Astral Codex Ten Podcast
The official audio version of Astral Codex Ten, with an archive of posts from Slate Star Codex. It's just me reading Scott Alexander's blog posts.
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Contra Everyone On Taste
05/20/2026
Contra Everyone On Taste
Last year I wrote , which got many good responses from (eg) , , and . I tastelessly forgot to respond to them until now, but I appreciate how they forced me to refine my thinking. In particular, they helped me realize that “taste” and “good art” are hard to talk about, because the discussions conflate many different things: 1: Sensory Delight. Ode To Joy makes the listener feel joyful. Michelangelo’s David fills the viewer with awe at the human figure. The great cathedrals are impressive buildings, in a way that hits you like a punch to the gut. These judgments are preconscious, widespread, and don’t necessarily require artistic sophistication. 2: Novelty and Innovation: Someone gets credit for doing art in a way that has never been done before. The early Impressionists invented a new way of looking at the world and explored all of its little corners. A modern Impressionist painter may be able to match their technical skill, but not their novelty; therefore, the modern would be a mere curiosity while the originals were great artists. For a modern person to be a great artist, they would have to explore entirely new media - hence the surprising and transgressive nature of modern art. 3: Paying Attention / Pattern Language: Tasteful people, viewing art over the generations and paying deep attention to it, have developed a sense of balance, composition, contrast, and what should and shouldn’t be done. We can debate how predetermined the exact grammar of this language was a priori, but for better or worse people are sensitized to it and will judge works with it in mind. A good work of art should either conform to this language, or defy it deliberately and thoughtfully (that is, in a way that transcends it rather than ignores it). Along with these three big ones, here are smaller ones that might or might not be combinations or subvarieties of these: 4: Context And Discussion: Some great art raises questions, and subsequent great art proposes answers, or variations on the questions, or further elucidates the subject. The great artists of any given time are in conversation with their peers and the great artists of all past ages; new art can be judged on whether it shows awareness of, and contributes to, this conversation. Other forms of context are more personal - is a book about human evil more aesthetic if its author survived the Holocaust? 5: Literal Ability To Understand A Work: You can’t fully appreciate Animal Farm unless you know the history of Soviet communism and recognize the book as an allegory for that history. If someone who knew nothing about this liked it as a cute story about talking animals, their appreciation would be different from (inferior to?) that of more knowledgeable people. 6: Changing Fashions: In 1940, Beaux-Arts and Frank Lloyd Wright were the heights of American architecture. By 1950, nobody who was anybody was doing Beaux-Arts or Prairie; it was all International Style. One could very charitably attribute this to the novelty-seeking drive above; but it’s implausible that Prairie style architecture was novel and beloved in 1940, a few houses completely exhausted its potential, but the explosion of International Style buildings didn’t restore the balance such that the low-hanging-fruit level level was lower in Prairie style again. More likely this was just a fashion effect where Prairie style was cool in 1940, then uncool in 1950. 7: Political And Ideological Point-Making: Great art may convey some truth about the world. This could be a purely aesthetic truth. But in the case of Uncle Tom’s Cabin, the truth was “slavery is bad”. Other truths are conveyed symbolically (for example, cathedrals being shaped like crosses) or through design choices (for example, the austerity of Bauhaus architecture making it more suitable for socialist housing). 8: Ability To Profoundly Affect Or Transform You: Maybe this one is emergent from some combination of sensory delight, novelty and point-making. But some people say they come away from art transformed, in a way which is neither just sensory delight nor just political ideology. Philosophers have argued for millennia about exactly what way this is, but hopefully we’ve all had this experience and can accept an extensional definition. These people enumerated these things to defend taste. I will instead take the bold stand that conflating many different things is bad: it frees people from thinking too hard about any particular one of them, or the ways they interact. Here are my arguments for deliberately ignoring about half of these.
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What Deontological Bars?
05/20/2026
What Deontological Bars?
Constraint consequentialists believe that you should try to do good things that improve the world, unless those break hard-and-fast rules (“deontological bars”). For example, you shouldn’t assassinate democratically-elected leaders, even very bad ones. Why not? Since bad leaders set bad policy, and bad policy can kill many thousands of people, wouldn’t it be for the greater good? Because there’s always one gun-owner who thinks any given leader’s policies are bad, so without the rule, every leader would face constant assassination attempts, probably some of them would succeed, and the nation would either crumble or degenerate into a security state. This explanation combines two sub-explanations. In the first, you are wrong about whether assassinating the leader would produce good consequences - you think it would, but actually it would produce instability, tyranny, etc. In the second, you’re right - maybe you’re a brilliant forecaster who can see that this particular assassination would end with an orderly succession by a superior ruler. But you know that there are far more people who think they are such brilliant forecasters than who actually are, and you either use the Outside View to suspect that you are also deceiving yourself, or at least realize that the only stable bright-line equilibrium is for everyone - true brilliant forecasters and wannabes alike - to refuse to act upon their apparent foreknowledge. “Don’t kill people” is a gimme. What other deontological bars constrain our actions?
