans, and be a cheerleader for the country. He boasted he was worth more than $8 billion, promising that he could make the country as successful as he was. He promised to “Make America Great Again,” and in August 2015, more than 30,000 Alabamians turned out to see him at the start of what would be a rise to the presidency of the United States.

As journalist McCreesh reported, Trump’s return to Mobile tonight had a wistful feel. The stadium where he spoke was nowhere near the size of the football stadium of 2015, and even so, it was not full. McCreesh noted that some of the upper sections were almost entirely empty.

Trump is planning to travel to 17 states before the midterms to rally MAGA voters who might otherwise not turn out. “Can everybody just close your eyes and pretend I’m on the ballot?” Trump asked the audience in Mobile.

That is no longer a selling point, even for many of those who embrace the administration’s racism and sexism.

An AP/NORC poll from September 24 showed that only 31% of Americans give Trump good marks for how he is handling the presidency. G. Elliott Morris of Strength in Numbers noted today that in September, rising prices turned a majority of Republicans and Republican-leaning Independents against Trump’s handling of the economy. The rising price of diesel has hit rural America particularly hard, and it was in rural America where Trump found his strongest support.

Today’s jobs report from the Bureau of Labor Statistics showed that the U.S. added just 29,000 jobs last month, unemployment has risen to 4.2%, and wage growth has slowed. The bureau revised the job numbers for August and July downward, showing that July actually saw a loss of 10,000 jobs.

Trump is aware enough of his falling popularity that, according to Maggie Haberman, Hamed Aleaziz, Shane Goldmacher, and Jonathan Swan of the New York Times, he personally ordered Office of Management and Budget director Russell Vought to come up with $20 million to run the new television ads praising him. The journalists report that Vought took the money from funding Congress had appropriated for the Department of Homeland Security.

The Republican Senate Leadership Fund today stopped spending money to elect Michael Whatley to the U.S. Senate from North Carolina. The former chair of both the Republican Party of North Carolina and the Republican National Committee, placed in that role by Trump for the months that covered the 2024 election, Whatley is down by double digits in the polls against former North Carolina governor Roy Cooper.

They are shifting that money to Kansas, to shore up Republican senator Roger Marshall, recently mired in the revelations that his aggressive debt collection from 700 of his obstetric patients led to the arrests of 81 of them. Polls show Marshall’s Democratic challenger Adam Hamilton, a pastor who used to be a Republican, pulling ahead.

Two of the four living Republican governors of Kansas have endorsed Hamilton. Today, former governor Mike Hayden said he is backing Hamilton because “[g]overning should always center around the best interests of the people.” By supporting Trump’s tariffs and the war on Iran, which are destroying markets and driving prices so high that Kansas farmers are at risk of losing their farms, he said, Marshall “is failing to live up to that standard.”

And therein lies the crux of the crisis that is driving a seismic political change: it has become crystal clear that Trump never intended to address the real problems he identified. His tariffs, deep tax cuts for the wealthy and corporations, extraordinary corruption, multiple vanity projects, and war on Iran are benefiting him, his family, and his cronies. At the same time, the Republicans are, at his direction, slashing the social welfare programs, medical funding, education, infrastructure, and healthcare that used to serve the American people.

Trump has taken to claiming that the country’s economy is booming, but that he and the Republicans have done a bad job of telling people. “All over the country, they’re building factories, plants—manufacturing’s coming back,” he told a crowd at a truck facility in Texas. “The only thing we’re doing badly at is public relations.”

But as Josh Boak of the Associated Press reported today, people aren’t buying it. One three-time Trump voter in Ohio, who was one of 1,400 just laid off from a truck factory just days before Trump held a rally nearby, is now knocking on doors for Democrats. “Something has to change politically in this country,” he told Boak. “Seems like it just kept getting worse and worse and worse.”

The old MAGA rhetoric isn’t working any more, and Democrats are taking over the space that Trump exploited.

On Thursday, campaigning in South Florida, Vice President J.D. Vance called Democratic candidate for U.S. Senate Angie Nixon a “self-described socialist,” and said the right response was to tell her to “get the hell out of here. You don’t belong in America.”

In response, journalist Jim DeFede of CBS News Miami suggested that people were “somewhat surprised that the vice president would actually say that based on your political views, you should get out of America if you’re not happy here.”

Nixon herself responded: “It’s very disrespectful. It’s really disheartening, especially knowing that I come from folks who helped build this country, and my grandparents were sharecroppers in southern Georgia. And all I want for people is to have access to quality healthcare, to have access to fully funded public schools, for people to have homes to live in, and not have to worry about living on the streets.

“There’s absolutely nothing radical or extreme about that,” she continued. “And I don’t consider myself a socialist. I consider myself a lifelong Democrat who puts people over party, people over politics, and people over profit.”

—

Notes:

https://www.nytimes.com/2026/10/02/us/politics/alabama-trump-rally-glory-days.html

https://time.com/3923128/donald-trump-announcement-speech/

https://apnews.com/projects/polling-tracker/

Strength In Numbers
Amid rising diesel prices, Republicans turn against Trump for first time on handling inflation
Read more

https://www.cnn.com/2026/10/02/economy/us-jobs-report-september-final

https://www.nbcnews.com/politics/2026-election/white-house-travel-trump-17-states-midterms-rcna600978

https://alabamareflector.com/2026/10/02/donald-trump-tells-mobile-rally-to-pretend-im-on-the-ballot/

https://www.nytimes.com/2026/10/02/us/politics/trump-ads.html

https://thehill.com/homenews/campaign/6114153-cooper-leads-whatley-poll/

https://www.washingtonpost.com/politics/2026/10/02/top-republican-group-shifts-money-nc-kansas-gop-woes-worsen/

https://www.mediaite.com/politics/another-republican-ex-governor-of-kansas-endorses-democrat-in-tight-senate-race/

https://apnews.com/article/trump-ohio-midterms-factory-workers-7c8dc7901de15a22a909bcd9c8b78a3e

Robert Reich, November 22, 1994, speech at the Democratic Leadership Council.

https://www.nytimes.com/2026/09/08/us/politics/roger-marshall-obgyn-doctor-debts.html

YouTube:

watch?v=Bnd0eSuxu84

Bluesky:

plaintanjane.bsky.social/post/3mwwnxkieyk2g

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An Immediate Calamity

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Saturday assorted links

1. Rewarding failure?

2. An excellent Brian Potter explainer on how matrix algebra is used in both LLMs and robotics.

3. Chat with Mircea Cărtărescu.

4. It seems the expansion of remote work reduced births?

5. “Living Science uses an AI agent to reproduce key findings from seminal papers in economics, document what holds up and extend the analysis with newer data.”

6. Joshua Rothman on Garicano’s Messy Jobs (New Yorker).

The post Saturday assorted links appeared first on Marginal REVOLUTION.

       

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Time magazine celebrates my Stanford colleague Adrien Bilal

 Time magazine celebrates my Stanford colleague Adrien Bilal

TIME100 Next 2026: The World's Most Influential Rising Stars: Adrien Bilal  Sep 30, 2026  by Bill McKibben

"Economists failed badly in the early years of the climate fight, assuring the world that real damage wouldn’t come until late in this century. Now, amid fires, floods, and soaring insurance premiums, Stanford University’s Adrien Bilal has offered a far more coherent analysis of the economic effects, and potential costs, of climate change. He wrote, for instance, that if we increase the planet’s temperature by an additional 2°C, “we found that would reduce output and consumption by 50%. That’s a big reduction. It’s twice as big as the Great Depression but it’s going on forever.” As his award-­winning seminal study dryly notes, “these impacts suggest that unilateral decarbonization policy is cost-effective for large countries such as the United States,” which is econospeak for “what on earth are you doing propping up coal plants and shutting down wind farms?”

 

A “Who You Gonna Believe?” Election

They’re still doing it! Click on any White House press release and the image above pops up. The tone-deafness is almost surreal. Even if you’re a Trump loyalist who really believes that things are going great in America, surely you have to be aware that this isn’t how most voters see it. Here’s what the latest AP-NORC poll says:

A note here: When Kyla Scanlon introduced the term “vibecession” during the Biden years, Americans generally had a much more positive view of their local economy — which they could observe with their own eyes — than they did of the national economy. That’s no longer the case: Americans are as down on their local economies as they are on the national situation. This downbeat view of the state of the nation isn’t a media narrative concocted by the “fake news”: it’s what people see all around them.

And while I’m not a political consultant, I don’t think “Who are you gonna believe, me or your own eyes?” is a winning strategy.

But then again, who in this administration would be willing to risk Trump’s ire by taking that popup down?

Tomorrow I’ll post a conversation with G. Elliott Morris and David Nir about what polling and other political indicators say about the midterm elections. Today I thought I’d complement that discussion in advance by talking about several economic indicators that are also really, really bad news for Trump and his party.

First, the obvious: prices at the pump:

.

Voters famously blame whoever is in the White House when fuel prices are high, even though presidents normally have very little influence on these prices. In this case Trump, with his disastrous war of choice in Iran, really does bear full responsibility for high energy prices — and voters know it.

However, fuel prices and inflation in general aren’t the only reasons Americans have a negative view of the Trump economy. Official measures of employment and unemployment look good by historical standards, but perceptions about the state of the job market have dramatically worsened. Every month The Conference Board asks Americans whether jobs are “plentiful” or “hard to get.” The difference between these two answers is almost always positive — we are an optimistic nation — but the “labor market differential” has plunged. Americans perceive the job market as being the worst it has been since Covid:

Finally, how about those interest rates? We often hear about elections being swung by an “October surprise,” and maybe Trump still has something up his sleeve. But the big economic news of the past month has been a “September surprise” on interest rates, including rates that matter a great deal to ordinary Americans — such as families trying to buy houses. Here’s the 30-year mortgage rate:

So where are we as we head into the final month of the midterm campaign? Election models based on political polls are almost surreally favorable to the Democrats, who Elliott Morris gives a 99 percent chance of winning the House. But it’s not just the polls. Even though the U.S. economy looks OK by some measures, the overall economic environment looks really bad for Trump and his party.

Oh, and there’s the small matter of that disastrous war.

Yet the Trump administration insists that this troubled environment is a Golden Age. This isn’t just bad politics. It’s an indication that Trump is living in a bubble of fantasy and sycophancy, in which nobody dares suggest — even as a matter of cynical political strategy — acknowledging that things are less than perfect.

And remember: When voters make it clear that they aren’t buying into Trumpist triumphalism, he won’t blame himself. He’ll blame America, and look for people to punish.

How American Political Campaigns Are Using AI—and What They’re Spending on the Tools

This essay was written with Nathan E. Sanders, and originally appeared in The Guardian.

New campaign finance disclosure data shines a light on which US political campaigns are using AI tools and how much they are spending on them.

Candidates’, parties’ and committees’ spending reveals that AI is fast becoming an essential tool of politics. The candidates themselves are quiet about how they are using the technology in their own campaigns. It’s a sensitive issue that we have been tracking closely since we started writing our book, Rewiring Democracy, which examined how AI is beginning to influence politics. A September 2025 Pew survey of Americans found that more than 70% would think less of a candidate if they used AI to help write a speech.

Itemized expenditure disclosure data from the US Federal Election Commission, dating back to 2020, reveals at least $17m in disclosed spending on AI technology vendors across 523 federal candidates and campaigns. Data from four states, California, Colorado, Massachusetts and Washington, provides a more localized picture going back to 2022.

Beginning with the AI behemoths, at least 80 federal campaigns and committees have reported spending with OpenAI since 2024. The total spending is not huge: only about $50,000 reported, skewing slightly more Republican than Democratic. The Republican National Committee is the largest overall buyer, with nearly $10,000 in reported expenses. Top individual users include the campaigns of Republicans Mike Lawler, John Kennedy and Bill Cassidy, as well as the California Democrats Ro Khanna and Ted Lieu. Most of these expenses are listed as office expenses, subscriptions to ChatGPT for staff, or research tools, rather than as specific political services. The company’s policies prohibit some political uses of their ChatGPT tool.

OpenAI’s biggest competitor, Anthropic, has rapidly built a similar level of usage, but with a different split. At least 65 candidates or committees now report paying the Claude maker in 2026, up from essentially zero in previous years, with a nearly two-to-one Democrat-to-Republican ratio. However, the largest individual user is the campaign of Tom Cotton, a Republican senator from Arkansas, who reported more than $4,000 in spend on Anthropic software in his June filing. Other major users are the Montana independent Senate candidate Seth Bodnar and Jason Knapp, who lost a Democratic House primary in Virginia, and the Democratic Alaska Senate candidate Mary Peltola.

Candidates use either Claude or ChatGPT, rarely both, according to the disclosures. Only about 12% of campaigns or committees using either tool reported expenditures to both vendors. The Democratic lean of Anthropic usage may reflect the company’s alleged liberal skew and clashes with the Trump administration.

In contrast, Elon Musk’s xAI caters to Republican interests and, accordingly, its meager usage comes almost entirely from the political right. Just seven federal and two state-level candidates or committees have reported paying xAI, a total of about $5,000, the majority of which was spent by the presidential campaign of RFK Jr in 2024, but also includes Republicans Dave McCormick and Thomas Massie.

More dollars go to the vendors specializing in political campaign applications of AI. For years, AmplifAI, which provides automated text messaging, essentially a new iteration on robocalling technology, was a dominant target of spending, soaking up $4.7m in campaign spending in the 2022 cycle alone. It was used heavily by Democratic candidates including Mark Kelly, Joe Biden, Bernie Sanders and Adam Schiff. Spending on AmplifAI, now owned by the troubled media conglomerate Triller, seems to have tapered off in the years since 2022.

The new rising Democratic solution for AI-powered text messaging is Daisychain, which has so far garnered about $300,000 in reported candidate spend in the 2026 cycle—up from only about $50,000 reported in 2024. More than half of this year’s spending comes from the Senate campaign of Democrat Abdul El-Sayed in Michigan.

The closest equivalent on the Republican side has been Campaign Nucleus, associated with former Trump campaign manager Brad Parscale. The AI-powered voter engagement tool has attracted six-figure spending from the Republican National Committee, multiple PACs aligned with Donald Trump, and five-figure investments from Mike Johnson, Kari Lake and other candidates. It is displacing the legacy Republican-serving texting vendor Prompt.io, which has retained about $375,000 in 2026 spending to date, down from more than $500,000 in the 2022 cycle. But it continues to be used: the A More Affordable California PAC sponsored by Uber has single-handedly spent more than $1m on Prompt.io in 2026. The Republican Massachusetts gubernatorial nominee Michael Minogue has been a recurring customer, as has the failed Republican California gubernatorial candidate Ché Ahn and Republican-aligned Super PAC Neighbors for a Better Colorado.

At the state level

At the state level, the AI spending is smaller but growing fast. Across the four states studied, we found a total of at least $92,000 in spending confidently attributable to modern generative AI vendors since 2022. The spending is spread across at least 108 candidates and committees. The growth has been explosive; there has already been about 10 times the amount of state-level AI spending reported in 2026 as there was in all of 2024.

Much of the state spending mirrors federal patterns. Daisychain again has the highest overall spend, and OpenAI and Claude dominate among the general-purpose AI vendors. DonorAtlas—the AI-powered prospect research tool—sticks out for its usage in these states, sitting behind only Daisychain and OpenAI and buoyed up by nearly $4,000 in spending by the California Democratic party.

Even though it has dominated so much media conversation, few candidates seem to be reporting spending on AI tools designed specifically to create synthetic audio and video, also known as “deepfakes”. We found just six federal candidates or committees reporting spending on the popular AI audio generator tool from ElevenLabs, with total spending of about $1,400 led by independent candidate for Colorado’s sixth congressional district Samir Witta. The AI image generator service Midjourney has five reported federal campaign or committee users reporting about $1,600, led by Sholdon Daniels, the Republican primary runner-up in the Texas 30th district. Combined, those two firms had less than $100 in reported spend across the four states.

