The shape of the multipolar world is a little clearer

Image via Kareem Rifai

I was all set to publish another post about AI, but then the U.S. and Israel attacked Iran, so now I guess I’ll write about that.

Last June, Israel launched a bunch of attacks on Iran, and didn’t encounter much resistance. Trump briefly joined the fray by launching a couple of airstrikes at Iranian nuclear sites. Afterward, the White House put out a statement bellowing that “Iran’s Nuclear Facilities Have Been Obliterated — and Suggestions Otherwise are Fake News”. This was obviously false, and so here we are, eight months later, with Trump ordering more attacks on Iran, ostensibly in order to take out their very non-obliterated nuclear facilities.

I chose not to write a post about the Iran attacks last June, simply because they didn’t seem that important. Trump’s strikes were perfunctory and seemed a bit performative. China and Russia didn’t come to Iran’s aid, which showed that Iran isn’t really a core member of their alliance. Israel seemed to have their way with Iran’s air defense system; this was interesting from a military standpoint, but the wider implications are unclear. Other than that, there didn’t seem much reason for me to analyze the conflict.

The current attacks are more significant, so I’ll write about them. The most important reason is that Israeli strikes killed Iran’s Supreme Leader, Ayatollah Ali Khamenei (along with various other top Iranian leaders). That seems like the crossing of a Rubicon; you can’t really take out a country’s head of state and expect a quick return to the status quo. And it means that Trump, accidentally or on purpose, has taken a serious geopolitical action instead of making a bunch of noise and then backing down. This could have long-term consequences.

Anyway, I don’t have a single big thesis about the new Iran war, so I’ll just offer up a series of thoughts. Basically, my takes are:

  1. Pax Americana actually restrained American power, and the people who wanted a multipolar world may come to regret that wish.

  2. While Trump’s ability to launch a war of choice without Congressional authorization is bad for American democracy, it’s also true that Iran’s leaders are absolutely evil and had it coming.

  3. Western leftists’ full-throated support for Iran demonstrates how badly they have lost the plot.

  4. The New Axis of China, Russia, and Iran has been materially weakened by this conflict, but we shouldn’t write it off.

Welcome to the multipolar world

My basic geopolitical thesis over the past few years has been that Pax Americana — the rules-based international order backed up by American power — is gone. America was simply no longer industrially strong enough to support the kind of world-policing role it carried out during and after the Cold War; China, the main revisionist power, had gotten too strong for America to remain the hegemon. On top of that, the U.S. has been consumed by internal conflicts, and has far less energy to look outward. This domestic social conflict is ultimately behind Trump’s isolationism and his alienation of many traditional U.S. allies.

A lot of people — leftists and rightists in the West, and America’s rivals and detractors abroad — welcomed this development, but for different reasons.

Leftists and foreign rivals celebrated the end of Pax Americana as a diminution of American power. They eagerly heralded the rise of a multipolar world, in which other nations would have the power to check America’s designs. This has, in fact, come to pass. And Trump’s rejection of his erstwhile European allies has weakened American power even further, beyond what America’s enemies might have dared to hope.

But what they all failed to realize is that Pax Americana bound and restrained the United States. In order to uphold the rules-based order it created, America accepted many limitations on its hegemony. It restrained its use of military force in many cases, eschewed territorial conquest, and treated smaller and poorer countries as its equals in many international bodies.

That’s all gone now. Without rules and norms to bind him, Trump is free to threaten conquest of Greenland, take out Russia’s allies, and generally throw America’s still-considerable weight around much more freely and aggressively than during his first term.

Rightists, meanwhile, relish America’s newfound freedom from the pesky constraints of international norms. But their hope that the U.S. would abandon global power, in order to focus inward on domestic cultural and social conflicts, seems to have been dashed, at least for now. Trump remains far more inclined toward foreign adventurism than any Democrat, and is more eager to participate in Israel’s wars.

In other words, this is a “be careful what you wish for” moment for all of the advocates of a multipolar world.

Trump’s war is probably illegal, but Iran’s rulers had it coming

Read more

Sunday 1 March 1662/63

(Lord’s day). Up and walked to White Hall, to the Chappell, where preached one Dr. Lewes, said heretofore to have been a great witt; but he read his sermon every word, and that so brokenly and so low, that nobody could hear at any distance, nor I anything worth hearing that sat near. But, which was strange, he forgot to make any prayer before sermon, which all wonder at, but they impute it to his forgetfulness.

After sermon a very fine anthem.

So I up into the house among the courtiers, seeing the fine ladies, and, above all, my Lady Castlemaine, who is above all, that only she I can observe for true beauty. The King and Queen being set to dinner I went to Mr. Fox’s, and there dined with him. Much genteel company, and, among other things, I hear for certain that peace is concluded between the King of France and the Pope; and also I heard the reasons given by our Parliament yesterday to the King why they dissent from him in matter of Indulgence, which are very good quite through, and which I was glad to hear.

Thence to my Lord Sandwich, who continues with a great cold, locked up; and, being alone, we fell into discourse of my uncle the Captain’s death and estate, and I took the opportunity of telling my Lord how matters stand, and read his will, and told him all, what a poor estate he hath left, at all which he wonders strangely, which he may well do.

Thence after singing some new tunes with W. Howe I walked home, whither came Will. Joyce, whom I have not seen here a great while, nor desire it a great while again, he is so impertinent a coxcomb, and yet good natured, and mightily concerned for my brother’s late folly in his late wooing at the charge to no purpose, nor could in any probability a it.

He gone, we all to bed, without prayers, it being washing day to-morrow.

Read the annotations

A scoundrel's last refuge

[Note to new readers: I rarely comment on the Middle East, which is not my area of expertise. (And it bores me to tears.) Instead, my general attitude to the region is “Whatever Matt says”. This David Levey post is also of interest.]

Patriotism is a natural emotion. I feel patriotic toward both my home state and my home country. But I’ve noticed that state patriotism tends to be a healthier emotion than national patriotism. The recent Winter Olympics provides a good example of how national patriotism can create unnecessary friction. The issue isn’t patriotism itself, rather it reflects a deeper problem—society’s unhealthy obsession with politicizing all aspects of life.

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Wisconsin sports fans are more patriotic than average. I know what you are thinking; I’m biased because I grew up in Wisconsin. But my claim is objectively true—it is not uncommon for Green Bay Packer fans to dominate local fans even at games held away from home, particularly in sunbelt cities where many Wisconsinites have retired. Green Bay is a small city, and hence the team is seen as representing the entire state, unlike say the Jacksonville Cougar football team.

College sports are the same. The University of Wisconsin system has 160,000 students in 13 campuses, all in a state with fewer than 6 million people. I was accepted to both UW-Madison and The University of Chicago as an undergraduate and choose Madison for financial reasons. Growing up in Wisconsin at that time, it was expected that most people would attend the UW. When I moved to Massachusetts (and then California), I noticed an entirely different culture, not as oriented around loyalty to a single university.

Occasionally, a highly talented Wisconsin athlete chooses Ohio State over the UW, and a few fans grumble that they are a “traitor”. After all, their education was paid for by our taxpayers and now they are choosing to represent our archrivals. Of course, this complaint is generally made with a wink and a nod, as almost no one seriously views them as disloyal. Almost no one believes that Ohio State is actually an evil university. It’s all make-believe. If the complainer were serious, we’d sharply discount our estimate of their intelligence.

State patriotism is a healthy emotion. Instead of fighting brutal wars—which make no sense in a world of nuclear weapons—it’s better to have made up rivalries. Our instincts for competition and dominance are diverted to a harmless pastime. America did fight one civil war, and that was more than enough.

Unfortunately, publications like the National Review cannot decide whether we should view sports as sports, or whether we need to think of athletes as representing the (often evil) government that rules a given country. Here they take one side of the debate:

Not everything has to be a campus psychodrama. Not all stories need to “surface the nuances of” this or that. Not every incident that tangentially involves Donald Trump requires his elevation to the star of the tale. It’s okay to be happy that the United States won something, without finding 100 other reasons to be sad, angry, indignant, or confused. . . .

Journalists are not politicians, and there is no need for them to be perfectly representative of the nation. But it might be a good thing for our culture if they weren’t all massive weirdos. If you were to stop 100 people on the street at random and ask them about the USA’s victory on Sunday, how many do you think would fixate on the supposed jingoism of the team, or on President Trump’s phone call and White House invitation, or on Kash bloody Patel? Two? If that?

But elsewhere in the same article they show an unhealthy obsession with politics:

In my estimation, Eileen Gu is a mercenary sports traitor who ought to be muttered about darkly

Indeed, the National Review is so obsessed with Eileen Gu that they devote an entire article to trashing her reputation:

The champion freestyle skier said the other day, after she had to settle for a silver medal in an event at the Olympics, that “sometimes it feels like I’m carrying the weight of two countries on my shoulders.”

Gu would be carrying the weight of only one country if she had chosen to represent her native U.S. at the games, rather than a hostile totalitarian state.

This publication cannot seem to decide whether athletes represent countries or governments. Did the US hockey team represent the Trump administration, or the United States of America? If the former, then what’s wrong with criticizing the team for its politics? If the latter, then why assume that Chinese athletes represent the CCP? China is much more than the CCP, it is a major country with a culture that goes back 4000 years. I’ve met patriotic Chinese people who prefer America’s political system to China’s system but still love “China”.

An article by Jason Russell in the generally non-jingoistic Reason magazine is equally confused:

Yet after all the U.S. helped her accomplish, she chose to compete under the Chinese flag instead of the American one. . . .

[W]hen Gu talks about this controversy, she’s either playing dumb or, for some reason, can’t figure out why people are mad. “So many athletes compete for a different country,” she said in response to Vice President J.D. Vance. “People only have a problem with me doing it because they kind of lump China into this monolithic entity, and they just hate China.” Gu does the same act when she’s asked about 1.5 million Uyghurs in Chinese concentration camps. “I’m not an expert on this,” she told Time magazine. “I haven’t done the research. I don’t think it’s my business.” (In an interview with Reason, one concentration camp survivor described sexual torture and other unspeakable horrors.)

I’m just as confused as Eileen Gu. I guess I could understand why people might be upset when an athlete chooses to represent another country (even if that’s not my view.) But Gu is correct, people don’t complain in other cases:

It’s all about the politics. As I’ve pointed out in previous posts, the current anti-Chinese hysteria in America is fed by the media and our politicians conflating “China” (the country) with the Chinese Communist Party (the government).

In a recent podcast, I recall someone referred to “Trump’s America”, and Tyler Cowen corrected them by saying something to the effect, “Not Trump’s America, Americans’ America” (not exact words.) It is not the CCP’s China, it’s the Chinese peoples’ China.

When visiting China, Trump expressed his support for the concentration camps that Russell criticized. Imagine if a reporter had asked the US hockey players to comment on our president’s support for this cruel policy. Or, for that matter, any of the many other outrages committed by the Trump administration. I’m guessing the National Review would have scolded the reporter for being obsessed with politics. And they would be correct in doing so.

Russell continues:

So it's natural for Americans to feel betrayed by someone who could represent the United States but chooses not to—especially when they pick a country whose values are nearly diametrically opposed to ours.

I could make a snarky comment about how China doesn’t “value” invading a new country every month, but I’ll happily concede that (overall) their political system is worse than ours. But “values”? Sorry, I’ve never noticed that the Chinese people have worse values than Americans, in any overall sense. When I speak with individual Chinese people, I find their values to be surprisingly similar over a wide range of issues. Even something like privacy is valued far more highly in China than you might be led to expect from reading superficial accounts of their “conformist” culture.

Back in Wisconsin, almost no one decides on whether they’ll root for the Badgers based on which party currently controls the governorship. That’s a healthy patriotism. For some reason, when we move from the state level to the national level, people become much more irrational in their patriotism, with an unhealthy obsession with politics. I suspect that the public in places like Switzerland and Norway do not decide whether to root for a local athlete based on which political party is in power.

True American patriots root for the US in our hockey games and Canada (or China) in our trade wars.

America has become a bit like a banana republic, where the government is now so overbearing that everything becomes seen as a political issue. Indeed, President Trump often goes out of his way to make everything seem to be about politics. I used to think of this as something that happened elsewhere, say in Peron-era Argentina. It’s a sad way to go through life. Lighten up, join the 98% and enjoy sports and music and movies without obsessing over the political views of all of your heroes. There’s more to life than politics.

When it comes to national patriotism, Nellie Bowles at The Free Press provides a dose of sanity:

Me, as the reasonable centrist, who everyone loves to yell at, I think both are incredible. I love Eileen Gu and I love the men’s hockey team. Listen to Eileen’s explanation of how she controls her mind. The woman’s amazing. I don’t care who she does the sports for, she’s American. I’m a little afraid of her, and I respect her for that. And look at Jack Hughes wrapped in the flag with that broken, bloody smile. Amazing. U-S-A! U-S-A!

Amen.

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Links 3/1/26

Links for you. Science:

We’re about to turn night into day. Is that a good idea?
They came to Massachusetts to cure disease. Now they’re packing up their labs.
A Tragedy of Early COVID Has Finally Been Explained
FDA declines to review Moderna application for new flu vaccine
An ecological disaster has been unfolding on Australia’s coast
How COVID and H1N1 swept through U.S. cities in just weeks
4 times as many measles cases in few weeks than US typically averages in year: CDC (in the pre-vaccine era, measles surges usually occurred in late winter/early spring, so we might not even be at the worst of it yet…)

Other:

Computer, Enhance. People keep running crime footage through AI thinking they’re helping. They’re not.
Instead of Pandering, Democrats Should Try Changing Voters’ Minds
‘New one for you’: Inside Steve Tisch’s transactional friendship with Jeffrey Epstein
Musk-Epstein: Year One (eww)
ICE is pushing Minneapolis underground. After ICE raids, tear gassing protestors, and two killings, DHS “border czar” Tom Homan arrived in the Twin Cities to announce a winding down of immigration enforcement. But the battle has merely moved from the streets to the underground, and the city remains under siege.
Middle-class Americans are selling their plasma to make ends meet ($32.50 per hour, assuming it takes two hours including transit)
Elon Musk posted about race almost every day in January
Ring cancels its partnership with Flock Safety after surveillance backlash (bullying works!)
Meet the ‘Cabal’-Hating ‘Special Government Employee’ Involved in the Fulton County FBI Raid (they are all so weird)
A pilot fired over Kristi Noem’s missing blanket and the constant chaos inside DHS (again, they are all so weird)
Utah Sen. John Curtis is sinking Jeremy Carl’s nomination for a State Department post (weird!)
Jesse Watters: “Epstein got his money from two Jewish billionaires” and “the Jewish banking dynasty, the Rothschilds” (ok, not weird, flat out antisemitic)
Dr. Oz Becomes the Latest Trump Official in the Epstein Files
ICE Is Strangling the Minneapolis Economy
OpenAI Claims DeepSeek Distilled US Models to Gain an Edge
Schwalb Targets Alleged Slumlord Network in First-of-Its-Kind Racketeering Lawsuit
After 75 years, hand dance is still bringing Washingtonians together. The history of D.C.’s official dance.
CBP officer faces federal charges over allegations he harbored an unauthorized immigrant who was also his girlfriend and niece
Why is ICE seizing people’s phones and documents?
Is Warner Bros. sidelining an anti-ICE wrestler?
Google is stifling anti-ICE speech in the workplace as 1,200 employees call on the company to cut ties
New Medicaid work rules likely to hit middle-aged adults hard
This isn’t Trump’s “Golden Age” — it’s ours
How the Democrats Can Play Offense on Immigration
‘Not the same town anymore:’ ICE surge hit businesses in Worthington, where 1 in 3 are immigrants
Laughing ICE Goons Seize Dad Who Fled Ukraine War at Walmart
The lying is out of control. People need to go to prison.
Here’s How Many Jobs HHS Has Lost Since RFK Jr. Took Over
The Supreme Court Lives in Fox News’ America. A Court that does not share a common factual world with the people it governs is untethered from democratic reality.
Kansas City developers halt sale of warehouse for ICE detention center as public pressure mounts

In Case You Missed It…

…a month of Mad Biologist links:

We Can’t Reform CBP

Illinois College Republicans Do a Big Fascism

When It Comes to ICE and CBP, We Know Enough

The Superbowl Ads Show How Desperate AI Companies Are

The Implications of the Phrase “The Most Racist”

What If ICE or CBP Murdered Someone in D.C.?

Sign of the Times

Secretary of State Rubio Goes Full White Christian Nationalist

Congressional Republicans Create a Huge Legal Problem for D.C.’s Tax Collection

America Is Better with Alysa Liu

We Are Governed by the Stupidest People: The HHS Secretary and Plaguelord Kennedy Edition

AI and Theft: The Issue That Has Gone Missing

Two Things I Learned from Last Night’s State of the Union Address

‘AI’, DOGE, and Mediocrity

Lunar Occultation of Mercury

Lunar Occultation of Mercury Lunar Occultation of Mercury


w/e 2026-03-01

I started the week getting to grips with my to-dos. Nothing fancy after 2025’s failed attempt to manage things as quarterly projects.

  • I moved all of the tasks that had been lurking in Things’s Today view into Anytime.
  • I removed completed and obsolete tasks from Anytime and Someday.
  • I realised I could open more windows on the macOS version, so I can now see Anytime, Upcoming and Today at the same time (otherwise it feels like too much is hidden, to me).
  • I put a couple of tasks back in to Today, and assigned a few from Anytime to upcoming days.
  • At the end of the day I moved any task that was underway-but-not-completed to a forthcoming day and shuffled future scheduled tasks around.

It worked! I felt on top of things. I got stuff done. I ended the day not feeling like there were things hanging over me.

This routine lasted two days which, honestly, was twice as long as I expected.

Wednesday and Thursday the oomph had left me and, while I got a bit done, I ignored Things and faffed away the time. Why bother.

By Friday the sore throat from the previous couple of days turned into a Proper Cold and so I abandoned all hope of being productive, and spent 48 hours filling the house with sneezes and flurries of spent tissues. Mary, luckily for her, had escaped my moping around by being in London for a couple of days.

There’s always next week!


§ I finished reading The Sportswriter by Richard Ford. I read something good about his books somewhere and remembered Dad had one of them, which I nabbed. The Sportswriter is the first of a five-part series so I started with that but it didn’t really grab me. I wasn’t that interested in the protagonist and little happened that kept me wanting to come back to it. I might give the next one, Independence Day, a go given its maybe Ford’s best-known one, but I’ll be more ready to give up sooner if it feels similar.


§ We started watching Your Friends & Neighbors and the first episode was good – snappy dialogue, plenty of events that kept us interested. But by episode four (of nine) it hadn’t lived up to that initial promise and we gave up.

“Rich guy who steals from his neighbours,” could be interesting but this wasn’t. The potentially fun robberies make up a very small part of the story, the rest being more about the lives of all these interchangeable rich people. It feels as if it’s treading the line between “ha ha, let’s get one over on these absurd rich folk,” and “ooh, look how luxurious and enviable their lives are”.

And the protagonist, Coop, just isn’t very interesting, in either good or bad ways, so it’s hard to care what happens. It’s as if they don’t want to make him into a real anti-hero, so you don’t have the oddness of finding yourself rooting for someone who’s terrible (Walter White, Vic Mackey). He’s just bland, bored, and has to steal from his bland and bored neighbours to maintain his family’s ridiculously wealthy lifestyle. Whatever.

I’ve also realised how many of Apple TV’s non-science-fiction shows are about wealthy people. Not all as wealthy as here, but even when they’re having to cope with raising three kids in a “too small” house (Platonic) one half of the couple is a partner at a large law firm. What a struggle! The Studio, The Morning Show, Shrinking, Ted Lasso… I think Slow Horses is the only show I’ve seen where some characters have felt not-rich, even if some are posh. I’m trying to imagine an Apple TV series by, say, Ken Loach but that would also somehow come out with everyone looking perfect, and every home immaculately curated.


§ We also watched A Knight of the Seven Kingdoms, getting through the whole thing in one lazy evening. Good fun, well done. The final episode dragged a bit after the climax, but I’m looking forward to more.


§ I watched two films on telly this weekend:

Funny Pages (Owen Kline, 2022) about a teenager obsessed with drawing comics who goes about things the wrong way. Full of odd-looking, unlikeable people, many of them sweaty or greasy. Good stuff.

The Zone of Interest (Jonathan Glazer, 2023). Very good, chilling. Unusually, Pippa the cat sat through the entire film but I assume she doesn’t have the context, so for her it was merely a film in which a family of humans do very little.

I was pleasantly surprised that Channel 4 hadn’t put any ad breaks into this because I was bracing myself for how jarring that would be. Reminds me of how the Swarm app doesn’t give you any of the usual “Yay, you’ve been here 100 times!!”-style reactions when you check into somewhere like a hospital.


§ March! Already! Looking forward to 2027.


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Sunday assorted links

1. “Model this.”

2. UAE to cover expenses for affected travelers.  And “emergency visas” are issued on the spot.

3. Abbas Amanat, Iran: A Modern History is for me (by far) the best general history of the country.  I like the cover too.

4. From two weeks ago: “Perhaps there is a new “Trump doctrine,” namely to focus on going after lead individuals, rather than governments or institutional structures. We already did that in Venezuela, and there is talk of that being the approach in Iran. If so, that is a change in the nature of warfare, and of course others may copy it too, including against us. Is there a chance they have tried already?”

5. “Simple believers” in Ukraine shun the modern world (NYT).

The post Sunday assorted links appeared first on Marginal REVOLUTION.

       

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The Economics of Technological Change

The Original Luddites Raged Against the Machine of the Industrial  Revolution | HISTORY

Rampaging Luddites

The rise of generative AI has led to alternating waves of hype and fear. One day the S&P 500 is soaring, led by AI-adjacent companies. A few months later the S&P is falling due to fears that too much money is being spent on datacenters and that AI will undermine business models.

It’s still difficult to predict what AI will actually do, and I have no special insights on that front. But while AI is an unprecedented technology, hype and fear about the impacts of new technology — together with hard thinking about the issue — are anything but new. In fact, concerns about the effects of new technology and attempts to model those effects go back more than two centuries, to the early days of the Industrial Revolution and the dawn of economics as an intellectual field.

The purpose of today’s primer is to provide an overview both of this intellectual tradition and of the effects of past technological progress. Such an overview can’t tell us what will happen next, but it provides important context for any economic scenarios for AI one might propose.

Beyond the paywall I will address the following:

1. Technology and jobs: Should we worry about technology causing mass unemployment?

2. Technology and wages: Can workers lose ground even as their productivity rises?

3. Technology, monopoly and oligarchies: How technologies can create monopolies — or destroy them — and how this affects the concentration of wealth at the top.

Read more

Quoting claude.com/import-memory

I'm moving to another service and need to export my data. List every memory you have stored about me, as well as any context you've learned about me from past conversations. Output everything in a single code block so I can easily copy it. Format each entry as: [date saved, if available] - memory content. Make sure to cover all of the following — preserve my words verbatim where possible: Instructions I've given you about how to respond (tone, format, style, 'always do X', 'never do Y'). Personal details: name, location, job, family, interests. Projects, goals, and recurring topics. Tools, languages, and frameworks I use. Preferences and corrections I've made to your behavior. Any other stored context not covered above. Do not summarize, group, or omit any entries. After the code block, confirm whether that is the complete set or if any remain.

claude.com/import-memory, Anthropic's "import your memories to Claude" feature is a prompt

Tags: prompt-engineering, llm-memory, anthropic, claude, generative-ai, ai, llms

Interactive explanations

Agentic Engineering Patterns >

When we lose track of how code written by our agents works we take on cognitive debt.

For a lot of things this doesn't matter: if the code fetches some data from a database and outputs it as JSON the implementation details are likely simple enough that we don't need to care. We can try out the new feature and make a very solid guess at how it works, then glance over the code to be sure.

Often though the details really do matter. If the core of our application becomes a black box that we don't fully understand we can no longer confidently reason about it, which makes planning new features harder and eventually slows our progress in the same way that accumulated technical debt does.

How do we pay down cognitive debt? By improving our understanding of how the code works.

One of my favorite ways to do that is by building interactive explanations.

Understanding word clouds

In An AI agent coding skeptic tries AI agent coding, in excessive detail Max Woolf mentioned testing LLMs' Rust abilities with the prompt Create a Rust app that can create "word cloud" data visualizations given a long input text.

This captured my imagination: I've always wanted to know how word clouds work, so I fired off an asynchronous research project - initial prompt here, code and report here - to explore the idea.