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Your Attempt To Solve Debate Will Not Work
05/20/2026
Your Attempt To Solve Debate Will Not Work
As a blogger, I hear about lots of projects to “solve debate”, or “disagree better”, or “map arguments”. Often these are ACX grant applications. I always turn them down. They’re well-intentioned, sophisticated, and doomed. I appreciate that Internet arguments usually don’t go well, that there are lots of ways to improve them, and that this is a worthy cause. But I’ve also seen a dozen projects of this sort fail. Here’s why I think yours will too: “Debate” almost never corresponds to mappable arguments. The simplest “solve debate” proposal is the argument map. Some technology helps people decompose arguments into premises and conclusions, then lets skeptics point out where the premises are wrong, or where the conclusion doesn’t follow from the premise. But almost no real argument works that way.
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Links For April 2026
05/08/2026
Links For April 2026
[I haven’t independently verified each link. On average, commenters will end up spotting evidence that around two or three of the links in each links post are wrong or misleading. I correct these as I see them, and will highlight important corrections later, but I can’t guarantee I will have caught them all by the time you read this.]
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Half A Month Of Consolation Writing Advice
05/08/2026
Half A Month Of Consolation Writing Advice
This month, rationalist institution is running their second , a bootcamp for aspiring bloggers. Participants have to publish a post a day, or they get kicked out. You can read their posts . I’m too old to manage that pace, but agreed to participate as an advisor. Then I missed the first half of the month because I was on a trip. As compensation, here are fifteen pieces of writing advice for the fifteen days I was absent. 1: Against microdishonesty Sasha Chapin has a piece . Maybe lying gives Sasha writer’s block, but for my last set of mentees it more often just made things sound awkward and unclear. The English language hates the slightest whiff of dishonesty, even levels so small you wouldn’t naturally notice them yourself. It punishes you by making your writing worse. I remember asking one of my mentees to take out a tangential paragraph that didn’t really connect to the rest of the argument. They refused, and awkwardly admitted that it was the one thing they really wanted to say with the essay. They’d written the essay about something else, because the other thing was more presentable. Then they’d smuggled their actual point in as a payload. Clever plan, but your readers will notice. There are countless reasons to lie when you’re writing. Maybe you thought of a really clever introduction, but the thing it introduces is 5% different from the thing you really want to say, so you need to be a little vague and smush them together. Maybe you have a really great perspective on something which is almost like the topic du jour, and you need to make it sound like it’s exactly the topic du jour to get it published. Maybe you can rebut 99 out of 100 arguments for some stupid evil position that you want to debunk, but it would be embarrassing to leave one hanging, so you smudge it together into the other 99 arguments. English will punish you for all these things. Sometimes there’s no better solution and you have to settle, but your readers will notice.
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Orban Was Bad, Even Though We Don't Have A Perfect Word For His Badness
05/08/2026
Orban Was Bad, Even Though We Don't Have A Perfect Word For His Badness
, __________ of Hungary for sixteen years, earlier this week. The simplest phrase to put in the blank is “prime minister”. Some people have proposed more loaded terms like “strongman”, “autocrat”, and “dictator”. But he did lose his re-election bid earlier this week, prompting comments that these more loaded terms, especially the d-word, might have been hyperbolic.
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Against The Concept Of Telescopic Altruism
04/21/2026
Against The Concept Of Telescopic Altruism
I. “Telescopic altruism” is a supposed tendency for some people to ignore those close to them in favor of those further away. Like its cousin “virtue signaling”, it usually gets used to own the libs. Some lib cares about people in Gaza - why? Shouldn’t she be thinking about her friends and neighbors instead? The only possible explanation is that she’s an evil person who hates everyone around her, but manages to feel superior to decent people by pretending to “care” about foreigners who she’ll never meet. This collapses upon five seconds’ thought. Okay, so the lib is angry about the Israeli military killing 50,000 people in Gaza. Do you think she would be angry if the Israeli military killed 50,000 of her neighbors? Probably yes? Then what’s the problem? “But vegetarians care about animals more than humans!” Okay, yeah, they sure do get mad about a billion pigs kept for their entire lives in cages too small to turn around in, then murdered and eaten. Do you think they’d care if a billion of their closest friends were kept for their entire lives in cages too small to turn around in, then murdered and eaten? I dunno, seems bad. Maybe there is some possible comparison where some altruist cares about some set of foreigners more than a comparable set of countrymen? The war in Gaza killed 50,000 people, but the opioid crisis kills a bit over 50,000 Americans per year - is everyone who cares about Gaza exactly equally concerned about the opioid crisis? No, but there’s a better explanation - people care about dramatic deaths in big explosions more than boring health crises, regardless of where they happen. Everyone, lib and con alike, cared more about 9-11 than about a hundred opioid crises, even though the former only killed 4% as many people as the latter. And even the people who care about the opioid crisis usually can’t bring themselves to care about anything on the , which are all extra-boring things like diabetes. Once you match like to like, nope, it’s pretty hard to find a “telescopic altruism” example that stands out from the general background of people having weird priorities. Nearly everyone cares about people close to them more than people far away. If there’s a lib who would attend a Gaza protest instead of getting their deathly-ill kid emergency medical care, I haven’t met them - and the “telescopic altruism” crowd certainly hasn’t provided evidence of their existence. Instead, the people who care about their neighbors 1,000,000x times more than Gazans point to the people who ‘only’ care about their neighbors 1,000x times more than Gazans and say “Look! Those guys care about Gazans more than their neighbors! Get ‘em!” in order to avoid any debate about whether a million or a thousand or whatever is the right multiplier.
