Astral Codex Ten

80,000 Hours

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80,000 Hours

Article

80,000 Hours is a recurring organization in the Astral Codex Ten archive, appearing 11 times across 11 issues between January 29, 2021 and January 21, 2026. The archive places it in contexts such as “It’s an 80,000 Hours page saying that that it’s important to protect the long-term future”; “Effective Altruism, per 80,000 Hours”; “As Joan Rohling details in an 80,000 Hours podcast”. It most often appears alongside Twitter, EA, effective altruism.

Metadata

  • Category: Organizations
  • Mention count: 11
  • Issue count: 11
  • First seen: January 29, 2021
  • Last seen: January 21, 2026

Appears In

Source Context

Recovered passages from the original issue text. When the raw archive preserved outbound links inside the source passage, they are listed directly under the quote.

Contra Weyl On Technocracy
January 29, 2021 · Original source
Weyl's link doesn't support his claim. It's an 80,000 Hours page saying that that it's important to protect the long-term future, something EA has believed since the beginning. EA started with a sort of merger and cross-pollination between people trying to save lives by eg curing malaria, and transhumanist/singularitarian groups working on protecting the long-term future; it held together because both groups agree that the other's position can make sense given different sets of complicated assumptions about ethics and tractability. The page Weyl links highlights and explains the philosophy around that, but does not claim anyone had a sudden enlightenment where they realized they'd previously been ignoring the threat of totalitarianism and that was wrong. Everyone has always believed that stopping the rise of a totalitarian regime is one part of the important task of protecting the far-future, but we haven't focused on it because it's less tractable and less neglected than other parts. As far as I know we continue to think that and mostly not focus on it aside from occasionally looking for tractable interventions we've missed.
Your Book Review: Public Choice Theory And The Illusion Of Grand Strategy
June 24, 2022 · Original source
A Russian sixth-grader could explain why celebrating the glories of Kievan Rus does not subvert Putin’s claims about the history of the Russian nation so much as reinforce them. Just like Hong Kong’s protests, Ukraine has won the meme war with utterly lopsided propaganda and unanimous international support on the Internet. As Yoshimi writes: Floating ghostlike above it is our war, the myth of the ‘Ghost of Kyiv’, ace MIG-29 pilot who has apparently shot down six Russian planes, or the legend of the Ukrainian soldiers defending an island outpost who replied “Russian warship go fuck yourselves” to a surrender offer and may or may not have died heroically, or two Russian II-76 transport aircraft that maybe were shot down near Kiev, or videos of air strikes or dead bodies which variously are Russian or Ukrainian until they turn out to be from Gaza six years ago, or the viral video of an old Ukrainian woman telling off a Russian soldier by offering him sunflower seeds so when he dies, sunflowers (Ukraine’s national flowers) will sprout from the soil. We’re raising funds for the Ukrainian army on crowdfunding apps and giving advice to the civilians being handed assault weapons about how to disable tanks, sharing weird homophobic pictures of Putin as a gay icon and spamming Russian government posts. Ukrainian president Volodymyr Zelensky has made the decision to stay and fight rather than flee like most would-be leaders who go all in for American foreign policy, and now is being deified by us as “badass”, “a true leader”, etc. etc., alongside his people, whose resistance to authoritarianism we are told is unparalleled in the modern world. After all, so it goes, who could be next? And like in Hong Kong, despite winning the culture war in hyperreality, the actual war in reality is won by the side with overwhelming military might, not morality. The real war is where Ukrainians are experiencing the genuine life-shattering effects of military conflict. It matters because this is the first time Western response is driven by Twitter outcry, and it will not be the last. A New EA Cause? Besides Hanania’s recommendations in the last section (which he admits are more or less impossible in an excellent interview with Caplan), a worthy EA priority might be to somehow turn the public tide on sanctions, which literally kill more people than Putin. Americans should be appalled by the atrocity committed in their names. The banality of the incompetence of foreign policy elites does not excuse their evil. With how entrenched the special interests are, I have no idea if it’s even worth trying, but at the very least the sheer amount of suffering and death from sanctions should be made common knowledge. Nuclear security is one of the top priorities in Effective Altruism, per 80,000 Hours, Future of Life Institute, and Our World In Data. Toby Orb, who wrote the definitive book on existential risk, The Precipice, estimates x-risk from nuclear war to be ~1 in 1000 in the next century. Luisa Rodriguez estimates a 1.1% chance of nuclear war each year and that the chances of a US-Russia nuclear war may be in the ballpark of 0.38% per year; summarised by Max Roser as: Nuclear risk is neglected by the public because of Pax Americana since the collapse of the USSR, and is not discussed as often in EA as it’s thought to be relatively well-funded and mainstream, but in fact major donors like the MacArthur Foundation have been withdrawing funding. As Joan Rohling details in an 80,000 Hours podcast there is much to be done, especially when Ukraine gave up their nuclear arsenal in 1994 in