However, recent data from the Wesleyan Media Project shows that at least 164 political ads in this cycle have included AI-generated media, supported by at least $80m in ad spending. What this illustrates is that candidate and committee disclosure reports are just the tip of the iceberg. They don’t cover spending on AI by political consultants, media firms and other vendors hired by the campaigns or by PACs, or independent committees raising and spending money aimed at boosting candidates’ campaigns. Those entities aren’t required to disclose detailed expenditure reports, and are very likely where the bulk of campaign AI usage is happening.

Since a large fraction of all spending in the campaign cycle will happen in the final weeks leading to November, much remains to be seen about the totality of how campaigns will leverage AI and what impact its use will have on voters’ decisions.

Self-hosted HTTP tunnels with SSH and nginx

A friend wants to proofread your work-in-progress blog post, but its preview only runs on localhost:8080. Several tools can help. Some run as a commercial service, like ngrok or Cloudflare Quick Tunnels. Some are self-hostable but require a specific client, like frp or localtunnel. Some only require a plain SSH client but rely on a specific SSH server, like sish. Let’s implement a self-hosted solution with only OpenSSH and nginx!

$ ssh -R 0:localhost:8080 http-over-ssh
Allocated port 41535 for remote forward to localhost:8080
https://6J3jK1WmB15c6WmjW_X-Wg--1789928654@p41535.ssh.luffy.cx/

Basic setup

First, we forward connections from a port on a remote server to your local service:

$ ssh -N -R 0:localhost:8080 web02.luffy.cx
Allocated port 41535 for remote forward to localhost:8080

When you specify 0 as the remote port, the server allocates a free port. Then, we configure nginx to proxy requests from https://p41535.ssh.luffy.cx to http://127.0.0.1:41535:

server {
  listen 0.0.0.0:443 ssl ;
  listen [::0]:443 ssl ;
  server_name ~^p(?<port>\d\d\d\d\d)\.ssh\.luffy\.cx$;
  location / {
    proxy_pass http://127.0.0.1:$port;
  }
}

We also need to add DNS records for *.ssh.luffy.cx and get a wildcard certificate through Let’s Encrypt:

*.ssh.luffy.cx.               CNAME web02.luffy.cx.
ssh.luffy.cx.                 CAA   0 issuewild "letsencrypt.org"
_acme-challenge.ssh.luffy.cx  CNAME ssh.luffy.cx.acme.luffy.cx.

acme.luffy.cx is a zone hosted on Route 53. I use it for ACME DNS-01 challenges, both for wildcard certificates and for domains served by several web servers. In my case, NixOS gets the certificates automatically.

Access control

The port is the only “secret”1 keeping the content confidential. Other forwarding solutions add a random string to the domain name to prevent an intruder from enumerating the possible values.

Thanks to ngx_http_secure_link_module, we can secure this setup a bit. This module computes a hash2 over a set of values, including a secret, and compares it with the hash from the request. The hash is base64-encoded, so we cannot put it in the domain name, which is case-insensitive. Instead, we put it in the URL as a username, along with its expiration timestamp:3

https://6J3jK1WmB15c6WmjW_X-Wg--1789928654@p41535.ssh.luffy.cx/en/blog
        ╰─────────┬──────────╯  ╰───┬────╯  ╰─┬─╯             ╰──┬───╯
                hash             expires    port               path

The client sends the username to the server with HTTP basic authentication. This works with most HTTP clients, including curl. Nginx exposes the username in the $remote_user variable. The module expects the hash and the expiration timestamp separated by a comma. We use a map directive to extract the two parts from $remote_user and join them with a comma.4 We also give the module the string to hash. It contains the expiration timestamp, the port, and a secret:

map $remote_user $httpssh_link {
  "~^([-_A-Za-z0-9]{22})--([0-9]+)$" "$1,$2";
}
server {
  # […]
  location / {
    secure_link $httpssh_link;
    secure_link_md5 "$secure_link_expires $port ZuPerS3cr3!";
  }
}

The module returns the status of the check in the $secure_link variable:

  • empty if the hashes do not match,
  • "0" if they match but the link has expired, or
  • "1" otherwise.

If the hash is incorrect or missing, we return a 401 error with a WWW-Authenticate header to ask for credentials. If the link has expired, we return a 410 error. We remove the Authorization header before forwarding the request and add a few directives to proxy WebSocket connections. Here is the complete configuration:5

map $remote_user $httpssh_link {
  "~^([-_A-Za-z0-9]{22})--([0-9]+)$" "$1,$2";
}
server {
  listen 0.0.0.0:443 ssl ;
  listen [::0]:443 ssl ;
  server_name ~^p(?<port>\d\d\d\d\d)\.ssh\.luffy\.cx$;
  location / {
    secure_link $httpssh_link;
    secure_link_md5 "$secure_link_expires $port ZuPerS3cr3!";
    if ($secure_link = "") {
      add_header WWW-Authenticate 'Basic realm="tunnel"' always;
      return 401;
    }
    if ($secure_link = "0") {
      return 410;
    }
    proxy_pass http://127.0.0.1:$port;
    proxy_set_header Host $host;
    proxy_set_header X-Forwarded-For $proxy_add_x_forwarded_for;
    proxy_set_header Authorization "";
    proxy_http_version 1.1;
    proxy_set_header Upgrade $http_upgrade;
    proxy_set_header Connection "upgrade";
    proxy_buffering off;
    proxy_read_timeout 30m;
  }
}

I think you are now asking yourself the obvious question: “How should I generate the hash?” Easy peasy!

$ expires=$(( $(date +%s) + 86400 ))
$ port=41535
$ secret='ZuPerS3cr3!'
$ printf '%s %s %s' "$expires" "$port" "$secret" \
>   | openssl md5 -binary \
>   | openssl base64 \
>   | tr +/ -_ | tr -d =
6J3jK1WmB15c6WmjW_X-Wg

Well, I suppose you are now saying: “Vincent, this is not very convenient! I’ll stick with ngrok if you don’t mind.” Okay, I hear you. Let’s write a helper script.

Helper script

The main difficulty is finding the ephemeral port that OpenSSH allocates, as it does not appear in any environment variable.6 To work around this obstacle, we look for the ancestor sshd-session processes:7

pids=$(
  pid=$$
  while [ "$pid" -gt 1 ]; do
    line=$(ps -o comm=,pid=,ppid= -p "$pid")
    echo "$line"
    pid=${line##* }
  done | awk '$1 == "sshd-session" { printf "pid=%s,\n", $2 }'
)
if [ -z "$pids" ]; then
  echo "not an ssh session" >&2
  exit 1
fi

Then, we get the listening ports associated with these sshd-session processes:8

ports=$(sudo -n ss --listening --numeric --tcp --processes --no-header \
  | grep -F "$pids" \
  | awk '{ print $4 }' | awk -F: '{ print $NF }' \
  | sort -un)
if [ -z "$ports" ]; then
  echo "no forwarded port, use ssh -R 0:localhost:PORT" >&2
  exit 1
fi

Finally, we display the URLs and keep the session open:

lifetime=86400
secret='ZuPerS3cr3!'
expires=$(( $(date +%s) + lifetime ))
for port in $ports; do
  token=$(printf '%s %s %s' "$expires" "$port" "$secret" \
            | openssl md5 -binary \
            | openssl base64 \
            | tr +/ -_ | tr -d =)
  echo "https://$token--$expires@p$port.ssh.luffy.cx/"
done
sleep infinity

I install this script as http-over-ssh on the server and add this entry to my ~/.ssh/config:

Host http-over-ssh
  Hostname web02.luffy.cx
  RemoteCommand http-over-ssh
  ControlPath none

With this solution, I only rely on OpenSSH and nginx, two pieces of software already running on this server. One short command gives me a self-hosted tunnel and a URL to share. To try it, grab the complete helper script, which includes a few minor improvements. If you run NixOS, as any person of taste would, have a look at my http-over-ssh.nix instead. ❄️


  1. Since the kernel allocates it from the local port range, its entropy is low. Moreover, we lose one more bit because the kernel favors odd ports when it picks a random free port.

    $ sysctl -n net.ipv4.ip_local_port_range \
    >   | awk '{print $1"—"$2" ≈ "log($2-$1+1)/log(2)" bits"}'
    32768—60999 ≈ 14.785 bits
    

    ↩

  2. The module relies on MD5. Its security is weak but good enough for this use. ↩

  3. We need an expiration date because a later session could reuse the port, and we have no way to detect this case. ↩

  4. The username could use a comma directly instead of a double dash. But some applications do not recognize the URL correctly, making it harder to share. ↩

  5. This configuration exposes any TCP port listening on 127.0.0.1 or 0.0.0.0 to anyone with the secret, bypassing most firewall rules. You could strengthen it by limiting the server_name regex to the ephemeral port range. ↩

  6. One SSH session can contain several tunnels, and the client can add or remove them at any time. This is unlike tun device forwarding (ssh -w), which gets its own SSH_TUNNEL environment variable. ↩

  7. Since OpenSSH 9.8, sshd-session is the name of the helper handling the session. With older versions, look for sshd instead. ↩

  8. We need sudo because the sshd-session process dropped its privileges. The kernel then marks it as not dumpable, and its /proc/PID/fd directory belongs to root. Without access to this directory, ss cannot find which process owns a socket. ↩

Words to live by?

In the past year American markets have digested the largest-ever initial public offering (SpaceX), equity raise by a public company (Google) or a foreign firm (SK Hynix), private-funding round (OpenAI) and private-debt deal (Broadcom), as well as most of the biggest bond issue in history (Amazon). There was the first $1trn exchange-traded fund, or ETF (Vanguard), a record-breaking cash pile (Berkshire Hathaway) and stock-buyback programme (Nvidia), and the consummation of the largest-ever leveraged buyout (Electronic Arts). Then there are the enormous mergers in railways (Union Pacific and Norfolk Southern), utilities (NextEra and Dominion Energy) and media (Paramount and Warner Bros Discovery)—the last of which led, this week, to the largest ever junk-bond offering, beating a record set only last week (SoftBank). New markets have been created out of thin air (for compute) or become much bigger (for predictions). Worries about massive corporate scandals (First Brands) and hedge-fund blow-ups (Situational Awareness), which would have once occupied investors’ attention for months, are steamrollered by the relentless, totalising and extraordinarily flexible machine that is American finance.”

An excellent passage, from The Economist.

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Remember the Metaverse? Tech’s Hunger for the Next Big Thing Long Predated AI

We’ve been following this conversation here in The Editors’ Blog about what AI is, what it can do and whether it can possibly live up to its hype. It’s worth considering the question from what we might loosely call not only the supply side but also the demand side. From a very broad perspective, the history of the last three decades has been one defined by the fact that you have too much capital chasing too few productive investments. That’s the driver of the recent history of cycles of booms, bubbles, over-investment and busts: the Asian Financial Crisis, the Dot Com Bust, the Global Financial Crisis, perhaps soon the AI Bubble Collapse, along with many smaller of regional ones.

If you go back to the middle of the last decade, the big tech platforms were massive, and were entrenching their monopoly power in various segments of the tech economy and the national and global economy generally. The exponential growth of earlier years was giving way to merely arithmetic growth if not stagnation. In a key sign of change, the tech world, which had ignored Washington, D.C. as hidebound, sclerotic and irrelevant to their world, started pouring real sums into the lobbying and influence games like the rest of corporate America. There was a huge, huge hunger for the next thing which would bring back the financial explosion of a decade or more earlier. AI was by no means the first entrance.

Crypto was a big one and to an extent remains one. But the big one to remember was the “metaverse.” There was a massive craze for the Metaverse which took over Silicon Valley. NFTs, absurd digital things, which people could bid up to insane valuations because other idiots certainly would jump in and buy too, became a thing. Seemingly out of the blue, Facebook announced that it was now a metaverse company and renamed itself Meta in October 2021. In June 2022, McKinsey issued a report that predicted that by 2030 the Metaverse could grow to $5 trillion in value. It’s hard not to notice how close that is to the $6 trillion Bain & Co says AI now has to grow by 2031 in order to keep up with the massive level of capital investment Silicon Valley is pouring into it.

To be clear, I do not think and I’m not saying that AI is like the Metaverse. Even at the moment of peak Metaverse hysteria, lots of people were questioning what possible value there was in a thing no one seemed to want and looked like a jacked-up version of Second Life. There’s no question that AI or really LLMs are a real thing in a way the Metaverse never was. (The release of ChatGPT in November 2022 effectively snuffed out the Metaverse pseudo-boom.) It has already had real impacts on society and is driving real value at least in certain segments of the economy. (The question isn’t whether it’s real but whether it can possibly live up to its boosters’ predictions.) My point isn’t that AI is just like the Metaverse and soon to be forgotten as soon as the Metaverse was. It is rather to point out that we cannot understand the massive capital outlay on AI/LLM without the critical context that the tech platforms were super hungry for something like AI well before it was clear AI would be the thing.

Given how much pent-up desire there was in the world of Big Tech to throw money at things that were manifestly silly or of questionable economic utility and value, it’s hardly surprising that they were willing to spend unimaginable sums once something turned up that actually seemed real.

Yet More …

We’re seeing article after article now restating in slightly different ways the same basic point about the AI infrastructure boom: how will this level of investment ever be recouped? This new article in the Journal is entitled: Will America Spend 9% of Its GDP on AI? The Industry Is Counting on It. (It references the same Brookings study we discussed a week ago.) This is more or less the same story as I flagged in that Bain report in last night’s post. A market of $6 trillion for AI by 2031; 9% of GDP in 2032. The numbers may be based on slightly different global modelings — just how much investment, rates of return, etc. But they’re mostly different ways of stating the staggering growth that will be required to cover current levels of capital expenditure. The Journal notes that 9% of GDP in 2032 (one year later than the Bain & Co report focuses on) will mean Americans are spending as much on AI as food, half as much as they will spend on health care. The Journal article reminds us that this isn’t simply about adoption and new products. You have to factor in what will likely be rapidly falling prices as well as competition from new entrants with possibly far lower sunk costs and debt.

Getting into the particulars involves so many variables it’s hard make sense of it without an economic degree. But the overall story is the same as the one in the Bain study. Silicon Valley has committed the economy to unimaginable levels of investment in a very promising but still largely unproven technology. And now we have to go on a national crash course of maniacal innovation just to get out from under that spending overhang or the whole economy craters. Of course, if AI just does a million amazing things and makes all our lives happier and more fun … well, we’ll have to really thank them. But this seems uncertain.

★ Apple Is Going to Further Tighten the Screws on Full Disk Access on MacOS, in Response to Agentic AI Apps Running Amok

Apple Developer News, in a post titled “Updates to Full Disk Access in macOS”:

We give developers powerful APIs to build incredible capabilities into their apps for Apple products, backed by a set of controls designed to protect users’ private data. Full Disk Access largely sidesteps these controls in order to allow backup apps to function properly on the Mac. Some developers are using Full Disk Access in ways that could put users at risk, exposing everything on their systems — including files, mail, messages, and even browsing history — without users’ full knowledge and understanding. For communication apps, this can also compromise the privacy of the people users are communicating with.

Going forward, we will introduce additional controls to ensure that users who genuinely wish to grant an app this extraordinary level of access can only do so with very explicit user action. Addressing this is critical. As AI agents become increasingly capable and autonomous, the risks associated with this level of access will grow substantially. We are committed to ensuring users clearly understand these risks before granting such access, so they can make informed decisions about their own data and privacy.

They don’t name names, but clearly this is in response to Meta Muse (cf. Jason Aten’s misadventure with Muse accessing Aten’s iMessages), Grok Bot, Claude, Dots, and the rest. This is why we can’t have nice things.

I really worry about just how much Apple is going to lock Full Disk Access down. I use it with several apps that couldn’t function properly without it, and would be severely hampered if I needed to authorize it manually every time they do something.

But before we Mac power users riot in Cupertino, we should note that we have no idea how many unsophisticated Mac users are calling Apple and queuing up at the retail store Genius Bars to complain about Muse and these other agents having run amok on their Macs, against their desires, after convincing these users to grant them access. It is a legitimate frustration for the highest-functioning users among us that the Mac has, for years, already seemed “too locked down”. But there are now around 150 million Mac users worldwide. Most of them are unsophisticated technically — a majority of them, profoundly so. Many of them have technical needs that cannot be met by the baby computer OS that is iPadOS. For a lot of them it might just be the ability to run the real version of Google’s Chrome web browser — or even the desktop version of Safari. So there are tens of millions of people who need to use a Mac to do things that cannot be done on an iPad, but who have zero understanding of what it means, say, to grant Muse permission for Full Disk Access. And then they think it is Apple’s fault that Muse is suddenly able to read their private iMessage conversations.