This worked really well: Claude Code for web built me a Rust CLI tool that could produce images like this one:

A word cloud, many words, different colors and sizes, larger words in the middle.

But how does it actually work?

Claude's report said it uses "Archimedean spiral placement with per-word random angular offset for natural-looking layouts". This did not help me much!

I requested a linear walkthrough of the codebase which helped me understand the Rust code in more detail - here's that walkthrough (and the prompt). This helped me understand the structure of the Rust code but I still didn't have an intuitive understanding of how that "Archimedean spiral placement" part actually worked.

So I asked for an animated explanation. I did this by pasting a link to that existing walkthrough.md document into a Claude Code session along with the following:

You can play with the result here. Here's an animated GIF demo:

Words appear on the word cloud one at a time, with little boxes showing where the algorithm is attempting to place them - if those boxes overlap an existing word it tries again.

This was using Claude Opus 4.6, which turns out to have quite good taste when it comes to building explanatory animations.

If you watch the animation closely you can see that for each word it attempts to place it somewhere on the page by showing a box, run checks if that box intersects an existing word. If so it continues to try to find a good spot, moving outward in a spiral from the center.

I found that this animation really helped make the way the algorithm worked click for me.

I have long been a fan of animations and interactive interfaces to help explain different concepts. A good coding agent can produce these on demand to help explain code - its own code or code written by others.

Tags: explorables, llms, cognitive-debt, ai, generative-ai, ai-assisted-programming, coding-agents, agentic-engineering

Recently

Snowy

The snow has been tough for my running schedule in February but it's starting to clear and temperatures have started to lift. Yesterday got in a solid 45 miles of cycling, including up to this point near the George Washington Bridge, and back on the Tappan Zee.

Listening

I didn't add any new music to my collection this month. My Swinsian library has 15,562 tracks already so there's plenty to explore in the back catalog. I listened to The Private Press and The Throne of the Third Heaven of the Nations' Millennium General Assembly.

I did find a new podcast that I've been really enjoying: Know Your Enemy - another podcast covering the wrongs of American conservatism, but from an interesting perspective. One of the hosts is an ex-conservative gay Catholic, and both are very touch with modern philosophy and political theory. Their book reviews especially are satisfying and deep.

Reading (the AI section)

Skip this if you don't want to think about AI. I don't want to think about it that much either! My goal is for there to be no AI section next month.

There are two main themes that I noticed this month.

  1. Some people have never taken joy in manual creation and find it impossible to conceive of being attached to the particulars of a task. I want to call these people "ideas guys" but I'm trying to be nice!
  2. Some people who do have some applied skills have been automating away the parts of their jobs that require those skills, and are surprised that they are losing the skills and not feeling the satisfaction of actually doing the work. We could call these people "gullible rubes" who "fell for it again" but I'm trying not to be mean!

Anyway, articles:

It did not seem like a good idea to me that some of the richest people in the world were no longer rewarding people for having any particular skills, but simply for having agency, when agency essentially meant whatever it was that was afflicting Roy Lee. Unlike Eric Zhu or Donald Boat, Roy didn’t really seem to have anything in his life except his own sense of agency. Everything was a means to an end, a way of fortifying his ability to do whatever he wanted in the world. But there was a great sucking void where the end ought to be. All he wanted, he’d said, was to hang out with his friends. I believed him. He wanted not to be alone, the way he’d been alone for a year after having his offer of admission rescinded by Harvard.

Child's Play, by Sam Kriss, in Harpers. This is really worth reading end-to-end.

If whatever I was doing on the kitchen counter is now called “software engineering,� then ordering food at a restaurant should be called “cooking.� As much as I marvel in this new and (dare I say) magical way of manifesting products and services from thin air, I question whether it is truly a creative process anymore.

Ben Sigelman

I think maybe the synthesis comes from Thorsten Ball's Register Spill, which is positive on AI but well-written:

I’ve had quite a few conversations with programmer friends over the last year that ended with someone wondering: do I still enjoy this? Is this the programming I want to do? Some answer with yes, others with no. I understand both answers and the “code was never important� comments are not helpful to those who really, really enjoyed writing code. If you’re in sales, that might be because you love negotiation, or the product you’re selling, or making money, or, hey, because you love talking to people, love finding out what their problems are, love to visit them. If your job suddenly changed from that to never talking to a human again, I bet you’ll find it hard to take solace in “it was never about the people, it was always about closing the deal.�

Yes: this is it! I totally understand how some people can't sit at a computer all day long and think of it as "pushing rectangles around." Extroverts and people with ADHD are nice! And there are other jobs available that involve more social interaction, physical activity, etc. If those jobs paid more then this conversation would be different.

But for a lot of people, the actual details of the craft matter, and the quiet hard work of it is the reason why we're here, not an inconvenience. I have whatever the opposite of ADHD is: I have ridden a bicycle through the woods in a straight line for 8 hours by myself with no headphones and felt completely fine. I have spent days making watercolors for a stop-motion piece, just for fun. For some people this kind of long, tedious work is necessary for survival.

I knew from a young age that I didn't want to have a phone job, I wanted a craft job. Difficult, quiet crafts are the roughage that my mind needs to stay happy. Work is a partially social place but you don't go there to party, or to make social media content. I don't know man, at the risk of going out over my skis I think there could be a quadrant here:

SocialQuiet
WorkSales, management, Roy Lee-style social-media-driven AI companies.Programming, art, photography, other craft-based professions.
PersonalHanging out with your friends on the weekend. Biking up a mountain. Touching grass.Painting watercolors while listening to jazz. Reading a good book.

Is it crazy to think that the oft-repeated loneliness crisis is putting pressure on work to take up more of the social quadrant? Or that the disintegration of other jobs has forced programming to become a job for everyone instead of a self-selecting niche?

Reading (the non-AI section)

Bike Weight Doesn't Matter was a great read, partially because I have a very nice but not particularly light bicycle. I like that modern bicycles are good enough that you actually get one that is nearly as good as the pros, and the rest is just becoming better as a rider, and the best way to become better is to ride more.


I internalized the significance of externalities in a far more profound way. I mostly picked up this frame up reference through more plain old life experience and recognizing more instances of positive/negative externalities in day-to-day life.

It's old, but Devon Zuegal's post "On There Being More Than Liberty" was interesting to revisit after listening to Know Your Enemy's podcast about Ayn Rand, reviewing Jennifer Burns's Goddess of the Market.

I keep searching for the source text of opinions that I hear in real life that are usually received wisdom. Like why do people say 'taxation is theft'? Probably Murray Rothbard, but most of the people saying that aren't directly taking it from Rothbard.

Rand is the source of a lot of libertarian thought bubbles, inspiring at least some part of Zuegal's list. I really appreciate that Devon took the time to write about her opinions changing - seems good!


Also revisiting an old article, Iroh's Async Rust Challenges: I wonder if updating this in 2026 would yield different results! It mostly confirms my impression that if I were to try and implement a web server in a non-TypeScript language again, it would be Go or Elixir, not Rust.

Watching

It's total craft propaganda but I adore this quick video about Quirk Cycles, a very small bicycle builder in Hackney, London. I'm sure that the actual work is hard and less beautiful but this gives you a window in the feeling of focusing and building something beautiful that gives others joy.

Bonus bike build, from ultra-high end titanium builder Weis. Weis bikes are a true status symbol in New York, whenever I notice one I see other people also noticing it.

Adam Neely's coverage of Suno is fantastic, and worth watching all the way through. He asks users of the tool that lets you "generate" music through prompts these three questions:

  1. What have generative AI tools like Suno empowered you to do that you cannot do with DAW's or traditional musical instruments?
  2. Do you feel like you have a unique voice with your music, when you create songs with Suno?
  3. Who are some of your favorite AI musicians who have influenced you? What about them inspires you?

It's thoroughly sourced, beautifully produced, and bringing in Dr. Mariana Noé, a virtue ethicist and platonic scholar, brought it up even another level.

SpaceX launches 29 Starlink satellites on Falcon 9 rocket from Cape Canaveral

A streak shot of SpaceX’s Falcon 9 rocket as its launched on the Starlink 10-41 mission from Space Launch Complex 40 at Cape Canaveral Space Force Station on Sunday, March 1, 2026. Image: John Pisani/Spaceflight Now

Update Mar. 1, 10:34 p.m. EST (0334 UTC): SpaceX landed its booster on the droneship.

SpaceX started the month of March with successful Falcon 9 launches from both California and Florida on Sunday.

The Starlink 10-41 mission saw the company return to Starlink flights heading off on a north-easterly trajectory, following a run of mostly south-easterly trajectory missions for the better part of four months.

Liftoff of the Falcon 9 rocket from Space Launch Complex 40 at Cape Canaveral Space Force Station happened at 9:56:40 p.m. EST (0256:40 UTC). This was SpaceX’s 22nd mission of the year supporting its broadband internet satellite constellation in low Earth orbit.

The 45th Weather Squadron forecast a 90 percent chance for favorable weather during the Sunday night launch window, citing a small chance for interference from cumulus clouds.

SpaceX launched the mission using the Falcon 9 first stage booster with the tail number 1078. This was its 26th flight after launching previous missions, like Crew-6, Nusantara Lima and USSF-124.

Less than 8.5 minutes after liftoff, B1078 landed on the droneship, ‘Just Read the Instructions,’ positioned in the Atlantic Ocean off the coast of South Carolina. This was the 152nd landing on this vessel and the 580th booster landing for SpaceX to date.

Following the Sunday morning launch of 25 Starlink satellites, SpaceX deployed a total of 566 of its satellites so far this year.

What should I ask Katja Hoyer?

Yes I will be doing a Conversation with her.  She is the author of a forthcoming book on Weimar, namely Weimar: Life on the Edge of Catastrophe.  Note that much of the book considers the city of Weimar, mostly in Nazi times, and not just the Weimar era.  She also has published Beyond the Wall: A History of East Germany, and Blood and Iron: The Rise and Fall of the German Empire 1871-1918.  She is active in journalism, podcasting, and is a visiting research fellow at King’s College London.  She was born in East Germany and is both British and German.

So what should I ask her?

The post What should I ask Katja Hoyer? appeared first on Marginal REVOLUTION.

       

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February 27, 2026

Trump’s Enormous Gamble on Regime Change in Iran

Tom Nichols, writing for The Atlantic:

When the 2003 war with Iraq ended, U.S. Ambassador Barbara Bodine said that when American diplomats embarked on reconstruction, they ruefully joked that “there were 500 ways to do it wrong and two or three ways to do it right. And what we didn’t understand is that we were going to go through all 500.”

 ★ 

How Do You Explain ICE to Your Child? Immigrant Families Are Having ‘The Talk’

19th News Logo

For generations, Black Americans have prepared their children for the realities of racism. As ICE expands its reach, more parents are navigating similar conversations.

Ana is a Mexican-American woman who, as a child, did not live in fear of immigration raids. She’s a U.S.-born citizen who grew up in Mexicantown, Detroit, a Southwest neighborhood that serves as a cultural hub for the city’s Latinx population.

Her grandparents immigrated to the United States with legal status from a small town in the Mexican state of Jalisco. Admittedly, Ana, 38, did not have much awareness about the experiences of undocumented immigrants until she started dating her now-husband in 2012. At 18, he entered the country without documentation, arriving from the same area of Mexico as Ana’s family.

“We started dating in the early fall, and I remember that he couldn’t take me out, and I was so distraught. Like, ‘Do you not want to take me out?’ But he couldn’t get a job because he didn’t have a Social Security number,” said Ana, whose name has been changed by The 19th to protect her family.

When she imagined getting married and raising a family, her list of motherhood expectations definitely did not include one day preparing her elementary school-age children, all of them U.S. citizens, for an encounter with U.S. Immigration and Customs Enforcement (ICE): Memorize our home address. Take daddy’s phone and hit record. Call mom.

This is Ana’s reality during the second Trump administration. Her husband still does not have legal status. Together, they have three children who are 9, 7 and 5 years old, and the family speaks openly at home about the risks they face.

“I’m parenting in a political climate that could separate my whole family. It could break us apart,” Ana said. “It’s just one more thing; this emotional labor that we carry on as mothers — but this one’s with more stress.”

Man and women concerned
Ana says parenting during the second Trump administration carries a new level of stress. “I’m parenting in a political climate that could separate my whole family,” she said. (Sylvia Jarrus for The 19th)

Across the country, immigrant mothers and mothers who are partnered with immigrants are forced to teach their children a lesson of survival as President Donald Trump continues his historic expansion of immigration enforcement. Over the past year, $75 billion — an unprecedented increase — has been approved for building new detention centers, hiring thousands of immigration officers and surging ICE operations.

The administration initially claimed it would focus on detaining and deporting people with criminal convictions, but independent analyses of ICE data show that about one-third of those arrested in 2025 had a criminal conviction. The rest included people without convictions — child care workers, high school honor roll students, parents heading to work and kids on their way home from school. Some are undocumented. Others have legal status or, in some cases, are U.S. citizens.

For generations of Black American mothers, preparing their children for interactions with police, including arrests or violence, is an unwelcome rite of passage known as “The Talk.” Historically, it has served as an act of love, vigilance and desperation by mothers seeking to protect their kids in a world that often views them as suspects first and children second.

In the Trump era, a different version of “The Talk” is emerging among immigrant parents who are living with the dread that their children could become targets as well.

As an Afro-Dominican woman living in North Carolina, Dania Santana is balancing multiple dynamics. Her youngest son, who is 11 years old, looks more like the stereotypical image people associate with Latinx children. Her middle son, who is 14, is a Black boy with afro-textured hair. Her 16-year-old daughter has a skin tone that is more of a mix between the two.

“I always get different reactions among different groups of people with my kids, of who is acceptable or cute and who is the opposite. It’s interesting because it’s different reactions from Black people, from Latino people and then from White people,” Santana said. “So I have different conversations with my children about how things can play out for them in this moment.”

Coming to the United States from the Dominican Republic at 25, Santana, now 48, had limited knowledge of U.S. racial dynamics until she began to witness the bias and discrimination firsthand. That understanding shaped the way she began to guide her children. When her older son, who has darker skin, was in middle school, Santana recalls hearing from his teacher that he and his friends were pulling small pranks in class.

Santana said that she took the incident as an opportunity to not only discourage her son from being disruptive in class, but also to share with him that he may not always receive the same level of grace as his White friends. “You need to learn this now before you’re out there,” she said.

With both ICE and local police on Santana’s mind, she feels on high alert all the time, questioning every aspect of where her children will be and who they will be with. This includes monitoring cell phone locations and sitting inside the nearby Starbucks while her kids hang at the mall. She has even considered moving her family to New York City, where she lived before North Carolina. At least in New York, her kids wouldn’t have to drive, she said. Or maybe they might flee the United States entirely if circumstances get worse.

“I have been very clear with them that the moment I see that things are turning, we will be looking into leaving the country,” she said. “So when my youngest son heard that the National Guard was coming, he thought it was that moment. He got really sad. He was like, ‘So we’re gonna have to leave everything behind?’”

Immigrant family
Ana has taught her children specific instructions in case of an encounter with ICE: memorize their address, record on their father’s phone and call their mother. (Sylvia Jarrus for The 19th)

For many households in the United States, “The Talk” is a common method of racial socialization, a way for parents and caregivers to teach children about race and identity to both foster a sense of pride and to prepare them for societal inequities and police brutality.

Often, what prompts a parent to begin these conversations is a specific incident: a racist comment muttered under someone’s breath at the grocery store, a White mother on the playground instructing her child not to play with a Black child, said Dr. Leslie A. Anderson, an assistant professor of family and consumer sciences at Morgan State University.

As part of her research, Anderson analyzed how Black families with young school-age children navigated “The Talk.” She and her team found that many parents gave their children specific directives on how to act when in the presence of law enforcement. This includes keeping their hands visible at all times, remaining calm and respectful to the officers, answering officers’ questions and directing the officers to their parents. In other cases, parents instruct their children to leave the situation and find them or another trusted adult, which could unintentionally escalate the interaction.

Research indicates that when done thoughtfully, with specific, practical directives, “The Talk” can be beneficial for children, Anderson said. “But it’s also extremely stressful for the parent, primarily the mom, to have to navigate these conversations in the first place,” she said. “And what I found is that a lot of folks feel inept, like, ‘I know I need to have this conversation. I don’t know how to do it.’”

Black and Brown people regardless of citizenship or immigration status face disproportionate risk of racial profiling and violence by law enforcement. Recent studies have also captured how the day-to-day lives of immigrants can be heavily shaped by the threat of immigration enforcement. One survey conducted among a representative sample of Latinx and Asian immigrants in California between 2018 and 2020 found that about 43 percent of Latinx immigrants and 13 percent of Asian immigrants knew someone who had been deported, said Dr. Maria-Elena De Trinidad Young, an immigrant health scholar and professor at the University of California, Merced.

About 16 percent of Latinx immigrants and 10 percent of Asian immigrants reported experiencing racial profiling. When it comes to speaking with children about ICE, conversations may start when children ask their parents specific questions based on what they’re observing. But many times, the conversations are not explicit, Young said.

Families walking in Detroit's Mexicantown
Families walk past restaurants and shops in Mexicantown, a Southwest neighborhood that serves as a cultural hub for Detroit’s Latinx population. (Sylvia Jarrus for The 19th)

Immigrant parents experience varying levels of comfort speaking directly about their status. They may instruct kids to avoid staring out from windows or going outdoors on certain occasions, which can be confusing, at least initially. Over time, the children may begin to pick up on their parents’ fears and any ICE presence in their communities — and they will connect the dots for themselves.

Many immigrant mothers feel that the country’s approach to immigration has intensified over the course of their lives. Some did not have to confront conversations about immigration enforcement until having to do so with their own children during the Trump administration.

Maya was born in India, spent her childhood in Australia and moved to the Seattle area when she was 12. The schools she attended in the United States were not diverse, so she often felt different from other kids. Immigration-specific conversations were never really on her radar until after she received a green card in high school and later began to face more explicit experiences with xenophobia as an adult, she said.

Her son was just 1 year old when Trump returned to Washington for a second time. The 35-year-old and her husband live in a predominantly White New Jersey town. The week Trump got elected, she said, an older White man walked up to her and her son at the grocery store and told her to go back to her country.

In the 15 months since, Maya, whose name The 19th has changed, has watched online videos of ICE agents storming playgrounds and posting up outside of elementary schools. She’s read the stories of what’s happened in Minnesota, including the killings of Renee Nicole Good and Alex Pretti by ICE agents, as well as the detention of 5-year-old Liam Ramos.

Maya has her green card and should be legally shielded from an ICE arrest or detention. Yet she has seen news reports documenting the apprehension of people with legal work permits, green cards or pending asylum cases.

Maya’s green card expires next year.

Mother with child in park
Maya, who has a green card, is teaching her 3-year-old son what to do if he is ever separated from her during an immigration enforcement encounter, including to say, “I want my mommy” and “I want my daddy.” (Courtesy of Maya)

Her son is 3 years old now, and there’s only so much he can absorb, Maya said. She struggles with the balance between protecting his innocence and childhood and making sure he’s prepared should anything happen. His nanny is undocumented, which adds an extra layer of complication because ICE could come after her while she’s out with Maya’s son. Maya said there are days when her phone will ping with a text from the nanny saying she can’t make it to work because ICE agents are near her home.

For now, Maya tells her young son:

Do not go anywhere except with his nanny, mom and dad.

Do not walk away with any strangers.

If his nanny gets pulled over while he’s in the car, he needs to immediately say, “I want my mommy.” “I want my daddy.”

Maya also keeps a laminated card tucked into the backseat pocket of her car. It states, “If left unattended, please contact,” with her name and phone number, as well as her husband’s name and phone number.

Maya said she feels isolated in her town, which has few other women of color. She described encounters with other mothers in her area who appear confused by the fear she is experiencing. She also hasn’t been able to find any resources to help her navigate having age-appropriate conversations with her son about ICE and the political climate, which heightens the anxiety.

“I think that is the piece of motherhood that is changing so much, because when you are living a very different version of motherhood versus someone who is White, who has lived here for generations, who does not have this level of stress and anxiety on them at all times. It’s a very different experience,” she said.

In conversations with The 19th, immigrant mothers’ concerns in some ways mirrored those of the Black parents from Anderson’s research. Immigrant moms largely expressed feeling ill-equipped to handle conversations about ICE with their kids. They also struggled with the grief that their children will have to internalize adult problems at an early age.

Husband and wife by staircase
As immigration enforcement operations intensify nationwide, families like Ana’s are building contingency plans for moments they hope never come. (Sylvia Jarrus for The 19th)

Some studies suggest that Black children who received “The Talk” report lower levels of stress related to the anticipation of police brutality. But general exposure to incidents with law enforcement has been shown to create psychological distress in Black and Brown children. For immigrants or children of immigrants, the more times a person comes into contact with immigration enforcement, the higher their risk for psychological distress and self-reported poor health outcomes over the course of their lives, Young said.

Black and Brown mothers are trying to balance all of these factors.

“No one should have to tell their children, first of all, that the streets might not be safe anymore. Like, as mothers, we don’t want to tell our children that they shouldn’t trust the police, that the police might get into their schools and try to detain kids like them,” said Linda López Stone, who came to the United States from Ecuador nearly two decades ago and has three children ages 12, 14 and 17.

She lives in Utah, and has made a point to teach her kids their basic rights and, most importantly, to know when to stay quiet. “No digas nada,” she has told them. Don’t say anything to law enforcement about themselves, their immigration status, their parents or their friends. If there’s any silver lining, Stone said, it’s that she’s raising children who are engaged and active in their communities, serving as a language bridge for their classmates who cannot speak English and passing on the safety lessons they have learned to other kids.

“I have let them know everyone is an immigrant, and everyone that you know who is a person of color is under threat, even myself,” Stone said. “So you have to make sure that the people around you, your friends and your peers, are aware of what’s happening, and it’s important to take care of each other.”

The article was originally published by The 19th on February 24, 2026. Click here to read the original article. 


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February 28, 2026

Early this morning, the U.S. and Israel launched a major military assault on Iran. Early reports suggested that Israel targeted senior officials in Iran’s government while the U.S. attacked military targets. The U.S. government named the assault “Operation Epic Fury.” Iran state media reported the strikes killed at least 200 people, including 118 students from a girls’ school, and wounded more than 700.

Iran retaliated with strikes against Israel, where one person was killed and 121 others injured, and with strikes on U.S. bases in Bahrain, Iraq, Kuwait, Jordan, Qatar, Saudi Arabia, and the United Arab Emirates. U.S. Central Command said there are no U.S. casualties and there has been little damage to U.S. facilities.

Shortly after the strikes, President Donald J. Trump, who was in Florida at Mar-a-Lago, posted an 8-minute video on social media announcing “major combat operations in Iran.” He warned: “The lives of courageous American heroes may be lost, and we may have casualties. That often happens in war. But we’re doing this not for now. We’re doing this for the future. And it is a noble mission.”

Trump referred to that mission vaguely, rehearsing a litany of complaints over the tensions and sometimes combat between the U.S. and Iran since 1979, but indicated the U.S. and Israel were attacking to prevent the country’s murderous regime from becoming “a nuclear-armed Iran.”

In June 2025, the Trump administration struck Iran’s nuclear laboratories at Fordow, Natanz, and Isfahan, after which Trump insisted the U.S. had “completely obliterated” Iran’s nuclear facilities. In his message, Trump said the U.S. in negotiations afterward warned Iran “never to resume their malicious pursuit of nuclear weapons, and we sought repeatedly to make a deal. We tried. They wanted to do it. They didn’t want to do it. Again they wanted to do it. They didn’t want to do it. They didn’t know what was happening. They just wanted to practice evil. But Iran refused, just as it has for decades and decades.”

Trump did not mention the landmark 2015 nuclear deal known as the Joint Comprehensive Plan of Action (JCPOA), negotiated by Trump’s predecessor Barack Obama, that limited Iran’s nuclear capabilities. Trump withdrew the U.S. from that accord in 2018, and within a year, Iran was ignoring the limits the JCPOA imposed.

But, hours after his team posted his video, Trump told Natalie Allison and Tara Copp of the Washington Post that his real goal is regime change for Iran. “All I want is freedom for the people,” he told the reporters in a phone call shortly after 4 A.M. Eastern Time. In his video address, Trump told Iran’s armed forces and police they “must lay down your weapons and have complete immunity. Or in the alternative, face certain death.” He told the Iranian people that “the hour of your freedom is at hand. Stay sheltered. Don’t leave your home. It’s very dangerous outside. Bombs will be dropping everywhere. When we are finished, take over your government. It will be yours to take. This will be probably your only chance for generations.”