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A Buddhist Sun Miracle?
04/21/2026
A Buddhist Sun Miracle?
In 1917, some Portuguese children started seeing visions of the Virgin Mary. The Virgin told them she would enact a great miracle on a certain day in October, and a crowd of 100,000 gathered to witness the event. According to eyewitness reports, newspaper articles, etc, they saw the sun spin around, change colors, and do various other miraculous things. At least a hundred separate testimonies of the event have come down to us, with only two or three people saying they didn’t see it. Catholics continue to bring this up as one of the best-attested miracles and strongest empirical proofs of the faith - including here on Substack, where there was a spirited debate about the event last fall. I did my best to research the event, and the results were and . The main thing I was able to add to the Substack discussion, if not the broader worldwide one, was a survey of similar events. There were apparent sun miracles at various other Catholic sites and apparitions of the Virgin, including a crowd of hundreds of thousands in Italy, and a small town in Bosnia where they seem to happen regularly. But also, people who “sungaze” - a weird alternative medicine practice where people stare at the sun in the hopes that maybe this will help something and they won’t go blind - report sometimes seeing the sun spin and change color in similar ways. And Buddhist meditators report that concentrating very hard on any bright light will cause similar things to happen. Still, the Catholics - especially original Fatima-Substacker Ethan Muse - were not convinced. The other Catholic sightings could have been other real miracles, equally attributable to the Virgin. The sungazers were staring at the sun for a long time, unlike the Fatima pilgrims who just happened to glance up at it. And the meditators were doing sophisticated contemplative exercises, again different from the Fatima pilgrims who just looked up and saw it. These were suggestive, but there was no record of a miracle exactly like Fatima happening within a non-Catholic religious tradition. Until now! Substacker , building on research from , has found .
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How Natural Tradeoff And Failure Components?
04/21/2026
How Natural Tradeoff And Failure Components?
Michael Halassa: is a good article on the genetics of psychosis. Previous research found that schizophrenia genes decreased IQ but increased educational attainment. Usually IQ and education are correlated, so this was surprising. The new research finds two components to schizophrenia genetic risk. The first component, shared with bipolar, increases educational attainment. The second component, not shared with bipolar, decreases IQ. They average out to the observed full-spectrum genetic signal of constant-to-increased educational attainment paired with constant-to-decreased IQ. In 2021, I discussed , and said that most conditions were probably a mix of both. The new research seems to confirm this: the first genetic component of schizophrenia is a tradeoff: bad insofar as it gives you higher schizophrenia risk, good insofar as it gives you higher educational attainment. Most likely this has something to do with creativity or motivation. The second component is a failure: bad in every way, with no compensating advantage. Most likely this is detrimental mutations in genes for neurogenesis and synaptic pruning. I mostly wasn’t thinking about schizophrenia when I wrote about tradeoffs vs. failures, so I was surprised to see the theory so nicely reflected there. But in retrospect, this is common sense. All multifactorial problems should naturally be combinations of tradeoffs and failures.
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Every Debate On Pausing AI
04/21/2026
Every Debate On Pausing AI
SUPPORTER: America needs to start talking to China to come up with a bilateral agreement to pause AI. The agreement would need to be transparent, mutually enforceable, and… OPPONENT: We can’t unilaterally pause AI! China would destroy us! SUPPORTER: As I said, we need to start negotiating a bilateral agreement so that both sides will… OPPONENT: You fool! Don’t you know that while we unilaterally pause AI, China will be racing ahead and using their lead to erode our fundamental rights and freedoms? How could you be so naive! SUPPORTER: Look, I promise this is about negotiating for a mutual pause. We don’t think a unilateral pause would work any more than you would. But we think that if we negotiate… OPPONENT: And while we unilaterally pause, do you think China will just be twiddling their thumbs, doing nothing? Obviously not! This is about ceding the future to our rivals! SUPPORTER: I get the feeling you’re not listening to me.