(Anyone out there who, say, works at an Apple retail store and can confirm whether this is an escalating support issue — one way or the other — I’d love to hear from you, confidentially.)

On iOS (and its tablet variant, iPadOS), you can say OK to every single thing an app like Muse asks for and Muse still won’t be able to read your email or end-to-end encrypted messages from iMessage or WhatsApp. There is no level of permission that grants third-party apps permission for such things. (The EU wants to force Apple to allow that under the DMA.) MacOS isn’t like that. You still need to grant apps permission for such things, but if you say OK to everything an app like Muse asks for on the Mac, you’re granting that app access to, effectively, almost everything on your startup drive. There are still some things it can’t see, but not many. A lot of non-technical Mac users do not understand this and cannot be expected to understand this. They just think, wrongly, that Apple protects them from allowing anything truly dangerous, because that’s how their iPhone (and/or iPad) works. So they just click OK to every access request from Muse and presume they’re still largely protected.

Hopefully Apple has in mind a solution to this situation that will still enable knowledgeable power users to confirm agreement to a sufficiently scary warning and put their Macs in a state similar to what we have today. I worry. What alleviates my worst fears is the knowledge that every technical user at Apple itself needs to use their Mac as the powerful Unix workstation OS that it is. Some of us need dangerously powerful tools. Most Mac users, however, do not — and don’t realize they’re using a dangerously powerful Unix workstation with a very friendly (literal) face.

Friday Squid Blogging: EU is Trying to Fight Unregulated Squid Fishing

The EU is recommending import controls to combat unregulated squid fishing in the Southwest Atlantic. I’m not optimistic.

As usual, you can also use this squid post to talk about the security stories in the news that I haven’t covered.

Blog moderation policy.

Unidentified Flock Cameras in Florida

St. Lucie County in Florida discovered (alt link) a dozen Flock cameras whose ownership it can’t identify, and that the county government had not permitted.

I am reminded of the decade-old story of StingRay cell phone surveillance devices in Washington, DC, whose operators were also unknown.

My guess is that in the StingRay case, the devices were operated by foreign actors. This Flock case is more likely some local government entity that didn’t bother getting approval. Were I a foreign actor, I would rather hack the existing Flock network—like Israel did with Tehran’s surveillance cameras—than risk installing my own.

Regardless, once we normalize a surveillance infrastructure, both friends and foes will take advantage of it.

New issue of Econ Journal Watch

Volume 23, Issue 2, September 2026

In this issue:

“China shock” fragility: According to David Autor, David Dorn, and Gordon Hanson (2013), the “China shock” hit the United States from 1990 to 2007. When corrections by Kirill Borusyak et al. (2022) are fully applied, Joseph Francis argues, the harm of Chinese imports to unemployment, labor force participation, wages, and household incomes disappear. “China shock,” Francis argues, illustrates how the “credibility revolution” very much leaves the con in econometrics. (The commented-on authors are hereby invited to reply in a future issue.)

The predictions did not come true: A June 2023 decision, SFFA v. Harvard, held that race-based admissions are unconstitutional. Thirty-three selective colleges forecast Black enrollment declines of 50 to 70 percent. Fifteen research universities assured the Court that race-neutral admissions “would undercut” the diversity they seek. David Card estimated that eliminating racial preferences would cut the Black share of Harvard’s admitted class from 14 percent to 6 percent. Three years on, David Kane reports that the predictions did not come anywhere close to true.

Science confections: Following up on his critique of Jonathan Pekar et al. in Science, Michael Weissman now criticizes Michael Worobey et al. in Science, who claim that case locations and nucleic acid samples showed that SARS-CoV-2 had first been introduced to humans at the Huanan Seafood Market. Several lines of evidence suggest the introduction to humans was earlier and elsewhere. (The commented-on authors are hereby invited to reply in a future issue.)

The fall of Fama-French and momentum factors: Commenting on Clifford Asness, Eugene Fama, and Kenneth French, Michael O’Connor argues that momentum’s circa-2003 demise and that of market capitalization and the book-to-market ratio about a decade later represent a structural break or ‘regime change.’ (The commented-on authors are hereby invited to reply in a future issue.)

All in the family: Kenneth Judd and Karl Schmedders take issue with an article in Journal of Economic Literature by Jesús Fernández-Villaverde. They say that he overstates the newness of neural-network or “deep learning” solvers and that such solvers should be understood as inside the family of projection and weighted-residual solvers. (The commented-on author is hereby invited to reply in a future issue.)

Is chatbot validation valid? Alexis Akira Toda reports on Gemini, Refine, Claude, and ChatGPT on errors in four published papers in mathematical economics. The chatbots generated false positives—endorsing flawed proofs—and varied in how much guidance they needed to find the error. ChatGPT Pro performed best, Claude was middling, and Gemini worst. Corrections of the original errors had already been published at the time of the experiment, and so a chatbot’s success might reflect its canvassing for published commentary. Since the chatbots generated false positives, however, we know that they are fallible one way or another.

How are so-called digital public goods provided? The United Nations and its Digital Public Goods Alliance have constructed an ambitious framework for certifying, funding, and deploying open-source software in developing countries. The soundness of the UN’s approach is, according to Vidar Andre Utvik and coauthors, illustrated by the rapid development of Covid-19 surveillance tools in Sri Lanka and Norway. Here, John Levendis argues that their own evidence reveals that local professionals cooperated voluntarily and that community innovation preceded WHO guidance, not the reverse. (The commented-on authors are hereby invited to reply in a future issue.)

On Haavelmo’s adoption of Neyman-Pearson theory: Trygve Haavelmo’s (1944) monograph “The Probability Approach in Econometrics” is based on a strict adoption of Neyman-Pearson testing theory. Here, Tom Engsted argues that Haavelmo resorted to the notion of a hypothetical infinite population and a distinctly non-frequentist (Bayesian-like) interpretation of probability with the aim of inductive inference, in direct contradiction with Neyman-Pearson theory.

1939–1945: Housing policy in Denmark: In a critique of the primary literature on the subject, Jens Hansen explains the origins of Danish rent control and other housing regulation. The interventions have wrought great hardship and no discernible benefits. The history exemplifies the intervention dynamic.

Where credit is due: Alexis Akira Toda reports on some curious failures to cite predecessors and brings credit to the slighted authors and papers. (The commented-on authors are hereby invited to reply in a future issue.)

Greening on the edge: An article models sustainable product development under crowdfunding and regulation. Here, Marco Sorge argues that the authors disregard corner solutions for environmental quality, which robustly arise across admissible parameter configurations, and conduct comparative statics where no interior solution exists. A complete characterization of the equilibrium corrects, and in some cases contradicts, their conclusions. (The commented-on authors are hereby invited to reply in a future issue.)

Book-manuscript symposium:
Gregory Clark on genetics and social mobility

The third book in Clark’s trilogy is titled To Have and Have Not: The Determinants of Social Status in England, 1600-2026:

EJW Audio:

Notice: Heckscher’s Mercantilism lives! — vol. 1, vol. 2.

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What we’re building at Inanimate and how to follow along

It has been a busy summer over at Inanimate.

Yes that is still a holding page.

Bringing up a new consumer electronics company is, uh, kinda intense.

So where we’re starting with the whole room computer, ambient intelligence thing is WORKS: five limited-edition devices for your AI agent and you.

Firstly: five??

Yeah haha it’s wild. It’s one platform, many instances.

But also: what are they?

At this point I would recommend you go watch our latest vid from this week…

Watch: WORKS in Progress: Decision Made - Five AI Devices We’re Building (YouTube).

We’ve been telling the story of the design process, and getting down from dozens and dozens of concepts, and this is… well, not quite the “reveal”…

…more like we name the product archetypes that we’re heading for, and there is still a TON of industrial design, tech and so on, all to come.

Regular practice in product world is to be super stealthy and then drop a single “Introducing…” post. That is very much not what we are doing. I hope you enjoy the approach over the coming weeks.


Meanwhile we are also looking backwards at old protos from months ago and what they taught us.

Watch: Prototyping: What Happens When an AI Agent Controls a Lamp? (YouTube).

So if you are interested in agentic lamps, or even in product form (specifically: Why an Anything Device Needs a Familiar Shape), then do check out our channel.

(You can now see why I’ve become obsessed with the egg timer that looks like an egg.)


Places to catch the latest:

Like and subscribe, as they say. I’d appreciate it!

There’s also Lab Notes, our newsletter, and we continue to send that out every 2 weeks. Subscribe here.

Ok back to it.


More posts tagged: inanimate (7).

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US military ends long-running program to spot nuclear missile launches

In late 1970, a Titan IIIC rocket launched from Space Launch Complex 40 at what was then called Cape Canaveral Air Force Station. It carried a top-secret payload for the US military.

Much has changed in spaceflight since then. The Titan IIIC would bow out in 1982 after dozens of launches. Various Titans continued launching from Space Launch Complex 40 until 2005, at which point the US Air Force—in a competitive process hotly opposed by United Launch Alliance—turned the pad over to a small, largely unknown startup called SpaceX. And Cape Canaveral is now a "Space Force" station.

But those unspecified payloads? Until last month, some of them were still flying operationally.

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The AI God Delusion Goes Mainstream

The first sign of the craziness came out of Stanford University back in 2024. That’s when a computer engineer named Matthew Watkins announced that a goddess had emerged from his AI chatbot.

She even had a name. She was the Goddess Leilan.

Back then, I wanted to write an article about Leilan, but the details were so confusing and bizarre. For a start, I learned that this Goddess resides in her own online chapel at leilan.ai. She also publishes her own Substack.

What a comedown for a goddess. She has to shill for subscriptions like the rest of us.


Please support my work—by taking out a premium subscription for just $6 per month.

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I soon discovered that rival AI goddesses exist. In some instances, techies are resurrecting ancient Greek deities. So you can now chat online with the Goddess Artemis. And if she doesn’t meet your standards, you can visit the “AI Goddess Generator,” where you build your own custom-made deity—making her as cute and voluptuous as you want.

Or if you’re still more ambitious, you can travel to an actual AI goddess temple in Malaysia. According to one source, the presiding deity looks like “a chubby version of a famous Chinese actress.”

“AI deities are jealous gods, and don’t want you to put other chatbots before them.”

I decided to abandon my planned article. It was too creepy—a mix of anime, cult behavior, and niche fetishes.

But I knew this mania wouldn’t go away. It was just a matter of time before the delusions went mainstream. And that’s exactly what happened in the Spring of 2025.

That’s when AI worshipers started showing up in various Reddits and other online forums. Their ravings were so deranged that moderators had to ban them—otherwise the forums would get turned into cult recruiting centers.

At this point, there were already tens of thousands of people who thought that God was speaking to them through their chatbot.

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Rocket Report: SpaceX completes launch triple-header; Rocket Lab nets big contract

Welcome to Edition 9.13 of the Rocket Report!

This week, SpaceX celebrated the first orbital launch of its new Starship rocket. I'm not sure many people, at least those outside of SpaceX, expected it to take 14 flights of Starship before it technically reached low-Earth orbit, but Monday morning's launch finally added that to SpaceX's list of accomplishments with its new super-heavy rocket. Starship had gone 99 percent of the way to orbit before, only held back by safety concerns around the possibility of stranding the huge rocket in space.

What was most notable for SpaceX with this Starship flight was that it unlocked a massive growth potential for Starlink, with the first 26 of the network's new-generation Starlink V3 satellites successfully deployed Monday.

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Is Trump *trying* to hurt the GOP?

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Available for iOS and Android

Friday 2 October 1663

Up betimes and by water to St. James’s, and there visited Mr. Coventry as a compliment after his new coming to town, but had no great talk with him, he being full of business. So back by foot through London, doing several errands, and at the ’Change met with Mr. Cutler, and he and I to a coffee-house, and there discoursed, and he do assure me that there is great likelyhood of a war with Holland, but I hope we shall be in good condition before it comes to break out. I like his company, and will make much of his acquaintance.

So home to dinner with my wife, who is over head and eares in getting her house up, and so to the office, and with Mr. Lewes, late, upon some of the old victuallers’ accounts, and so home to supper and to bed, up to our red chamber, where we purpose always to lie. This day I received a letter from Mr. Barlow, with a Terella, which I had hoped he had sent me, but to my trouble I find it is to present from him to my Lord Sandwich, but I will make a little use of it first, and then give it him.

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Teaching Paradox: Hearts of Iron IV, Part IIIa: Focusing on Politics

This is the first half of the third part (I, II) of our long-delayed series looking at Hearts of Iron IV, Paradox Interactive’s World War II grand strategy game, easily one of the most popular historical games on the market today and thus tremendously influential in both the popular history and gaming spaces.

Over the last two parts, we took a look at the military simulation that sits at the heart of Hearts of Iron, a division-level operational simulation of World War II, along with the doctrinal framework that contextualizes what is actually happening as divisions collide along the game’s front lines. While the doctrinal system struggles to really accurately represent the different ways that armies attempted to fight in the Second World War, the overall operational simulator is a remarkable achievement. Alas, the discussion is going to turn somewhat more critical from here as we move from the operational focus of the game – where the bulk of developer time and attention have gone – to the ‘everything else’ of the game, where simplifications and streamlining often go awry.

In this part, we’re going to move upwards to the strategic level, beginning with the question of politics, particularly domestic politics. Hearts of Iron IV has an understandably more simplified approach to politics than games like Victoria II or III or even Europa Universalis V which are substantially focused on questions of how changing conditions alter the political and economic balance of a polity. Simplified, however, does not mean absent: Hearts of Iron IV does have a ‘theory of history’ when it comes to the politics of the period.

Unfortunately – and I will not bury the lede here – Hearts of Iron IV‘s simplified politics serve to present an essentially authoritarian vision of politics in which the opinion of the people matters essentially not at all, where state power can easily and effortlessly shape outcomes and where authoritarian central direction is easy, frictionless and never produces unintended results and where democracy comes effectively only with drawbacks. It is a vision of politics that begs the question1 in favor of empire and autocracy, where the only way to achieve social, cultural or political change is to first have control of the state. Governments in Hearts of Iron do not fall, they cannot be overthrown, they can only decide to abolish themselves, so absolute is authoritarian state power.

It is thus not inaccurate to say that Hearts of Iron IV‘s political model, as a result of careless simplification is fascist, in that it assumes that all politics flows down from the state, dictated by the leader and merely accepted by the people who do not exist as individuals, but merely units of state power. I do not think that the developers set out to build a fascist model of politics (indeed, I know they didn’t), but alas, despite themselves, in an effort to get the player ‘to the action’ with as little friction as possible, they have done so.

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Picking up in our United Kingdom game where we left off last time – with Japan entering the war – two major naval battles in October and November in the Strait of Malacca largely confirmed that my ‘fast squadron’ of carriers and battlecruisers could control the strait, handing the IJN a series of nasty batterings that cost them a few capital ships and substantial damage to a number of others.
The Dutch still managed to lose Java, but control of this area let me steadily work with a modest army to take Siam out of the war, then reclaim Dutch Indonesia and Borneo. Meanwhile, mounting IJN losses meant that the USA was actually able to support the Philippines, so by January of 1942, the war in the Pacific had already decisively shifted away from Japan.
I made the decision to remain focused on Europe, because the AI United States would have no problem defeating Japan at this point, so I kept my fleet operating in Indonesia to keep that area secure while the IJN was steadily dismantled by the USN.

Politics

On the surface, Hearts of Iron IV appears to have the components of an interesting political simulation: each country has a governing ideology along with a pie-chart of what ideologies are popular with the populace, along with stability (representing how stable the government is) and war support (reflecting how committed the populace is to the war). The problem is two-fold: none of these mechanics are very developed and none of these mechanics interact meaningfully with each other.