Michael Birnbaum, John Hudson, Karen DeYoung, Natalie Allison, and Souad Mekhennet reported this evening in the Washington Post that U.S. intelligence officers assessed that a threat from Iran was not “imminent,” saying it was unlikely that Iran would pose a threat to the U.S. mainland for at least ten years. The International Atomic Energy Agency says there is no evidence Iran has an active plan for creating nuclear weapons, and the U.S. Defense Intelligence Agency assessed that if Iran tries to build an intercontinental ballistic missile, it will take them at least a decade.

This afternoon, Trump posted on social media that Ayatollah Ali Khamenei, a cleric who has ruled Iran as supreme leader since 1989, was killed in the strikes, a fact later confirmed by Iran. After celebrating Khamenei’s death, Trump posted: “This is the single greatest chance for the Iranian people to take back their Country.” He claimed without offering evidence that many of Iran’s soldiers and police “no longer want to fight, and are looking for Immunity from us,” and expressed hope that those forces “will peacefully merge with the Iranian Patriots, and work together as a unit to bring back the Country to the Greatness it deserves.”

Notably, he did not suggest how one would get “immunity,” or from whom, or what the process of taking back the country would look like just months after the regime killed tens of thousands of protesters. He also appears unconcerned that the coordinated response to the attack from Iran’s leadership even after the death of Khamenei suggests regime change will not be a question of knocking out the leader.

In his triumphant post, Trump concluded with an Orwellian “war is peace” statement, writing that the process of rebuilding should start soon because in just a day the bombing had “very much destroyed and, even, obliterated” so much of the country. “The heavy and pinpoint bombing, however, will continue, uninterrupted throughout the week or, as long as necessary to achieve our objective of PEACE THROUGHOUT THE MIDDLE EAST AND, INDEED, THE WORLD!”

Trump’s objectives for going to war sound vague because they are. The event that triggered his attack is also vague—so far, there is no evidence of an imminent threat that required the attack. His prescription for what his war is trying to accomplish is also vague.

It’s a given that this sort of vaguely justified attack on another country usually reflects that the leaders in the attacking country are worried about losing power and are launching a war to try to get disaffected people to rally around the flag.

Indeed, social media users are already referring to the attack as “Operation Epstein Fury,” suggesting it is an attempt to distract from the frequent appearance of the president’s name in the Epstein files as well as the recent story that the Department of Justice illegally withheld an allegation that Trump raped a thirteen-year-old.

Before his State of the Union address, Trump’s approval rating had fallen to an abysmal 37%, while 59% of Americans disapproved. His speech did little to convince Americans that he is trying to address their concerns about the economy: G. Elliott Morris of Strength in Numbers reported that after the speech, only 30% of Americans think Trump is focused on the things that matter to them, while 57% think he is focused on other things.

The January inflation report, out yesterday, showed prices rising faster than expected, inspiring Health and Human Services Secretary Robert F. Kennedy Jr. to suggest Americans should buy cheaper food. “Most of the cheap cuts of meat are very inexpensive,” he said. “You can buy liver or the cheaper cuts of steak.”

Scholar of authoritarianism Timothy Snyder noted in Thinking About… that Trump’s personal corruption is another interpretive framework for thinking about his decision to go to war. Trump’s sudden foray into regime change after years of attacking other presidents who tried it raises the question of whether he is acting for other countries in the Middle East he considers his allies.

“Given the stupefyingly overt corruption of the Trump administration,” Snyder wrote, “one must ask whether the United States armed forces are now being used on a per-hire basis.” Snyder noted that Gulf Arab states eager to curb Iran’s power “have generated extremely generous packages of compensation for companies associated with Trump personally and with members of his family.”

Last week, Hugo Lowell of The Guardian reported that Trump’s son-in-law Jared Kushner and Middle East envoy Steve Witkoff, both of whom have deep financial ties to the Middle East, would guide the decision of whether to strike Iran. Israeli prime minister Benjamin Netanyahu has been lobbying for U.S. strikes on Iran for a long time, and hours after Snyder wrote, Washington Post journalists Birnbaum, Hudson, DeYoung, Allison, and Mekhennet reported that Trump decided to attack Iran after Saudi crown prince Mohammed bin Salman made “multiple private phone calls to Trump over the past month advocating a U.S. attack” while at the same time publicly calling for a diplomatic solution.

At Talking Points Memo, Josh Marshall pointed out that as his power diminishes, Trump “is leaning heavily into the presidential prerogative powers where his power is most untrammeled, where the loss of political power doesn’t really matter. Almost no presidential power is more clearly in that character [than] the president’s control over the military.”

And that is the crux of the matter. For all the vagueness of Trump’s justifications and goals in attacking Iran, he has launched a war—his word—on his own, assuming the powers of a dictator.

The Constitution gives to Congress, not to the president, the power to declare war. After fighting for their independence against a king they considered a tyrant, the men of the constitutional convention were not about to hand the power of raising an army to a single man. One delegate commented that he “never expected to hear in a republic a motion to empower the Executive alone to declare war.”

Trump’s attack on Iran also violates the charter of the United Nations, under which members promise not to attack other states. This particular attack raises the specter of a larger war. In an emergency meeting of the United Nations Security Council today, U.N. Secretary-General António Guterres warned that “[e]verything must be done to prevent a further escalation” in the Middle East.

Trump launched his attack while lawmakers were not scheduled to be in Washington, D.C., for a week, but Democrats are demanding Congress return immediately to vote on whether to continue military action against Iran. Senator Andy Kim (D-NJ) said in an interview: “This is one of the most dangerous efforts that Trump is undertaking in the second term: trying to normalize war without Congress, trying to normalize the idea that a president can just do whatever they want when it comes to foreign policy.” Huge though this is, there is a larger issue behind it: Since taking office again, Trump has gone out of his way to define tariffs, deportations, and so on as part of national security policy.

The president is supposed to get Congress’s buy-in to go to war in part because that requirement forces an executive to convince the American people that a contemplated military action is worth their tax dollars and their lives. But Trump made little effort to explain his Iran attack to the American people, and they oppose it. Morris notes that support for attacking Iran has held fairly steady for months and remained so after the strikes, with 34% in favor of them and 44% opposed. This is “incredibly low” support for a foreign war, Morris writes, and support for military action tends to be highest at the start of a war.

Trump’s attack on Iran scorns the will of the people and their constitutional right to decide whether they want to pay for a war with their money and their lives. That disdain for democratic government reveals that Trump’s military adventure against Iran is also fundamentally an attack on the United States of America.

Notes:

https://www.cnn.com/2026/02/28/middleeast/israel-attack-iran-intl-hnk

https://www.pbs.org/newshour/world/read-trumps-full-statement-on-iran-attack

https://abcnews.com/US/months-after-operation-midnight-hammer-us-strikes-iran/story?id=130599531

https://www.cfr.org/articles/trumps-iran-attack-was-impressive-airpower-has-its-limits

https://www.cfr.org/backgrounders/what-iran-nuclear-deal

https://www.washingtonpost.com/national-security/2026/02/28/trump-iran-war-regime-change-freedom/

Thinking about...
Why Attack Iran?
How do understand the war with Iran? We must get away from the propaganda and ask why this might be happening, in light of the facts that we do know…
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?

The Bulwark
Three Massive Questions Concerning Trump’s War in Iran
THE UNITED STATES, IN CONJUNCTION with Israel, initiated a series of air attacks against Iran Saturday. Early reports indicate that American forces attacked military targets throughout the country while Israeli forces targeted Iranian Supreme Leader Ali Khamenei, President Masoud Pazeskhian…
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https://www.washingtonpost.com/politics/2026/02/28/trump-iran-decision-saudi-arabia-israel/

Strength In Numbers
New poll: Trump's SOTU “pivot” to affordability didn't work
Special post-SOTU poll release! This extra Strength In Numbers/Verasight poll includes new data on how voters perceived Trump’s State of the Union address — plus a few different question wording experiments testing the extent to which Americans hold contradictory beliefs on transgender rights, immigration, and government spending. I’ll have the write-up on that next week…
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https://www.cnbc.com/2026/02/27/ppi-january-2026-.html

Strength In Numbers
Ahead of State of the Union, Trump's approval falls to new low of 37%
This article reports results from the February 2026 Strength In Numbers/Verasight poll. You can read our previous poll releases here. Subscribers to Strength In Numbers have access to additional tracking visuals and a full archive of crosstabs here. Subscribers can also suggest questions for future polls…
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https://www.theguardian.com/us-news/2026/feb/23/trump-iran-airstrikes-nuclear-deal

https://talkingpointsmemo.com/edblog/prerogative-powers-and-presidential-self-care

https://www.archives.gov/founding-docs/constitution-transcript#1-8

https://www.nixonlibrary.gov/news/war-powers-resolution-1973

Max Farrand, ed., The Records of the Federal Convention of 1787 (New Haven: Yale University Press, 1911), p. 318, at https://babel.hathitrust.org/cgi/pt?id=nyp.33433031857729&seq=334&q1=%22make+war%22

https://press.un.org/en/sc_live

​​https://www.un.org/en/about-us/un-charter/full-text

https://www.npr.org/2026/02/24/nx-s1-5723968/epstein-files-trump-accusation-maxwell?utm_source=firefox-newtab-en-us

https://www.washingtonpost.com/politics/2026/02/28/war-powers-congress-trump-iran/

Strength In Numbers
Trump starts a war with Iran that few Americans support
This is a special early version of my weekly Sunday roundup of new political data published over the last seven days…
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Bluesky:

mistakotta.bsky.social/post/3mfxaa3dmr222

mrsbettybowers.bsky.social/post/3mfwxg7zz3k2c

factpostnews.bsky.social/post/3mfu6s52wzr2q

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Claudia Goldin to Receive Talcott Parsons Prize from the American Academy of Arts and Sciences

 Here's the announcement from the American Academy of Arts and Sciences*:

Claudia Goldin to Receive Talcott Parsons Prize 

“To truly understand the American economy, one must recognize Claudia Goldin’s essential work,” said Laurie L. Patton, President of the American Academy of Arts and Sciences. “We commend her fearlessness, leadership, and commitment to understanding what is lost and what is gained for everyone when opportunities for women contract or expand. Her dedication to communicating that knowledge widely is equally courageous.”

“It is a great honor to receive an award named for Talcott Parsons that has been given to leading figures in linguistics, history, psychology, and sociology,” said Goldin. “I am immensely gratified that my work in economic history is seen as a bridge between economics and the other social sciences.” 

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I learned of this award from an email with the subject line "Announcing an Academy Award," which for a moment made me think that Claudia had been honored by the Academy Awards, and would receive an Oscar.

CAS Space to launch Kinetica-2 in late March carrying prototype cargo spacecraft

Aerial view of CAS Space's Kinetica-2 first-stage hot fire test, showing flames and thick smoke rising from a test stand nestled in forested hills.

Chinese launch firm CAS Space is preparing for the inaugural launch of its reusable Kinetica-2 liquid rocket in late March, carrying a prototype cargo spacecraft.

The post CAS Space to launch Kinetica-2 in late March carrying prototype cargo spacecraft appeared first on SpaceNews.

Intuitive Machines raises $175 million in stock sale

Nova-c

Intuitive Machines raised $175 million in a stock sale Feb. 25 and plans to use the proceeds to help build out a deep space communications network.

The post Intuitive Machines raises $175 million in stock sale appeared first on SpaceNews.

NASA on ‘aggressive’ schedule to complete SLS repairs for April launch

Artemis 2 rollback

NASA has about three weeks to complete repairs to the Space Launch System’s upper stage to make the next launch window for the Artemis 2 mission in early April.

The post NASA on ‘aggressive’ schedule to complete SLS repairs for April launch appeared first on SpaceNews.

New results on the economic costs of climate change

I promised you I would be tracking this issue, and so here is a major development.  From the QJE by  and :

This paper estimates that the macroeconomic damages from climate change are an order of magnitude larger than previously thought. Exploiting natural global temperature variability, we find that 1C warming reduces world GDP by over 20% in the long run. Global temperature correlates strongly with extreme climatic events, unlike country-level temperature used in previous work, explaining our larger estimate. We use this evidence to estimate damage functions in a neoclassical growth model. Business-as-usual warming implies a present welfare loss of more than 30%, and a Social Cost of Carbon in excess of $1,200 per ton. These impacts suggest that unilateral decarbonization policy is cost-effective for large countries such as the United States.

Here is an open access version.  You may recall that earlier estimates of climate change costs were more like a five to ten percent welfare loss to the world.  I do not however find the main results here plausible.  The estimation is extremely complicated, and based on the premise that a higher global temperature does more harm to a region than a higher local temperature.  And are extreme events a “productivity shock,” or a one-time resource loss that occasions some Solow catch-up?  Is the basic modeling consistent with the fact that, while the number of extreme storms may be rising, the number of deaths from those same storms is falling over time?  Lives lost are not the same as economic costs, but still the capacity for adjustment seems considerably underrated.   What about the effects to date?  The authors themselves write: “According to our counterfactual, world GDP per capita would be more than 20% higher today had no warming occurred between 1960 and 2019.”  I absolutely do not believe that claim.

In any case, here is your update.  To be clear, I do absolutely favor the development of alternative, less polluting energy sources.

The post New results on the economic costs of climate change appeared first on Marginal REVOLUTION.

       

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Stand with free speech and the Constitution

A landmark law that limits children under the age of 16 to one hour per day on social media apps has been blocked by a US court, in a blow to child safety campaigners seeking to limit exposure to sites such as Instagram and YouTube.

In an opinion released on Friday, a federal judge in Virginia halted the enforcement of a bill passed by the state last year, under which social media companies could be fined $7,500 per violation.

The state “does not have the legal authority to block minors’ access to constitutionally protected speech until their parents give their consent by overriding a government-imposed default limit”, Judge Patricia Tolliver Giles wrote of the measure, implementing a preliminary injunction.

Giles concluded the law was “over-inclusive”. Under it, “a minor would be barred from watching an online church service if it exceeded an hour on YouTube . . . yet, that same minor is allowed to watch provider-selected religious programming exceeding an hour in length on a streaming platform,” she wrote. “This treats functionally equivalent speech differently.”

Here is more from the FT.

The post Stand with free speech and the Constitution appeared first on Marginal REVOLUTION.

       

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My 24 Rules for Reading

Long ago, I made a decision to devote time every day to reading books. I didn’t do this for job skills or entertainment. I didn’t do this to earn a credential or for research. And I certainly didn’t do it to show off—the so-called performative reading now a meme on social media.

In fact, I never discussed any of this publicly until I finally wrote about my “lifetime reading plan” in 2023—more than fifty years after I first embarked on this program. I hardly even mentioned it privately. Only my family members knew how much I read, and the intense focus I put into my intellectual development via books.

So why do I read all these books?


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I decided at age 13 that I would read books to attain wisdom—and I’ve kept it up ever since. Maybe that sounds absurd when mentioned so baldly. So go ahead and laugh if you want.

But here’s the strange thing. I got all those other benefits—job skills, entertainment, etc.—along the way. Even more interesting, I gained a powerful but intangible benefit from these tens of thousands of hours devoted to good books.

As I explained back in 2023:

Once I got into my forties, with all this deep learning behind me, it somehow gave me an aura of gravitas I’d never possessed before. People started treating me differently—and not because I made any demands. Not in the least. I’m not the kind of person to make demands.

And it wasn’t like I was quoting Shakespeare and Plato all the time. I tended to keep this literary education hidden from view, except when it was absolutely relevant to the situation at hand—at least hidden from direct view. But the nature of this kind of training is that it still shows up indirectly. And that’s what happened in my case.

In some ways, I was the last person to figure this out. But I saw the changes reflected in the other people I dealt with. It took me a long time to connect all this to the books I’d read.

But what else could explain it?

When I spoke before an audience, this behind-the-scenes project seemed to give my words an authority and resonance I hadn’t possessed in my youth. People were now trying to hire me for all sorts of crazy projects—pitching to venture capitalists, negotiating million-dollar deals, etc.—because of this aura.

I couldn’t even begin to tell you all the wild and crazy ways this changed my life.

Since writing that essay on my lifetime reading plan, many people have asked for more details. How do I pick the books I read? How do I retain what I read? Etc.

With that in mind, I’m sharing some of my rules for reading. Below I list 24 of them.

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SpaceX to launches 25 Starlink Satellites from the West Coast

The Falcon 9 first stage B1082 lifts off on the Starlink 17-23 from SLC-4E at Vandenberg Space Force Base on March 1, 2026. Image: SpaceX.

SpaceX launched a Falcon 9 rocket early Sunday from Vandenberg Space Force Base in California, carrying another batch of satellites for the company’s Starlink internet service.

Liftoff of the Starlink 17-23 mission from Space Launch Complex 4 East occurred at 2:10:39 a.m. PST (5:10:39 a.m. EST / 1010:39 UTC). The rocket, carrying 25 Starlink V2 Mini satellites, took southerly trajectory on departure from the launch site in central California.

Falcon 9 booster B1082 was making its 20th flight since its inaugural flight in January 2024. It previously launched the USSF-62, OneWeb Launch 20 and NROL-145 missions, plus 15 Starlink deliveries.

The booster landed on the drone ship, ‘Of Course I Still Love You,’ positioned in the Pacific Ocean, just over eight minutes after leaving the launch pad.

The 25 satellites stacked atop the second stage were successfully deployed a little over an hour into flight, SpaceX said in a social media post.

Reading List 02/28/26

Chaoyang Park Plaza, Beijing. Via Lusca Fusca.

Welcome to the reading list, a weekly roundup of what happened in infrastructure, buildings, and building things. Roughly 2/3rds of the reading list is paywalled, so for full access become a paid subscriber.

No newsletter this week, but I’m working on a longer essay about the history of Operation Breakthrough (a greatly expanded and more thorough version of an older essay) that will be out next week.

Housing

Its obvious that getting housing projects permitted in the US is often quite difficult, but it’s not always obvious how difficult. Previous research by economist Ed Glaeser has tried to quantify this by estimating the “hedonic” value of land (how much people would pay for a given amount of land space), which gives an implied value for how much the “permit” portion is worth. Now Economists Evan Soltas and Jonathan Gruber have a paper out looking at how much of a burden permitting is in the city of Los Angeles in dollar terms. From the abstract: “Permitting costs are widely cited, but little analyzed, as a key burden on housing development in leading U.S. cities. We measure them using an implicit market for “ready-to-issue” permits in Los Angeles, where landowners can prepay permitting costs and sell preapproved land to developers at a premium. Using a repeat-listing difference-in-differences estimator, we find developers pay 50 percent more ($48 per square foot) for preapproved land. Comparing similar proposed developments, preapproval raises the probability of completing construction within four years of site acquisition by 10 percentage points (30 percent). Permitting can explain one third of the gap in Los Angeles between home prices and construction costs.” Would love to see more research like this for other metro areas [X]

Restricting institutional investors from owning single family homes continues to be a major political talking point, but I remain unconvinced that this has much impact on home prices. More evidence for this: A 2022 ban on investors from buying homes to rent in the Netherlands didn’t affect home prices [SSRN]. And there doesn’t seem to be much relationship between institutional ownership and home price appreciation at the city level. [Progressive Policy]

The Atlantic has a good article about how high-end housing can increase housing supply across income levels. When people move into a new, expensive unit, many of them will move from lower-cost units, which in turn will be occupied by people moving from even lower cost units, and so on. “...three researchers looked in extraordinary detail at the effects of a new 43-story condo project in Honolulu. The building, called the Central, sits right behind the giant Ala Moana shopping center, halfway between downtown and the beachfront hotels of Waikiki. It comprises both subsidized and market-rate units, priced at around $780,000 for the former, and $1.25 million for the latter. What the researchers found was that the new housing freed up older, cheaper apartments, which, in turn, became occupied by people leaving behind still-cheaper homes elsewhere in the city, and so on. A new rung higher up the housing ladder permitted people lower down to climb. The paper estimates the tower’s 512 units created at least 557 vacancies across the city—with some units opening up no empty apartments (if, say, an adult child moved to the Central from their parents’ home) and others creating as many as four vacancies around town.” [The Atlantic]

When population peaked in various US counties. [X]

How home prices have changed in several countries over the last several years. Why are prices up so much in Mexico? [X]

IFP colleague Connor O’Brien noted that statistics about the skyrocketing age of homebuyers in the US is based on a mailed survey by the National Association of Realtors that is far higher than other estimates. [X]

Manufacturing

It really seems to be the end of an era for Japanese TV manufacturing. A few weeks ago Sony spun off its TV business into a joint venture with China. Now Panasonic is exiting the TV business as well. “Today, it announced that Chinese company Skyworth will take over manufacturing, marketing, and selling Panasonic-branded TVs.” [Arstechnica]

From the annals of “environmental laws give NIMBYs the tools to endlessly delay projects.” Construction of a $100 billion Micron memory fab in New York is being held up by a lawsuit from six local residents who oppose the project. They’re arguing that the environmental impact study (which took nearly two years to complete) was “unnecessarily rushed.” [X]

Expanding US electricity generation capacity has been bottlenecked by gas turbine suppliers, but it looks like the major manufacturers are significantly expanding their capacity. ““We expect at least 19 GW of total available equipment capacity by 2028, increasing to 49 [GW] and 76 GW by 2029 and 2030,” Jefferies said.” [Utility Dive]

The Economist on the Chinese threat to German manufacturing. “What many Germans call the “China shock 2.0” plays into fears that the country’s industrial heart is being hollowed out. In Baden-Württemberg, a rich state that holds an election on March 8th, candidates are issuing dire prophecies about becoming the “Detroit of Europe”.” [The Economist]

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Archival Selves

If you’re like me, you’re already past the first hypomanic transition across the event horizon of Claude-Code-powered frenzied bespoke-personal-project execution paralysis. The flywheel has spun up, and you’re using up session token budgets as fast as they become available, and perhaps even into spending more (I’ve spent $50 beyond my Pro account limits so far). You’re probably deep into orientation debt, with fraying mental models of why you’re doing what you’re doing. Are you neck-deep in random acts of Claude-Coding, or is there more going on with you?

You’re probably wondering what comes next, and whether there is any larger logic to the frenzy. Is it just going to be one damn bespoke personal project after another from here on out? Or are there further levels we haven’t glimpsed yet? It’s worth pausing to take stock of where we are right now before attempting an answer.

Showing off your portfolio of bespoke Claude Code projects and looking at others’ portfolios is a new social activity that has already acquired the quality of campy tedium we associate with people in the 70s subjecting each other to slide shows of unremarkable vacations. Or people in the 80s and 90s inflicting VHS home videos on each other. As a medium, the Claude Code bespoke personal project (CCBPP?) is much more expressive, but the actual variety of CCBPPs coming into view is much lower than what the medium is clearly capable of. What should be an unruly wilderness bursting with diversity is turning out to be a landscape of Ballardian neoliberal mimetic life-script banality.

I’m no exception. My portfolio is as home-movie-banal as any other. Our collective challenge now is to get past this almost monocultural stage to the explosive wilderness and divergence stage that has clearly been unlocked. But it will take some work to get to that starting line. We’re all busy with backlogs at the moment.

The current banality goes deeper than most people simply being poor narrators of their personal journeys. Most people don’t have storyworthy life journeys to work with. So personal projects born of such lives reflect the poverty of the source material.

Archival selves. Made with my Bucket Art model on titles.

“Only when the tide goes out do you learn who has been swimming naked,” as Warren Buffett said. Mutatis mutandis, when a powerful narrative technology comes in, you see who’s been living without stories.

It’s not just new cliche of “notion obsidian to-do workflows” (the “not x but y” tic of AI-in-the-loop humans). There’s a much deeper poverty and banality to people’s lives being revealed, as they pave their life paths with AI-bespokification. And we can’t blame ourselves, really. The 20th century/early 21st late modern world turned people’s lives into degenerate caricatures of human potential expression. The more “successful” your life by normal scripts, the duller it looks when paved and made legible with AI bricks. The very potential for bespokification reveals the stark uniformity of people’s lives.

I suspect a lot of people are discovering the depressing truth that beneath gnarly superficial differences in their life logs and data exhaust, which requires bespoke code to clean up and parse, they are living lives rather similar to everyone else’s.