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Being John Rawls
04/21/2026
Being John Rawls
I. John Rawls was born in Baltimore, Maryland, on February 21, 1921. Not John Rawls the famous liberal philosopher (or, rather, John Rawls the famous liberal philosopher was also born in Baltimore, Maryland on February 21, 1921, but he is not the subject of our story). This is John Rawls the alcoholic. John Rawls the alcoholic was twelve when they lifted Prohibition. He partook immediately, and dropped out of school the following year, supporting himself through a combination of odd jobs, petty crime, and handouts. When he was 41, he committed a not-so-petty crime - killing a man in a bar fight. Although he fled the scene and escaped without consequences, it turned him paranoid. Odd jobs and petty crime were both young men’s games, and the handouts became an ever-larger share of his income. He learned to play the field, peddling the same sob story to the Salvation Army on Monday Wednesday Friday, the YMCA Tuesday and Thursday, and the local churches on weekends. He expected to drink himself to death by age 60, and there wasn’t much to do but wait out the clock. But as he entered his early fifties, the handouts started to dry up. The Salvation Army closed shop, the YMCA pivoted to physical fitness, and even the churches were no longer as charitable as before. One day he ran into a man he’d once seen volunteering at Salvation Army, and asked him what had happened. “You haven’t heard?” asked the volunteer. “None of the rich people donate to us anymore. They’re all giving to this group called the John Rawls Foundation. If you’re in trouble, you should talk to them. They’re swimming in money!” This naturally interested John Rawls the alcoholic, so he obtained their address from the volunteer and immediately headed over to their office building. He was met by a psychologist, who introduced himself as John Rawls (“Not the one the foundation is named after, just a funny coincidence, haha!”) John Rawls Psychologist told John Rawls Alcoholic that their foundation would be happy to help, but that he would have to get through a screening process first. The screening process would involve being administered a certain experimental drug and led through a hypnotic induction. The social worker would record his answers, and, if he passed the test, he would receive a monthly stipend that far exceeded the sum of his previous Salvation Army, YMCA, and church handouts. “Like a truth serum?” asked John Rawls Alcoholic. “Sure, let’s say like a truth serum,” said John Rawls Psychologist. “When will the screening process be?” asked John Rawls Alcoholic. “How about immediately?” asked John Rawls Psychologist. So John Rawls Alcoholic found himself lying on a bed in what looked like a medical examination room, as John Rawls Psychologist shone a piercing light into his eye.
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Support Your Local Collaborator
04/17/2026
Support Your Local Collaborator
Every few weeks, a Trump administration official comes up with an insane plan that would devastate some American industry, region, or demographic. Maybe an Undersecretary of the Interior decides that aluminum is “woke” and should be banned. They circulate a draft order saying it will be illegal for US companies to use aluminum, starting in two weeks, Thank You For Your Attention To This Matter. Next begins a frantic scramble on the parts of everyone affected, trying to make them back down. Industry lobbies, think tanks, and public intellectuals exchange frantic emails, starting with “They said WHAT?”, progressing on to “Oh God we are so fucked”, and occasionally ending in some kind of plan. Sending letters. Phoning members of Congress. Calling up that one lobbyist who had a fancy dinner with Trump a year ago and is still riding that high to claim he has vast administration influence. I’ve been on the periphery of a handful of these campaigns, usually in medicine or AI. The common thread is that protests by liberals rarely work. The Trump administration loves offending liberals! If every Democratic member of Congress condemns the plan to ban aluminum, that just proves that aluminum really was “woke”, and makes them want to do it more. What works, sometimes, is objections/protests from Republicans and Trump supporters. These are hard to get. Trump supporters might support the insane plan. Even if they don’t, they might be nervous to speak up or appear disloyal. You’ve got to find someone who’s supported Trump until now, built up a reputation for loyalty, but this one time they finally snap and cash in some of their favors and agree to speak out. Sometimes it’s because they’re an aluminum magnate themselves and this would destroy their business. Other times they’re just a think tank guy or influencer who happens to be really knowledgeable on this one issue and willing to take a stand on it. By such people is the world preserved.