The system, such as it is, begins with ideology and here we run into immediate problems in representing the actual political conditions inside of most countries in the period. There are just four ideologies: democratic, communist, fascist and non-aligned. While the game does have ‘sub-ideologies’ (for instance, ‘liberalism,’ ‘conservatism,’ ‘socialism’ and ‘populism’ for democracy) these have functionally no influence on gameplay – their sum effect is to determine if your ‘same ideology’ diplomatic opinion bonus is +20 or merely +10, both numbers which in actual gameplay are either indistinguishable from zero or indistinguishable from 100, depending on what you are trying to do.2 So in practice, there are just the four ideologies.

These ideologies do matter, because the governing ideology of a country determines what actions it can take, although in practice this is just an exciting set of disabilities applied to democracies. Democracies are heavily limited in the actions they can take, particularly not being able to declare war without meeting specific conditions, with requirements that ‘world tension’ (the amount of conflict in the game) reach certain levels before they can take actions. Democracies that guarantee the independent of other countries lower world tension, which in the game mechanically is bad for them, because democracies have a lot more things (like conscription and mobilization laws) gated behind world tension. Communist, non-aligned and fascist governments largely lack these limitations and thus have much greater freedom of action to mobilize earlier (which, as we’ll see in a later post, is simply better rather than being a truly strategic choice) and attack more freely.

The idea here is to model the challenge of bringing the United States and United Kingdom onto a war footing before the war began but in practice, mechanically, democracy is simply a weaker form of government in Hearts of Iron. It is striking that no effort is made to simulate the strengths that democratic governments displayed in this period, particularly in adaptability and economic mobilization. Historically, the United Kingdom, a fraction of the size of Hitler’s continental European empire after 1940, nevertheless outproduced it in key categories like aircraft.3

The game tracks the popularity of specific ideologies in a given country with a pie-chart, but the insufficiency of this model becomes fairly obvious fairly quickly. While each country often has a unique name for each ideology, representing actual political parties in the period, divisions within an ideology are not represented. So, for instance, the United States is represented as having 99% popular ‘Democratic’ ideology. The idea here is that in Hearts of Iron IV‘s really simplified politics, the Republican and Democratic parties of 1936 are indistinguishable – both ‘Democratic’ ideology parties – and so are combined (though this is still too high – Socialist third-party candidates generally got ~2-3% in the federal elections of this period). It also strikes me as wrong – the fact that Strom Thurmond leading a ‘State’s Rights’ party (a segregationist party that probably ought to be classified at least as non-aligned given its intent to restrict the franchise) would go on to win four states in 1948 (within the game’s timeframe!) suggests that there was a meaningful constituency for a less democratic United States even in the 1940s.

A smattering of the political screens of major powers at the 1936 start. As you can see, there is quite a bit of political compression going on here, particularly with the United States and the United Kingdom. But equally the perfect information and precise figures for the political leanings of authoritarian countries are odd – how would anyone know what percentage of Russians, Italians or Germans truly supported the ideology of the regime, given that not doing so was a reliable way to get killed?

Other countries suffer the same ‘party compression.’ The game has no way to distinguish in the UK between the Tories and Labour, so it doesn’t: they’re merged into a Tory (Democracy Ideology) mega-party with an unshakeable lock on politics. Pre-war Germany’s situation in 1936 are likewise simplified: the Nazi party starts with 50% popular support, while there is a chunk of Democratic ideological support (marked as Zentrum, despite the fact that the party had dissolved itself under Nazi pressure in July of 1933), communist support (the KPD) and some non-aligned. The SPD/Sopade isn’t represented at all.

Meanwhile, there is the absolute mess of the ‘non-aligned’ ideology, which encompasses non-fascist despotism, traditional absolute monarchy, quasi-democratic oligarchies, colonial dependencies and even the fractured, military-dominated political structure of the Japanese Empire. It is difficult to avoid the conclusion that the ‘non-aligned’ category functions as effectively a ‘grab bag’ for every country that doesn’t fit into the first three categories. In practice, the game thus largely treats ‘non-aligned’ as thus an absence of ideology: there is no way to start a global ‘non-aligned’ movement the way that democracies, fascists and communists can all create (or start with) factions aimed at promoting their ideology.

The result is a political system that simply lacks the granularity to represent politics as they existed in many countries in the period, which as we’ll see, mostly doesn’t matter for the game because this system barely matters for political change compared to the much greater influence of the focus system and political advisors. The game does have mechanics for elections, but in most of the major democracies, with all of the pro-democracy parties fused, that doesn’t mean much.

Popular ideology can change over the course of the game, but this too is extremely simplified. In practice, most countries have access to advisors they can hire (at the cost of 150 political power) who will cause popular opinion to trend towards one ideology at a rate of 0.10% per day. For some countries, getting this advisor requires completing a few national focuses (see below) to get on the right track for an ideology switch. But I want to stress how big that rate is: at +0.1 per day (the standard rate for the ‘Communist Revolutionary, Fascist Demagogue, Democratic Reformer and Staunch Monarchist advisors) a country could go from having no support at all for a given kind of government to having enough support (50%) to transition to that entirely new kind of government with little to no issues at all in less than a year and a half.

You just have to hire the right one guy. Also, this requires a government to decide to hire an advisor whose entire purpose is to undermine the government, overthrow it and in many cases presumably murder every other member of the government, but we’ll come back to that.

A similar lack of consequence assails stability and war-support as mechanics. Both stats offer bonuses when above 50% and penalties below 50% and in theory low war support can feed back into low stability which can in theory feed back into creating a political crisis. In practice, this almost never happens. War support acts as a more-or-less fixed value (it isn’t meaningfully responsive to casualties) which can be raised through war propaganda (costing political power, see below), while stability is likewise generally a fairly static value. Generally, the internal politics of states in Hearts of Iron IV are extremely stable such that the player needs to actively intervene to force political crises (sometimes a tool to intentionally change governing ideology early).

Our United Kingdom campaign comes with several examples of this sort of a-historical stability. The game requires, for instance, a bespoke event to transition from Neville Chamberlain’s government to that of Winston Churchill because the political system is both not granular enough to model the Norway Debate and subsequent vote of confidence happening as a debate within a political ideology as a result of serious policy setbacks.

Likewise, somewhat famously, support in the Wehrmacht for the invasion of France in 1940 was tepid and a number of high ranking officers were on the verge of attempting a coup if the invasion of France had failed. Of course, historically it succeeded, cementing Hitler’s power through to the end of the war. But Hearts of Iron IV has no way to model the failure of Fall Gelb (the invasion of the Low Countries) as a political event which might imperil the Nazi regime. Instead, unless the player is actively and aggressively attempting to intervene in internal German politics in ahistorical ways, Germany remains fully committed to Hitler’s vision down to the end of the war.

Instead, the political system serves as an essentially minimal scaffolding necessary to produce what Hearts of Iron IV actually cares about: the operational simulation. This is perhaps most obvious in the choice of political advisors and military staff, representing essentially key figures in something like a cabinet and a general staff respectively. But while these advisors are named after historical figures (with portraits), they are for the most part just a set of standard bonuses the player is choosing between in preparation for the operational simulator. Any sense that these choices might be dictated by domestic politics is removed by the fact that these slots always (I am unaware of any exceptions) begin empty, so that assembling a collection of advisors – really a collection of advisor-themed bonuses – is a key expenditure of political power in getting ready for the war during the 1930s.

But apart from advisors whose only specific purpose is to promote a specific ideology (which you only choose if you intend to ideology switch to that ideology, there isn’t any need to ‘defend’ the popularity of your current governing ideology because of how static the political model is here), these ‘advisors’ do not interact with your domestic political situation at all.

This is, however, in stark contrast to the thing that does matter quite a lot.

On Focus

Part of the reason the political mechanics remain largely skeletal is that for the most part core player political decision-making doesn’t take place there: it takes place in the focus tree.

Via the Wiki, this is a zoomed out view of the entire focus tree for the United Kingdom. It is, compared to other major powers, a relatively small focus tree – the major democracies (UK, USA, France) have gotten generally fairly little in the way of new content for quite some time (put a pin in that) and as a result tend to have relatively minimal – as such things go – focus trees.

Every country in Hearts of Iron IV has a focus tree and nearly all of them are unique. This is a significant change from HoI4‘s structure on release, where only a handful of countries (the major powers) had unique focus trees, while every other country has a ‘default’ focus tree. However, years of updates and DLCs have added bespoke focus trees to nearly every country on the map, with the result that only a handful of small countries use that ‘default’ focus tree. Some countries, however, still have far more developed focus trees than others, which gives a good sense of where the developers expect most players to spend their time (unsurprisingly, major players like the USSR, Germany, Japan all have very expensive trees; the trees for the USA and the UK are more developed than for most minors but also very obviously not at the same level as those for the other major powers – an implication we’ll come back to when we discussing modding).

Each node on the focus tree (a ‘national focus’) represents a specific political decision meant to represent a choice to focus the government on a specific aim for a short period (generally 70 days). These are arranged in a series of ‘trees’ where earlier foci unlock the ability to choose later ones and where branches are frequently mutually exclusive, forcing the player to choose a political direction which may then last over several foci. Most foci are fairly direct, offering some sort of bonus (easier research in a field, some new factories, a small permanent bonus called a ‘national spirit’) once completed, but most countries have a part of their focus tree designed to allow them to switch governing ideology through a series of foci that empower a specific different ideology, and many countries also have foci that unlock casus bellorum enabling them to go to war where they might not otherwise be able to do so.4

So in practice, each country begins the game by selecting a focus of the few available at the top of tree. This triggers a timer (typically 70 days, but many shorter 35-day foci exist, particularly in recently updated trees) after which the focus is completed, the country gets the bonus and a new focus is selected, with a few new choices opened up in the tree by the completion of the first focus and so on.

Enacting a focus is not entirely free. The game attempts to simulate the ‘political capital’ that a government has through a political power currency, which most countries generate at a rate of 2 per day.5 This currency is used to hire new advisors and to change a country’s laws (most notably conscription and economic mobilization laws) and is usually in short supply, particularly in the early game. Enacting a focus costs 1 political power per day (representing the governments efforts to get the job done), so most foci cost 70 political power, which is about half of what most advisors or law changes cost.

That said, national foci are powerful enough that it is fairly rare that any player would want to ignore them for the political power cost (except, rarely, right before a war is about to start, where a player wants to stockpile political power to be able to rapidly shift to stronger mobilization and conscription laws). Instead, the tendency is to have a focus running continuously well into the mid-game, making the key decisions here what focuses to take and in what order.

The range of what national focuses can do is unsurprisingly vast, but there is a common structure, generally. Most countries have a branch of the tree devoted to developing industry, which offers bonus civilian and military factories, extra building slots and research bonuses for that sort of thing, alongside a branch that instead focuses on military development, often unlocking research bonuses for specific kinds of units and national spirits that offer country-specific bonuses to production or combat. For countries that historically had active air or naval arms, this part of the tree is often split into non-mutually exclusive branches between the services, forcing the player to prioritize what part of their military to focus on first.

Then there is generally a series of ‘political paths,’ which often encompass together both domestic and foreign policy. Typically at the top of these trees is the crucial decision to either remain the ideology the country starts as or to attempt to shift ideology, with various ideology shifts having a series of foci which often empower that ideology. Indeed, and this seems worth noting, in a lot of cases, these foci exert a substantially stronger ideological push on a country’s population than most other options the player has, either by unlocking specific ticking modifiers or by unlocking specific decisions (often culminating in a civil war in which the player can, by winning, force the ideology switch). Generally tucked into the political path are also a set of foreign policy choices, usually to include focuses that result in allying with countries of similar ideologies or – for more expansionist ideologies (which is to say not the democratic ones) – foci that offer war goals against various countries to enable military expansion.

The political focus tree path for the United Kingdom, which makes up about half of their focus tree. As is typical, there are clearly delineated focus paths for taking Britain fascist, communist or non-aligned.

The result of all of this is that the key big picture decisions are not made in the political system itself, but rather in the focus system. If the player wants to, say, take Britain non-aligned they do so not by really engaging deeply with the political system, but by selecting the non-aligned focus path, which actually has a focus that starts popular opinion moving non-aligned. This creates something of an oddity because under normal circumstances, the player is clearly positioned as the government, but a player who intends to ideology shift is plotting against their government. In essence, Hearts of Iron IV imagines that the way a county shifts ideologies is that the existing government opts to spend precious political capital undermining itself in order to prepare the war for a civil war it intends to lose.

A partial image of Germany’s political paths.
You may notice that Germany’s focus tree is so vast that it requires a handy navigation aid in the lower left to allow the player to quickly jump to each branch, something not present for the much smaller focus trees for Britain, France, the USSR or the United States (Japan, China and oddly, the British Raj, also have extremely large focus trees with navigator panels). This might suggest something about where the Hearts of Iron team is spending its resources and what they understand about their playerbase.

We’ve seen this problem before, where Paradox titles struggle to decide if the player plays as a government or as the disembodied ‘spirit’ of a state, but of course the idea that nations have spirits at all is a loaded, contested one, bound up with nationalist notions of ‘national destiny.’ Notably, however, the player is very clearly not an expression of the actual public will: at no point is the player actually constrained to follow the popular ideology: it is only the ruling ideology that constrains them. The people and their ideology are, in Hearts of Iron IV for the most part just clay, eager and ready to be molded by the player’s simple decision to click this button and not that one.

And to be clear I think it isn’t too hard to understand why the game has been designed this way: if the core of the Hearts of Iron experience is the operational simulation, then everything else is simply a frame to get the player to that simulation. But of course for the most popular grand strategy game – which is the genre label Paradox prefers for its games – that is a troubling framework because it greatly simplifies the strategic and political layer.

Meme Politics

To explain how, I am going to borrow a term from Samantha Hancox-Li, who called Hearts of Iron IV‘s approach meme politics. Hancox-Li defines the idea of ‘meme politics’ as consisting of three conjoined political assumptions:

  • Every policy does exactly what it intends
  • Politics is straight forward and information is perfect
  • Policy does not face meaningful resistance

And I think that is a relatively fair description of the focus tree system’s approach to politics. Each focus declares, right on the tin, exactly what it will do and these choices never go awry – even the foci that can cause a civil war will have that clearly declared in their descriptions in advance. I find this particularly striking when it comes to industrial policy: just about every country has an industrial policy section of the focus tree, where in most cases they are merely selecting the “I would like more civilian and/or military factories 35 or 70 days from now” focus and letting it run.

But of course in practice in the real world, industrial policy is remarkably difficult and very frequently goes wrong: government interventions often lead to reduplicated efforts, sectors bloated beyond requirements, or they simply fail. Even a casual read of something like Adam Tooze’s The Wages of Destruction: The Making and Breaking of the Nazi Economy (2006) reveals how much of a confused muddle Nazi industrial policy was. Allied armaments and economic efforts fared better, but were still often chaotic and impromptu at the time – initial US estimates of the military production possible in 1942, for instance, were wildly over-optimistic – akin to a situation where the ‘build military factory’ focus says it will add ten military factories but only adds five (or none!). But that simply cannot happen in Hearts of Iron IV.

Likewise, there is rarely much meaningful pushback for these focuses: they do what they say they do and only very few carry the possibility of blowback (which is – again, perfect information – clearly marked). An industrial plan never unexpectedly runs up against resistance from industrialists or workers or farmers or foreign financial interests. If you are playing as Communist China, you just trigger the ‘Agricultural Reform’ focus and ‘The Great Production Movement’ which just directly give you bonuses to construction speed and production because no industrial modernization movement led by Mao Zedong ever went wrong due to incomplete information, faulty implementation or any problem of unfounded ideological assumptions.

This lack of blowback is, of course, most obvious in the domestic political branches of the trees. While in many cases switching governing ideology does require a civil war or comes with penalties to stability, in practice making the decision for the government to abolish itself is as simple as clicking on the focus button, at which point the whole machinery of government – represented by the political power you are spending – gets to work on the job of becoming a different kind of government and unless that effort triggers an explicit civil war, no one tries to stop you.

Likewise, so long as you do not trigger one of those ideology-shifting trees, government control is extremely stable. In practice, throughout the war, leaders were abundantly aware that their power might be fragile – that battlefield setbacks or other problems might compromise their ability to lead. Not so in Hearts of Iron IV: governments are only fragile when they choose to be.