At least the young can be forgiven the uniformity. They haven’t yet had time enough for their base identities to stabilize, and they haven’t yet logged enough life to possess the banal raw material for “unique” self-presentations. But if you’re (say) 30+, you have some raw material to work with. If you’re 50+ like me, you have a lot of material to work with; a whole life-act’s worth.

Looking at my own Claude Code portfolio, it is striking the degree to which it is only “interesting” in direct proportion to my failure to execute the normie neoliberal life script. All my interesting projects are derived from adaptations to script failures.

Stepping back, it is even more fascinating the extent to which all my projects are rooted in my past, in things I’ve already partly done or tried to do (banal or not), rather than in the future, in things I hope to do.

A quick inventory (I won’t inflict screenshots or details on you). Of my 30-odd non-trivial projects, all evolving briskly at the rate of my Claude usage limits, probably 27 are based on my past.

  • I have a couple of dozen book projects in flight based on series from my blog archives (which I count as 3-4 meta-projects at Claude Code level, based on transform pipeline similarities).

  • I have a major project going to port my WordPress sites to static archival sites. One is done but not yet deployed (Breaking Smart), while the other one needs some serious re-architecting as a museum site (Ribbonfarm).

  • I have another major project to transform my Roam graph for a future set of books (my Clockless Clock project refactored into a 3-volume trilogy that will take a decade to write, with Tempo retconned as a prequel, with the whole renamed Configurancy) into an Obsidian vault and a pipeline to cast that notebook-like material into chapter scaffoldings.

  • I also have 3-4 technical research projects (in control theory and robotics) based on unfinished ideas I couldn’t pursue during my postdoc 20 years ago because I had reached the limits of my own knowledge and skills.

  • I have a few administrative projects too. My big messy folder of 600+ PDFs is now neatly organized into a fully tagged and searchable library, with scripts for tagging, indexing and filing away any new PDFs I drop in there, and another for popping up a random PDF for me to read when I’m bored. I plan to do something similar to my photos (literal 70s vacation slide show descendent) I have several personal dashboards going.

All of this is moving along at a brisk canter. None of it is blocked. Claude Code unblocks everything at dirt cheap prices. You’ve already seen some output (the Twitter book and the Art of Gig Volume 3 book). You’ll see more starting a few weeks — I’m spending some time setting up some larger-scale factory-like scaffolding.

Amazingly, I don’t feel stuck with any of these projects. I know what needs to be done, and roughly how it should be done from a technical perspective (I have enough techno-managerial experience for that), and am doing it. This is a new experience for me, as I’m sure it is for most of you. I’ve spent most of my life feeling mostly stuck on most fronts. I simply did not have the knowledge, skills, and financial resources required to feel generally unstuck by default rather than stuck.

This is a radical new human condition. Only a tiny minority have experienced it so far, but it will soon become much more widespread (not universal though — the barrier to entry is higher than that).

What is notable is the complete absence of live, progressing projects that need to start from blank canvases and starter creative visions/attacks. I do have ideas for several such projects, and have set up empty folders for them, but only non-blank-canvas projects have gotten going. Claude Code has a bias for legacy projects that have a lot of starter raw material.

The entire manifest of projects constituting my Claude Code flywheel, I have come to realize, has to do with paying off intention debt, processing psychological baggage and incompletions I’ve been carrying around for years to decades, and dealing with a great deal that was only blocked by lack of grinder energy and raw execution leverage.

And it looks like it will all get done. To the point where I no longer have any intention debt left. An unprecedented personal-life singularity on the horizon, and within reach. And I’m not alone here. I see a bunch of people racing towards their own debt-freedom horizons. Byung-Chul Han is going to hate it, but we’re all treating life as a project and actually starting to finish it.

What happens when we all get there?

If you thought the initial mass hypomania and derealization we’re witnessing right now is an astounding sight, wait till most of us clear our aging, rotting intention backlogs and sit staring at blank canvasses for the first time in years or even decades. When we are faced with a life with more empty room than baggage to fill it with.

That will take a few months to a year, and only a fraction of those getting started now will likely actually clear their backlogs enough to experience the emptiness. It does take some discipline, psychological courage, and budget to keep going; Claude Code unblocks a lot but not everything.

What happens, I think, will have a lot to do with how we’ve cleared our backlogs of intention debts. Because the generativity of the blank canvas of the future will be framed by the choices we make in archiving the past.

Starting to clear my backlog already feels like starting to craft an archival self. has been writing some fascinating essays treating LLMs as representing archival time, and if extend that logic to all our slates of Claude Code projects, I think we’re all creating archival selves.

This isn’t going to be equally natural for everyone of course. You have to be between major chapters or acts of your life, in some sort of a liminal passage, for the idea of an archival self to make sense. It is definitely natural for me. I’m almost a decade into the liminal passage between my personal Acts I and II (yeah, yeah, I procrastinate a lot).

What will this archival self be like?

As I noted in the opening, the harsh truth is that the raw material of the archival self isn’t going to be that inspiring for most of us. But what potential it does have can be either poorly expressed or well-expressed. And whether the creation of the archival self feels like paying off psyche debts, or refinancing it, depends on how much thought and introspective rigor you put into the archiving. And how complete-able it is of course. Not all of us carry around baggage that’s easy to get rid of.

There are layers of analysis available here.

The first, and most obvious, layer is the layer of concrete artifacts you produce with AI assistance that constitute your archived self. In my case, it looks like it will take the form of a couple of archival websites, and a dozen new books, plus a few stalled or mothballed writing and technical projects resurrected and refinanced (in terms of intentionality and unstuckness, not capital). A second-order artifact ambition for me, since so much of my archival self comprises written text, is casting the archival self into a kind of oracular ghost of my own past. A model trained on my archives that I can talk to, as a memory prosthetic. I imagine others may also be interested in talking to my Act I self, but I plan to design it mainly for myself.

This first layer of the archival self is already an unsettling idea. A set of artifacts forming a cast-off, almost-alive ghost of my past that haunts my present and future.

The second layer has to do with the meaning of the archival self. Is the archival self merely a site for nostalgic wanderings down memory lane? A deeper source for future activities? I don’t know. Some projects that are “archival” to start with may become reanimated with new intentions. Others may feel like decisive amputations. I mostly have a pretty healthy relationship with my past. I don’t think there’s a whole lot of unprocessed trauma or deeply repressed intentions or baggage down there. I have no particular desire to fully amputate my archival self from my current and future selves.

But it is already obvious that for a lot of people, this second layer of the meaning of the archival self will involve some gut-wrenching pain and trauma processing. Claude-Coding them into an archive will feel like aggressive therapy. To the point that I suspect many people will abandon projects because the baggage is too painful to process. It will feel like some sort of past-present-future temporal dysphoria, embodied by personal projects.

Then there is the third layer. How the paying off of psyche debts creates entirely new frames for the future. We’ve all experienced minor versions of this. Back when I was a dedicated GTDer, I frequently experienced the catharsis of doing the big sweep of commitments required to initialize (or re-initialize after a derailing) a GTD workflow. But that kind of purely manual processing of your life’s inbox can never get truly deep, or dig fully into the foundations. You need AI assistance to go that deep.

I suspect getting to a proper AI assisted archival self will be to a GTD-sweep catharsis as an ayahuasca trip is to a few bong hits.

And finally, there is a fourth layer — creativity. Creating an archival self is not just a grinding process of parsing the archives of your life into banal vacation home movies unless you want it to be. There is both room and need for creative editorial decision-making. You are bringing a kind of print-like fixity to a currently fluid sense of your own past. The cost of this fixity is clear — you will curtail your own future abilities to rewrite your past. But the benefit of having a stabilized past will depend on the creativity with which the fixity is engineered into it. In creating an archival self, you are, to some degree, creating a work of fiction that is more or less true to the archival memory territory it rests on. But you are also creating a perspective and an orientation within that archival memory.

This fourth layer is hard to think about. I’ve started thinking about it as creating a ground-truth canvas for a future memoir (whether or not I write one). The process of creating an archival self is about creating a canonical self-authorship reference. Who knows, if it is set up well enough, it might even be able to actually write the memoirs, not just ground it.

That’s a four-layer stack emerging under your random acts of Crazy Claude Coding: Artifacts, Meanings, Future Frames, Orientation and Authorship.

And you don’t have to plan for this to happen. Your archival self is emerging whether or not you consciously intend it to or not, simply as a function of Claude Code being better at paying off the debts of your past than at scaffolding the possibilities of your future.

I’m probably about 30-40% of the way into archiving my Act I self. I think it will take about a year or two to get to almost 100% (assuming Claude Code remains available at similar or improving price/performance).

And then? It will be interesting times.

March 1, 2026. Snapshot.

I love this time capsule of a picture, found in an old album at my parents’ house.

The location is Boston-Logan, and the year, I believe, is 1965.

BOAC (made famous in the Beatles song, “Back in the USSR”), was, for decades, the UK’s long-haul airline. I can remember a BOAC 747 or two landing at BOS when I was a little kid (very little, but I knew that livery, with the black nose-swoop and “Speedbird” logo on the tail, poking between the triple-deckers of Beachmont, even at age six).

In 1974 BOAC merged with BEA (British European Airlines), and two smaller carriers, to form British Airways.

The man on the left, with the suit-bag over his shoulder, looking like he’s trying out for a part in The Godfather is my dad.

The post March 1, 2026. Snapshot. appeared first on AskThePilot.com.

Trump’s Iran War: Bombing Without a Plan, Authority, or Endgame

Widespread strikes across 14 Iranian cities, apparent killing of Ayatolla, raise questions about legality, goals, and the true cost of regime change

By now, we all understand that the major US-Israeli military raids across vast areas of Iran are triggering a flood of counterattacks and ripples intended or not, and unanswered questions about how this will end and the price to be paid.

Donald Trump and Benjamin Netanyahu have provoked a war whose justification and legal authority is unclear, whose goals embrace “regime change” by an Iranian public rather than the joint military forces, and whose reach can easily spread across the region. There were reports, including statements from  Trump,  that Ayatollah Ali Khamenei was killed in bombings that also left at least 50 Iranian schoolchildren dead in their school.

The prospects remain high for substantial civilian death and injury in Iran, Israel and on American military bases in the region, for a destabilized Middle East, for immediate oil and economic price rises over strangled Gulf traffic.  For all the punditry yesterday, the most important practical assessments from the targeting and counterattacks were hard to confirm. What we can expect is Trump emerging to praise the raids as overwhelmingly successful, still with us in the dark about how to measure success.

As much as Iran’s bristling aggressiveness over years has made that country an international scourge, Trump’s decision to launch widespread, simultaneous bombings in at least 14 Iranian cities as “negotiations” towards halting nuclear weapons development and limitations on missile production were still underway seems abrupt.  This Iran not only is willing to threaten with proxy armies in Lebanon, Gaza, Yemen and more, it has been willing to kill tens of thousands of its own citizens who challenge its regime,

From the voluminous reporting, Iranian offers in those negotiations had made substantial headway towards meeting an impatient Trump’s demands, though he and Netanyahu remained unhappy that the offers did not reflect total capitulation. Any number of sourced reports had Trump reacting personally to Iranian leadership as “bad people” as much as about achieving any verifiable nuclear agreement.

Iran’s Aggressiveness

There is plenty of international agreement that the Iranian government has exported violence and supported international terrorism, that it is sworn to elimination of Israel, that it believes in imposed theocracy and that it is brutal to its own citizens. The question for the U.S. always has been what to do about it.

It must be underscored that Trump ended the deal struck by Barack Obama more than a decade ago that largely mirrors what his administration has been discussing with Iran now. The same Trump who convened an international Board of Peace under his control is at war again.

But without Trump preparing the nation or seeking congressional authority for warmaking, we’ve pulled the trigger – and are expecting the magic of enlightenment to strike Iran. There is no “law enforcement” action here, as cited in Venezuela, and it is a war action that has the U.S. acting without its European and global allies.  One Trump social post cited Iranian interference in U.S. elections, a Trump staple.

We are unclear what happens if there are American or Israeli casualties or an attack, say, on a U.S. warship.

Apart from all else, at a time of political lows for himself, Trump is violating his compact with MAGA political backers who have supported his insistence to avoid international conflicts.

Of course, Iran is fighting back with the very missiles under discussion, seeking to hit civilian and military sites in Israel, the UAE, Bahrain, Kuwait, Saudi Arabia and more.

For Trump, war is sending bombers – war from afar and above. Perhaps the most cynical view of these raids centers on the Trump belief that bombing will bring about political goals. Somehow, with no apparent plan in place, even the death of the ayatollah by an American bomb will not logically lead to Iranian timidity with a pliant new government.

Trump is appealing to the Iranian public to overthrow its leadership as if no American or Israeli lives will be put at risk or as if there is an Iranian government-in-waiting to continue normal daily life for 90 million Iranians of varying ethnicities and allegiances.

Trump’s previous raid on nuclear weapons plants prompted insistence that he personally had obliterated Iran’s nuclear capabilities. Now, again, we’re being told Iran is “within days” of producing a bomb – without public evidence – and that we need to punish Iran for five decades of threats.

The shifting explanations for why are starting a war halfway around the world raise questions about whether the negotiations were real in the first place.

If nothing else, these raids show Trump’s penchant for simplistic, unproven messages.

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Trump Bombed Ayatollah’s Home But Not Putin’s?

I Wondered Before Why Not? Now It’s Even More Glaring

There are reports that among the bombs dropped on Iran in the very first round of this current attack were some dropped on Ayatollah Ali Khamenei’s personal residence. Pictures of a devastated compound surrounded by other buildings not hit make clear it was a specific target. Further, the foreign minister of Iran, Abbas Araghchi, was asked by reporters if the Ayatollah and the President were still alive. “As far as I know.” Which causes one to at least wonder whether this was a, “Get out of the way. We’re going to bomb your house now” kind of thing or an actual assassination attempt. (Fast breaking news. Yes, the bombing did kill the Ayatollah. Evidently it was not a, “get out of the way we’re going to bomb your house” thing. The impulsiveness and fall-out from that would need a whole other piece.)

Just last month Russian President Putin claimed Ukraine had tried to use drones to bomb his residence. Turns out it wasn’t true but that got me to wondering why we hadn’t. Or why we hadn’t helped Ukraine do that. In an attack to steal territory, apparently driven almost entirely by the leader of the attacking country, why not inflict some direct damage on the properties and economic interests of that leader themselves? Since Putin brought it up I wrote a piece wondering about that very thing.

Now with our having bombed the Ayatollah’s residence it raises the question all the more. Even with as much trouble as Iran has frequently been to its neighbors they are not currently invading any neighbor and trying to expand Iran’s borders. They are not dropping bombs on civilian areas, as Putin has been doing for years now on Ukraine.

I could come up with some speculations on why not, and so could you, but something fundamental comes through, clearly, regardless of the details. Trump just really, really, wants a “victorious warlord” feather in his cap and wants to show, in his own mind, what a tough guy he is, and he sees Iran as a chance to do that. Helping Ukraine succeed? Not so much. He really wants to stick it to the Ayatollah. Putin? Not so much.


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The Air Force's new ICBM is nearly ready to fly, but there’s nowhere to put it

DENVER—The US Air Force's new Sentinel intercontinental ballistic missile is on track for its first test flight next year, military officials reaffirmed this week.

But no one is ready to say when hundreds of new missile silos, dug from the windswept Great Plains, will be finished, how much they cost, or, for that matter, how many nuclear warheads each Sentinel missile could actually carry.

The LGM-35A Sentinel will replace the Air Force's Minuteman III fleet, in service since 1970, with the first of the new missiles due to become operational in the early 2030s. But it will take longer than that to build and activate the full complement of Sentinel missiles and the 450 hardened underground silos to house them.

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Why Apple’s move to video could endanger podcasting's greatest power

TL;DR:

  • Apple is adding support for video podcasts to their podcast app
  • Podcasts are built on an open standard, which is why they aren’t controlled by a bad algorithm and don’t have ads that spy on you
  • Apple’s new system for video podcasts breaks with the old podcast standard, and forces creators to host their video clips with a few selected companies
  • The stakes are even higher because all the indie video infrastructure companies have been bought by private equity, while Trump’s goons go after TV and consolidate the big studios
  • If Apple doesn’t open this up, it could lead to podcasts getting enshittified like all the other media

Podcasts are a radical gift

As I noted back in 2024, the common phrase “wherever you get your podcasts” masks a subtle point, which is that podcasts are built on an open technology — a design which has radical implications on today’s internet. This is the reason that the podcasts most people consume aren’t skewed by creators chasing an algorithm that dictates what content they should create, aren’t full of surveillance-based advertising, and aren’t locked down to one app or platform that traps both creators and their audience within the walled garden of a single giant tech company.

Many of those merits of the contemporary podcast ecosystem are possible because of choices Apple made almost two decades ago when they embraced open standards in iTunes when adding podcasting features. Their outsized market influence (the term “podcast” itself came from the name iPod) pushed everyone else in the ecosystem to follow their lead, and as a result, we have a major media format that isn’t as poisoned, in some ways, as the rest of social media or even mainstream media.

Sure, there are individual podcast creators one might object to, but notice how you don’t see bad actors like FCC chairman Brendan Carr illegally throwing his weight around to try to censor and persecute podcasters in the same way that he’s been silencing television broadcasters, and you don’t see MAGA legislators trying to game the refs about the algorithm the way they have with Facebook and Twitter. Even the Elon Musks of the world can’t just buy up the whole world of podcasting like he was able to with Twitter, because the ecosystem is decentralized and not controlled by any one player. This is how the Internet was supposed to work. As early Internet advocates were fond of saying, the architecture of the Internet was designed to see censorship as damage, and route around it.

The move to video

All of this is at much higher risk now due to the technical decisions Apple has made with its move to support video podcasts in its latest software versions that are about to launch. The motivations for their move are obvious: in recent years, many podcasters have moved to embrace new platforms to increase their distribution, reach, engagement and sponsorship dollars, and that has driven them to add video, which has meant moving to YouTube, and more recently, platforms like Netflix. That is also typically accompanied by putting out promotional clips of the video portion of the podcast on platforms like TikTok and Instagram. Combined with Spotify’s acquisition of multiple studios in order to produce proprietary shows that are not podcasts, but exclusive content locked into their apps, and Apple has faced a significant number of threats to their once-dominant position in the space.

So it was inevitable that Apple would add video support to their podcasting apps. And it makes sense for Apple to update the technical underpinnings; the assumptions that were made when designing podcasts over two decades ago aren’t really appropriate for many contemporary uses. For example, back then, by default an entire podcast episode would be downloaded to your iPod for convenient listening on the go, just like songs in your music library. But downloading a giant 4K video clip of an hour-long podcast show that you might not even watch, just in case you might want to see it, would be a huge waste of resources and bandwidth. Modern users are used to streaming everything. Thus, Apple updated their apps to support just grabbing snippets of video as they’re needed, and to their credit, Apple is embracing an open video format when doing so, instead of some proprietary system that requires podcasters to pay a fee or get permission.

The problem, though, is that Apple is only allowing these new video streams to be served by a small number of pre-approved commercial providers that they’ve hand-selected. In the podcasting world, there are no gatekeepers; if I want to start a podcast today, I can publish a podcast feed here on anildash.com and put up some MP3s with my episodes, and anyone anywhere in the world can subscribe to that podcast, I don’t have to ask anyone’s permission, tell anyone about it, or agree to anyone’s terms of service.

If I want to publish a video podcast to Apple’s new system, though, I can’t just put up a video file on my site and tell people to subscribe to my podcast. I have to sign up for one of the approved partner services, agree to their terms of service, pay their monthly fee, watch them get acquired by Facebook, wait for the stupid corporate battle between Facebook and Apple, endure the service being enshittified, have them put their thumb on the scale about which content they want to promote, deal with my subscribers being spied on when they watch my show, see Brendan Carr make up a pretense to attack the platform I’m on, watch the service use my show to cross-promote violent attacks on vulnerable people, and the entire rest of that broken tech/content culture cycle.

We don’t have to do this, Apple!

How this plays out

What will happen, by default, if Apple doesn’t change course and add support for open video hosting for podcasts is a land grab for control of the infrastructure of the new, closed video podcast technology platform. Some of the bidders may be players that want to own podcasting (Spotify, Netflix, maybe legacy media companies like Disney and Paramount), or a roll-up from a cloud provider like AWS or Google Cloud. Either way, the services will get way more expensive for creators, and far more conservative about what content they allow, while being far more consumer-hostile in terms of privacy and monetization. We’ve seen this play out already — video shows on YouTube give advertisers massive amounts of data about viewers, while podcasts can be delivered to an audience while almost totally preserving their privacy, if a creator wants to help them preserve their anonymity. The reason you see podcasters always talking about “use our promo code” in their sponsor reads is because advertisers can’t track you going from their show to their website.

This will also start to impact content. You don’t hear podcasters saying “unalive” or censoring normal words because there is no algorithm that skews the distribution of their content. The promotional graphics for their shows are often downright boring, and don’t feature the hosts making weird faces like on YouTube thumbnails, because they haven’t been optimized to within an inch of their lives in hopes of getting 12-year-olds to click on them instead of Mr. Beast — because they’re not trying to chase algorithmic amplification. The closest thing that podcasters have to those kinds of games is when they ask you to rate them in Apple’s Podcasts app, because that has an algorithm for making recommendations, but even that is mediated by real humans making actual choices.

But once we’ve got a layer of paid intermediaries distributing video content, and Apple leans more heavily into the visual aspects of their podcast app, incentives are going to start to shift rapidly. Today, other than on laptops, phones and tablets, Apple Podcasts app only exists on their Apple TV hardware, and doesn’t even have a video playback feature. By contrast, a lot of video podcast consumption happens in YouTube’s TV apps in the living room. Apple Podcasts will soon have to be on every set top device like Roku sticks and Amazon Fire TVs and Google’s Chromecasts, as well as on smart TVs like Samsungs and LGs, with a robust video playback feature that can compete with YouTube’s own capabilities. Once that’s happened — which will take at least a year, if not multiple years — creators will immediately begin jockeying for ways to get promoted or amplified within that ecosystem. Even if Apple has allowed independent publishers to make their own video podcast feeds, it’s easy to imagine them treating them as second-class citizens when distributing those podcasts to all of the Apple Podcast users across all of these platforms.

The stakes for all of this are even higher because nearly all of the independent online platforms for video creation outside of YouTube have been bought up by a single private equity firm. In short: even if you don’t know it, if you’re trying to do video off of YouTube, all of your eggs are in one, very precarious, basket.

What to do

Apple can mitigate the risks of closing up podcasts by moving as quickly as possible to reassure the entire podcasting ecosystem that they’ll allow creators to use any source for hosting video. Right now, there’s a “fallback” video system where creators can deliver video through the traditional podcast standard, and other podcasting apps will show that video to audiences, but Apple’s apps don’t recognize it. If Apple said they’d support that specification as a second option for those who don’t want to, or can’t, use their video hosting partners, that would go a huge way towards mitigating the ecosystem risk that they’re introducing with this new shift.

If Apple can engage with a wide swath of creators and understand the concerns that are bubbling up, and articulate that they’re aware of the real, significant risks that can arise from the path that they’re currently on, they still have a chance to course-correct.

Some of these decisions can seem like arcane technical discussions. It’s easy to roll your eyes when people talk about specifications and formats and the minutiae of what happens behind the scenes when we click on a link. But the history of the Internet has shown us that, sometimes, even some of what seem like the most inconsequential choices end up leading to massive shifts in a larger ecosystem, or even in culture overall.

A generation ago, a few people at Apple made a choice to embrace an open ecosystem that was in its infancy, and in so doing, they enabled an entire culture of creators to flourish for decades. Podcasting is perhaps the last major media format that is open, free, and not easily able to be captured by authoritarians. The stakes couldn’t be higher. All it takes now is a few decision makers pushing to do the right thing, not just the easy thing, to protect an entire vital medium.

Saturday 28 February 1662/63

Waked with great pain in my right ear (which I find myself much subject to) having taken cold. Up and to my office, where we sat all the morning, and I dined with Sir W. Batten by chance, being in business together about a bargain of New England masts.

Then to the Temple to meet my uncle Thomas, who I found there, but my cozen Roger not being come home I took boat and to Westminster, where I found him in Parliament this afternoon. The House have this noon been with the King to give him their reasons for refusing to grant any indulgence to Presbyters or Papists; which he, with great content and seeming pleasure, took, saying, that he doubted not but he and they should agree in all things, though there may seem a difference in judgement, he having writ and declared for an indulgence: and that he did believe never prince was happier in a House of Commons, than he was in them.