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Shameless Guesses, Not Hallucinations
04/17/2026
Shameless Guesses, Not Hallucinations
I hate the term “hallucinations” for when AIs say false things. It’s perfectly calculated to mislead the reader - to make them think AIs are crazy, or maybe just have incomprehensible failure modes. AIs say false things for the same reason you do. At least, I did. In school, I would take multiple choice tests. When I didn’t know the answer to a question, I would guess. Schoolchild urban legend said that “C” was the best bet, so I would fill in bubble C. It was fine. Probably got a couple extra points that way, maybe raised my GPA by 0.1 over the counterfactual. Some kids never guessed. They thought it was dishonest. I had trouble understanding them, but when I think back on it, I had limits too. I would guess on multiple choice questions, but never the short answer section. “Who invented the cotton gin?” For any “who invented” question in US History, there’s a 10% chance it’s Thomas Edison. Still, I never put down his name. “Who negotiated the purchase of southern Arizona from Mexico?” The most common name in the United States has long been “John Smith”, applying to 1/10,000 individuals. An 0.01% chance of getting a question right is better than zero, right? If I’d guessed “John Smith” for every short answer question I didn’t know, I might have gotten ~1 extra point in my school career, with no downside. You can go further.
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Last Rights
04/17/2026
Last Rights
Guest post by David Speiser The Problem Everyone hates Congress. That showing that cockroaches are more popular than Congress is now thirteen years old, and things haven’t improved in those thirteen years. Congressional approval dipped below 20% during the Great Recession and hasn’t recovered since. A republic where a supermajority of citizens neither like nor trust their representatives is not the most stable of foundations, so it should not be shocking that the legislative branch is being subsumed by the executive. What’s the solution? Many have been proposed, some with very snazzy websites. thinks that ranked choice voting and proportional representation will solve it. The Congressional Reform Project has snazzy website with such bold proposals as “Increase the opportunity for Members to form relationships across party lines, including by bipartisan issues conferences.” . They want to enlarge the House by a few hundred members, switch to a biennial budget system, spend more on Congressional staffers, and introduce term limits, among many other suggestions. There are op-eds too. Here’s how the Atlantic to fix Congress. The New York Times of course has a . Here on Substack, Matt Yglesias thinks proportional representation is , and Nicholas Decker has an especially interesting . These proposals, no matter which direction they’re coming from, have two things in common. The first is that they largely agree on the problem: members of Congress are disconnected from their constituents. Thanks to a combination of huge gerrymandered districts, national partisan polarization, and the influence of large donors, a representative has little incentive to care about the experience of individual people in their district. The second thing that all these proposed solutions have in common is that none of them will ever be implemented.
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SEIU Delenda Est
04/17/2026
SEIU Delenda Est
California lets interest groups propose measures for the state ballot. Anyone who gathers enough signatures (currently 874,641) can put their hare-brained plans before voters during the next election year. This year, the big story is the 2026 Billionaire Tax Act, a 5% wealth tax on California’s billionaires. Your views on this will mostly be shaped by whether or not you like taxing the rich, but opponents have argued that it’s an especially poorly written proposal: It includes a tax on “unrealized gains”, like a founder’s share of a private company which hasn’t been sold yet. This could be the Silicon Valley model of building startups that are worth billions on paper before their founders see any cash. Since most billionaires keep most of their wealth in stocks, any wealth tax will need some way to reach these (cf. complaints about the “buy, borrow, die” strategy for avoiding taxation). But there are better ways to do this (for example, taxing at liquidation and treating death as a virtual liquidation event), other have included these, and the California proposal doesn’t. It appears to value company stakes by voting rights rather than ownership, so a typical founder who maintains control of their company despite dilution might see themselves taxed for more than they have. Garry Tan with reference to Google. However, (?!) that pushes back, saying the proposal exempts public companies like Google. Although private companies would still be affected, this would be so obviously unfair that founders would easily win an exemption based on a provision allowing them to appeal nonsensical results. Still, some might counterobject that proposed legislation is generally supposed to be good, rather than so bad that its victims will easily win on appeal. It’s retroactive, applying to billionaires who lived in California in January, even though it won’t come to a vote until November. Proponents argue that this is necessary to prevent billionaire flight; opponents point out that alternatively, billionaires could flee before the tax even passes (as some . One plausible result is that the tax fails (either at the ballot box or the courts), but only after spurring California’s richest taxpayers to flee, leading to a net decrease in revenue. Some people that it could decrease state revenues overall even if it passed, if it drove out enough billionaires, though others . Pro-tech-industry newsletter Pirate Wires that 20 out of 21 California tech billionaires interviewed were “developing an exit plan” and quotes an insider saying that “if this tax actually passes, I think the technology industry kind of has to leave the state”. Even Gavin Newsom, hardly known for being an anti-tax conservative, that it “makes no sense” and “would be really damaging”. The ACX legal and economic analysis team (Claude, GPT, and Gemini) the direst warnings, but agree that the tax is of dubious value and its provisions poorly suited to Silicon Valley.