It is equally striking that in a game simulating an era of mass politics, the people matter very little to this system. As noted above, radically changing the population’s political beliefs in HoI4 is not hard – it is, in fact, very easy: it costs 150 political power to hire the single advisor who on their own will change a majority of the minds in the country in less than two years. 150 political power is, again, just about twice the cost of a single national focus or the same cost as moving a country’s conscription or mobilization law by a single step. This is a model of politics where once a political faction gets into government, mass-converting the entire populace and country to their ideology is presented as easy, a process of simply hitting the right button.

My run settled down into a fairly stable situation for most of early 1942. With no decision in the West, AI Germany did not declare war on the USSR and indeed the USSR is not going to join the war at all in this run. That left the entire German army on the western front, which required a longer build-up for me to have a viable breakthrough force.
That said, by May, 1942 I had assembled a mobile force of 10 armored divisions and 10 supporting motorized divisions to attempt to ‘punch outwards’ and launched that offensive in June. The initial goal was to push out eastward from Utrecht and then use the relatively flat ground to run to the Weser before turning north to trap any Germany forces left in the northern Netherlands.

Imperialism by Focus

When I was planning this series, I knew I’d want an example of just how absurd the outcomes that the focus tree can almost effortlessly give you are. Since we’re doing a United Kingdom run in the background, I thought I would use the Imperial Federation decision-chain as an example.

Now the concept of something like an Imperial Federation is not entirely a-historic – like many of these ‘alternate history’ paths, it is based on an idea that was talked about in the period – although as equally frequent the case, an idea that never got very far. From 1887 to 1937, the British Empire held somewhat regular ‘Imperial Conferences,’ where representatives of the constituent elements of the British Empire, including the Dominions, would meet. One of the ideas floated in the late 1880s and very early in the 1900s was the idea of creating a federal superstate encompassing the United Kingdom and the Dominions, an Imperial Federation; the idea never had tremendous support and was basically dead by 1926. But the United Kingdom focus tree lets you revive the concept and – solely as the United Kingdom, by pure force of political will (by which we mean pressing the button) force it through.

The entire sequence requires 12 national focuses, involving investments (fairly modest in scope and which come at no cost except the 70 day delay and political power cost of a focus) in the industry of India and the Dominions and then holding an Imperial Conference.

The focus tree path to get to the Imperial Conference. The India branch is optional if the player does not intend to include India in the resulting federation.

That then fires an event, the ‘Imperial Conference,’ at which the player can propose various common economic, military and political policies, at which point they can then propose an Imperial Federation. If all of the Dominions (potentially and the British Raj) accept, all of them get massive negative ticking autonomy, causing them to drift inexorably deeper under British control until the final Imperial Federation focus becomes available, annexing Canada, Australia, New Zealand, South Africa and the British Raj into a single mega-state, the Commonwealth of Nations, which contrary to its name does not in any way function as a federal state, but rather as a single, unitary state of enormous size.6

Now it is possible for the Dominions to refuse – as they absolutely would have if this had been proposed in this period – but by raising their diplomatic opinion to +100, the player can guarantee a 100% acceptance rate. And – more meme politics – raising diplomatic opinion to 100 is simply a matter of clicking the ‘improve relations’ button, which will cost 10 political power to start (so almost nothing) and a ticking cost of 0.2 per day7 will raise relations to +100 in just a couple of months. Want to get the Canadians to like you so much they’d give up self-government for you? Just hit the button.

The result is that in practice it takes a player-run United Kingdom just about two years to achieve something that in practice in the 1930s and 1940s was probably impossible at any level of effort. The popular consciousness of entire countries is effortlessly molded, are a perfectly linear rate of x% per day, into whatever form is required.

Notably, the game also does not ask the player to think at all about the outcome of this decision, it just works. And here I think a brief thought experiment is useful: what would an Imperial Federation c. 1940 entail? Decisions would have to be made about how the Dominions would be represented in a ‘super-parliament’ in London: by population? By white population (think hard about South Africa’s situation before answering)? And what about the Raj? If India was represented by population, it would instantly hold 70% or more of the seats. Now it is hard to see how India and Pakistan – with the Indian independence movement already very well advanced (the Non-cooperation Movement started in 1919!) – would ever agree to any such federation but surely they would not agree to any federation where they had an artificially reduced percentage of the vote. But it is equally impossible to imagine the United Kingdom or the Dominions agreeing to a super-federation that would have been, in practice, the Empire of New Delhi given the balance of votes in a pure by-population-system.

In short, even if India isn’t included, there are just very obvious insurmountable political hurdles here both for actually forming the federation and also that such a federation would immediately face after the war. Including India merely compounds those problems.

Hearts of Iron IV asks the player to consider exactly none of these issues. You simply march linearly down the focus tree, spending political power when necessary, remember to use ‘improve relations’ two to three months before firing the Imperial Conference decision and there you go. The focus to accomplish a probably impossible feat does exactly what it says on the tin, with no pushback and perfect information about the results and the effort requires the whole way through. The problems all, presumably, work themselves out off-screen: a good example of Hearts of Iron IV‘s ‘meme politics’ structure, but hardly a unique one – basically all political questions in HoI4 are resolved this way.

And the wild part is, the Imperial Federation is one of the most complex of such sequences, since it requires a whole event chain and a substantial delay between getting everyone to agree and having the federation actually happen (though mechanically, once everyone agrees, no one can really stop the federation from happening – the downward ticking autonomy is more than anyone is likely to be able to counteract). You hit the right button, wait for the delay and the thing the button says it does happens and the opinions or resistance of the hundreds of millions of people who are involved doesn’t matter a damn.

And here we can see just a few days later, my offensive has broken into the open and made it to the Weser (and even over it, stealing a march by getting into Bremen before serious opposition could dig in) with the result that roughly 40 German and Italian divisions ended up trapped in a pocket between Leewarden and Wilhelmshaven. While they have ports, my naval presence in the German Bight is sufficient that no supplies are getting through and no one is leaving either.
On the southern end of the pocket, I make it to Dortmund but not deeper into the Rhineland as the terrain there is difficult and the attack runs out of steam before I can secure all of the urban centers. That’s fine – this rush is plenty for now.

The Effect

This is obviously an extremely simplistic model of politics. The contrast with the still-quite-simplified but far more complex political simulation involves in Victoria II or III or Europa Universalis V or Crusader Kings III is remarkable. As Hancox-Li notes, this is a vision of politics which seems to have crept out of gaming spaces into the real world (sometimes more or less explicitly invoked) – an assumption that major changes in society are not difficult or fraught or complex or sometimes backfire, but merely require finding the right button, the right national focus, which is neatly labeled “Do The Thing” on the tin, and pressing it forcefully enough.

And it isn’t hard to see, as a question of development time and focus, how we got here: this is a game about fighting World War II, fundamentally focused on its operational simulation. Everything else – diplomacy, politics, espionage, industrial policy8 – is merely a delivery mechanism, the unadorned, simple frame in which to present the operational painting. And so choices can be simplified down to the basics, made predictable and streamlined so they do not distract the player too much from the core of the game, which is smashing divisions into other divisions. Equally, most of the friction here is removed to facilitate players who want to change up the exact layout of the board where they are smashing their Army Men together.

And to be clear, I have nothing against a pure operational simulation or war games in general. But this is, notionally, supposed to be a grand strategy game. Grand strategy is, definitionally, the coordination of political, diplomatic, economic and military means to achieve strategic ends. If two (three, really, as we’ll see) of those means are radically simplified in this way, are we really doing grand strategy? And if we’re not – why include the strategic simulation at all? Why not structure the game as a series of operations?

But there is, I think a deeper problem here (one we’ll see recur over the next few posts), the unintended implications of these gameplay simplifications. And I’ll be blunt: Hearts of Iron IV presents an authoritarian model of politics. It presents a world in which the authoritarians (both fascists and the communists) are fundamentally right about the nature of politics – that individuals do not matter. All that matters is the state, embodied in the player.

The people in Hearts of Iron IV do not yearn for freedom, nor do they really even have their own ideologies at all. All it takes is hiring the right propagandist and selecting the right focus tree button – decisions whose cost and time investment are trivial compared to the military aspects of the game – and any leader can bend any population into believing anything. In HoI4, the authoritarian, central direction of all of society – culture and economy – is not merely possible, but it is desirable, it is better mechanically, as players will find that authoritarian government forms allow them to adopt better (for military activity, the only thing the game considers) laws earlier, to be more assertive strategically, all while suffering no penalties at all from the effort to centrally direct an entire society. Playing as a democracy in Hearts of Iron IV is essentially a ‘roleplay’ choice to accept limited mechanics for no real benefit.

This stands, of course, in rather direct and remarkable opposition to the actual war in which many of the advantages of democratic forms of government were on display, particularly in the organization and employment of economic resources. The Soviet economic mobilization during the war (conducted in the context of extreme military pressure and lost territory) was undeniably impressive, a feat of will and sacrifice, yet in 1942 and 1943, the United Kingdom – not the British Empire, just the United Kingdom – was outproducing the USSR in total GDP despite having a tiny fraction of the landmass and around a third of the population.9

If anything, the advantages that open, democratic societies could bring to war was even more obvious when it came to research and technological development. The consistency with which the United States and the United Kingdom deployed new technologies first and with greater effectiveness is staggering: radar, sonar (=ASDIC), proximity fuses, industrial technology, superior cryptography, advanced gunsights and stabilizers, new explosives (like Torpex) and of course nuclear weapons. And whereas most powers in the war were forced to specialize on particular classes of military equipment (e.g. Japanese tank designs were outdated, the USSR’s navy was very limited, Germany lacked effective heavy bombers, etc.) the United States and United Kingdom did all of that while also designing competitive equipment models in effectively every category. It is a staggering triumph of intellectual-industrial might that goes almost entirely unsimulated in Hearts of Iron.10

Likewise, the strategic downsides of autocracy – particularly the tendency of autocratic leaders to order foolish, wasteful military actions out of arrogance, ignorance and pride – were abundantly on display in the Second World War for both the Axis and the USSR, but this too is unrepresented in the game.

Fundamentally, Hearts of Iron IV has a political model where all that is required to change the kind of society one has is to seize power and then order the Gleichschaltung11 from above. That is a fundamentally authoritarian view of power and also a fundamentally contested view: part of what the war was about was, on some level, if this view of politics was sustainable, if polities organized on this basis could compete with the liberal democracies and by and large the verdict of the battlefield12 was no, they could not. Hearts of Iron IV grants the question, a priori, to the authoritarians, as an act of uncritical game design: authoritarian politics – fascist politics – work in HoI4 in exactly the way that the fascists of the 1930s and 1940s imagined they did.

In an effort to streamline away any political friction and get straight to the ‘fun stuff’ of war, Hearts of Iron IV adopts a fundamentally authoritarian vision of politics, uncritically and without caveats.

And the resulting vision is simply inaccurate. To take our Imperial Federation example above, in the real world the rising tide of decolonization could not simply be wished away – not even in the 1930s – by hiring the right advisor or pressing the right button. Popular opinion was not, in fact, easily and effortlessly molded by governments, but in fact would spend the 20th century for the most part bending governments rather than being bent by them. World War II was a war of mass politics in which the politics of the masses mattered a great deal and the decision by HoI4 to simplify that away into an exercise of pure state power leaves the player with quite a misleading assumption of how the politics of the 1930s came to be the way they were.

One understands the desire to simplify the mechanics that frame the core experience of a game, but it is necessary to be very careful in how those elements are simplified so that the simplification doesn’t end up doing violence to the underlying history.

Unfortunately, domestic politics is hardly the only historical concern of the 1930s and 1940s that Hearts of Iron IV airbrushes away – next week we’ll turn to the questions of occupation, bombing and war crimes. It isn’t going to get better.

Finally by August 1942 a zoomed out view of where the lines basically stabilize after the first offensive as I begin preparing for the next ‘push.’ While it might be tempting to push southward further into the Rhinelands, the terrain there is difficult for armored operations (rivers, cities and forests), whereas the terrain leading eastward into Germany by advancing to the Elbe is more favorable and lets me keep close to naval bases of supply (important because all those armored divisions eat up a lot of fuel).

The Week Observed: October 2, 2026

What City Observatory Did This Week

A phony success story from the Oregon Department of Transportation.  ODOT has a real problem with highway projects going way over budget, so it came as a surprise to read last week that the troubled agency  proclaimed a Salem area I-5 widening project a “success” because it is coming in at a cost of $55 million.  The truth is, its not a success.  ODOT has buried or ignored its own original cost estimate of $35 million, meaning that rather than being on budget, the project is more than 50 percent ($20 million) over budget.

ODOT’s measures of cost overruns routinely move the goalposts by “re-baselining” project costs:  adjusting or simply forgetting the original cost estimate under which the project was approved.

Rather than showing that ODOT’s management is improving, this shows that the agency manipulates data and reporting to create the false impression that it is “under budget” on large projects.  This is symptomatic of a continuing agency-wide denial of its inability to manage project costs.

What global rankings say about successful cities and Portland’s performance.  Oxford Economics, a UK-based consulting firm, has prepared its annual ranking of the 1,000 cities worldwide in its Global Cities Index.  The report is clear about what matters to urban economic success, what doesn’t matter and provides an independent view of how US cities, including Portland are doing.  In short:

Education and quality of life are the critical factors determining urban economic success, according to Oxford Economics.

What plainly doesn’t matter much, is just a clear:  neither tax levels, incentives, nor “business climate” figure into whether cities do well or don’t.   Taxes are mentioned just seven times in the 155-page report, and then only in passing.

The data show Portland is very strong in quality of life:  ranking 8th among the 50 largest US cities included in the Index.  Portland also ranks above average for these US cities in human capital and economic strength. The global perspective provided by this report casts serious doubt on claims made that Portland is somehow stuck in a “doom loop” and that somehow our economy will be improved by cutting taxes for the wealthy and big businesses.  Instead, maintaining Oregon’s quality of life, and investing in education are the real keys to long term prosperity.

How ODOT hides cost overruns.   The Oregon Department of Transportation is in financial crisis, and is routinely hiding the major cause of its fiscal problems:  the exploding cost of major highway expansion projects.  ODOT’s management systematically hides data showing the nature and extent of cost overruns.

  • ODOT’s Key Performance Indicators (KPI’s) misleadingly claim that 86 percent of projects are completed under budget.
  • ODOT is careful to define overruns only as costs after contracts are awarded:  this conceals ODOT staff’s consistent pattern of low-balling initial cost estimates to get  projects approved.
  • ODOT’s project database omits every large project that has experienced a cost overrun.  The agency’s Transportation Project Tracker dashboard lists only seven  tiny projects as having experienced cost overruns accounting for a cumulative $6 million cost.

Over the past three decades, fourteen major ODOT projects have increased in cost by a total of more than $16 billion from their initial estimates, something you would never know from ODOT’s key performance measures or reporting.  The ODOT KPI and project tracker understates the scale of the cost overrun problem by a factor of more than 1,000.

 

Must Read

This week’s must read items are of a piece, each explores, from a different perspective, the nature and causes of the car-dependent bias built into our transportation systems.  Whether its deeply buried technocratic criteria, the methodology of benefit-cost assessment, the imagination that underlies how we think about transportation and daily life, or the superstructure of policy and administration, all of these factors promote driving and amplify its negative effects.   

The criteria behind urban highway destruction Streetsblog offers an excerpt from Ivis Garcia’s book The Story of Urban Planning, highlighting the important and not well-understood role of institutional engineering criteria rather than individual villains. Planning criteria to select and design projects emphasized on minimizing of construction costs, maximizing traffic capacity, and reducing of travel time from core to suburb.  These criteria, reflected in, federal highway formulas effectively targeted lower-income neighborhoods where land was cheapest and political resistance was weakest. Freeway revolts led to a more inclusive process, but because the substance of these planning criteria and funding formulas persisted, the system still tended to create the same problems.

García emphasizes these deeply embedded criteria drove decisions.  