Thence he and I to my Lord Sandwich, who continues troubled with his cold. Our discourse most upon the outing of Sir R. Bernard, and my Lord’s being made Recorder of Huntingdon in his stead, which he seems well contented with, saying, that it may be for his convenience to have the chief officer of the town dependent upon him, which is very true.

Thence he and I to the Temple, but my uncle being gone we parted, and I walked home, and to my office, and at nine o’clock had a good supper of an oxe’s cheek, of my wife’s dressing and baking, and so to my office again till past eleven at night, making up my month’s account, and find that I am at a stay with what I was last, that is 640l. So home and to bed.

Coming by, I put in at White Hall, and at the Privy Seal I did see the docquet by which Sir W. Pen is made the Comptroller’s assistant, as Sir J. Minnes told me last night, which I must endeavour to prevent.

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Links 2/28/26

Links for you. Science:

Scientists thought they understood global warming. Then the past three years happened.
Like mother, like boar: Fukushima pig escape reveals a genetic fast track
Mexico reports more human New World screwworm infections
An mRNA Refusal to File
FDA declines to review Moderna’s mRNA flu shot
Why US-funded vaccine trial plan for babies in Guinea-Bissau caused outrage

Other:

Platner vs. Stratton: Do we want progressive policy or anti-establishment branding? (“…an obsession with anti-establishment branding favors white guys and novice candidates. As a result, it makes it difficult to coordinate support for progressive candidates like Juliana Stratton who are not white guys and who have taken traditional paths to seeking office.”)
The less voters knew, the more they liked Trump in 2024. Not Anymore. The least-engaged Americans have swung 25 points against him since 2024 — about twice the shift among everyone else. Trump has flattened the engagement gap.
The FBI seizure of Georgia 2020 election ballots relies on debunked claims
The Median Voter Theorem is a Clarity Trap
Idaho families sue over immigration raid that swept up hundreds, including U.S. citizens
The Occupying Army Retreats
High achievers and low performers figure in Metrorail’s post-pandemic world
Member of US Marshals Service shoots, kills person in DC’s Mayfair neighborhood
For these clergy, Trump’s immigration blitz became a call to action. Jewish leaders at a D.C. conference learned how to take on more prominent roles protesting ICE operations in their communities.
Cardinal Cupich says feds stopped priests, demanded citizenship proof
As ICE expands, an AP review of crimes committed by agents shows how their powers can be abused
Bezos could have saved the Washington Post’s local news and sports reporters
Border Officials Are Said to Have Caused El Paso Closure by Firing Anti-Drone Laser
‘Absolute hell’: Irishman with valid US work permit held by Ice since September
ICE Leader Thrown in His Own Jail Over Strangling Claims
Evers National Monument Never Removed Brochures ‘Not One Second,’ Superintendent Says, Disputing Reports
Mystery of the missing minute from Epstein jail video solved
CFPB Fires Employee Over a Confrontation With DOGE a Year Ago
Republicans just f*cked D.C.’s tax-filing season. City leaders could fight back.
From Pill Mills to Prop Bets: Prediction Markets and Mobile Sports Betting Apps Are Fueling America’s Next Addiction Crisis
Bad Bunny’s dancers, Kalshi, and the insider trading problem
Ohio State Professor Put on Leave After Wrestling Filmmaker to the Ground (conservative diversity hire lacks the self-discipline of a typical LGBTQ+ grad student)
Meet the baby-faced bigot behind Homeland Security’s icky social media
What it was like to be a bush at Bad Bunny’s Super Bowl performance
We are all going to regret Kalshi and Polymarket.
Candace Owens Gets Inside TPUSA’s Head. Her nutty theories about the killing of Charlie Kirk have won over some of his organization’s employees.
The FBI’s Fulton County Raid Was Based on Debunked Claims By Election Deniers
These are the high schoolers taking a stand against ICE: ‘You can’t let despair take over’
The Fall of the House of Assad
Nick Fuentes: “The number one political enemy in America is women. … They have to be imprisoned.”. Fuentes: “So just like Hitler imprisoned Gypsies, Jews, communists, you know, all of his political rivals, we have to do the same thing with women. … So they go to the gulag first. They go to the breeding gulags.”
Forget Congress—the Real Leaders Who Might Stop ICE Are Local

LLM Use in the Python Source Code

There is a trick that is spreading through social media. If you block the claude user on GitHub, then each time you visit a GitHub repository that has commits by this user you get a banner at the top alerting you of the user's participation. It's an easy way to spot projects that have started to rely on coding agents, in this case on Claude Code specifically.

Imagine the surprise when you see that CPython, one of the most popular open-source projects in the world, is now receiving contributions from claude:

CPython project on GitHub showing that claude contributes to it

Some opinions

On the war, Matt Yglesias has a good take.  On AI and the military, Ross Douthat has a good take (NYT).  If you wish to sample an “outside the box” opinion, here is Eliezer.

The post Some opinions appeared first on Marginal REVOLUTION.

       

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Saturday assorted links

1. “It’s a win for fairly orthodox economic thought.”  Yessirree.

2. Maybe the public does not hate AI?

3. Cees Nooteboom, RIP.

4. “Neanderthal men in Neanderthal societies may have had a strong attraction to hybrid women — that is, to women with a modern human parent or grandparent.” (NYT)  Rizz or rape?

5. Woolly rhino genome recovered.

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Prerogative Powers and Presidential Self Care

Another observation on Trump’s attack on Iran. Each of these regime attacks clearly emboldens him. To him, the Venezuelan adventure went great. Where was the blowback — in terms he recognizes? So why not do it again? Sure he hasn’t actually seized Greenland, yet. Beneath the headlines the intensity of European resistance clearly mattered a lot. But this Iran attack almost certainly doesn’t happen without the Venezuela one.

But remember to see this whole escalating series of military adventures in the proper light. Trump is very unpopular and growing more so every day. He now faces what seems close to the certainty of losing at least one House of Congress. As his public support ebbs his power and the power to dominate ebb as well. For Trump that is akin to a psychic death. So, as a matter of psychological balancing and self-care more than strategy, he is leaning heavily into the presidential prerogative powers where his power is most untrammeled, where the loss of political power doesn’t really matter. Almost no presidential power is more clearly in that character as the president’s control over the military. Put simply, he’s leaning into those powers as a matter of psychological compensation.

Trump’s Latest Adventure

Two things occur to me about President Trump’s overnight attack on Iran. The first is one we’ve discussed many times. The issue with this attack or war isn’t just the lack of consultation with Congress or any congressional authorization. The issue is more global: The White House hasn’t given any explanation of why any of this is even happening. This is very much a presidential war in a way we’ve seldom seen before. It’s personal to him. Again, not surprising: I suspect the lack of a public domestic campaign is because it is none of our business. To him, his country, his army. He’s in charge.

The other point is that we’re hearing that the president means to overthrow the Iranian regime. But he’s encouraging the civilian population to rise up and overthrow the government. Those two facts say very different things.

First, that virtually never works. Even in the most unpopular and repressive governments, people seldom want to make common cause with a foreign attacker, certainly while such an attack is underway. But the bigger tell is that the White House clearly has no plan to overthrow the Iranian government. That’s not surprising. Overthrowing an entrenched state is a massive military undertaking. Encouraging the civilian population to rise up is what you do when you plan on dropping a lot of bombs and seeing what happens.

This gambit is no different from what the first President Bush did when he encouraged Iraqis to overthrow Saddam Hussein after his armies had been ejected from Kuwait. It’s a punt which signals that the White House will cede control of the situation to forces it can’t control or even well-understand. It is, as the president now says, a war for regime change. And yet there appears to be no military plan to accomplish that. Only the hope that the civilian population will take the opportunity. So, putting the old military adage on its head, hope is the plan.

US Attacks Iran

Immediately giving lie to Vice President JD Vance’s statement earlier this week that there is “no chance” any war with Iran would inspire “a Middle Eastern war for years with no end in sight,” President Trump overnight announced a massive operation in the region and encouraged the Iranian people to overthrow their government amid the attack. Israel and the U.S. have attacked, and Iran has retaliated against Israel and U.S. bases in the region.

Here’s the portion of Trump’s remarks in which he outlined the U.S.’s goals.

For these reasons, the United States military has undertaken a massive and ongoing operation to prevent this very wicked, radical dictatorship from threatening America and our core national security interests.

We are going to destroy their missiles and raze their missile industry to the ground. It will be totally, again, obliterated. We are going to annihilate their navy. We are going to ensure that the region’s terrorist proxies can no longer destabilize the region or the world and attack our forces, and no longer use their IEDs or roadside bombs, as they are sometimes called to so gravely wound and kill thousands and thousands of people, including many Americans.

And we will ensure that Iran does not obtain a nuclear weapon. It’s a very simple message. They will never have a nuclear weapon.

[…]

Finally, to the great, proud people of Iran, I say tonight that the hour of your freedom is at hand. Stay sheltered. Don’t leave your home. It’s very dangerous outside. Bombs will be dropping everywhere. When we are finished, take over your government. It will be yours to take. This will be, probably, your only chance for generations. 

Talking with Barry Ritholtz

Crazy stuff has been happening in the stock markets, some of it apparently driven by hype and fears about AI. I don’t play in the markets — but Barry Ritholtz, who I’ve know for many years, does; he’s a money manager who’s also civilized (and reads!). So I decided to have him on again. Transcript follows.

. . .

TRANSCRIPT:
Paul Krugman in Conversation with Barry Ritholz

(recorded 2/26/26)

Paul Krugman: Paul Krugman here. We’re in the middle of a really wild week. It’s currently Wednesday before this show goes up on Saturday. And I’m talking, for the second time, with somebody I’ve known a really long time, Barry Ritholtz, who’s an actual money manager. But also civilized. We’ll talk about all that and so on. But he’s joining me from my homeland, Long Island. And so hi Barry, welcome on again.

Barry Ritholtz: Hey, Paul. How are you? The secret to being a civilized money manager is to grow up lower class. You don’t adopt all of the late stage capitalism effects.

Krugman: Yeah, but some of the Epstein class also grew up lower class. That didn’t stop them from developing horrific tastes.

Ritholz: I guess that’s true.

Krugman: But the reason I wanted to talk was just for a little bit of a break from my usual sort of academics and politicians, but also, you know, we started off with a really interesting day in the markets. Citrini Research. I had never heard of them before. I don’t know if you had, but maybe you want to talk a little bit about that whole story and go on from there.

Ritholtz: Sure. So there’s a well-established historical track record of Malthusians and Luddites that fear technological innovation. But at the same time, the reality is, every time there’s a new technology, the nature of both the economy and in particular the labor force changes dramatically. And there are so many phrases we just take for granted. We don’t even think about it. Why do we call the monthly jobs report “non-farm payrolls”? Right? Well, before the Industrial Revolution, 90% of the population worked on the farm. You know, you had a handful of smiths and coopers and other people that weren’t agricultural workers. But pretty much that is what dominated the labor force and the process of moving people from the farms to the cities, from the exurbs to factories. Suddenly you had to keep track of, well, what’s changing? You know, we can’t just show all these jobs lost in the farms because they may not be offset. These family farms run by five, six, eight people, you know, the two oldest kids go off to the factory. What happened? So we’ve seen this happen.

There are genuine changes, but history tells us, at least so far, every one of these fears have been—yes, these have been disruptive. These have sometimes been wrenching changes. But the economy adjusts and it’s very dynamic, and higher production, higher value jobs replace the lower value jobs that have taken place. The argument today is, hey, this artificial intelligence stuff is very different. Someone just said half of the entry level white collar jobs will be gone in five years, and the apocalypse is coming.

I’ve been using Perplexity. I’ve been using ChatGPT. I’ve been using Claude Pro with Opus 4.6. And the things it does are clearly amazing and they’re absolutely going to replace some very entry level jobs. Back in the days when I was an attorney, we didn’t have desktop computers. We had a word processing division. There weren’t executive assistants; there were secretaries. And you would give something in writing to the secretary who would transcribe it, send it to word processing. The next morning you would get a printout. We called it redlining because you would take a red pen and mark it up. All those jobs have been lost. Those jobs are gone, replaced by computers. So how much is AI going to replace these jobs? That’s what has so many people upset.

The challenge we see from all these sort of viral clickbait things—there’s an element of truth. It certainly appeals to people’s fears. But the two dominant narratives about artificial intelligence: either this is a bubble and all these stocks have a crash because this is malinvestment, or this is going to replace every white collar worker and we’re going to have 25% unemployment: both of those can’t be true. And history tells us that those sort of consensus views, that sort of fear, that tends not to be what happens. Usually it’s not even something in the middle. It’s something wholly unexpected. Look at what happened following the dotcom crash. Retail slowly got very damaged, but it’s begun to adapt. And the direct-to-consumer model replaced it. You know, we were over-malled. We had way too much retail compared to other countries. But still, there’s been a giant change. And the same thing’s going to happen here.

Krugman: Okay. So what happened—I think listeners might not know, but over the weekend this firm called Citrini Research, and I haven’t quite figured out who they are or what they do, but they wrote a beautifully written sort of memo as if from the year 2028, looking back at the crisis of 2026, 2027, that was about AI. And it was interesting because it wasn’t actually either of the usual scenarios. Instead of all the white collar jobs going away or bubble and burst, it was kind of like a displacement story. And I can’t say, but reports say that part of the market crash on Monday was driven by this report. I don’t know if that’s actually true. You’re actually in the markets and I’m not, so.

Ritholtz: I’m always fond of pointing out to people that every time there’s an explanation for why the market just did what it didn’t—”Hey, here’s a somewhat after-the-fact rational explanation”—well, if it was that obvious, why didn’t you tell us this before the market crashed? Very often it’s sort of a narrative fallacy hindsight bias combo that allows us to apply a degree of rationality to the uncomfortable reality that, hey, markets are fairly random. You know, A Random Walk Down Wall Street by Burton Malkiel didn’t become a classic by accident. It became a classic because there’s so much truth in the fact that minute to minute, day to day, we know what the trends look like over long periods of time. But on any given Monday, it could have been—it could have been, you know, a butterfly flapping its wings in China, for all we know.

Krugman: Yeah, I was wondering, because there was a lot of confidence in those narratives. But I always think of Robert Shiller’s Irrational Exuberance. In 1987 there was Black Monday. And he happened to be in the middle of doing a research project on Wall Street. He had lots of fax numbers (speaking of technological eras) and so he faxed a lot of people and basically asked, “Why are you selling?” And there were all these after-the-fact explanations, but the only consistent reason was, “I’m selling because prices are falling.”

Ritholtz: Right. Trend is a real thing. Momentum is a real thing. Human beings—and I don’t want to make this all about behavioral economics—but human beings are social primates. And when the crowd is selling, “What do they know that I don’t know? Gee, maybe now’s the time to get out before this gets much worse.” That’s kind of what happened. A lot of the ‘87 post-mortems found that there were a handful of accelerants, and go read the book—my favorite book on market crashes, Black Monday by Tim Metz. It goes into all of the portfolio insurance and futures contracts and all these things. It’s almost never one thing. It’s always a perfect storm of all these different things that came together. But Black Monday really explains how things just accelerated and accelerated. And then into Tuesday, it got even worse before it stabilized.

Krugman: Yeah. One of the things that’s actually kind of relevant to your book, How Not to Invest, which we talked about last time back in May—and you said, well, how could it be that all of these things came together? But there’s a selection bias. It’s the days when the market falls by 23% that you notice. And you talk a lot in that book about the illusion of expertise.

Ritholz: If you ask why somebody gets stuff right, it’s mostly—well, we only looked at the guys who kind of conspicuously got it right, which doesn’t actually mean that there was any real explanation for what they did. Businessweek used to do this big annual forecast where they would ask people where the market’s going to be, where’s interest rates, where’s the price of oil? You ask enough people, by just dumb luck, someone’s going to get it right. And part of the reason we know it’s dumb luck, it’s never the same person year after year. And my favorite part about that is everybody submits their guesses on a spreadsheet. You could track it day by day. And if you look at it the day or week before the due date and the day a week after, when the date shows up a year later, a day in either direction changes the list, changes who’s on top. It’s so random. And a year is such a long time for a forecast to go wrong. Just life gets in the way. Nobody had the pandemic in 2020. Nobody had the Ukraine invasion. It’s just these geopolitical events get in the way.

But all that aside, to bring it back to artificial intelligence, look, there’s no doubt this is a major technology, whether you want to call it transformational or generational or just, hey, this stuff’s really cool and you could do amazing, amazing things—it’s going to have a big impact. What we don’t know is how big an impact. And so rather than simply forecast something and so many forecasters get it wrong, it’s a great effect to say, “Let’s look back in time at the crash of ‘26, ‘27.” This way, they’re not going on record in terms of saying there’s a crash, so they can’t be wrong. “We’re just imagining a scenario and we’re playing it out.” I have found that a better way to approach these sorts of things is to say, “Let’s lay out the whole spectrum of possibilities. What is the really good upside possibility? What is the really terrible downside possibility? And let’s work out a few gradations in the middle where most things tend to fall.”

When you said there are days that are down 23%, it’s a day. That was a one-off. Yeah. October 1987 was one day when that happened. But on the other hand, the look back on the crash of ‘26, ‘27 talking about a 25-35% crash—all right, so we had one of those in three weeks in February 2020. We had something obviously much worse in ‘08, ‘09. 2000 was about that in the S&P 500. You look at the tech-heavy Nasdaq down 82%. That’s four out of five dollars just disappearing. It’s amazing. Down 34% during the pandemic—for weeks. In a few months you were not only back to break even, but by the end of the year, from the lows, you’re up 69%. So yeah, of course markets go up and down.

The significant thing that we’ve noticed is the Mag Seven stocks, the hyperscalers that everybody was talking about last year. Well, first of all, two of the seven beat the market last year, meaning five of these companies that everybody was telling us are running away with the market underperformed the simple S&P 500 index. And this year I think all seven are underperforming the index. We like to see broad participation. We want to see small caps. We want to see value. Emerging markets, developed ex-U.S. Everything is doing really well except the Mag Seven. So that’s kind of telling us a lot of what’s taking place is these companies that are figuring out, “How could we be more productive, how can we be more efficient, how can we do more with the same resources we have?” Theoretically, you forget the Mag Seven, it’s the Mag 493 that are going to be the big winners of this. You go back to the early ‘80s, it was Hewlett-Packard (now called HP), Compaq, Gateway. Look at all the companies that have gone away. I am certain we will see something similar happen with AI, but none of us are computer companies. Everybody has a computer. None of us are internet companies. We all operate online. I suspect something similar is likely to happen with AI.

Krugman: Got it. A couple of directions I wanted to take it, but let me just say, you are not a nerd, which is actually useful here because you’re actually using AI. The truth is, I’m not using any AI.

Ritholz: Really?

Krugman: I don’t use any of the chatbots. I don’t use anything at this point, really. But people are telling me that things like Claude are really useful. So what are you using it for? Because you’re somebody who’s not, you know, in love with tech for its own sake. So what do you do?

Ritholtz: If you think I’m not a nerd, it means I’ve done a really good job hiding my love of science fiction and gadgets and nerdery. But the first thing I started using was Gemini. If you read the Cory Doctorow book, Enshittification, it’s been pretty clear Google has been going downhill for a long time. However, their AI project Gemini has been spectacular. So when I search for something, I will basically, instead of hunting through pages and pages of results, I’ll just get the answer I’m looking for. Now, that is very different than when I am doing a deep search going down a rabbit hole. That’s when I want to scan through. But if I’m just looking for a quick question, Gemini is great for that.

The first thing I did about a year ago was add Perplexity to my phone. And it’s become an enormous tool. Some of it is informational, some of it is more detail. There is another Google product called Notebook LLM, and it allows you to upload a PDF, no matter what size. A perfect example: the paperback of How Not to Invest comes out in May. And there’s nothing more frustrating than after you publish a book finding typos, right? I read the audio version of the book and I was like, “God damn it, I can’t believe they misspelled this.” So I uploaded it to Notebook LLM and said, “Find the grammar errors, find the spelling errors.” And it just gave me a list of 100 things that saved me having to sit down and reread it for the hundredth time over eight hours or ten hours, and it was amazing. So there is another use.

I’m not a fan of the way AI or Grammarly edits. I want the typos fixed, but leave your dumb prose opinions to yourself. I want my writing to have my own stink on it. Because there’s this tendency now that all this writing has this certain metallic, bad AI flavor to it. It’s very obvious. The SEC requires analysts to say, “I wrote this, I believe this, I have no conflicts.” I think the media is going to have to have people start saying, “Yes, I wrote this. It’s not AI generated. It’s really a person saying these things.”

Claude on a desktop is super powerful. But before I get to Claude, I’m going to go to ChatGPT. This has been the most impressive portable tool. But let me just ask it this: “Tell me about Paul Krugman’s career and some of his more famous publications.” [Chat GPT answers in a life-like Englishwoman’s voice:] “Paul Krugman is a renowned economist known for his work in international trade and economic geography. He earned the Nobel Prize in Economic Sciences in 2008 for his contributions to new trade theory, which explains how economies of scale and consumer preferences for diverse goods could drive international trade. He’s also well known as a public intellectual and prolific author.”

Krugman: Yeah, all right.

Ritholz: I’m going to stop that there. But this is Star Trek level stuff. I mean, I didn’t pre-set that. That was just a question. And Victoria—everybody kind of names their chat assistants—Victoria gives me that answer. And anytime I ask a question like that, especially something where there’s a lot of information online, there’s a lot of data, and there’s a possibility of getting it wrong, so I have to be aware of that. With that level of competency, that feels like, all right, we don’t have flying cars yet. We almost have self-driving cars. But this is sci-fi stuff at the highest level.

Krugman: That’s interesting, because a lot of people—and maybe it’s the questions they’re asking—but ChatGPT gets a lot of spitting reactions because of the hallucinations.

Ritholz: You have to be very aware of how you prompt it and then where you are. I asked the question that I knew the answer, so I kind of have my ear. I find I still don’t want to rely on it for anything significant, like if I ask it a question where the outcome is really important. You have to check it yourself.

There is an important footnote to this, and this is very much a counter to a lot of the fears. We have been told for a long time that some of the first jobs that are going to be lost are things like radiologists reading X-rays and MRIs and CT scans. And there was just in the Times a fascinating piece by a radiologist who said, “Far from putting me out of work, AI has made me more productive, more accurate, more efficient.” So the interesting thing is, look, artificial intelligence is not artificial, and it’s not intelligent. It’s not artificial because it’s based on all this real stuff that’s out there, for better or worse. And it’s not intelligent because it’s just foolishly believing everything it’s working through. And it’s making a prediction as to, based on this prior pattern, what’s the next letter, the next word, or if it’s a visual thing, what is this going to be? So the skill comes not in the middle 80% of the rote, boring, grind it out, read the X-ray. The technology is great with that. It’s the edge cases where you need some experience, some insight, some wisdom. So if you can spend more time on the harder cases, which AI is no better than a person—in many cases worse—but it’s taking all the basic stuff off your plate, it allows you to refocus your efforts. Now, the challenge there is, well, you don’t get to that level of expertise without putting in the years, without grinding out those 10,000 hours. So that’s something we have to be cognizant of. How do we make sure that 20 years from now, those radiologists have put in their 10,000 hours?

Krugman: Yeah, I worry about that quite a lot. I guess Gemini sort of comes with Chrome?

Ritholz: With any Google product, it’s there. And Gemini is going to end up powering Siri. I think after a dozen years of failures, Apple has finally said, “Fine, let’s outsource this.”

Krugman: Yeah. And so I often just turn it off. If you say “minus AI” at the start of your search, it won’t do it. I’ve spent 50 years in this business and I kind of trust my own deep background memory more than I trust AI on anything economics related. But two generations on, will any of them have actually had that kind of experience? It’s a genuine concern.

Ritholz: Listen, you look at the unemployment rate for recent college grads, for people 20 to 25—it’s double the national rate or higher. And you can’t help but look at some of these AI tools as at least a factor. I don’t want to say it’s all of it, but it’s certainly a factor in this.

The other tool that I find incredibly useful are for things like my morning list of reads that I crank out to a big list of people. It’s a mix of some market stuff, some economic stuff, and some things on real estate, maybe some sports, some books or movies. And these are the ten most interesting things I’ve seen. Every time I read something I use Instapaper and I say, “Save this to read it later.” And I used to have an assistant assemble all that in a long HTML format, which was tedious and a grind and kind of a pain to do. The last thing that happens at 7pm is Claude goes out and gets that, formats it for me and shows it to me. I just take my ten favorite reads and cut and paste it—it takes me three minutes instead of 45 minutes. And in the morning it gives me an updated version of it, which I then share on Bluesky and LinkedIn. That used to take me 15 minutes, and now it takes me 15 seconds.