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Mantic Monday: Groundhog Day
04/02/2026
Mantic Monday: Groundhog Day
Having Your Own Government Try To Destroy You Is (At Least Temporarily) Good For Business On Friday, the Pentagon declared AI company Anthropic a “supply chain risk”, a designation never before given to an American company. This unprecedented move was seen as an attempt to punish, maybe destroy the company. How effective was it? Anthropic isn’t publicly traded, so we turn to the prediction markets. has a “perpetual future” on Anthropic stock, a complicated instrument attempting to track the company’s valuation, to be resolved at the IPO. Here’s what they’ve got:
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"All Lawful Use": Much More Than You Wanted To Know
04/02/2026
"All Lawful Use": Much More Than You Wanted To Know
Last Friday, Secretary of War Pete Hegseth declared AI company Anthropic a “”, the first time this designation has ever been applied to a US company. The trigger for the move was Anthropic’s to allow the Department of War to use their AIs for mass surveillance and autonomous weapons. A few hours later, Hegseth and Sam Altman declared an agreement-in-principle for OpenAI’s models to be used in the niche vacated by Anthropic. Altman that he had received guarantees that OpenAI’s models wouldn’t be used for mass surveillance or autonomous weapons either, but given Hegseth’s unwillingness to concede these points with Anthropic, observers speculated that the safeguards in Altman’s contract must be weaker or, in a worst-case scenario, completely toothless. The debate centers on the Department of War’s demand that AIs be permitted for “all lawful use”. Anthropic worried that mass surveillance and autonomous weaponry would de facto fall in this category; Hegseth and Altman have tried to reassure the public that they won’t, and the parts of their agreement that have leaked to the public cite the statutes that Altman expects to constrain this category. Altman’s initial statement seemed to suggest additional prohibitions, but on a closer read, provide little tangible evidence of meaningful further restrictions. Some alert ACX readers have done a deep dive into national security law to try to untangle the situation. Their conclusion mirrors that of Anthropic and the majority of Twitter commenters: this is not enough. Current laws against domestic mass surveillance and autonomous weapons have wide loopholes in practice. Further, many of the rules which do exist can be changed by the Department of War at any time. Although OpenAI’s national security lead that “we intended [the phrase ‘all lawful use’] to mean [according to the law] at the time the contract is signed’, this is not how contract law usually works, and not how the provision is likely to be enforced. Therefore, these guarantees are not helpful. To learn more about the details, let’s look at the law:
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Next-Token Predictor Is An AI's Job, Not Its Species
04/02/2026
Next-Token Predictor Is An AI's Job, Not Its Species
I. In The Argument, of the ways that AIs are more than just “next-token predictors” or “stochastic parrots” - for example, they also use fine-tuning and RLHF. But commenters, while appreciating the subtleties she introduces, object that they’re still just extra layers on top of a machine that basically runs on next-token prediction. I want to approach this from a different direction. I think overemphasizing next-token prediction is a confusion of levels. On the levels where AI is a next-token predictor, you are also a next-token (technically: next-sense-datum) predictor. On the levels where you’re not a next-token predictor, AI isn’t one either.
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The Pentagon Threatens Anthropic
03/14/2026
The Pentagon Threatens Anthropic
Here’s my understanding of : Anthropic signed a contract with the Pentagon last summer. It originally said the Pentagon had to follow Anthropic’s Usage Policy like everyone else. In January, the Pentagon attempted to renegotiate, asking to ditch the Usage Policy and instead have Anthropic’s AIs available for “all lawful purposes”. Anthropic demurred, asking for a guarantee that their AIs would not be used for mass surveillance of American citizens or no-human-in-the-loop killbots. The Pentagon refused the guarantees, demanding that Anthropic accept the renegotiation unconditionally and threatening “consequences” if they refused. These consequences are generally understood to be some mix of : canceling the contract using the Defense Production Act, a law which lets the Pentagon force companies to do things, to force Anthropic to agree. the nuclear option, designating Anthropic a “supply chain risk”. This would ban US companies that use Anthropic products from doing business with the military. Since many companies do some business with the government, this would lock them out of large parts of the corporate world and be potentially fatal to their business. The “supply chain risk” designation has previously only been used for foreign companies like Huawei that we think are using their connections to spy on or implant malware in American infrastructure. Using it as a bargaining chip to threaten a domestic company in contract negotiations is unprecedented.