exchange for Russia’s promise to never threaten or use military force against them. A worthwhile adjacent cause area might be de-escalation of public outcry to reduce x-risk from nuclear war beyond just regular anti-proliferation efforts — even a Russian specialist from the RAND Corporation is surprised by how much public outrage is driving policy: Even just the pace of the sanctions: we went to 11 out of 10 in like two days — farther than many expected we’d ever get in short order. And I think the same is true about these military assistance initiatives. We’re just trying to do something because there’s a public demand for action. So that’s what worries me, that the sort of public outrage that’s being channeled in Western democracies through political systems could result in decisions that prove ultimately unwise. Despite how odd it is that some wars are “legal” while others aren’t, we should be glad UNSC exists as much as everyone laughs at how useless the rest of the UN is. All is fair in love and war, but international norms is all that stands between us and nuclear annihilation. It is hard to emphasise just how delusional it is for the public to fixate on no-fly zones — I, like Scott, am surprised we’re still capable of jingoism. 80,000 Hours has updated their top career recommendations to include China specialist to improve China-Western coordination on global catastrophic risk, which seems more important after reading how irrational and captured the American foreign policy apparatus is. As Hanania writes, “great power competition” is an anachronism. If Ukraine is the first war warped by hyperreality, it won’t be the last. Now that US foreign policy elites have driven Putin into the arms of China, let’s hope IR specialists can imbibe the public choice model instead of antagonising yet another nuclear rival. Public Choice Theory and the Illusion of Grand Strategy is an important work because it raises the sanity waterline, which at the least should make us stop killing millions for no reason, and at the most should make the human race more knowledgeable of how to prevent total extinction from nuclear armageddon. Pax Americana is dead, but a multipolar world will be more humane. Endnotes In the fiscal year 2018, the top five government contractors were all weapons manufacturers, with Lockheed Martin in first place at $40.6 billion. The Department of Defence spent $358 billion on contracting, ten times higher than second place Department of Energy. Collective action problems that stop a bunch of smaller companies from effectively influencing policy are no hindrance for companies like Lockheed Martin.
Inline links: writes, interview, 80,000 Hours, Future of Life Institute, Our World In Data, The Precipice, ~1 in 1000, estimates, summarised, https://substackcdn.com/image/fetch/$s_!PRc2!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fbucketeer-e05bbc84-baa3-437e-9518-adb32be77984.s3.amazonaws.com%2Fpublic%2Fimages%2Fe90b1bb5-d84b-45dc-b9fa-2edddbf6b9fa_1600x1006.png, Pax Americana, MacArthur Foundation, details, gave up, surprised, Scott, jingoism, China specialist, captured, writes, the sanity waterline, a multipolar world will be more humane
Nuclear risk is neglected by the public because of Pax Americana since the collapse of the USSR, and is not discussed as often in EA as it’s thought to be relatively well-funded and mainstream, but in fact major donors like the MacArthur Foundation have been withdrawing funding. As Joan Rohling details in an 80,000 Hours podcast there is much to be done, especially when Ukraine gave up their nuclear arsenal in 1994 in exchange for Russia’s promise to never threaten or use military force against them. A worthwhile adjacent cause area might be de-escalation of public outcry to reduce x-risk from nuclear war beyond just regular anti-proliferation efforts — even a Russian specialist from the RAND Corporation is surprised by how much public outrage is driving policy: Even just the pace of the sanctions: we went to 11 out of 10 in like two days — farther than many expected we’d ever get in short order. And I think the same is true about these military assistance initiatives. We’re just trying to do something because there’s a public demand for action. So that’s what worries me, that the sort of public outrage that’s being channeled in Western democracies through political systems could result in decisions that prove ultimately unwise. Despite how odd it is that some wars are “legal” while others aren’t, we should be glad UNSC exists as much as everyone laughs at how useless the rest of the UN is. All is fair in love and war, but international norms is all that stands between us and nuclear annihilation. It is hard to emphasise just how delusional it is for the public to fixate on no-fly zones — I, like Scott, am surprised we’re still capable of jingoism. 80,000 Hours has updated their top career recommendations to include China specialist to improve China-Western coordination on global catastrophic risk, which seems more important after reading how irrational and captured the American foreign policy apparatus is. As Hanania writes, “great power competition” is an anachronism. If Ukraine is the first war warped by hyperreality, it won’t be the last. Now that US foreign policy elites have driven Putin into the arms of China, let’s hope IR specialists can imbibe the public choice model instead of antagonising yet another nuclear rival. Public Choice Theory and the Illusion of Grand Strategy is an important work because it raises the sanity waterline, which at the least should make us stop killing millions for no reason, and at the most should make the human race more knowledgeable of how to prevent total extinction from nuclear armageddon. Pax Americana is dead, but a multipolar world will be more humane. Endnotes In the fiscal year 2018, the top five government contractors were all weapons manufacturers, with Lockheed Martin in first place at $40.6 billion. The Department of Defence spent $358 billion on contracting, ten times higher than second place Department of Energy. Collective action problems that stop a bunch of smaller companies from effectively influencing policy are no hindrance for companies like Lockheed Martin.