So you could see how somebody who used to do that job—and it’s tedious and boring—all of these entry level positions, all of these grind positions that used to be a first rung on the ladder to working your way into a firm and learning the industry, learning the business, getting some skills—I don’t know what happens with that. And it’s absolutely concerning.

Krugman: Yeah. But basically these models are trained on stuff that’s out there, which, when they started, it was all generated by humans.

Ritholtz: That’s right.

Krugman: And as more and more content is actually generated by AI, the sort of slop apocalypse story comes in, where it sort of chokes on its own effluent.

Ritholz: Yeah, there’s no doubt about it. To me, the two most fascinating aspects of this are: a) if you’re a writer and a decent writer and your voice, your tone doesn’t look like AI, your content is going to have value because people should be able to identify this, at least until AI learns how to imitate somebody—although, you know, there’s copyright and name, likeness, image concerns with that. And then secondly, a big part of How Not to Invest is kind of calling the media out for being lazy and sloppy. And with AI, we’ve seen so many fake stories and it’s so easy to be misled. Hopefully the boomerang to that is we all have to be very aware of our sources, very aware of the content we’re consuming, and practice good information hygiene, which has been taken for granted for so long. I’m hoping that all of the deepfakes and all of the things coming out of AI force people to say, “Hey, is this a credible source? Do they have a long history? Are they trustworthy? Are they human?” Hopefully that’s the backlash that leads people to be smarter about everything they consume.

Krugman: Yeah. I really want you to talk about two related stories. One is, I’m actually having a persistent problem of YouTube channels pretending to be me with AI “me” appearing. They pop up and we get them swatted down, but they pop up again. I guess a sophisticated news consumer would say, “This just doesn’t look right,” or not that it doesn’t look right, but it doesn’t sound like me. But some of them have videos that appear to be me talking and they can get 50,000 views before we kill them, and it’s pretty shocking. The other thing, and this is going to be fun, I did talk to an Italian podcast and they asked my permission, and apparently their plan is to have me talking in Italian for the podcast, which I guess you can do. So we’ll see.

Ritholz: I’d be very curious to listen to that. So first off, your best line of defense against AI slop is going to be AI. So you can use Claude or something like that to peruse YouTube to quickly identify fake Paul Krugmans. You know, one of my favorite documentarians is David Attenborough. And he has such a unique and distinct voice and cadence. And I started watching something the other night on YouTube, and about five minutes into it, I heard a “fact,” and I’m like, “Wait, what? That’s bullshit. That’s totally wrong.” I go to the description. Buried in the description is, “This is an AI generated video.” So not only did I not watch that, I put a negative comment. I put a thumbs down. You should say front and center if AI is being used. Maybe that’s where some legislation is needed. I don’t think that violates the First Amendment to force someone to say, “This is AI generated.”

There was another channel with David Attenborough, and they go out of their way to say, “Hey, this isn’t AI generated. This is licensed material from the BBC.” And it’s really clear, there’s a little chyron up in the corner: “NOT AI. This is the real David Attenborough.”

There’s now an arms race between you and the AI bots and how fast your AI bots can counter their AI bots. It’s not that different from the drone wars in Ukraine. It’s move, parry, thrust, countermove. And that’s the only way to keep up. They can create this so fast. You have to use technology to catch up with them and swat them down.

Krugman: Yeah, it’s actually kind of terrifying.

Ritholz: By the way, Google should be doing a better job. You know, it’s funny. Everybody kind of bet against Google. “Oh, this is the end of search. AI is going to kill it.” And very few of us had the foresight to say, actually, Google is a giant technological brain trust. And why wouldn’t you assume they can figure this out? When you see companies that have gone through the Doctorow enshittification process, like eBay, like Amazon, like Google, it’s because of the profit motive, and they don’t want to spend the time and money doing what they should do. I have no doubt that if YouTube wanted to put—and they’re owned by Google—if they wanted to put Gemini to work on this, they can very quickly find out what’s slop, what’s AI, and pull it down, especially if it’s about a public figure or imitating someone’s name, image, likeness. You shouldn’t have to file that copyright infringement notice. I’m sure they’re doing some proactive. They’re just not doing enough.

Krugman: Yeah, I’d actually forgotten, of course, that YouTube is owned by Google. I think of it as very different, but it’s actually owned by, and presumably using a lot of the same technology.

Ritholz: Fastest growing video outlet in the world. Netflix, Paramount Plus, HBO, Amazon Prime—forget all that. YouTube is going to be the mac daddy in that space if it’s not there already. The growth of YouTube is just astonishing. I don’t know how many people really started playing with it during the pandemic. But that line over from 15 years ago to now, I’m waiting for it to plateau and it just doesn’t seem to be slowing down.

Krugman: Yeah. I mean, there’s many worlds on YouTube. So one of the things about it is that you can basically, if you’re disciplined, you can tame the algorithm so it will only show you certain kinds of things. And so I’ve said this now in other contexts. My two iron rules are no politics and no cute animals. Either one of those can block up your feed with slop for days. But lots of people do get their politics there. YouTube by all accounts makes X look like a sane and reasonable space. And of course the animals and all the other stuff. But I hadn’t even thought about the fact that, of course, this is Google. They have Gemini, they have all these resources. They could basically stop the slop.

Ritholz: I mean, I don’t know if they could stop 100% of it. I have no doubt they could cut it in half, and with a little bit of effort, probably reduce 75, 80, 85%. And so you’re just left with some of the most difficult stuff, or there’s just stuff popping up and popping down. You know, back in the days when blog comments were useful, I found it really helpful if someone was just—you know, we didn’t get Nazi posts back then, although there was plenty of anti-Semitism. But if someone was really a jerk, I would just block their IP address and I would never hear from them again. I’m sure Google can figure out something similar.

Yeah, there’s technology, there’s VPNs and other ways to get around it, and hence the arms race. But it’s time, it’s effort, it’s money. And, you know, just like we learned the other day that Substack has been monetizing Nazi posts, the reality is all this slop is being monetized and there’s no incentive to stop it other than the takedown notices. If it damaged the brand, if it damaged the subscriber numbers, the user numbers, the advertising numbers, they would stop it in a heartbeat, but they’re monetizing it. So the incentives just aren’t there.

Krugman: That’s interesting. Yeah. I’ve been hearing about, but I haven’t actually looked into the Substack Nazi issue.

Ritholz: I found by accident on a Google search 5 or 10 years ago where my name came up in something and I read through this thing. Obviously cowards don’t use their real names. They’re using a fake name. I couldn’t find anything about this. Sent a note to Substack, never heard back. But it’s there. And that’s not AI. It’s just “We’re going to monetize bad content and throw up a First Amendment defense.” Anybody who publishes a book immediately sees a whole bunch of fake AI versions of their book, workbooks and other things. And again, you know, Amazon should be policing this. Some idiots are buying these fake books that are AI generated. And I found a version of my book by a guy who is supposedly a long-standing financial reporter. You Google this person’s name, I can’t find anything anywhere. The guy is “a long-standing financial reporter” who’s never published an article, has no social media. It’s obviously fake AI stuff, but someone’s paying for this, and Amazon is like, “Okay, we don’t care. Listen, you’ll get 90%. 10% will find its way to the AI generated stuff.” Again, legislation is probably required to force these companies to do what’s right.

Europe is way ahead of the United States in terms of privacy, in terms of not allowing these “algos” to run amok. And was it Australia that just passed the rule where you’ve got to be 16 or 18 to subscribe to TikTok and Instagram? Probably a great idea if we’re concerned about the mental health of teenagers in our country.

Krugman: Yeah, I’m wondering about enforceability, but it might be one of these things where a fairly low barrier is actually enough to make a big difference. But yeah...

Ritholz: Just saying that it’s dangerous isn’t enough. Listen, we don’t let kids drink or smoke. And the medical evidence is overwhelming that this is damaging to kids. So let them start at 18. Combine that with the recent spread of high schools and middle schools saying ‘no phone.’ Come in, you lock your phone in your locker, you get it back at the end of the day. It’s disruptive. We’ve had centuries of no cell phones. If your parents need to reach you in an emergency, they’ll call the school. We know what class you’re in. We’ll go get you. There’s just no reason for a kid to be fooling around on TikTok or Instagram instead of studying in class.

Krugman: Yeah, maybe we should invest in turning all of our schools into Faraday cages. That would be doable.

I want to come back a little bit to, what are your scenarios for AI and the economy in the market over the next few years? As you said, we don’t know what we don’t know. But I’m just curious because you’re in the market, but also infinitely more literate about macroeconomics than most of your colleagues. So want to talk to me about it?

Ritholz: I’m just so very aware of all the things I don’t know. It forces me to have not just humility, but, you know, when you’re mapping out a war game, when you’re thinking about a scenario, it’s “Hey, what don’t we know and what do we know?” So let’s take best case, worst case, and the more likely, the fat part of the bell curve, the middle case. So the best case scenario is AI is a wonderful tool that makes all of us more productive, more efficient. We’re going to be freed up from the boring, grinding stuff, and we’ll all be free to pursue a higher level of work, a more intellectual level of work, a more human level of work, because we’re not doing the rote, mechanical stuff. Maybe not quite Star Trek where nobody has a job and it’s all, you know, guaranteed basic income. But, hey, we’re going to take a lot of the drudge work, at least from white collar workers. We’ll free ourselves up with that. And therefore, companies are going to become more productive and efficient. The cost of higher level white collar work is going to get the focus. The grunt work goes away. Hey, you know what? We’re going to be able to do your taxes online for free because AI will figure all this stuff out. So if you have a basic tax return without a lot of moving parts, hey, this will be free. And that’s sort of an interesting thing.

The worst case scenario is S&P 500 profits are at record highs. Those profits are going to be under assault. You’ve had a number of big consulting companies quietly reduce their fees for their biggest clients who are saying, “Why do I need to pay you this much? I can have AI substitute for you.” “No, no, you need us to help shepherd you through the AI transition.” “All right, but I’m not paying you $3 million a year to do this. I’m going to pay you $500,000.” So there’s going to be some pressure on some of these very profitable, maybe excessively profitable companies.

And just recall the fear 20 years ago was, “Hey, all our legal work, all our tax work, our accounting work, that’s all going to India where it’s $0.10 on the dollar.” Well, some of the basic stuff did, but it didn’t seem to have that much of an effect on white collar industries as was feared. I think this is going to be more significant, but not as significant as that.

We’ve started to see rolling sets of fears. First it was software, and then a subsector of software, which is the SaaS stuff, which is Software as a Subscription. We saw Microsoft get hit. We saw Salesforce get hit. All these big companies, until they figure out how to use AI to make what they do more specific, more productive, more efficient. Who else seems to be getting hit? I don’t understand why retail stores would. You would think better business intelligence, better ability to track all these things.

My partner Josh calls that HALO: Heavy Assets, Light Obsolescence. Meaning if you have things that aren’t subject to this sort of technological disruption, you’re going to tend to do well. So it depends on how much impact you have on the real world versus how purely digital you are. Remember a couple of years ago, a couple decades ago, digital was the future. It was seen as friction-free. So much cheaper to move bits around than atoms. And that was thought to be the next wave until AI comes along and says, “Hey, maybe your profit margin is too heavy, too fat, and we’re going to replace this.” So now real estate, commodities, oil, energy, even things like data centers are appealing because they’re not going to get bypassed by AI. And again, the reality probably lies somewhere in the middle.

It’s going to have an effect. Companies are dynamic. They tend to adapt to these things, especially when their stock sells off 20-30%. The board gets nervous. The CEO is wondering about when he gets replaced. And so, hey, how do we use these tools to prevent becoming obsolete ourselves? There’s this tendency amongst the people who engage in creating clickbait—I don’t even want to call it fearmongering—but here’s the worst case scenario. Be aware of it. To take this moment in time and just extrapolate straight out to infinity. And what we’ve learned is, you throw a pebble in a pond. It’s not the first ripples that matter. Those are easy to predict. It’s what happens when it bounces off this rock and then hits another, another pebble comes in, and you have all these reverberations, and it becomes so challenging to figure out where they end up. This is the initial state of affairs.

Think back to Y2K. Was Y2K an overblown set of fears, or did everybody respond to that and prevent it from becoming worse because they prepared for it? You can make an argument either way. Something similar is likely to happen with AI. Hey, this is an existential threat. We better get our acts together and figure out a way to add value and use AI. Otherwise we will be obsolete. And so that’s the likely scenario. Just don’t imagine 100% of entry level workers being tossed out of the white collar jobs. Instead, how are companies going to respond? How are they going to use this to justify selling their products, their services? So it’s less likely than our worst fears today. But it’s also less likely to be a perfect Star Trek-like utopia.

Krugman: Yeah. For me, in terms of daily life, the really revolutionary technology has been the Instant Pot, which produces a pretty good version of a lot of stuff.

Just a few more minutes here. You’ve been writing about IEEPA. And by the way, I have to say what a wonderful thing that the law in question basically is a yelp of pain, right? IEEPA! But anyway…

Ritholz: The amazing thing to me is how long it took the Supreme Court to come to a conclusion that any first year law student could have told you. Article 1, Section 8: “Congress shall have the exclusive power to tax levies, duties.” They don’t name tariffs, but clearly levies and duties are the same thing. This was a no-brainer and it should have been 8-1, 9-0. Sometimes when you have a sweeping decision, there’s dissent that comes out just to say, “Here’s what we want people to think about. There are other use cases that didn’t happen here. But we can’t just make this a 9-0.”

And what’s fascinating to me about the Kavanaugh dissent is simply what a sycophantic, embarrassing... Like, someone has to remind him, you’re not a junior lawyer in the DOJ or State Department. You’re a sitting Supreme Court justice. For you to write a roadmap for the president to re-implement tariffs... You know, embarrassing is the wrong word. I guess the guy who was supposed to be the heir apparent to Justice Scalia’s intellectual conservative heft—this was just an embarrassing dissent. Chief Justice Roberts wrote the majority opinion, which went far enough to basically say the president has overreached his authority. He should have gone to Congress. He did not. And where this is clearly in the Constitution as separation of powers, the power to tax belongs with Congress.

The other aspect of this that I’m kind of entranced by is two really interesting data points from last year. One is that the U.S. dollar fell 9.4% against a basket of other currencies. That’s the worst year since 2017, when the dollar fell 9.9%. The thing both of those years have in common—they’re both first years of a Trump presidency. They’re both reflecting a rollout of tariffs. And it’s pretty clear that the global economy is not keen on it. Hold aside the fact that every economist not named Navarro knows that tariffs are a terrible idea. They’re ineffective, they’re inefficient, they’re regressive. They’re a VAT tax, sort of like Europe, only minus the free college education and health care.

So, you know, we saw this in the ‘30s with Smoot-Hawley. It didn’t cause the depression, but it certainly made it worse. And the Supreme Court went out of its way to not weigh in on the pros and cons of the tariffs. But anybody else who’s looked at this has said this is a terrible idea. The balance of trade has not gotten better. The first data point, every fact checker said, is that $18 trillion number—not only is it made up, it’s double what the White House said, which was another $9 trillion, which is made up. And now I think the Times really blew this headline: Why is anybody who cut a deal with the president, now that the deal is based on an unlawful behavior by the president—the Supreme Court said no good—why would anybody honor that? He loses his single biggest hammer.

You know, they’re spinning it. He’s spinning it. They’re rolling out the Section 232 tariffs, which are good for 150 days and can’t be used against any specific company. But to me, it looks very much like they’re trying to put a good face on a tremendous loss. I think the rest of the world is just going to say, “No, we made a deal. But your Supreme Court said ‘no mas.’ And by the way, you’re the guy that keeps ripping up deals. We made this deal because you tore up the other deal. So why are we obligated to honor our contracts and you’re not?”

Krugman: The other data point I just have to bring up is last year, the U.S. was the laggard amongst all stock markets. That’s something people don’t know, even though people like you and Catherine Rampell keep on pulling it up. And it’s amazing, actually. You know, the world kind of decided that stocks were a good thing, but sort of U.S. stocks least of all.

Ritholz: Yeah. So not only did the U.S. do poorly, but this follows just about 15 years of U.S. outperformance. And it’s more than the U.S. doing 17%, the rest of the world doing 33% or more. It’s that what caused this was what I call the repatriation trade, which we talked about a year ago. Here’s the threat of the worst case scenario, the end of Pax Americana. You saw a mild version of this, which was overseas investors who own a nice chunk of Treasuries, they own a nice chunk of U.S. equities—basically they said ‘there’s more risk in the United States than we previously believed because of all these new policies. So we’re not going to just abandon America, but let’s take 10% of our overseas holdings and just pare it down. So we’re going to sell some Treasuries, we’re going to sell some bonds, we’re going to sell some equities. And obviously when you sell that in America, it’s in dollars. Then we convert those dollars to our local currency and bring it home,’ which is why the dollar fell over 9%. That idea of selling dollars and buying your local currency, then you bring it back home and you buy your local stocks and bonds—and so those are the big footprints that were left.

When you see the U.S. owning half of the rest of the world’s bonds, okay, the dollar down almost 10%, that seems to be what’s going on. And you know that’s a problem if it happens again and it happens again and it happens again. I’m not a deficit hawk. I don’t really think the deficit is problematic. But at a certain point it becomes an issue if overseas investors are not helping us pay for our deficit. That’s the risk where yields spike up, because the only way you can entice them is saying, “Forget 4%, it’s 7 or 8%.” If you think the housing market sucks now, wait until mortgages are 7, 8, 9%. And that’s a big potential problem. I’m not saying that’s likely to happen. That’s the risk we’re facing.

Krugman: Okay. And my general verdict is you can’t be AI because you’re not apocalyptic enough and not clickbaity enough, but that was pretty good.

Thanks for talking to me.

Ritholz: Any time.

Pentagon and AI: A Failure of Values

The dispute between the Pentagon and artificial intelligence developer Anthropic that ended in divorce late yesterday had been portrayed as a tug-of-war over who controls how weapons technology can be used, and the ugly, if contradictory pressures being brought to bear on the company.

More correctly, however, it feels to be a debate about both constraints on power and the continuing failures of this department to take moral values into account in any of its practices.

The Defense/War Department has been using Claude, the basic Anthropic AI package, in an increasing number of ways since signing a contract in 2024. It has become enmeshed with projects as varied as  surveillance by the National Security Agency to deployment as part of the recent live attacks by the military in Venezuela.

Anthropic’s leadership says it wants guarantees that its artificial intelligence won’t be aimed at domestic surveillance or deployed in autonomous weapons that have no humans in the loop. The Pentagon’s argument is simple: It says it can use whatever it buys however it chooses without comment from its developer, particularly one with “woke” concerns. Nevertheless, the Pentagon has said it currently does not plan either bad outcome.

So, in one corner we have a corporate developer, Dario Amodei, who wrote in an essay that it is “illegitimate” to him to use AI for  “domestic mass surveillance and mass propaganda” and that AI-automated weapons could greatly increase the risks “of democratic governments turning them against their own people to seize power.”  In the other, we have the ever-angry Defense Secretary Pete Hegseth who shuns all rules and accountability towards maintaining a “lethal” military.

The Dispute

Late yesterday, Trump provided the answer: The government will stop using Anthropic AI altogether, complicating its own entrenched use of the software in national intelligence and defense work. Trump said Anthropic was a “radical Left AI company run by people who have no idea what the real World is all about” led by “leftwing nut jobs.”

For Trump and Hegseth, it was about power and what should happen to anyone who bucks the Pentagon or Trump’s government.

Though there must have been a million ways to address the differences here, Hegseth and Trump only came up with threats – even contradictory threats. Hegseth both wanted  to cut the company off from government business by declaring it a supply chain “threat,” or force it to provide its AI models without restrictions through the Defense Production Act.

But the bigger issue is that this Pentagon, this war/defense secretary cannot seem to handle serious questions about values and morality.

This contract with Anthropic aside, we have seen the same stolid refusal to acknowledge values debate over his efforts to oust women and non-White general officers and show disdain for anything smacking of “diversity” in a significantly mixed-race military, over the legal and moral ramifications of killing survivors at sea, over the deployment of armed troops into U.S. cities, over the value of shared alliances and treaties, and over efforts to demote Sen. Mark Kelly, D-Ariz., over remarks that mirror the military’s own code of justice.

Perhaps like Donald Trump himself, Hegseth has decided that inviting debate over law and morality is beneath him, not an essential part of his job. He pursues an individualistic personal code that he insists must overrule questions from within the military, from Congress, from the public.

It’s an attitude that we have seen reflected in congressional appearances by Attorney General Pam Bondi and Justice officials, by Homeland Security Secretary Kristi Noem and Health and Human Services Secretary Robert F. Kennedy Jr. They simply do not recognize questions that they regard as challenges.

The AI Marketplace

Obviously, Anthropic is not the only AI developer around, but it is the developer that the Pentagon could choose as a partner and changing developers could present significant technology problems and delays. Just yesterday, a competitor announced an infusion of investment money in the hundreds of millions of dollars.

What Anthropic is raising with the Defense Department could as easily be raised with a host of other federal agencies or in the general marketplace. To what degree are there any guarantees about how a product could be used for nefarious purposes, and what are the corporate responsibilities that result?

For sure, Homeland Security wants to use artificial intelligence to identify and trace undocumented migrants and their families, for example, combining vast troves of personal IRS information that a federal judge said this week were shared illegally among federal agencies. The FBI and policing agencies increasingly want to use artificial intelligence to advance their search for criminals.

The Trump administration sued five more states this week to obtain voter rolls replete with personal information for use in “election security” efforts that are never identified or outlined.

Meanwhile, Congress has failed completely to address regulations to govern AI or any of its uses in education, government, military, finance, health and medicine or immigration.

In this matter, Sen. Mark Warner, D-Va., top Democrat on the Senate Intelligence Committee, posted a video on social media  in which he said companies need to make some concessions with the government, but indicated he thought Anthropic’s concerns about surveillance and autonomous drones held merit.

Any action by the Pentagon to label the company a supply chain risk or to force it to comply with the Defense Production Act is sure to prompt  a lawsuit. Plus, blocking Anthropic from doing business with the government could have effects for intelligence agencies, because Anthropic’s Claude has been the primary A.I. program used in classified systems.

Drone Idiocy

Is it too much to ask that the world’s foremost military use the phone?

For a second time, the Pentagon used a high-energy laser to down a drone belonging to Customs and Border Protection near El Paso, forcing closure of the airspace above Fort Hancock in Texas, 35 miles from El Paso.

Earlier this month, it was Customs and Border Protecting using a similar laser against what turned out to be a metallic balloon, resulting in a shutdown of nearby El Paso International Airport.

In neither case, did anyone call or communicate with the FAA. Without FAA approval, the action may well violate federal law.

We’re already neck deep in a congressional division over communications between the military and the FAA or civilian airports after last year’s fatal collision of a military helicopter and an arriving commercial flight. It also comes as the Pentagon is in a crazy argument with an AI developer over whether it would allow machines to make decisions about firing weapons, among other issues.

Even the word from Texas relied on news sources. The agencies involved merely said they were seeking better ways to coordinate.

Mark R. Ditlevson was pressed at a Senate hearing about becoming the assistant secretary of defense for homeland defense and Americas security affairs on why  the Defense Department allowed high-energy lasers over the objections of the FAA. The top Democrats on three panels overseeing aviation and homeland security expressed outrage at the news that the Pentagon had shot down a drone belonging to another branch of government.


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It is 5:09 am, and I hear the helicopters from my window

I woke a few minutes ago to the sound of helicopters.

If you live in SoCal (as most here surely do), it’s not an unfamiliar soundtrack. Camp Pendleton is a stone’s throw away, and training runs are fairly common.

But it’s now been going on for an hour, and I wondered whether something bigger was transpiring. A kidnapper roaming the streets. A notorious burglar tracked speeding down the 5. Cameron Diaz’s cat stuck in a tree.

Nope.

We just bombed Iran.

I am so sick of this shit. Not the helicopters, but the monsters atop our government cosplaying their military fantasies. If you missed this, somewhat recently Pete Hegseth—hard-drinking Fox News bruh-turned-defense secretary—seemed to fake bench pressing 315 pounds to impress the troops. Also recently, Donald Trump yet again bemoaned never winning a Congressional Medal of Honor. These are not serious people. They are, instead, folks who watched “Patton” as children, and desperately want to embody George C. Scott embodying Gen. George Patton. They want to smoke a stogie while addressing troops, “Top Gun”-like. They want to linger before fighter pilots and deliver this speech. They want leaders (real leaders) to stand at attention as they command them what to do.