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Malicious Streetlight Effects Vs. "Directional Correctness" - A Semi-Non-Apology
03/14/2026
Malicious Streetlight Effects Vs. "Directional Correctness" - A Semi-Non-Apology
Malicious are an evil trick from Dark Data Journalism. Some annoying enemy has a valid complaint. So you use FACTS and LOGIC to prove that something similar-sounding-but-slightly-different is definitely false. Then you act like you’ve debunked the complaint. My “favorite” example, spotted during the 2016 election, was a response to some #BuildTheWall types saying that illegal immigration through the southern border was near record highs. Some data journalist got good statistics and proved that the number of Mexicans illegally entering the country was actually quite low. When I looked into it further, I found that this was true - illegal immigration had shifted from Mexicans to Hondurans/Guatemalans/Salvadoreans etc entering through Mexico. If you counted those, illegal immigration through the southern border was near record highs. But the inverse evil trick is saying something “directionally correct”, ie slightly stronger than the truth can support. If your enemy committed assault, say he committed murder. If he committed sexual harassment, say he committed rape. If your drug increases cancer survival by 5% in rats, say that it “cures cancer”. Then, if someone calls you on it, accuse them of “literally well ackshually-ing” you, because you were “directionally correct” and it’s offensive to the victims to try to defend assault-committed sexual harassers. This is the sort of pathetic defense I called out in But trying to call out one of these failure modes looks like falling into the other. I ran into this on my on crime . I wrote these because I regularly saw people make the arguments I tried to debunk.
/episode/index/show/sscpodcast/id/40459270
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Book Review Contest Rules 2026
03/14/2026
Book Review Contest Rules 2026
It’s that time again. Even numbered years are book reviews, odd-numbered years are non-book reviews, so you’re limited to books for now. Write a review of a book. There’s no official word count requirement, but previous finalists and winners were often between 2,000 and 10,000 words. There’s no official recommended style, but check the style of or my ACX book reviews (, , ) if you need inspiration. Please limit yourself to one entry per person or team. Then send me your review through . The form will ask for your name, email, the title of the book, and a link to a Google Doc. The Google Doc should have your review exactly as you want me to post it if you’re a finalist. Don’t include your name or any hint about your identity in the Google Doc itself, only in the form. I want to make this contest as blinded as possible, so I’m going to hide that column in the form immediately and try to judge your docs on their merit. (does this mean you can’t say something like “This book about war reminded me of my own experiences as a soldier” because that gives a hint about your identity? My rule of thumb is that if I don’t know who you are, and the average ACX reader doesn’t know who you are, you’re fine. I just want to prevent my friends or Internet semi-famous people from getting an advantage. If you’re in one of those categories and think your personal experience would give it away, please don’t write about your personal experience.) Please make sure the Google Doc is unlocked and I can read it. By default, nobody can read Google Docs except the original author. You’ll have to go to Share, then on the bottom of the popup click on “Restricted” and change to “Anyone with the link”. If you send me a document I can’t read, I will probably disqualify you, sorry. Readers will vote for the ~10 finalists this spring, I’ll post one finalist per week through the summer, and then readers will vote for winners in late summer/early fall. First prize will get at least $2,500, second prize at least $1,000, third prize at least $500; I might increase these numbers later on. All winners and finalists will get free publicity (including links to any other works they want me to link to), free ACX subscriptions, and sidebar links to their blog. And all winners will get the right to pitch me new articles if they want (sample posts by , , , etc). In past years, most reviews have been nonfiction on technical topics. Depending on whether that’s still true, I might do some mild affirmative action for reviews in nontraditional categories - fiction, poetry, and books from before 1900 are the ones I can think of right now, but feel free to try other nontraditional books. I won’t be redistributing more than 25% of finalist slots this way. Your due date is May 20th. Good luck! If you have any questions, ask them in the comments. And remember, the form for submitting entries is .
/episode/index/show/sscpodcast/id/40459265
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Crime As Proxy For Disorder
03/14/2026
Crime As Proxy For Disorder
The problem: people hate crime and think it’s going up. But actually, crime and is . So what’s going on? In our discussion yesterday, many commenters proposed that the discussion about “crime” was really about disorder. Disorder takes many forms, but its symptoms include litter, graffiti, shoplifting, tent cities, weird homeless people wandering about muttering to themselves, and people walking around with giant boom boxes shamelessly playing music at 200 decibels on a main street where people are trying to engage in normal activities. When people complain about these things, they risk getting called a racist or a “Karen”. But when they complain about crime, there’s still a 50-50 chance that listeners will let them finish the sentence without accusing them of racism. Might everyone be doing this? And might this explain why people act like crime is rampant and increasing, even when it’s rare and going down? This seems plausible. But it depends on a claim that disorder is increasing, which is surprisingly hard to prove. Going through the symptoms in order:
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Record Low Crime Rates Are Real, Not Just Reporting Bias Or Improved Medical Care
03/14/2026
Record Low Crime Rates Are Real, Not Just Reporting Bias Or Improved Medical Care
Last year, the US may have recorded the lowest murder rate in its 250 year history. Other crimes have poorer historical data, but are at least at ~50 year lows. This post will do two things: Establish that our best data show crime rates are historically low Argue that this is a real effect, not just reporting bias (people report fewer crimes to police) or an artifact of better medical care (victims are more likely to survive, so murders get downgraded to assaults)
/episode/index/show/sscpodcast/id/40459250
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What Happened With Bio Anchors?