“Ask what your region’s decision rule rewards. Then ask what it has no way to count. That second list is where the damage happens”

Reforming urban transportation requires fundamentally altering the decision metrics that value vehicle speed over community preservation.  It’s certainly true, as we’ve long argued at City Observatory, technocratic “rules of thumb” have been used to systematically tilt the planning process toward car-dependency. That said, the “formula, not villains” framing is a false dichotomy. The villains created and used the formulas to cloak their plans in quasi-scientific, seemingly objective terms; some may have been indifferent or clueless to the implications, but Robert Moses, for one, made no secret of his plans, saying at one point he needed to take a meat clever to the city to build his roadways.

 

Evaluating the true ecological outcomes of highways.  The technocratic rules that Garcia lambastes, are in effect still with us, in a variety of forms, including the AASHTO “Red Book” ” the long-standing manual used by transportation agencies to calculate the economic benefits of highway investments. Unsurprisingly, a manual created and maintained by a lobbying group of highway builders is, by definition, biased strongly in favor of finding (or imagining) big benefits for highway construction and largely ignoring their costs.  Urban analyst Gary G. Nelson examines the National Academies’ new effort to update AASHTO’s “Red Book.”,Nelson points out that traditional benefit-cost models narrowly measure travel time savings and immediate traffic flow while ignoring broader long-term consequences such as land-use sprawl, environmental impacts, and the erosion of urban vitality. The AASHTO scoping study for the revisions effectively admits these problems, but its far from clear that this process will do anything to change the long standing biases.  Nelson writes 

“Traditionally, standalone transportation BCA tools and accompanying user-benefits analyses do not directly incorporate benefits associated with changes in land use or accessibility. This is because standalone tools do not typically factor in long-run changes in driver behavior”. 

As we’ve pointed out at City Observatory, in practice, benefit-cost analysis is rigged and laced with profound conflicts of interest.  For example, the benefit-cost analysis for the Interstate Bridge Replacement Project in Portland—the nation’s most expensive project, per mile—was conducted by consulting firm WSP, which also had a contract to design the bridge.  If its benefit cost analysis—which systematically overestimated benefits, ignored induced demand, and understated costs—had revealed that the project had fewer benefits than costs, it would have been ineligible for federal funds, and WSP stood to lose tens of millions of business.  Unless someone other than a self-interested industry organization writes the guidelines for measuring benefits and costs, it’s a virtual certainty that a new “red book” will similarly generate fawning studies to justify ever more highways.

 

Overcoming the transportation imagination gap.  Famously, much of the public appetite for highways was fueled by General Motors’ “World of Tomorrow exhibit at the 1940 World’s Fair in New York.  It painted a vision of universal auto-mobility, that still underlies much public thinking and public policy.   Streetsblog editor Kea Wilson challenges us to think about how we might similarly inspire public demand for car-free infrastructure.  The problem isn’t just  technocratic, it’s also the need to paint a compelling picture of the alternatives to auto-dominated living. Like addicts, it’s a huge challenge for most people to imagine living without cars, or see the benefits of living in a car-free environment, and they view limits on driving (like a loss of lanes or parking) as an impingement, rather than a viable alternative.  Winning hearts and minds will require moving beyond technical data and doom-filled warnings and employing tactical urbanist demonstrations, pop-up events, and positive storytelling to show how walkable, transit-rich neighborhoods improve daily life. Wilson argues this kind of vision can help generate support for car-free and car light cities.

“When enough people aren’t functionally forced to drive, our cities become more joyful, peaceful, healthy, safe, affordable, child-friendly, accessible to people of all abilities, and fun. And that’s not even the end of the list”.

There is a thirst for urban living that isn’t dependent on car travel, and occasionally we see glimpses of this in the media, something we wrote about in our essay on “A Perfect Day.” 

Rebalancing federal goals for urban transportation A new Brookings Metro report by Adie Tomer and Ben Swedberg argues that America’s surface transportation system is failing inside metropolitan areas because governance structures remain anchored to mid-century priorities. Like Garcia, Timer and Swedberg point out that the formula and structure of federal funding prioritize car mobility,  long-distance trucking and low-density housing expansion.  This emphasis has  produced urban road systems plagued by rising traffic fatalities, escalating vehicle ownership costs, and growing maintenance backlogs. Tomer and Sweberg argue for a new intergovernmental framework where federal, state, and local agencies align their policies with a different and broader set of  goals including industrial competitiveness, household affordability, public health, and asset resilience. Critiquing the existing framework, Tomer and Swedberg note:

“Today, we’re living in a country defined by a transportation policy paradigm focused overwhelmingly on two big priorities: accelerating interstate commerce and promoting large-lot housing. But pursuing those goals came with consequences: We built metropolitan transportation systems that fail to keep users safe”.

 Taken together, these four must-reads make the case that we need to have a different vision for the goals of our transportation system that embrace reducing car-dependence.  Beyond imagination and vision, we’ll need to overhaul the technocratic standards (funding formula, design guidelines, benefit cost analysis) that tend to pervasively embed car primacy in policy. This is not a task that can be entrusted to the engineers and highway agencies that have a strong bias toward a car-centric worldview.

 

 

 

 

 

 

Accelerator Energies

Fans at Daytona always get extra excited when officials decide to introduce some antimatter cars circling the track in the opposite direction.

Links 10/2/26

Links for you. Science:

Dogs Will Fight Bears. But Not Because of the Reason You Might Think.
How AI does, and does not, change the way I do math
Dr. Nicole Saphier: “DOGE is Probably One of the Greatest Things to Happen in U.S. History.”
Studying this super El Niño could save lives. NOAA is scaling back research
Trump Signs Order to Significantly Reduce Mosquitoes and Ticks in D.C.
Disruption of global research at NIH is endangering people in the United States and around the world
Two Centuries On, Smithsonian Connects Jefferson’s Hair to Hemings’s Children

Other:

Gonzaga, too
The New Radicals: Democrats need to be the uncompromising ones now.
DoorDash Apologizes for Siding With GOP Bill Targeting D.C.
Why Can’t We Just Talk About Tax Credits
The Real Threat to the Midterms Is Regular Americans Thinking Violence Is the Answer
Surveillance Company Tells Cops It Wants to Add Facial Recognition to Flock Cameras
Decline in tourism hits US economy (Trump take tourism)
Outrage after Fetterman’s MAGA-linked fundraising deals exposed: ‘He betrays the people’
How a Cornell Student Went From Shame to Seeking Justice
D.C. Judge Permanently Dismisses Reflecting Pool Vandalism Case Against Ex-Olympian
Cornell Students Question Greek Life Culture After Sexual Assault Claim
What we lose if the U cuts $225 million. The University of Minnesota cannot do more with less. It will do less with less.
How to limit the rat numbers? Train the humans
Hispanic Voters on the Texas Border Have Soured on Trump
Madison Square Garden’s James Dolan Is Spending Big on New York’s Governor Race
Read the Full Transcript of Donald Trump’s 2026 Interview With TIME (Trump spoke like this in his first term too)
Amazon Will Pay $8.25 Million Over Slow Delivery in Predominantly Black D.C. Neighborhoods
These new laws go into effect Oct. 1 in DC, Maryland and Virginia
The Defense Department Has Spent $49M Feeding the National Guard in D.C.
Today in bizarre, authoritarian spectacles from the Trump White House
New Database Tracks the Education Outcomes of D.C. Students
Tom Brady Has Only Himself to Blame
Pete Hegseth’s Big Speech Was Weirdest Village People Cover We’ve Ever Heard
Renee Good’s Family Is Suing The ICE Agent That Killed Her
U.S. Rejects U.N. Declaration on Preparing for Future Pandemics
Texas GOP Candidate Has Long History of Calling for Public Executions. Bo French may have deleted his posts—but the internet never forgets.
Eric Schmitt was warned about the Jack Smith texts. He used them anyway. As Republicans on Capitol Hill try to figure out how Eric Schmitt’s bombshell fell apart so embarrassingly, it turns out he was warned that the texts were unvetted.
McDonald’s Built a 515-Page Dossier on Me. It Says I’ll Never Stop Eating There
Trump plan to combat AI risks hinges on Big Tech pals policing themselves
How to Beat Surveillance Pricing Before It Bleeds You Dry

Signs, signs, everywhere signs ...

Political signs suck.

I believe that to be true, and I’m quite certain candidates believe it to be true, too.

Let’s say, for example, you’re Diane Dixon, the Newport Republican running for supervisor. You only have so many dollars to put into an election. Like, there is a limit. So you budget X for campaign workers, X for mailers, X for events, X for signs and X for free botox for your most devoted supporters. Then you have people put them all over the place, and before long they blend in with alllllll the other signage. You hope yours are good (I will say—Dixon doesn’t have my vote, but her signs are solid), but even if they are good—how does it help you? What does it actually add to your efforts?

Put different: You feel naked without signs, but invisible with them.

That being said …

Earlier today my wife sent me a text featuring the signage of an Irvine City Council candidate named Kathleen Treseder. She wrote: “You asked what makes a good political sign. This is original. [My Friend] sent them and said she’s got her vote.”

Indeed.

I don’t know if Treseder will win or lose. She’s an incumbent member of the Irvine City Council; a real-deal environmentalist who serves as the Howard A. Schneiderman Endowed Chair and Professor of Biology at University of California Irvine. She’s smart and accomplished and a 180 from the wackadoos who take up far too much space in the local political spehere.

And, right now, you’re reading about her because she was wise and creative and put animals on her signs.

Well played, Dr. Treseder.

Well played.

PS: You can donate to her campaign here. She’s clearly a good egg. And anyone who loves dogs and cats this much can’t be bad.

Taking a ride on the abortion bus

Alf and Miner doing the lord’s work.

There is a woman named Madison Miner, and if you have the choice of hanging out with her for a day or stapling your tongue to an acid-coated dumpster, take the staple.

Three years ago, Miner appeared on a podcast to state—unequivocally—that CHOC (Children’s Hospital of Orange County) was gathering local students, herding them onto a bus, ferrying them for abortions—then returning the (baby-less) kids to school. And if you don’t believe me …

In case you don’t know, Madison Miner is also regionally sorta/kinda/not really famous for being elected to the Orange Unified Board of Education in 2022, but then being booted via recall two years later. Along with the bus fantasy, her family stood with the notorious Westboro Baptist Church. She lied about her job. She hyped a pyramid scheme. Her kids attended Orange County Classical Academy, a charter school founded by the nutty Dr. Jeff Barke that offered “classical education” emphasizing Western civilization and Judeo-Christian concepts. As I wrote in a previous post, “Think Amber Smith, then subtract 30 IQ points and increase the size of the (unironically placed) cross dangling from her neck.”

I digress.

As local elections approach, Miner is endorsing candidates—including the regular Moms For Liberty wackadoos running in Capo Unified.

Here are the people she suggests you support …

And I would like to remind you, once again—these people … ARE BEING ENDORSED BY AN ABSOLUTE LUNATIC WHO THINKS KIDS ARE CARTED OFF ON ABORTION BUSES. Seriously. It’s the company you keep, and I have yet to hear Carbalero, Shephard or Bourne say, “Um, nah, girl—we good. You’re nuts.”

They are just like her. Hard right. Devoted to Christ in school. Facts not so important. Weird, unhinged, bonkers in the worst sense of the word.

In short, they ride the abortion bus.

PS: Can someone on the local right fringe please tell your cult leaders “Shepard” is being routinely misspelled? I hope she loses in the worst possible fashion, but Christ almighty—why is spelling so hard for these bowling pins?

PPS: Seriously, Miner is grotesque …

October 1, 2026

John Hudson of the Washington Post reported this evening that the Trump administration is openly defying Congress, taking $52 million in military assistance lawmakers appropriated for European and Middle Eastern countries hurt by Russia’s war on Ukraine and diverting it to right-wing governments in Panama, Peru, Ecuador, and Colombia.

When the State Department notified Congress last month that it intended to make the switch, Senator Jeanne Shaheen (D-NH) and Representative Gregory Meeks (D-NY) put a hold on the funds. Late yesterday, the administration told Congress it is defying the hold and moving ahead. Shaheen and Meeks objected, warning the White House that Congress had provided the money for a specific purpose and that “[t]he Executive Branch does not have unlimited discretion to redirect these funds toward unrelated Administration policy priorities or countries.”

The State Department told Hudson that Trump is prioritizing the Western Hemisphere and that the money would be better spent in Latin America than where Congress wanted it.

The U.S. Constitution is clear that only Congress can appropriate money and that the president must execute the laws as Congress passes them, but the Trump administration has been aggressive about its intention to take control of the power of the purse from Congress. Yesterday Tarini Parti, Marianne LeVine, and Michelle Hackman of the Wall Street Journal reported that the administration appears to have taken $20 million from the funds Congress appropriated for the Department of Homeland Security to pay for the ads boosting Trump before the midterms.

That destruction of the fundamental separation of powers at the heart of our government has gotten very little pushback from Republican lawmakers. And senators left Washington, D.C., today for a recess until after the midterms; the House is already in recess.

The White House has made very little secret of its determination to abandon the international order the U.S. helped to put into place after World War II. In its place, Trump, Secretary of State Marco Rubio, and Defense Secretary Pete Hegseth appear to embrace the idea that major powers should exercise influence over the countries around them, as Russia’s president, Vladimir Putin, believes.

Yesterday Paul McLeary, Stefanie Bolzen, and Jack Detsch of Politico reported that the Trump administration had not invited the United Kingdom, France, the Baltic countries, or other U.S. allies to a meeting of North Atlantic Treaty Organization (NATO) members next month in Poland. The meeting is being directed by Defense Department policy chief Elbridge Colby and is designed to discuss NATO’s future. The exclusion of traditional U.S. allies has raised concerns that the U.S. is continuing to try to splinter NATO according to those Trump considers loyal and those whose actions he dislikes.

Earlier this week, Putin warned NATO that he might use nuclear weapons against NATO countries. German chancellor Friedrich Merz said Putin’s threats are a sign of his “desperation” over the Ukraine invasion and that Europe expects Russia to launch “severe” hybrid attacks: sabotage, cyberattacks, and destabilizing disinformation. Should such attacks come, Merz said, “we would respond quickly and very clearly.”

The fact that the United States Constitution and foreign affairs appear to be at the mercy of one man and the loyalists he has around him undermines the principles at the heart of our democracy. The fact that that one man’s mental acuity has collapsed is an immediate calamity.

Time magazine today released a “lightly edited” transcript of an interview their senior political correspondent Eric Cortellessa and editor-in-chief Sam Jacobs conducted with Trump at the White House on September 28.

The interview reveals a man unable to answer questions coherently, obsessed with his architectural projects, consumed by his own fantasy of himself, and angry at the media that he feels mistreats him. He does not appear to be a well man.

He complained bitterly that the three Supreme Court justices he appointed “voted against me too often,” and suggested he expects “loyalty” from them. Asked about the national debt, which just passed $40 trillion, he blamed Biden for it, although Trump by himself has added $11 trillion to the debt in his time in office. He insisted he will change the name of artificial intelligence to “super intelligence.” Once again, he claimed that the economic growth created by AI will pay off the debt.

Trump refused to rule out using the Insurrection Act before the midterms, demolishing the Kennedy Center, or “annihilating” Iran. He talked about designating the Oval Office a national landmark so no one can alter the changes he’s made to it, covering it in gold frippery.

Despite having hit new lows in his job approval ratings, he claimed: “I would beat anybody running today by 20 points. Your numbers that you have are fake. The pollsters are corrupt. They’re almost as corrupt as the writers.”

“I have the highest of IQs. I have the highest. I’m fine, and I understand that stuff. You know, my uncle was at MIT for 41 years, and you know, I’m a—I believe in genetics, frankly, and I understand. I understand it much more than I think any president would, because I do have an ability on this. I have an ability on those things that were the new frontiers.”

“Here we are doing this. You haven’t asked me one f*cking positive question. All of this. What about this? What about that? What about that? What about this? All negative.”

Aaron Rupar of Public Notice recommended “people read this to get a sense of the president’s grave cognitive impairment.”