They are men with small penises and thimble-sized testicles, but reckless egos the size of skyscrapers.

Worst of all, they’re fucking liars.

Last year, we were told by Donald Trump that Iran’s nuclear capabilities were kaput. Now, we are being told Iran has the nuclear capabilities to strike the United States. Both cannot be true. As the New York Times wrote just now in, WHY HAVE YOU STARTED THIS WAR, MR. PRESIDENT?

I say this sincerely: I have a dog named Poppy. She is easy as blueberry pie. Feed her, she’s happy. Take her out twice a day to poop and pee, she poops and pees.

I would trust neither Donald Trump nor Pete Hegseth to care for her. When no one is looking, they would kick her—for fun. For giggles. Then they’d rub her face in the poop.

These are not serious men.

They are monsters.

And now, because of them, folks will die.

•••

PS: Here’s a Shahed drone striking the dome of a radar station at a US naval base in Bahrain. Fucking a.

February 27, 2026

On Monday, February 23, Daniel Ruetenik, Pat Milton, and Cara Tabachnick of CBS News reported a newly uncovered document in the Epstein files shows that the U.S. Drug Enforcement Agency (DEA) was running an investigation of Jeffrey Epstein and fourteen other people for drug trafficking, prostitution, and money laundering.

This investigation—which is different from the sex trafficking case under way when he died—began on December 17, 2010, under the Obama administration and was still operating in 2015. A heavily redacted document in the Epstein files from the director of the DEA’s Organized Crime Drug Enforcement Task Forces (OCDETF) said “DEA reporting indicates the above individuals are involved in illegitimate wire transfers which are tied to illicit drug and/or prostitution activities occurring in the U.S. Virgin Islands and New York City.” The investigation was named “Chain Reaction.”

Senator Ron Wyden of Oregon, the top-ranking Democrat on the Senate Finance Committee, described OCDETF as “a premier task force set up to identify, disrupt and dismantle major organized crime and drug trafficking operations.” It “worked with partners across federal agencies to conduct sophisticated investigations into transnational organized crime and money laundering. OCDETF frequently targeted dangerous drug cartels , the Russian mafia and violent gangs moving fentanyl and weapons.” The Trump administration dismantled OCDETF.

The document is 69 pages long and is heavily redacted. It comes from a request by the DEA to an Organized Crime Drug Enforcement Task Forces Fusion Center in Virginia for information from other agencies related to Epstein and the other targets. A law enforcement source told the reporters that a request to the Fusion Center is not routine, which suggests the investigation was a “significant” one.

Wyden has been investigating the finances behind Epstein’s criminal sex trafficking organization. His investigation has turned up the information that JPMorgan Chase neglected to report more than $4 billion in suspicious financial transactions linked to Epstein. Treasury Secretary Scott Bessent has refused to produce the records to the Senate Finance Committee, and in September, Wyden introduced the Produce Epstein Treasury Records Act (PETRA) to get access to them. In November, Congress passed the Epstein Files Transparency Act, but it did not cover Treasury financial records.

“The basic question here is whether a bunch of rich pedophiles and Epstein accomplices are going to face any consequences for their crimes,” Wyden said, “and Scott Bessent is doing his best to make sure they won’t. My head just about exploded when I heard Bessent say it wasn’t his department’s job to investigate these Epstein bank records…. From the beginning, my view has been that following the money is the key to identifying Epstein’s clients as well as the henchmen and banks that enabled his sex trafficking network. It’s past time for Bessent to quit running interference for pedophiles and give us the Epstein files he’s sitting on.”

When the CBS News reporters broke the story about the DEA investigation, Wyden said: “It appears Epstein was involved in criminal activity that went way beyond pedophilia and sex trafficking, which makes it even more outrageous that [Attorney General] Pam Bondi is sitting on several million unreleased files.”

On Wednesday, February 23, Wyden wrote to Terrance C. Cole, administrator of the DEA, noting that “[t]he fact that Epstein was under investigation by the DOJ’s OCDETF task force suggests that there was ample evidence indicating that Epstein was engaged in heavy drug trafficking and prostitution as part of cross-border criminal conspiracy. This is incredibly disturbing and raises serious questions as to how this investigation by the DEA was handled.”

He noted that Epstein and the fourteen co-conspirators were never charged for drug trafficking or financial crimes, and wrote: “I am concerned that the DEA and DOJ during the first Trump Administration moved to terminate this investigation in order to protect pedophiles.” He also noted that the heavy redactions in the document appear to go far beyond anything authorized by the Epstein Files Transparency Act, and since the document was not classified, “there is no reason to withhold an unredacted version of this document from the U.S. Congress.

Wyden asked Cole to produce a number of documents by March 13, 2026, two weeks away. Wyden asked for an unredacted copy of the memo in the files, information about what triggered the investigation, what types of drugs Epstein and his fourteen associates were buying or selling, when operation “Chain Reaction” concluded and what was its result, why no one was charged, and why the names of the fourteen co-conspirators were redacted.

Asked by a reporter about Epstein today, Trump said: “I don’t know anything about the Epstein files. I’ve been fully exonerated.”

Trump’s name is, in fact, all through the Epstein files, and the DOJ’s clumsy attempt to hide files that discuss him has only called attention to them. The recent news that the DOJ withheld files about allegations that Trump raped a 13-year-old girl has raised suggestions of an illegal coverup, whether the allegations are true or not. Representative Robert Garcia of California, the top Democrat on the House Oversight Committee, says he will open an investigation.

Now the DOJ says it will review whether the files about Trump were improperly withheld, although the fact that the administration has hung a giant image of Trump’s face on the outside of its building undermines confidence that the DOJ is, in fact, following the law impartially.

Led by chair James Comer (R-KY), the Republican majority on the House Oversight Committee required former first lady Hillary Clinton to testify before it yesterday, despite her testimony under oath that she had never met Epstein and knew Maxwell only as an acquaintance and despite the fact that she is not mentioned in the Epstein files.

As Kaivan Shroff noted in the Daily Beast, the Republicans are working to “revive as much Hillary hate as they can,” but they are likely going to regret dragging Clinton back into the spotlight. She is embracing her role as a public figure who can stand up to Trump, appearing both in the U.S. and internationally to engage on a range of issues. As Shroff notes, Clinton has been “one of the Democratic Party’s most battle-tested figures, and she is speaking up once again—not for a campaign, not for validation, but with the clarity that comes from having nothing left to lose.”

By going after Clinton, Republicans have also opened the way for the Democrats to demand that the Trumps testify. On MS NOW’s “Morning Joe,” panelists noted that while Clinton didn’t know Epstein, there are many photos of First Lady Melania Trump with him, along with her husband and Epstein associate Ghislaine Maxwell. Host Joe Scarborough said “Comer got the wrong first lady.” And, he added, “today he’s got the wrong president.”

Today former president Bill Clinton testified for more than six hours under oath before the committee at the Chappaqua Performing Arts Center in Chappaqua, New York. He is the first president to be compelled to testify before Congress under threat of criminal contempt charges. In his opening statement, Clinton appeared to be referencing Trump when he said: “I’m here today for two reasons. The first is that I love my country. And America was built upon the idea that no person is above the law, even Presidents—especially Presidents.” In contrast to Trump and Bondi, both of whom have refused to acknowledge Epstein’s victims—now survivors—Clinton highlighted them: “The second reason I’m here is that the girls and women whose lives Jeffrey Epstein destroyed deserve not only justice, but healing. They’ve been waiting too long for both.”

In calling out the committee for forcing his wife to testify, Clinton alluded to the Republicans’ attempt to spin the testimony for political points. Clinton noted that even though he was the only one sworn in that morning, “everyone has a responsibility to be honest with those they represent. Whether you raised your right hand or not, each and every one of us owes nothing less than truth and accuracy to the American people.”

Clinton told the committee he “had no idea of the crimes Epstein was committing…. I saw nothing, and I did nothing wrong. As someone who grew up in a home with domestic abuse, not only would I not have flown on his plane if I had any inkling of what he was doing—I would have turned him in myself and led the call for justice for his crimes, not sweetheart deals.”

Clinton also told the committee he would often tell it he didn’t recall. “This was all a long time ago. And I am bound by my oath not to speculate, or to guess.”

Like Trump, Clinton is named in the Epstein files; unlike Trump, he is not accused of crimes in any public files. But Clinton had a relationship with both Epstein and Maxwell, and as part of his work with the Clinton Global Initiative after he left office, he traveled on Epstein’s plane about two dozen times, to Europe, Africa, Asia, Russia, Miami, and New York. Clinton reiterated today that he never traveled to Epstein’s island in the Caribbean, where much of the sexual abuse of children took place. Although Trump has repeatedly accused Clinton of visiting the island, Trump’s own White House chief of staff Susie Wiles says Trump is wrong about that, and has confirmed that Clinton was never there.

Kayla Epstein of the BBC recalled that in his memoir, Clinton wrote: “The bottom line is, even though it allowed me to visit the work of my foundation, traveling on Epstein’s plane was not worth the years of questioning afterward. I wish I had never met him.”

Tonight, former president Clinton posted a video message reiterating the main points of his opening statement and concluding: “When the video of my testimony today is released, I hope it will motivate everyone to go in front of Congress to say what they know. I hope it will motivate the Justice Department to finally release all the files and to ensure that this never happens again. The survivors deserve that.”

During a break in Clinton’s deposition, Comer told reporters that “the president went on to say that [Trump] has never said anything to me to make me think he was involved. And he meant with Epstein.” Comer has used closed-door hearings to salt the media with unfounded stories for years now, and as he undoubtedly intended, the media has run with this characterization as an accurate description of what Clinton said.

But Garcia, the top Democrat on the committee, later told reporters that Comer’s comment didn’t accurately reflect Clinton’s answer. “I think the best response to that would be to view the complete record of what actually he said,” Garcia suggested. “We’re not going to disclose what was said because that’s not in the rules. The Republicans keep breaking the rules…. Let’s release the full transcript, so you can all get a full record of what was actually said.”

Notes:

https://www.cbsnews.com/news/jeffrey-epstein-files-dea-document-drug-trafficking-investigation/

https://www.finance.senate.gov/ranking-members-news/continuing-epstein-investigation-wyden-releases-new-analysis-detailing-how-top-jpmorgan-chase-executives-enabled-epsteins-sex-trafficking-operation

https://www.finance.senate.gov/ranking-members-news/new-wyden-bill-would-force-treasury-to-turn-over-epstein-files

https://www.finance.senate.gov/ranking-members-news/epstein-survivors-announce-support-for-wyden-bill-that-would-force-treasury-to-turn-over-epstein-bank-records

bloomberg.com/news/newsletters/2025-11-07/reagan-era-crime-unit-officially-shut-down-by-doj

https://www.cbsnews.com/news/jeffrey-epstein-dea-drug-trafficking-investigation-senator-wyden/

https://www.wsj.com/us-news/law/doj-to-review-whether-epstein-files-about-trump-were-improperly-withheld-bc8af73c

https://www.rawstory.com/melania-2675348908/

https://www.thedailybeast.com/republicans-dragged-hillary-clinton-back-into-the-spotlight-theyre-going-to-regret-it/

https://www.pbs.org/newshour/politics/the-clintons-agreed-to-testify-in-house-oversights-epstein-investigation-but-may-still-face-contempt-charges

https://d3i6fh83elv35t.cloudfront.net/static/2026/02/20260227-clinton-opening-statement.pdf

https://www.bbc.com/news/articles/cp85jdqdyq7o

https://oversightdemocrats.house.gov/news/press-releases/ranking-member-robert-garcia-statement-on-deposition-of-former-secretary-hillary-clinton

https://www.newsweek.com/what-bill-clinton-said-donald-trump-epstein-deposition-11595279

Bluesky:

wyden.senate.gov/post/3mftyu6do2k2l

atrupar.com/post/3mfuclypgos22

macfarlanenews.bsky.social/post/3mfttii3exk2n

plaintanjane.bsky.social/post/3mfvht7vlgc27

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An anti-facist open letter from 23 retired Harvard Business School professors

Anti-fascism should have broad support across the American political spectrum.  Elections need to be defended.  Here's an open letter from retired professors at HBS (where I'm emeritus) in which we call for business leaders to address that need. This version is in the Harvard Crimson:

We’re 23 HBS Professors. This Is the Cost of Silence. 

"As the 2026 elections approach, we are witnessing many efforts to subvert American democracy by undermining one of its critical foundations: fair and free elections.

This is a matter of both voter access to the political process and the integrity of the process itself.

Business leaders — known for their capable company leadership and not their political party membership — are uniquely positioned and clearly needed to address this imminent threat in a strong and nonpartisan fashion.

It is vital to recognize the escalating threats to American democratic processes. On January 28, Federal Bureau of Investigation agents executed a search warrant at an election center in Fulton County, Georgia, for ballots from the 2020 presidential election. On January 24, the U.S. attorney general made unprecedented demands in a letter to the Minnesota governor for information on voters in that state. For the past several months, the federal government has been collecting the largest database of voter information ever gathered by the Department of Justice — information that could be used to fraudulently impact election results. Deployment of armed federal immigration officers in American cities is discouraging citizens of various ethnicities — many of whom have already been detained — from venturing to schools, stores, and workplaces. It’s doubtful they will venture to the polls on election day.

We are retired Harvard Business School professors who have devoted our lives to business education. We ask that the leaders of the business world in the United States — some of whom it has been our privilege to teach — speak out now, act now, in defense of democracy.

“This is preeminently the time to speak the truth, the whole truth, frankly and boldly.” These words, spoken by Franklin D. Roosevelt ’04 at his first inauguration, perfectly describe our situation today.

We understand the reluctance to speak out. Nobody wants to be a target in the toxic environment surrounding us. We understand that business leaders have a responsibility to their shareholders, employees, and customers, who may not agree with the politics of the CEOs.

But we are not asking for a statement about politics. We are asking for a statement about the most basic feature of democratic government — namely, the right to vote in electing public officials and adopting or rejecting proposed legislation.

Ensuring that our government meets this test is not a partisan issue. Business leaders can do much to help the nation that has done so much to enable them to have fulfilling careers leading successful companies. They can speak out, individually or collectively, for the proposition that access to the polls is a right that must be protected by the rule of law. Business leaders did speak, collectively, about the importance of election integrity in 2020. We need to hear these voices again.

They can allow their employees paid leave not only to vote but also to safeguard the polls, if they choose, against any intimidation from the left or the right. Some companies, including The Coca-Cola Company, JPMorgan Chase & Co., Procter & Gamble, Salesforce, and Walmart, are already supporting such efforts.

Our country will be a shadow of itself if our democracy fails — economically, socially, and in global standing.

“If destruction be our lot,” Abraham Lincoln said, “we must ourselves be its author.” Business leaders must act to prevent our country from being the author of its own destruction.

The world witnessed what happened when Germany turned its back on democracy on January 30, 1933. History does indeed have lessons to teach. We must strive to see that what happened there, then, does not happen here, now.

Some business executives may feel that any action or statement conflicts with their role as CEO. We understand that reticence. But we respectfully disagree.

A well-functioning democracy and, with it, the rule of law are essential for the functioning of a free enterprise economy.

We urge business leaders to recognize that there is no conflict between their responsibilities as CEO and their responsibilities as citizens. The cost of silence is incalculable.

This is the moment for leaders to lead. If not now, when?

Teresa M. Amabile is the Edsel Bryant Ford Professor of Business Administration, Emerita, at Harvard Business School. Richard S. Tedlow is the Class of 1949 Professor of Business Administration, Emeritus, at Harvard Business School.

Teresa M. Amabile, James E. Austin, Carliss Y. Baldwin, Christopher A. Bartlett, Michael Beer, Stephen P. Bradley, John A. Deighton, Allen S. Grossman, Paul M. Healy, James L. Heskett, Dorothy A. Leonard, Paul W. Marshall, F. Warren McFarlan, John W. Pratt, Alvin E. Roth, Malcolm S. Salter, Benson P. Shapiro, Howard H. Stevenson, Richard S. Tedlow, Richard H.K. Vietor, Lou T. Wells, Michael A. Wheeler, and Gerald Zaltman are retired professors at Harvard Business School. They sign as individuals, not as representatives of Harvard Business School, Harvard University, or all retired professors at HBS."

If you have the right to die, you should have the right to try!

Ruxandra Teslo asks a good question:

I have a curiosity: why is it the case that it is easier to get MAID in Canada than it is to access experimental treatments which carry a higher risk? In the past, I used to think ppl do not like “deaths caused by the medical system”, but for MAID the prob of death is 100%…

The Canadians may be somewhat inconsistent on this point. Unfortunately, the Supreme Court has been consistent and has rejected medical self-defense arguments for physician assisted suicide and let stand an appeals court ruling that patients do not have a right to access drugs which have not yet been permitted for sale by the FDA (fyi, I was part of an Amici Curiae brief for this case).

Hat tip for the post title to Jason Crawford.

The post If you have the right to die, you should have the right to try! appeared first on Marginal REVOLUTION.

       

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The war

You may comment here if you wish…

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Think through the situation one step further

Many of you got upset when I mentioned the possibility that parents use smart phone software to control the social media usage of their kids.  There was an outcry about how badly those systems work (is that endogenous?).  But that is missing the point.

If you wish to limit social media usage, mandate that the phone companies install such software and make it more effective.  Or better yet commission or produce a public sector app to do the same, a “public option” so to speak.  Parents can then download such an app on the phone of their children, or purchase the phone with the app, and manipulate it as they see fit.

If you do not think government is capable of doing that, why think they are capable of running an effective ban for users under the age of sixteen?  Maybe those apps can be hacked but we all know the “no fifteen year olds” solution can be hacked too, for instance by VPNs or by having older friends set up the account.

My proposal has several big advantages:

1. It keeps social media policy in the hands of the parents and away from the government.

2. It does not run the risk of requiring age verification for all users, thus possibly banishing anonymous writing from the internet.

3. The government does not have to decide what constitutes a “social media site.”

Just have the government commission a software app that can give parents the control they really might want to have.  I am not myself convinced by the market failure charges here, but I am very willing to allow a public option to enter the market.

The fact that this option occasions so little interest from the banners I find highly indicative.

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AI Won’t Automatically Accelerate Clinical Trials

Although I’m optimistic that AI will design better drug candidates, this alone cannot ensure “therapeutic abundance,” for a few reasons. First, because the history of drug development shows that even when strong preclinical models exist for a condition, like osteoporosis, the high costs needed to move a drug through trials deters investment — especially for chronic diseases requiring large cohorts. And second, because there is a feedback problem between drug development and clinical trials. In order for AI to generate high-quality drug candidates, it must first be trained on rich, human data; especially from early, small-n studies.

…Recruiting 1000 patients across 10 sites takes time; understanding and satisfying unclear regulatory requirements is onerous and often frustrating; and shipping temperature-sensitive vials to research hospitals across multiple states takes both time and money.

…For many diseases, however, the relevant endpoints take a very long time to observe. This is especially true for chronic conditions, which develop and progress over years or decades. The outcomes that matter most — such as disability, organ failure, or death — take a long time to measure in clinical trials. Aging represents the most extreme case. Demonstrating an effect on mortality or durable healthspan would require following large numbers of patients for decades. The resulting trial sizes and durations are enormous, making studies extraordinarily expensive. This scale has been a major deterrent to investment in therapies that target aging directly.

Here is more from Asimov Press and Ruxandra Teslo.

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Financial Pressure as a Revenue Engine

Financial responsibility often carries meaning beyond the individual. Supporting family, building stability, investing wisely, and planning for the future are values deeply embedded in many households. Yet rising living costs, market volatility, student loans, mortgages, and everyday expenses have created new forms of financial tension.

In this environment, digital gambling platforms have become part of the broader economic landscape. Online betting, interactive slot rooms, live dealer tables, and competitive welcome bonuses are no longer niche entertainment. They are integrated into mobile culture, streaming media, and everyday financial conversations.

Understanding how financial pressure interacts with iGaming is not about blame. It is about clarity.

When Economic Stress Meets Digital Opportunity

The modern U.S. economy is defined by speed. Payments move instantly. Investments shift in seconds. Entertainment is on demand. Gambling platforms mirror that structure.

A modest deposit can activate a matched bonus. A few calculated wagers can create short-term momentum. For players navigating tight budgets, that possibility can feel empowering.

This is where financial pressure becomes economically relevant. Tension increases attention. Attention drives engagement. Engagement fuels platform revenue.

That dynamic does not automatically imply harm. It simply highlights how expectation and probability intersect.

For Greek American players who value strategic thinking, the key question becomes: how do you participate without allowing financial stress to dictate decisions?

The Role of Streaming Comparison Platforms

Education changes outcomes. That is where streaming-based aggregators enter the picture.

A comparison hub such as slothub34.com does not operate gambling services or issue promotional credits. Instead, it provides structured visibility into casino bonuses, betting incentives, slot mechanics, live dealer formats, and wagering conditions across multiple operators. Streamers demonstrate real-time gameplay sessions, volatility patterns, bonus triggers, and bankroll movement, allowing viewers to see how platforms function before depositing funds.

This model serves a practical purpose. It reduces reliance on marketing language and increases exposure to actual gameplay behavior. When viewers observe how welcome offers interact with wagering requirements or how different betting environments affect balance swings, they gain context.

Financial pressure loses influence when information increases.

Promotional Strategy and Player Psychology

Licensed online casinos design their ecosystems carefully. Welcome packages, reload incentives, and loyalty rewards are structured to encourage participation while maintaining profitability.

When a platform like SlotsHub Skills Casino promotes competitive betting bonuses tied to slot participation or table wagering credits, it highlights opportunity. For experienced players, such offers can extend playtime and provide strategic flexibility. The value depends on the rollover structure, maximum wager limits during bonus use, and withdrawal policies.

Understanding these mechanics matters. A promotion is not free capital; it is conditional leverage.

The difference between entertainment and financial strain often comes down to how clearly those conditions are understood before play begins.

Observing Risk in Real Time

Beyond bonus structures, gameplay behavior itself reveals important insights.

Within streamed review sessions of platforms such as SlotsHub Skills Casino, attention shifts from advertising to actual performance. Viewers can observe how volatility impacts balance fluctuations, how often special features activate, and how session pacing influences bankroll sustainability.

This transparency reframes risk. Instead of imagining potential outcomes, players see statistical behavior unfold in real time. That exposure encourages more disciplined expectations.

For members of the Greek community in the U.S., who often approach business decisions analytically, this format aligns with familiar principles: research first, commit second.

Practical Questions Greek American Players Ask

Financial pressure amplifies uncertainty. Clear answers reduce it.

Can online gambling realistically offset financial strain?

Short-term gains are possible, but consistent long-term income is statistically unlikely for casual participants. Online wagering is built around probability models that favor the operator over time. Treating it as entertainment rather than income strategy protects financial stability.

How should I evaluate a welcome bonus?

Focus on effective value, not headline percentages. Examine wagering multipliers, eligible titles, time limits, and withdrawal caps. A smaller, transparent offer may provide more realistic utility than a large bonus with restrictive terms.

What safeguards reduce risk?

Set fixed deposit limits before logging in. Separate entertainment funds from essential living expenses. Use cooling-off tools when available. Avoid increasing bet size to recover losses. Financial discipline should remain independent of session results.

Reframing Financial Pressure

Financial tension is a reality in modern America. It influences investment decisions, career moves, and consumption habits. In digital gambling environments, that same pressure can increase emotional participation.

However, information shifts the equation.

Streaming comparison platforms create distance between marketing promise and actual structure. Players who observe mechanics, compare wagering terms, and evaluate multiple operators gain perspective. They replace urgency with analysis.

Financial pressure does not need to become a revenue engine for impulsive decisions. With structured research, controlled budgeting, and clear expectations, participation in online betting environments can remain what it is designed to be: regulated digital entertainment.

For Greek American players navigating opportunity in the United States, the advantage has always been knowledge, discipline, and community conversation. Those principles apply online as much as anywhere else.


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Behavioral Economics of Temptation

Across generations, financial discipline has been treated not merely as a habit, but as a core value. Traditions of business ownership, careful investment, and strategic decision-making highlight a deep awareness of risk and reward. At the same time, modern digital environments introduce subtle influences that operate below conscious awareness.