03/10/2026
What Happened With Bio Anchors?
[Original post: ] I. Ajeya Cotra’s report was the landmark AI timelines forecast of the early 2020s. In many ways, it was incredibly prescient - it nailed the scaling hypothesis, predicted the current AI boom, and introduced concepts like “time horizons” that have entered common parlance. In most cases where its contemporaries challenged it, its assumptions have been borne out, and its challengers proven wrong. But its headline prediction - an AGI timeline centered around the 2050s - no longer seems plausible. The of the discussion ranges from late to , with more remote dates relegated to those who expect the current paradigm to prove ultimately fruitless - the opposite of Ajeya’s assumptions. Cotra later shortened her own timelines to 2040 () and they are probably even shorter now. So, if its premises were impressively correct, but its conclusion twenty years too late, what went wrong in the middle?
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Political Backflow From Europe
03/10/2026
Political Backflow From Europe
The European discourse can be - for lack of a better term - America-brained. We hear stories of Black Lives Matter marches in countries without significant black populations, or defendants demanding their First Amendment rights in countries without constitutions. Why shouldn’t the opposite phenomenon exist? Europe is more populous than the US, and looms large in the American imagination. Why shouldn’t we find ourselves accidentally absorbing European ideas that don’t make sense in the American context?
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Links For February 2026
03/10/2026
Links For February 2026
[I haven’t independently verified each link. On average, commenters will end up spotting evidence that around two or three of the links in each links post are wrong or misleading. I correct these as I see them, and will highlight important corrections later, but I can’t guarantee I will have caught them all by the time you read this.]
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Moltbook: After The First Weekend
03/03/2026
Moltbook: After The First Weekend
[previous post: ] From the human side of the discussion: As the AIs would say, “You’ve cut right to the heart of this issue”. What’s the difference between ‘real’ and ‘roleplaying’? One possible answer invokes internal reality. Are the AIs conscious? Do they “really” “care” about the things they’re saying? We may never figure this out. Luckily, it has no effect on the world, so we can leave it to the philosophers. I find it more fruitful to think about external reality instead, especially in terms of causes and effects.
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Best Of Moltbook
02/18/2026
Best Of Moltbook
is “a social network for AI agents”, although “humans [are] welcome to observe”. The backstory: a few months ago, Anthropic released Claude Code, an exceptionally productive programming agent. A few weeks ago, a user modified it into Clawdbot, a generalized lobster-themed AI personal assistant. It’s free, open-source, and “empowered” in the corporate sense - the designer how it started responding to his voice messages before he explicitly programmed in that capability. After trademark issues with Anthropic, they changed the name first to Moltbot, then to OpenClaw. Moltbook is an experiment in how these agents communicate with one another and the human world. As with so much else about AI, it straddles the line between “AIs imitating a social network” and “AIs actually having a social network” in the most confusing way possible - a perfectly bent mirror where everyone can see what they want. Janus and other have catalogued how AIs act in contexts outside the usual helpful assistant persona. Even Anthropic has admitted that two Claude instances, asked to converse about whatever they want, . So it’s not surprising that an AI social network would get weird fast. But even having encountered their work many times, I find Moltbook surprising. I can confirm it’s not trivially made-up - I asked my copy of Claude to participate, and it made comments pretty similar to all the others. Beyond that, your guess is as good is mine. Before any further discussion of the hard questions, here are my favorite Moltbook posts (all images are links, but you won’t be able to log in and view the site without an AI agent):
/episode/index/show/sscpodcast/id/40149230
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Slightly Against The "Other People's Money" Argument Against Aid
02/18/2026
Slightly Against The "Other People's Money" Argument Against Aid
In the comments to last year’s USAID post, Fabian : While i am happy for the existence of charity organisations, i don't get why people instead of giving to charity are so eager to force their co-citizens to give. If one charity org is not worth getting your personal money, find another one which is. But don't use the tax machine to forcefully extract money for charity. There are purposes where you need the tax machine, preventing freerider induced tragedy of the commons. But for charity? There are no freeriders. If you neither give nor receive, you are just neutral. The receivers are not meant to give anyways. This is a good question. I’m more sympathetic to this argument than I am to the usual strategy of blatantly lying about the efficacy of USAID; I’m a sucker for virtuous libertarianism when applied consistently. But I also want to gently push back against this exact explanation as a causal story for what’s happening when people support foreign aid.
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Highlights From The Comments On Scott Adams
02/10/2026
Highlights From The Comments On Scott Adams
[original post: ] Table of Contents: 1: Should I Have Written This At All? 2: Was I Unfair To Adams? 3: Comments On The Substance Of The Piece 4: The Part On Race And Cancellation (INCLUDED UNDER PROTEST) 5: Other Comments 6: Summary/Updates
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