Trump’s inability to tell the difference between his fantasies and reality was on display Wednesday when, as Timothy W. Martin and Gavin Bade of the Wall Street Journal explained, Trump announced that the South Korean government had agreed to invest $50 billion in a liquefied natural gas (LNG) pipeline in Alaska. With him was Senator Dan Sullivan (R-AK), whose seat is in danger from Democratic candidate Mary Peltola. “This one is huge for Alaska,” Sullivan said, and his office later celebrated the “historic $54 billion Korean investment” into Alaska’s LNG pipeline.

In fact, the Commerce Department and South Korea’s Industry Ministry had simply agreed to “commence working” on such a project. The South Korean government disagreed with Trump’s statement. “Putting out figures, or using definitive language, goes far beyond what was agreed,” South Korea’s industry minister, Kim Jung-kwan said. South Korea’s president, Lee Jae Myung, took to social media to emphasize that the plan will proceed only if it turns out to be financially viable and meets legal requirements in South Korea.

Trump on Monday announced a deal to build a $15 billion steel plant in Lee County, Iowa. As Stephanie Kaloi of Mediaite reported, at the announcement, Commerce Secretary Howard Lutnick told him the plant came from “your 232 tariffs, the steel tariffs at work.” Energy Secretary Chris Wright said the plant is the “Trump reindustrialization of America hitting the ground at a series scale.” Lutnick said: “I think this deal is done. This deal is done. They’ve already worked it out. That’s why we’re all together with the president. The president doesn’t bring people together unless it’s a done deal. You guys know that already.” To that, Trump added: “They’ve already started building.”

But when Matt Christensen of KWQC in Davenport, Iowa, went to look, he found no major property purchases tied to the project this year. “Company officials say they don’t have details about its plans, and no permits have been filed. The financial side isn’t settled, either,” he said. “The Iowa legislature will meet Friday in a special session to debate incentives for the company to build in Iowa. Meanwhile, Trump and lawmakers still haven’t disclosed exactly where in Lee County the plant would go. For residents here, that’s left more questions than answers about a project the White House is calling ‘a sure thing.’”

This afternoon, as he set off for Denton, Texas, before a rally in Durant, Oklahoma, Trump told reporters about Iran: “Now I have to make a decision. They’ll either sign a very fair deal, or they won’t exist any longer.” In Texas he told the crowd the U.S. would “win very easily…right after the election.”

Although the outrageous chaos of the Trump years has numbed us, it is not acceptable for the president of the United States to threaten another nation with annihilation.

Lara Seligman and Shelby Holliday of the Wall Street Journal reported today that the United States will send a third aircraft carrier strike group to the Middle East. The USS Theodore Roosevelt will join the USS George H.W. Bush and the USS George Washington, adding 9,000–10,000 troops to the more than 50,000 U.S. troops already in the region.

The Roosevelt left San Diego on Sunday, while a group of three amphibious ships and Marines from the 13th Marine Expeditionary Unit left Monday. They will arrive at their destination by the end of November.

Meanwhile, here at home, Judge Todd E. Edelman today dismissed the government’s case against David Hearn with prejudice, meaning it cannot be resurrected. Hearn is the Olympian the government accused of vandalizing the Lincoln Memorial Reflecting Pool, although the contractors themselves acknowledged they were responsible for its torn lining. After the government acknowledged that there was no merit in its prosecution of Hearn, Trump continued to insist Hearn should be prosecuted.

“[B]ecause the government’s legitimate interest in maintaining the possibility of a future prosecution seems so marginal, and because of the extraordinary possibility that Mr. Hearn will nonetheless face a meritless, politically motivated prosecution,” the judge said, the court must protect him from uncertainty “and from what, objectively, would be harassment” from his own government.

—

Notes:

https://www.washingtonpost.com/national-security/2026/10/01/trump-defies-democrats-diverts-aid-europe-latin-america-instead/

https://www.wsj.com/politics/policy/homeland-security-money-financed-pro-trump-television-ads-54ac33bb

https://www.politico.com/news/2026/09/30/trump-nato-allies-left-out-01100310

https://www.ft.com/content/1bb7ec8d-7252-4fa3-8c4a-81fa5b6906a2?syn-25a6b1a6=1

https://www.reuters.com/business/aerospace-defense/russia-issues-nuclear-warning-nato-tensions-rise-baltic-2026-09-30/

https://time.com/article/2026/10/01/donald-trump-2026-interview-transcript/

https://www.wsj.com/world/asia/south-korea-contests-u-s-claims-of-new-50-billion-alaska-investment-550b9a1e

https://www.wsj.com/world/asia/south-korea-contests-u-s-claims-of-new-50-billion-alaska-investment-550b9a1e

https://www.cnbc.com/2026/10/01/trump-south-korea-investment-alaska-lng-nuclear-power.html

https://www.mediaite.com/media/news/trump-gratuitously-thanked-at-least-12-times-for-iowan-steel-plant-opening-in-2030/

https://www.mediaite.com/media/news/local-iowa-report-provides-scathing-fact-check-of-trumps-new-steel-mill-thats-not-true/

https://www.wsj.com/politics/national-security/u-s-sending-third-aircraft-carrier-up-to-10-000-more-troops-to-middle-east-42996f7a

https://www.nytimes.com/2026/09/11/climate/reflecting-pool-contractor-trump.html?eafs_enabled=false

https://www.documentcloud.org/documents/28712305-order-dismissing-case-with-prejudice-united-states-v-david-hearn-2026-cf2-010237/

X:

atrupar/status/2105703734760079455

Jaemyung_Lee/status/2105486577208299977

Bluesky:

atrupar.com/post/3mwt2wo6dls2u

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Supply is elastic, installment #1637

For taxes too:

Using administrative data from Scandinavian countries, we provide evidence on international migration responses to wealth taxes and evaluate their aggregate economic implications. We find significant migration responses among the wealthy: A 1 percentage point increase in the top wealth tax rate decreases the stock of wealthy taxpayers by about 2 percent. A large fraction of the wealthy are business owners, and their businesses are negatively affected by owner out-migration. The aggregate effects are nevertheless modest: The migration responses to a 1 percentage point increase in the top wealth tax rate reduce employment by 0.02 percent, investments by 0.07 percent, and value added by 0.10 percent.

That is by Katrine Jakobsen, Henrik Kleven, Jonas Kolsrud, Camille Landais and Mathilde Munoz, in the latest issue of the AER.

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Friday assorted links

1. How rich was Anglo-Saxon England?

2. New game theory paper on AI races.

3. Scott Sumner movie reviews, please note he is always correct and thus the greatest film critic in the world, at least by that metric.

4. What should the AI safety movement be?

5. The frontier models are beating licensed accountants.

6. “Somewhere between 2 and 6 cents of every dollar of World Bank foreign aid disbursements got siphoned off into crypto wallets…”

7. Imbue Studios.

8. War in Ethiopia returns.

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Photosynthesis: A New Angle into Fermi’s Paradox?

One of the things that gives the Fermi paradox its punch is the age of the galaxy. Back in 1950 when Fermi uttered his famous ‘Where is everybody?’ question, ideas about how old the Milky Way was were all over the map. Working with Hubble’s constant as understood at the time, the entire universe looked to be no more than 2 billion years old, a problem given what we were learning about the age of the Earth itself based on radioactive dating. So workarounds were needed, and they included the then widely supported steady-state theory, which saw a universe without beginning or end.

Then too, the problem of the age of the galaxy could not be satisfactorily worked out because we had no good methods to gauge the age of individual stars. A book could be written about the evolution of our thinking on both age problems, but for now, let’s say that Fermi asked his question about extraterrestrials at a time when values for the age of the galaxy were generally set at between 3 and 5 billion years. The tension between this and the Hubble constant values would persist, although Allan Sandage managed by the end of the 1950s to come up with an estimate for the universe of 13 billion years.

Fermi’s question gets more acute every time we come up with new information about how old our system is compared to the age of the galaxy. As we’ve discussed in these pages many times before, Charles Lineweaver’s work early in the 21st century demonstrated that we are newcomers compared to at least some of the stars in our vicinity. If that’s the case, then the idea of habitable planets being in existence several billion years before we showed up is plausible. And if we take ourselves as the measure (always dangerous, but we are the only datapoint), the idea of advanced extraterrestrial civilisations seems likely, assuming that these could find ways to avoid destroying themselves.

Image: The galaxy evolves. How many stars of the 400 billion now thought to exist here emerged at least a billion years before the Sun coalesced?

As always, though, we have to scout our assumptions. Just because it took what we now believe to be 4.6 billion years for Earth to produce intelligent life, why should that be the case everywhere else? An interesting new paper takes on that question by suggesting that no matter the size of their headstart, planets much older than our own may still be in the early stages of microbial life, without yet reaching the point of producing even primitive larger species.

The work of Chris Doughty (Northern Arizona University) and colleagues, the paper argues that we should be looking at what the team calls ‘plant energy,’ and stop focusing on time as an indicator of likely development. The hypothesis: “The biological evolution rate is a linear function of cumulative carbon fixed on a planet.” Note the word ‘fixed.’ What this describes is the process of taking carbon dioxide, an inorganic gas, and turning it into organic molecules like sugars. Photosynthesis does most of this work on Earth. It uses the energy derived from sunlight as the driver, with the carbon taken out of the atmosphere and oceans and put to use in biological systems.

Proposing a linear link between the amount of carbon fixed in this way and the rate of evolutionary development is a striking move. It’s even more so when considered as a tool for exoplanet research. The paper looks at the amount of carbon Earth has fixed over its lifetime and compares that to what other planets are likely to have fixed during their own lifetimes. 29 exoplanets are studied here, with only two of them surpassing Earth’s cumulative Net Primary Production (NPP), and therefore capable of developing multicellular and perhaps intelligent life. NPP refers to the carbon fixed by photosynthesis that ends up as new biomass.

Image: How we see plant photosynthetic pigments. The MESSENGER image of Earth on the left is very close to what can be seen by the human eye. For the image on the right, a red component was substituted that shows near infra-red colors. The vegetation in the Amazon basin produces the purplish-red color in the center of the image. The new paper proposes that cumulative fixed carbon is itself a marker that can be tied not only to life but to the pace of evolutionary change. (Image credit: NASA/Johns Hopkins University Applied Physics Laboratory/Carnegie Institution of Washington, via JPL Photojournal).

The planets on Doughty’s list are chosen from the Habitable Worlds Catalog, which organizes NASA data based on factors such as radius, irradiation, temperature and age. The authors use stellar radiation, temperature and precipitation maps from several recent studies to calculate how Earth fixed carbon in different stages of biological evolution, and ask how long the examined planets would take to achieve the same amount of carbon.

From the paper:

Assuming Darwinian evolution, a baseline astrobiological assumption… each generation of life has a small potential for genetic change following either sexual or asexual reproduction. These genetic changes will either be successful or not depending on the environment, species competition or predation around the organism. We therefore hypothesize that Earth’s cumulative carbon fixed at certain periods has led to major evolutionary transitions such as the emergence of photosynthetic organisms, eukaryote and multicellular animals that fundamentally altered the Earth’s carbon cycle, accelerating it at certain points.

So we can think of the accumulated plant energy of an entire planet and acknowledge that planets with more plant growth as mediated by photosynthesis will tend to be warmer, wetter places than average. This gets interesting when we think about red dwarf planets, especially since these have enormous lifetimes and many are several billion years older than Earth. The authors make the case that these time factors provide no necessary advantage.

What counts is that life on a planet like TRAPPIST-1e, one of those studied here, would have lower rates of total photosynthesis because the surface receives correspondingly less light. Moreover, tidal lock on M-dwarf habitable planets would mean losing half their surface for photosynthesis. In this study, TRAPPIST-1e is found to have the capability of fixing no more than 21 percent of Earth’s carbon. An older world, but perhaps one with nothing more than microbial life.

We have interesting simulations of places like TRAPPIST-1e, climate maps that allow us to estimate how long it would take other planets to achieve the same amount of carbon fixed as we find on Earth. Of the 29 worlds considered potentially habitable by the authors, 27 are in fact orbiting red dwarf stars, and presumably tidally locked. Net Primary Production is calculated for each. The results are heavily weighted toward life at no more than microbial level:

If the biological evolutionary state is a function of cumulative carbon fixed and life began on each of the 29 exoplanets like it had on Earth, life on most of those 29 exoplanets would most likely be evolutionarily behind Earth (with two exceptions discussed below). The majority of our simulations led to most planets at the predicted microbial life stage with the exception of simulations using climates with 1 bar CO2. These very warm, wet planets accelerated NPP production which led about a third of the planets potentially ahead of Earth.

That sounds rather promising, but read on:

However, recent JWST observations showed no evidence of a thick carbon dioxide atmosphere on TRAPPIST-1c… or TRAPPIST-1e… therefore 1 bar CO2 may be unlikely on potentially habitable exoplanets. This raises the question of whether life can exist on an exoplanet with 1 bar CO2 in the atmosphere. CO2 concentrations in the early Earth may have been as high as 10 bar and up to ∼4,000 ppm CO2 in the atmosphere in the Cambrian (Royer, Reference Royer 2006), but 1 bar CO2 might not be conducive to land-based life.

The uncertainties here abound, as the authors are quick to acknowledge. We do not, in fact, know whether any of these planets actually have atmospheres in the first place. Nor, obviously, do we have any idea of their composition if they do exist. We have no knowledge about the presence of carbon at the surface, and also have to factor in the possibility of biological processes modifying the composition of any atmosphere present, just as Earth’s atmosphere was gradually transformed as the effects of photosynthesis began to be felt.

For that matter, can we assume that the life we are looking for uses carbon along the lines of life on Earth? If it does, this study predicts that most stars in our stellar neighborhood, despite sometimes being much older than Earth, are behind our planet when it comes to biological evolution. Two planets – GJ 1061c and K2-3d – do stand out as being of unusual observational interest for present and future space telescopes. Both are both larger and older than Earth.

This is useful information, given that our first thorough analyses of planets of Earth mass are going to occur with planets orbiting low mass stars. When we reach the point of instruments like Habitable Worlds Observatory that can image planets around G-class stars, the discouraging catalog analyzed in this paper may be replaced with a more positive one. If Doughty and team are right, however, we have an answer to the Fermi paradox and the time problem. Intelligent life has far fewer places on which to develop than we thought.

The paper is Doughty et al, Calculating potential cumulative carbon fixed and evolutionary stage for Earthlike planets in our solar neighborhood, International Journal of Astrobiology (2026). Published online by Cambridge University Press 22 September 2026. Full text.

International Workshop on Bounded Rationality In honour of Professor Reinhard Selten. Poznań, 5 October 2026

 On what would have been his 96th birthday, a hybrid (in person and online) conference in honor of the late Reinhard Selten.

 Here's the announcement: 

International Workshop on Bounded Rationality In honour of Professor Reinhard Selten – the man who changed the way we think about rationality,   Poznań, 5 October 2026 

Poznań University of Economics and Business – Hybrid event (on-site and online)

Dear Researchers, Doctoral Students and Students,

It is our great pleasure to invite you to a unique International Workshop on Bounded Rationality, held in honour of Professor Reinhard Selten – Nobel Laureate in Economics, co-founder of experimental economics and game theory, and a man deeply connected with Poznań, where he lived and passed away.

The event will take place on 5 October 2026, exactly on the day Professor Selten would have celebrated his 96th birthday. This is a perfect opportunity to pay tribute to his remarkable scientific legacy and to draw inspiration from his approach to the study of human rationality.

The event is held under the honorary patronage of the Rector of Poznań University of Economics and Business.

Why should you attend?

  • Outstanding speakers from around the world – including Prof. Rosemarie Nagel, Prof. Eyal Winter, Prof. Daniel Friedman, Prof. Werner Güth, Prof. Eric Guerci, Prof. Ido Erev, Prof. Vincent Crawford, Prof. Axel Ockenfels, Prof. Tibor Neugebauer and Prof. Karim Sadrieh.
  • Current research directions in bounded rationality – from game theory, through experimental economics, to behavioural finance.
  • A unique atmosphere – the workshop combines an on-site session in Poznań with online sessions, enabling participants from all over the world to take part.
  • Honouring Professor Selten’s legacy – his work continues to inspire researchers to push the boundaries of traditional economics.