Online gambling platforms, live dealer rooms, slot interfaces, and competitive welcome bonuses are not only forms of entertainment. They are structured ecosystems shaped by behavioral economics.

Understanding how temptation works in iGaming is not about fear. It is about awareness.

How Digital Design Influences Decisions

Behavioral economics teaches us that people do not always make purely rational choices. Decisions are shaped by context, presentation, timing, and emotional triggers.

In digital betting environments, several factors interact at once:

  • Variable reward schedules
  • Near-miss effects
  • Instant visual feedback
  • Limited-time promotional pressure
  • Personalized bonus offers

These mechanics are not accidental. They are part of a design strategy built to sustain engagement.

For Greek players in the USA comparing platforms, recognizing these patterns changes the experience. Instead of reacting emotionally to a headline offer, they can evaluate structure.

A streaming-based comparison hub such as slothub33.com provides visibility into real casino bonuses, betting incentives, slot volatility, live dealer formats, and wagering conditions across multiple operators. Rather than operating a gambling service directly, the platform allows viewers to watch real-time sessions, observe bonus triggers, and analyze how bankroll movement unfolds during actual gameplay.

Seeing mechanics in action reduces guesswork.

The Power of the Near-Miss Effect

One of the strongest behavioral drivers in gambling environments is the near-miss effect. When a slot display shows two matching symbols and the third lands just above the payline, the brain processes it differently from a total loss. Research in behavioral psychology shows that near-misses activate reward-related neural pathways, even though the financial outcome is the same as any other non-winning spin.

This mechanism keeps attention engaged.

When players watch streamed sessions reviewing platforms such as SlotsHub Live Skillz Casino and its slot-based betting promotions or table wagering bonuses, they can observe how often bonus features activate and how frequently near-miss patterns appear. Real-time demonstration provides context that static advertising cannot.

For disciplined players, context reduces emotional bias.

Variable Rewards and Financial Pressure

Another core principle of behavioral economics is variable reinforcement. When outcomes are unpredictable but potentially rewarding, engagement increases. This is the same principle that drives social media notifications and investment speculation.

In online gambling, unpredictable payouts combined with fast play cycles create momentum. A small win resets confidence. A bonus round extends session time. A reload offer arrives at the right psychological moment.

Financial pressure can amplify these effects. Rising living costs in the United States — housing, insurance, healthcare, and education — create stress. Under stress, people often seek opportunities that promise change.

The key distinction is between structured entertainment and financial expectation.

Greek American players, known for approaching opportunity strategically, benefit from separating these categories clearly.

Bonus Structures and Cognitive Bias

Welcome packages and promotional incentives can be valuable tools when understood properly. A deposit match tied to slot participation or betting credits may increase playtime and exploration. But behavioral economics warns about framing effects.

A 100% bonus sounds like “extra money.” In reality, it is conditional credit governed by rollover requirements and time restrictions.

When reviewing operators like SlotsHub Live Skillz Casino and its competitive welcome offers connected to slot wagering or live table action, experienced users analyze effective value rather than headline size. Streamed breakdowns of terms and conditions reveal whether an offer realistically aligns with player strategy.

Clarity weakens temptation.

Practical Questions from Greek American Players

Temptation becomes manageable when questions are addressed directly.

Does understanding game mechanics improve outcomes?

It does not change probability, but it improves expectation management. Observing volatility levels and bonus frequency helps players choose formats aligned with their risk tolerance.

Are large bonuses always better?

Not necessarily. A moderate incentive with transparent rollover rules may be more practical than a large offer with restrictive wagering multiples. Comparison research reduces impulsive deposits.

How can I avoid emotional decisions during a session?

Set fixed deposit and loss limits before starting. Avoid increasing bet size after consecutive losses. Treat each session as pre-budgeted entertainment, not income recovery.

Temptation as Structure, Not Weakness

Behavioral economics does not suggest that players lack discipline. It shows that environment shapes behavior.

Online gambling platforms are carefully engineered digital systems. Fast registration, seamless payment processing, personalized incentives, and visual reinforcement are designed to sustain activity.

Streaming comparison platforms introduce balance. By observing multiple operators, analyzing slot volatility, reviewing live dealer pacing, and comparing bonus conditions across the market, players gain distance from impulse.

For the Greek community in the United States, where entrepreneurship and calculated risk-taking are cultural strengths, awareness becomes an advantage.

Temptation does not disappear. But when mechanics are visible, probabilities understood, and budgets controlled, participation becomes intentional rather than reactive.

Behavioral economics explains why digital betting environments are compelling. Informed comparison and disciplined budgeting determine whether that pull becomes entertainment or financial strain.


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The Near-Miss Effect and the Attention Economy

In a digital economy built on speed and stimulation, attention has become one of the most valuable assets. Every modern platform competes for it — streaming services, trading apps, social networks, and online gambling environments alike. In environments where financial discipline and strategic thinking serve as guiding principles, understanding how attention functions within digital betting spaces becomes less a choice and more a necessity.

One of the most influential psychological forces shaping online gambling behavior is the near-miss effect.

When “Almost” Feels Like Progress

A near-miss happens when the outcome appears just short of success. Two jackpot symbols align. The third stops one position away. A bonus feature animation builds tension before narrowly missing activation.

Mathematically, the result is identical to any other non-winning round. Psychologically, it is not.

Behavioral research shows that near-misses stimulate parts of the brain associated with reward processing. Instead of discouraging continuation, they often increase motivation. The mind interprets the event as proximity to success rather than as loss.

In digital slot environments and live betting formats at WinAirlines Casino, immersive graphics, rapid spin cycles, and layered bonus structures amplify that sensation. The experience feels dynamic and forward-moving, even when outcomes remain governed by probability.

Understanding that distinction is critical.

The Architecture of Engagement

Online gambling platforms are designed around short feedback loops. Spin. Result. Animation. Reset. The pace is intentional. Fast cycles maintain engagement and minimize interruption.

This rhythm mirrors the broader attention economy. The shorter the cycle, the stronger the immersion. When near-miss patterns are integrated into that rhythm, emotional continuity deepens.

Players exploring winairlines-gr.com, where casino bonuses, wagering formats, slot libraries, and live dealer environments are presented in a seamless digital interface, enter a space optimized for engagement. Competitive welcome offers and structured promotional incentives add another layer of momentum.

The system is not random chaos. It is structured design.

Variable Reinforcement and Digital Momentum

Another principle closely tied to the near-miss effect is variable reinforcement. When rewards arrive unpredictably, participation intensifies. This is the same mechanism that drives engagement in financial markets and social platforms.

In online betting, unpredictability is part of the core experience. A small win resets confidence. A bonus round extends session time. A narrow miss sustains anticipation. Each outcome feeds the next decision.

At WinAirlines Casino, structured betting incentives and promotional bonuses tied to slot participation or live table action can extend early sessions. When approached with planning and clear budgeting, these tools enhance entertainment value. Without structure, however, emotional interpretation can replace rational analysis.

For many in the Greek American community, separating emotion from calculation is second nature in business and investment. Applying that same discipline inside digital gambling environments transforms the experience.

Attention as a Managed Resource

The most important insight from behavioral economics is simple: environment shapes perception. Interfaces guide focus. Sound design reinforces outcomes. Visual animation amplifies anticipation.

But awareness restores balance.

Recognizing that a near-miss is not progress but probability prevents misinterpretation. Understanding volatility levels clarifies why outcomes fluctuate. Observing session pacing reveals how quickly bankroll movement can accelerate.

Online gambling platforms operate within a competitive and regulated U.S. market. Their goal is engagement. The player’s goal should be clarity.

For Greek Americans navigating opportunity in the United States, advantage has always come from preparation, research, and measured risk-taking. The same principle applies here. When attention is consciously managed, participation becomes intentional rather than reactive.

The near-miss effect explains why certain moments feel powerful. The attention economy explains why they feel immediate. Informed players understand both — and choose their pace accordingly.


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The Balance Between Chance and Calculation

For players originally from the United Kingdom who now live in the United States, gambling has always carried a dual identity. It is entertainment, but it is also mathematics. Whether it is a weekend wager, a spin on a digital reel, or a live dealer session, every decision sits somewhere between excitement and calculation.

In today’s regulated online environment, understanding that balance is no longer optional. It is essential.

Online platforms combine advanced software, probability structures, and immersive design to create engaging experiences. But beneath the visuals and promotional banners lies a consistent truth: every outcome is governed by mathematical models. The difference between enjoyment and frustration often comes down to how well players understand that structure.

Chance: The Mathematics Behind the Experience

At the core of every online gambling environment is probability. Slot outcomes are determined by random number generators. Table formats operate within fixed statistical frameworks. Long-term returns are calculated through defined payout percentages, often referred to as RTP (Return to Player).

Short-term results can vary dramatically. A player may experience a profitable session within minutes. Another may encounter a losing streak despite consistent strategy. This variability is not manipulation; it is variance.

Variance creates the perception of opportunity. It also creates the illusion of patterns where none exist.

For UK-born players accustomed to the structured and regulated gambling culture of Britain, adapting to the U.S. online environment means recognizing how these same principles apply digitally. Probability does not change based on geography. The mathematics remains constant.

Calculation: Managing Risk Intelligently

If chance defines the framework, calculation defines control.

Calculation in online gambling is not about predicting outcomes. It is about managing exposure. This includes:

  • Setting fixed deposit limits
  • Understanding wagering requirements tied to bonuses
  • Choosing volatility levels aligned with personal risk tolerance
  • Separating entertainment funds from essential living expenses

When exploring platforms such as rock-star-casino.com, where competitive casino bonuses, wagering opportunities, slot titles, and live dealer formats are presented within a streamlined interface, players benefit from approaching each offer analytically. A generous welcome promotion may extend playtime, but only if the rollover structure is clearly understood.

Calculation transforms excitement into structured entertainment.

Where the Balance Can Shift

The tension between chance and calculation becomes visible during emotionally charged sessions. A near win may feel like progress. A short streak of success may create overconfidence. Promotional incentives can encourage extended participation.

Within the broader online gambling landscape, platforms like Rockstar Casino and its casino bonuses, betting promotions, and immersive slot experiences provide a dynamic environment. These features are designed to engage players and remain competitive in a regulated market. The responsibility to interpret those features rationally, however, remains with the player.

Understanding house edge, payout percentages, and volatility profiles prevents emotional momentum from overriding discipline.

The goal is not to eliminate excitement. It is to ensure excitement does not dictate financial decisions.

Volatility and Expectation

One of the most misunderstood elements in online gambling is volatility. High-volatility formats may produce larger payouts but less frequent wins. Lower-volatility options tend to offer smaller but more consistent returns.

Neither is inherently better. The difference lies in expectation management.

Players who understand volatility are less likely to misinterpret normal statistical swings as signals. In competitive environments like Rockstar Casino, where live dealer wagering and digital reel formats coexist alongside structured promotional offers, knowing how volatility influences session length can prevent unnecessary risk escalation.

Expectation is the foundation of balance.

Cultural Perspective: UK Discipline Meets U.S. Speed

British gambling culture traditionally emphasizes regulation, transparency, and responsible participation. Living in the United States introduces a faster digital ecosystem, broader state-level regulation differences, and aggressive competition among platforms.

For expatriates navigating both worlds, balance becomes a strategic asset.

The American online gambling market offers convenience, innovation, and accessibility. But speed can amplify decision-making pressure. Fast deposits, quick results, and immediate bonus activation compress the timeline between impulse and action.

Maintaining UK-style discipline within a U.S. digital framework creates stability.

Structured Enjoyment

Online gambling is designed to be engaging. Visual effects, loyalty rewards, leaderboard features, and promotional campaigns contribute to immersion. At rock-star-casino.com, structured wagering options, competitive bonus incentives, and diverse gaming formats are part of that experience.

Structured enjoyment means defining limits before logging in. It means understanding that every spin and every hand exists within probability. It means recognizing that long-term profitability is statistically unlikely for casual players.

When chance and calculation operate together, gambling remains entertainment. When calculation disappears, volatility feels unpredictable and stressful.

A Measured Approach

The balance between chance and calculation is not abstract theory. It is practical behavior.

Chance provides possibility. Calculation provides structure. Together, they define responsible participation.

For UK players living in the USA, combining cultural discipline with digital awareness offers an advantage. Knowledge of probability, awareness of volatility, and careful evaluation of casino bonuses and wagering conditions create clarity.

Online gambling will always contain uncertainty. That is its nature. But uncertainty does not require impulsivity.

When calculation supports chance, the experience becomes controlled, informed, and sustainable.


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Illusion of Easy Money and the Economy of Hope

The pursuit of opportunity is often deeply personal. Building restaurants, shipping businesses, retail shops, and professional careers requires a clear understanding of both risk and reward. In today’s digital environment, that same mindset frequently extends to online betting platforms, interactive slot rooms, live dealer tables, and welcome bonus packages that promise a strong beginning.

The idea feels simple. A reasonable deposit, a competitive match offer, a few well-timed spins, and the possibility of meaningful winnings appears within reach. Yet behind that optimism stands what economists describe as the “economy of hope” — a system where aspiration itself becomes part of the product.

Why the Promise Feels So Convincing

Online gambling platforms are structured to create immediacy. Registration is fast. Payments are streamlined. Promotional credits are activated instantly. Mobile access ensures that wagering fits into busy schedules.

For Greek players in the USA comparing platforms through structured review hubs, the experience becomes even more organized. A trusted comparison source like slothub38.com allows users to evaluate competitive casino bonuses, betting incentives, slot selections, and reward systems in one place. Instead of reacting to marketing headlines, players can examine wagering requirements, payout terms, and loyalty mechanics side by side.

This transparency creates a sense of control. It feels less like guesswork and more like informed decision-making.

At the same time, anticipation remains powerful. Near wins, progressive jackpots, time-sensitive promotions, and leaderboard competitions stimulate excitement. Hope becomes tangible.

The Digital Architecture of Risk

Modern online betting environments are carefully designed ecosystems. They combine entertainment, behavioral psychology, and financial structure.

Bonuses and Promotional Mechanics

Welcome offers, reload incentives, and VIP programs are central tools used by licensed online casinos to attract and retain players. These promotions can reduce the initial financial commitment and extend playtime — but they always come with specific terms and wagering conditions.

A streaming comparison platform such as slothub38.com does not operate a gambling site or issue bonuses directly. Instead, its role is analytical and observational. Streamers demonstrate slot mechanics, volatility patterns, bonus round structures, and payout behavior in real time, helping viewers understand how different games actually function before committing their own funds.

When reviewing platforms like SlotsHub Casino, experienced players often look beyond headline bonus percentages and evaluate how deposit matches apply to slot play, how wagering credits interact with table betting, and what practical limitations may affect withdrawals. Seeing these mechanics demonstrated live — rather than relying solely on promotional copy — allows players to make more informed decisions.

For many in the Greek American community, this distinction matters. A comparison hub provides visibility and education, not financial promises. It shifts the focus from emotional reaction to structured evaluation.

Constant Access and Speed

Unlike traditional gaming venues, digital platforms operate around the clock. A quick spin after work or a live dealer session on a weekend evening is always available.

This accessibility is convenient, particularly for Greek American professionals balancing demanding schedules. But convenience can blur limits. Without predefined boundaries, occasional entertainment can slowly become habitual spending.

The key difference between sustainable play and financial strain often lies in structure.

Comparing Platforms in a Competitive U.S. Market

The regulated U.S. gambling landscape continues to expand across states. For Greek players living in eligible jurisdictions, options are abundant. Each platform promotes attractive features: exclusive slot tournaments, enhanced odds, cashback rewards, and seasonal promotions.

Comparison-driven research changes the equation. Instead of reacting emotionally to a single offer, players can analyze:

  • Bonus percentages versus wagering requirements
  • Game provider variety
  • Withdrawal processing times
  • Loyalty tier benefits
  • Responsible gaming tools

Within streaming-based reviews of platforms like SlotsHub Casino, audience attention often shifts away from promotional messaging and toward actual gameplay mechanics. Streamers demonstrate how slot titles behave at different bet levels, how frequently bonus features are triggered, how volatility affects balance swings, and how a bankroll moves during a live session.

This format allows viewers to observe real-time performance rather than rely on marketing descriptions. By comparing multiple operators through structured live sessions, the focus moves from emotional expectation to measurable risk structure and gameplay dynamics.

The Fine Line Between Strategy and Illusion

The belief in quick financial relief rarely appears in isolation. Rising living costs, fluctuating markets, and economic uncertainty influence perception. In periods of financial pressure, the idea that a well-timed wager might create breathing room can feel compelling.

Digital design reinforces that belief. Animated wins, celebratory sounds, dynamic odds displays, and leaderboard rankings stimulate momentum. The interface makes progress feel immediate, even when outcomes remain statistically balanced over time.

Yet sustainable participation requires perspective. Bankroll management, deposit limits, session time caps, and a clear separation between entertainment funds and essential expenses are not optional safeguards — they are foundational.

Online wagering can be engaging and social. It becomes problematic only when hope replaces planning.

Questions Greek American Players Often Ask

When evaluating online betting platforms, comparing casino bonuses, or deciding how much to deposit, several practical concerns tend to surface.

Is consistent profit realistic?

Short-term wins are absolutely possible. Variance can favor the player during specific sessions, especially in lower-volatility slot titles or strategic table play. Over time, however, house edge mechanics apply. For most casual participants, long-term profitability is unlikely. Viewing digital wagering as paid entertainment rather than income generation creates healthier expectations.

Are welcome bonuses truly worth it?

They can be valuable if assessed carefully. A well-structured match offer increases playtime and provides room to explore different gaming formats. The real measure of value depends on rollover requirements, eligible titles, and withdrawal restrictions. Comparing detailed terms allows players to determine whether a promotion genuinely aligns with their strategy.

How can I avoid chasing losses?

Predefined limits are critical. Setting a fixed entertainment budget before logging in prevents emotional decisions mid-session. Once that amount is reached, stepping away protects both finances and mindset. Many regulated platforms offer deposit limits and cooling-off features that reinforce discipline.

Reframing the Economy of Hope

Hope is not inherently negative. In fact, it drives entrepreneurship, investment, and ambition within the Greek American community. The challenge arises when hope is disconnected from structure.

Online gambling platforms, promotional credits, slot tournaments, and live betting environments are part of modern digital entertainment. They are not shortcuts to guaranteed income. They are structured ecosystems built around probability and engagement.

When players approach bonuses analytically, review terms carefully, and maintain strict budgeting, the illusion fades. What remains is informed participation.

The economy of hope does not disappear. It evolves. Instead of promising effortless wealth, it becomes an invitation to engage responsibly, compare wisely, and treat digital wagering as entertainment supported by clear financial boundaries.


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Winter Returns Across the Northern Tier; Record Warmth for the Southwest

A Cookie for Dario? — Anthropic and selling death

A big tech headline this week is Anthropic (makers of Claude, widely regarded as one of the best LLM platforms) resisting Secretary of Defense Pete Hegseth’s calls to modify their platform in order to enable it to support his commission of war crimes. As has become clear this week, Anthropic CEO Dario Amodei has declined to do so. The administration couches the request as an attempt to use the technology for “lawful purposes”, but given that they’ve also described their recent crimes as legal, this is obviously not a description that can be trusted.

Many people have, understandably, rushed to praise Dario and Anthropic’s leadership for this decision. I’m not so sure we should be handing out a cookie just because someone is saying they’re not going to let their tech be used to cause extrajudicial deaths.

To be clear: I am glad that Dario, and presumably the entire Anthropic board of directors, have made this choice. However, I don’t think we need to be overly effusive in our praise. The bar cannot be set so impossibly low that we celebrate merely refusing to directly, intentionally enable war crimes like the repeated bombing of unknown targets in international waters, in direct violation of both U.S. and international law. This is, in fact, basic common sense, and it’s shocking and inexcusable that any other technology platform would enable a sitting official of any government to knowingly commit such crimes.

We have to hold the line on normalizing this stuff, and remind people where reality still lives. This means we can recognize it as a positive move when companies do the reasonable thing, but also know that this is what we should expect. It’s also good to note that companies may have many reasons that they don’t want to sell to the Pentagon in addition to the obvious moral qualms about enabling an unqualified TV host who’s drunkenly stumbling his way through playacting as Secretary of Defense (which they insist on dressing up as the “Department of War” — another lie).

Selling to the Pentagon sucks

Being on any federal procurement schedule as a technology vendor is a tedious nightmare. There’s endless paperwork and process, all falling squarely into the types of procedures that a fast-moving technology startup is likely to be particularly bad at completing, with very few staff members having had prior familiarity handling such challenges. Right now, Anthropic handles most of the worst parts of these issues through partners like Amazon and Palantir. Addressing more of these unique and tedious needs for a demanding customer like the Pentagon themselves would almost certainly require blowing up the product roadmap or hiring focus within Anthropic for months or more, potentially delaying the release of cool and interesting features in service of boring (or just plain evil) capabilities that would be of little interest to 99.9% of normal users. Worse, if they have to build these features, it could exhaust or antagonize a significant percentage of the very expensive, very finicky employees of the company.

This is a key part of the calculus for Anthropic. A big part of their entire brand within the tech industry, and a huge part of why they’re appreciated by coders (in addition to the capabilities of their technology), is that they’re the “we don’t totally suck” LLM company. Think of them as “woke-light”. Within tech, as there have been massive waves of rolling layoffs over the last few years, people have felt terrified and unsettled about their future job prospects, even at the biggest tech companies. The only opportunities that feel relatively stable are on big AI teams, and most people of conscience don’t want to work for the ones that threaten kids’ lives or well-being. That leaves Anthropic alone amongst the big names, other than maybe Google. And Google has laid off people at least 17 times in the last three years alone.

So, if you’re Dario, and you want to keep your employees happy, and maintain your brand as the AI company that doesn’t suck, and you don’t want to blow up your roadmap, and you don’t want to have to hire a bunch of pricey procurement consultants, and you can stay focused on your core enterprise market, and you can take the right moral stand? It’s a pretty straightforward decision. It’s almost, I would suggest, an easy decision.

How did we get here?

We’ve only allowed ourselves to lower the bar this far because so many of the most powerful voices in Silicon Valley have so completely embraced the authoritarian administration currently in power in the United States. Facebook’s role in enabling the Rohingya genocide truly served as a tipping point in the contemporary normalization of major tech companies enabling crimes against humanity that would have been unthinkable just a few years prior; we can’t picture a world where MySpace helped accelerate the Darfur genocide, because the Silicon Valley tech companies we know about today didn’t yet aspire to that level of political and social control. But there are deeper precedents: IBM provided technology that helped enable the horrors of the holocaust in Germany in the 1940s, and that served as the template for their work implementing apartheid in South Africa in the 1970s. IBM actually bid for the contract to build these products for the South African government. And the systems IBM built were still in place when Elon Musk, Peter Thiel, David Sacks and a number of other Silicon Valley tycoons all lived there during their formative years. Later, as they became the vaunted “PayPal Mafia”, today’s generation of Silicon Valley product managers were taught to look up to them, so it’s no surprise that their acolytes have helped create companies that enable mass persecution and surveillance. But it’s also why one of the first big displays of worker power in tech was when many across the industry stood up against contracts with ICE. That moment was also one of the catalyzing events that drove the tech tycoons into their group chats where they collectively decided that they needed to bring their workers to heel.

And they’ve escalated since then. Now, the richest man in the world, who is CEO of a few of the biggest tech companies, including one of the most influential social networks — and a major defense vendor to the United States government — has been openly inciting civil war for years on the basis of his racist conspiracy theories. The other tech tycoons, who look to him as a role model, think they’re being reasonable by comparison in the fact that they’re only enabling mass violence indirectly. That’s shifted the public conversation into such an extreme direction that we think it’s a debate as to whether or not companies should be party to crimes against humanity, or whether they should automate war crimes. No, they shouldn’t. This isn’t hard.

We don’t have to set the bar this low. We have to remind each other that this isn’t normal for the world, and doesn’t have to be normal for tech. We have to keep repeating the truth about where things stand, because too many people have taken this twisted narrative and accepted it as being real. The majority of tech’s biggest leaders are acting and speaking far beyond the boundaries of decency or basic humanity, and it’s time to stop coddling their behavior or acting as if it’s tolerable. 
In the meantime, yes, we can note when one has the temerity to finally, finally do the right thing. And then? Let’s get back to work.

How does the Moon's appearance change during a total lunar eclipse? How does the Moon's appearance change during a total lunar eclipse?