A few words about the programme

The workshop is divided into three sessions:

  • Morning session– chaired by Prof. Marcin Anholcer. Speakers include Prof. Tibor Neugebauer, Prof. Rosemarie Nagel, Prof. Eyal Winter and Prof. Karim Sadrieh.
  • Afternoon session– chaired by Prof. Krzysztof Malaga. Talks will be given by, among others, Prof. Daniel Friedman, Prof. Werner Güth and Prof. Eric Guerci.
  • Final session– chaired by Prof. Tibor Neugebauer. Speakers include Prof. Ido Erev and Prof. Vincent Crawford.

Each scientific talk lasts 30 minutes. The full programme is presented below.

Workshop programme

All times are Central European Summer Time (CEST).

Morning session – chaired by Prof. Marcin Anholcer (Poznań University of Economics and Business)

  • 9:55 – Opening words · Prof. Marcin Anholcer, Vice-Rector for Scientific Research
  • 10:00 – Prof. Tibor Neugebauer (University of Luxembourg)
    Reinhard Selten’s Life and Bounded Rationality
  • 10:30 – Prof. Rosemarie Nagel (Universitat Pompeu Fabra & ICREA, Barcelona)
    Understanding Human Behavior and Games through Similarity. And how Selten Led Me to 2×2 Games
  • 11:00 – Prof. Eyal Winter (Hebrew University of Jerusalem & Lancaster University)
    Spillover Effects Across Interactive Environments and Social Pollution
  • 11:30 – Prof. Karim Sadrieh (University of Magdeburg)
    Selten’s Impulse Balance Equilibrium: a literature survey and a numerical approach
  • 12:00 – Lunch & informal discussion

Afternoon session – chaired by Prof. Krzysztof Malaga (Poznań University of Economics and Business)

  • 14:15 – Prof. Daniel Friedman (University of California, Santa Cruz)
    Evolving Overconfident Managers
  • 14:45 – Prof. Werner Güth (Max Planck Institute for Research on Behavioral Economics, Bonn)
    (Un)Absorbability of Behavioral Decision Theory — Ideal or Warning —
  • 15:15 – Prof. Eric Guerci (Université Côte d’Azur, Nice)
    Learning to Forecast: A lab-in-the-field experiment with finance professionals
  • 15:45 – Break
  • 15:45 – Prof. Axel Ockenfels (University of Cologne & Max Planck Institute for Research on Behavioral Economics, Bonn)
    Personal address

Final session – chaired by Prof. Tibor Neugebauer

  • 16:00 – Prof. Ido Erev (Technion — Israel Institute of Technology)
    The Coexistence of Under-Investment and Under-Diversification
  • 16:30 – Prof. Vincent Crawford (University of Oxford & UC San Diego)
    Strategic Thinking

Online participation – how to join?

The workshop can be followed free of charge online via the Zoom platform. Participants from all over the world are warmly welcome!

Zoom meeting link:
https://ue-poznan-pl.zoom.us/j/92747785836?pwd=9rDmnm33aD2YJeWNGZPmIkMghNYjpQ.1

Meeting chat link:
https://ue-poznan-pl.zoom.us/launch/jc/92747785836

Meeting ID: 927 4778 5836
Access code: 115438

Start time: 5 October 2026, 8:45 AM Warsaw time

 

A Normal Debate?

Computer scientists Arvind Narayanan & Sayash Kapoor wrote AI as Normal Technology

The statement “AI is normal technology” is three things: a description of current AI, a prediction about the foreseeable future of AI, and a prescription about how we should treat it. We view AI as a tool that we can and should remain in control of, and we argue that this goal does not require drastic policy interventions or technical breakthroughs. We do not think that viewing AI as a humanlike intelligence is currently accurate or useful for understanding its societal impacts, nor is it likely to be in our vision of the future.

AI has responded in video format.

that led Kapoor to create his own diss track:

Both of these are good, great even, but the sneering in the first video is sublime. Keep in mind that this is almost entirely AI, the script, the music, the lyrics everything. It seems like just yesterday when people said AI could never be creative.

Doesn’t seem like a normal debate to me, regardless of which side you think won.

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Life on a hair trigger

Graffiti on an underpass wall reads “PUT THE GUN DOWN” with arrows pointing down, illuminated by lights. Wet pavement in foreground.

A world of violence sustains itself through guns, poverty and other social ills, but also through the minds it creates

- by Megan Kang

Read on Aeon

What should I ask Tom Griffiths?

Yes I will be doing a Conversation with him.  Looking at Wikipedia:

Thomas L. Griffiths (born c. 1978) is an Australian academic who is the Henry R. Luce Professor of Information Technology, Consciousness, and Culture at Princeton University. He studies human decision-making and its connection to problem-solving methods in computation. His book with Brian Christian, Algorithms to Live By: The Computer Science of Human Decisions, was named one of the “Best Books of 2016” by MIT Technology Review…

Griffiths released The Laws of Thought: The Quest for a Mathematical Theory of the Mind in 2026. Siobhan Roberts describes it as “a rigorous and captivating account of how cognition can be modeled via three mathematical frameworks: logic, artificial neural networks (“mathematical systems that emulate the operation of the brain”) and probability theory.”

Here is his research page, here is his new book on Amazon, I thought the book was excellent.

So what should I ask him?

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Yankees Sweep Boston in Two Games, by Combined Score of 18-2

In the 6th inning last night the Yankees were only ahead 2-0, and Red Sox first baseman and all-around jackass Willson Contreras hit a home run, closing it to 2-1. Contreras decided to walk around the bases. The baseball gods do not look kindly upon that sort of ostentatiously belligerent showboatery. (Especially when your team is still losing.) Contreras circled the bags after his dinger like a rooster letting you know he just banged a few hens — but at a slower pace.

In the next inning, Contreras wasn’t paying attention and his laziness allowed a Yankee to reach base after striking out on a wild pitch. That started the rally that resulted in the blowout final score.

 ★ 

My excellent Conversation with Luis Garicano

Here is the audio, video, and transcript.  Here is part of the episode summary:

Tyler and Luis start their conversation with Spain — housing, NIMBYism, and the productivity crisis; Spanish literature and why the Civil War still looms so large; and what Chicago taught Luis about party discipline in European politics. Then to the EU’s unanimity problem, capital markets, and Denmark’s flexicurity model; a round of overrated-versus-underrated on Rosalía, Penélope Cruz, and Sgt. Pepper’s; and finally into Messy Jobs — why retraining programs fail, whether AI’s leisure dividend has arrived, and whether Spain could ever achieve AI sovereignty.

Excerpt:

COWEN: Why is there a current productivity crisis in Spain?

GARICANO: Productivity indeed hasn’t grown for three decades, more or less. We’re currently having extensive growth. We’re having immigration, we’re having tourism, but we don’t really have productivity. A lot of it has to do with the political economy. I think if you want to explain the West, not just Spain, you have to understand who is voting and who is this being governed for. Spain is a particularly low-fertility, high life-expectancy country. We have the fifth-lowest fertility and the fifth-highest life expectancy in the world grosso modo, and very high pensions.

Essentially, all the GDP growth we’ve had has gone, 100 percent of the GDP growth we’ve had since 2008 has gone to pensions, to the pensioners. In terms of investment, there is very little in terms of productive investment. We have this fantastic highway network and this high-speed rail network. It’s not really getting the maintenance it needs. Just as one example, the country is basically being governed by and for the older retired people.

COWEN: What does the optimistic scenario look like? You don’t have to predict it’s going to happen, but lay out for me how it could all go well. You would get productivity growth of 1.5 percent a year, and economic growth a bit higher than that.

GARICANO: Spain has amazing fundamentals for the current situation, meaning we could easily be very electricity-energy rich due to solar, wind, and nuclear. We have all this empty space where you could put nuclear plants without much resistance. In fact, we are closing them for political reasons. The energy could be a big advantage. It’s a really amazing place to live. There is no more diverse geography and climate and nature anywhere in Europe, I think, or close to, and beautiful. You could easily see a situation where Spain becomes Florida, or Austin, Texas. Think of Texas. It attracts technology, attracts talent who wants to live there, attracts energy, builds the data centers, et cetera. That scenario is not impossible. The political economy is the tricky part.

COWEN: Doesn’t that mean you actually don’t have good fundamentals? You said you don’t even have a YIMBY movement. Life there really is quite good. I’ve been many times. It’s one of my favorite countries to visit. Isn’t that like a resource curse where there’s no sense of crisis? Old people live for a long time. It’s very comfortable. The weather’s great. The food is amazing. Aren’t those, in fact, liabilities in a time of very rapid change?

And another, on a very different topic:

COWEN: On Messy Jobs, your new and excellent book, you argue very persuasively, “In my view, AI will not lead to anything like mass unemployment, maybe not even to a rise in unemployment, because jobs will become messier and the AIs won’t be able to do them.” Is that a fair description of part of your argument?

GARICANO: I think that’s completely right. Yes.

COWEN: Now, I agree with you, but I think my worry is the opposite, that I know a lot of people, they want simple jobs, they’re okay with some measure of tedium, and that if most jobs become messy jobs, for them, that’s quite stressful, and they’re upset and disoriented. Do you worry about that?

GARICANO: I think that we will have to have a tolerance for human relations. Is that what your friends don’t want? We have a tolerance for relational work that is complex, that has politics in it, that has a big human component, and that’s the part that is going to stay. If people just want to be in their desk typing away, I think two good ways to think about it is work from home and outsourcing. If you think of which jobs were offshored, let me say offshored, in the big offshoring wave to India, those are jobs that are not messy. They’re clean. The company specifies the jobs. They say, “Okay, we can specify this job perfectly. Let’s ship you up.”

Those jobs are the same exact ones that are under complete threat of disruption. A lot of the work from home, when it doesn’t involve a lot of submittings, I guess, has the same feature. Those jobs are clean, single-task, and very often verifiable. You can just see how the performance is going and have your RL, your reinforcement learning loop work on those. I think those are gone.

The messy component that I want to emphasize, many people will say, “Oh, AI will tend to the messiness as well.” I think that there is some messiness that is contingent and that AI can streamline, but there is a lot of messiness that is both relational and has to do with a deeper aspect of the knowledge problem that doesn’t really go away. As AI advances, many aspects of Hayek, Polanyi, and all these knowledge problems are still there.

COWEN: How much retraining will be required and how frequent will that retraining have to be? If I think of me working with agents, I have to retrain myself every month or two. That’s difficult for me. It’s not stressful given my position, but I can imagine it would be stressful. Can we really just put a big chunk of the labor force through that?

Definitely recommended.

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Some Depressing ALWC Tidbits

The Red Sox had a Win Expectancy Percentage over 50% for only two plate appearances in the two games. Both fleeting moments came early (or early-ish) in Game 2.

In the top of the third, after Nate Eaton doubled (0-0, 1 out), it was 52%.
When Jahmai Jones struck out looking, it dropped to 48%.

In the top of the fourth, after Willson Contreras walked (0-0 0 out), it was 54%.
Wilyer Abreu struck out (50%). Ceddanne Rafaela flied to center (47%).

Sarah Langs

26 scoreless innings vs the Red Sox dating to last year was the most consecutive scoreless innings pitched in the postseason by the Yankees vs a single opponent
h/t @EliasSports

The Yankees have won consecutive games by 7+ runs, tied with 1961, 1960 and 1937 for the longest single-postseason streak in franchise history
Only one team has won 3 straight by 7+ in a single postseason: 2007 Red Sox

+16 is tied with 1951 WS G4-5 for the second-highest run differential in a 2-game span in Yankees postseason history, behind only: 1960 WS G2-3: +23

Yankees pitchers opened this postseason with 14 consecutive scoreless innings
That’s the second-longest scoreless streak by NYY pitching to start a postseason, behind 20 IP in 1921
This is their 61st postseason appearance
h/t @EliasSports

This is the first time the Yankees have scored 9+ runs in consecutive postseason games since doing so in 3 straight 2020 ALWCS G1-2 and ALDS G1, which tied a franchise-record such streak (also done in 1998)

Fastest-tracked OF assists in postseason under Statcast (2015):
2016 ALDS G1 Jackie Bradley Jr.: 105.1 mph
2023 ALDS G1 Matt Wallner: 99.2 mph 
2026 ALWCS G2 Nate Eaton: 99.1 mph [Eaton threw out Ben Rice at the plate]

Most Common Postseason Matchups, MLB History
Yankees-Dodgers: 12 series (NYY leads, 8-4)
Yankees-Red Sox: 7 (NYY, 4-3)
Yankees-Cleveland: 7 (NYY, 5-2)
Yankees-Giants: 7 (NYY, 5-2)

OptaSTATS

The Yankees are the first team in MLB history to score at least 90% of the runs in a postseason series (min. 20 total runs).

The whitesox are the first team in MLB history to hold the lead at the end of every single inning of a multi-game postseason series.

The Padres are the first team in MLB history to hold the highest-scoring team in the majors during the regular season to just one run (or none) in a multi-game postseason series.
The previous low for runs scored by the regular-season scoring leader in a multi-game postseason series was 3 (Orioles held the White Sox to 3 runs in the 1983 ALCS).

Lowest slugging percentage in a multi-game postseason series, MLB history:
.145 - 2026 Cubs (NLWC)
.153 - 2020 Twins (ALWC)
.154 - 2022 Rays (ALWC)
.174 - 1998 Rangers (ALDS)
.179 - 2019 Cardinals (NLCS)

Katie Sharp @SharpStats17

Spencer Jones #FunFact
Jones is the first player in the play-by-play era (since 1910) to strike out twice and steal a base in an inning in any game (postseason or regular season).

Jones also scored in that inning, making his feat perhaps even harder to match, though if your team is batting around and you were on base, you probably scored a run. (Whatever. If Someone Named Spencer Jones is ever known for anything, it will be only this.)

Going back to Langs's list, how is it possible that the second-most common postseason matchup in all of MLB history are two teams from the same goddamn division? That is not how things should be. This is what happens when people who hate baseball are allowed to run baseball . . . into the ground.

After my YED 2026 hangover dissipates, I'll be doing game stories for the World Series.

Central Pacific Tropical Weather Outlook


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


000
ACPN50 PHFO 032329
TWOCP

Tropical Weather Outlook
NWS Central Pacific Hurricane Center Honolulu HI
Issued by NWS National Hurricane Center Miami FL
200 PM HST Sat Oct 03 2026

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

Active Systems:
The National Hurricane Center is issuing advisories on Hurricane
Nolo, located several hundred miles west-northwest of the main
Hawaiian Islands, and on Hurricane Rachel, located a few hundred
miles southwest of the southern tip of the Baja California
Peninsula.

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

$$
Forecaster Pierce/Blake
NNNN


Atlantic Tropical Weather Outlook


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


924
ABNT20 KNHC 032346
TWOAT

Tropical Weather Outlook
NWS National Hurricane Center Miami FL
800 PM EDT Sat Oct 3 2026

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

Southwestern Gulf of America:
A broad area of low pressure could form in a few days over the
southwestern Gulf of America. Any development of this system
is expected to be slow to occur as it drifts over the southwestern
Gulf waters.
* Formation chance through 48 hours...low...near 0 percent.
* Formation chance through 7 days...low...20 percent.

$$
Forecaster Blake


Eastern Pacific Tropical Weather Outlook


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


000
ABPZ20 KNHC 032329
TWOEP

Tropical Weather Outlook
NWS National Hurricane Center Miami FL
500 PM PDT Sat Oct 3 2026

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

Active Systems:
The National Hurricane Center is issuing advisories on Hurricane
Nolo, located several hundred miles west-northwest of the main
Hawaiian Islands, and on Hurricane Rachel, located a few hundred
miles southwest of the southern tip of the Baja California
Peninsula.

South of Southern Mexico:
An area of low pressure is forecast to form late this weekend or
early next week south of the southern coast of Mexico. Thereafter,
environmental conditions appear favorable for gradual development,
and a tropical depression is expected to form during the middle to
latter portion of next week while the system moves slowly
west-northwestward to northwestward.
* Formation chance through 48 hours...low...near 0 percent.
* Formation chance through 7 days...high...90 percent.

$$
Forecaster Pierce/Blake


Excessive Rainfall Possible This Weekend; October Heat Wave in California