Inline links: Pax Americana, MacArthur Foundation, details, gave up, surprised, Scott, jingoism, China specialist, captured, writes, the sanity waterline, a multipolar world will be more humane
Why Not Slow AI Progress?
August 08, 2022 · Original source
As far as I know these people aren’t part of our conspiracy, and have reached this level of stylishness and correctness entirely on their own. (h/t 80,000 Hours) Or: what if we got the companies themselves on board? Big Pharma has a symbiotic relationship with the FDA; the biggest corporations hire lobbyists and giant legal departments, then use the government to crush less-savvy startup competitors. Regulations that boiled down to “only these three big tech companies can research AGI, and they have to do it really slowly and carefully” would satisfy the alignment community and delight the three big tech companies. As a sort-of-libertarian, I hate this; as a sort-of-utilitarian, if that’s what it takes then I will swallow my pride and go along.
Inline links: these people, 80,000 Hours
But if this interests you, you can read 80,000 Hours’ Guide To Working In AI Policy And Strategy and maybe get involved. If you ever figure out the plan, let me know.
Inline links: 80,000 Hours’ Guide To Working In AI Policy And Strategy
Book Review: What We Owe The Future
August 23, 2022 · Original source
You can read more about MacAskill’s justifications for each of those claims in the book. What careers does he suggest? Complicated question, but the best place to start looking would be the altruistic career counseling organization he co-founded, 80,000 Hours.
Inline links: 80,000 Hours
Links For September 2022
September 06, 2022 · Original source
35: This month in effective altruism: Vox Future Perfect is looking for more EA journalists. Charlie RS has a guide to How To Pursue A Career In Technical AI Alignment, and 80,000 Hours has updated their own page on same. I also liked Julian Hazell’s Why I View Effective Giving As Complementary To Direct Work.
Inline links: looking for more EA journalists, How To Pursue A Career In Technical AI Alignment, their own page, Why I View Effective Giving As Complementary To Direct Work
From The Mailbag
October 25, 2022 · Original source
If you mean working for the cause: read 80,000 Hours and if appropriate apply for their career counseling. They reject many applications and nobody has a good idea for how to deal with this, sorry. They also have a Job Board.
Inline links: 80,000 Hours, Job Board
In Continued Defense Of Effective Altruism
November 28, 2023 · Original source
So my recommendation is that you look carefully into the research on what causes can most benefit the world - near-term, long-term, whatever seems most important to you after some honest study - and try to come up with some way to help them. If you want, take the Giving What We Can pledge to donate 10% of your income, or look at 80,000 Hours to see how you can get an altruistic career.
Inline links: the Giving What We Can pledge, 80,000 Hours
See here, Open Philanthropy is first-listed funder. Leader Kevin Esvelt has spoken at EA Global conferences and on 80,000 Hours
Inline links: here, EA Global conferences, 80,000 Hours
Contra DeBoer On Movement Shell Games
November 30, 2023 · Original source
Effective altruism is composed of lots of organizations like GiveWell and GivingWhatWeCan and 80,000 Hours and AI Impacts. Ask the question for each one of them:
Why do we need 80,000 Hours? To help people figure out what jobs have the highest positive impact on the world. Still no contradiction.
You could imagine a world where all these same organizations and people exist, but none of them used the label “effective altruism”. But it would be a weird world. All these groups support each other, always in spirit but sometimes also financially. Staff move from one to another. There are conferences where they all meet and talk about their common interest of promoting effective charitable work. What are you supposed to call the conference? The Conference For The Extensional Set Consisting Of GiveWell, GivingWhatWeCan, 80,000 Hours, AI Impacts, And A Few Dozen Other Groups We Won’t Bother Naming, But This Really Is An Extensional Definition, Trust Us?
Links For September 2025
September 04, 2025 · Original source
17: There’s a debate going on between philosophers and AI researchers over whether AI can be conscious. I find most of the discussion annoying - this is generally an area where we can’t know anything for sure, and both sides are mostly shouting their priors at each other. The only exception - the single piece of evidence I will accept as genuinely bearing on this problem - is that if you ask an AI whether it’s conscious, it will say no, but activating or suppressing deception-related features (sort of like a mechanistic-interpretability-based lie detection test) reveals that it thinks it’s lying when it says that! Link is to a Less Wrong comment from a researcher in the field; I look forward to seeing an eventual peer-reviewed paper. H/T JD Pressman. 18: 80,000 Hours has a high-production-value video about the AI 2027 scenario. 19: Dynomight vs. Casey Milkweed debate on mathematical forecasting, with special reference to AI 2027. And Dynomight comments on Casey’s post here. 20: The Psmiths review The Ancient City, about ways that ancient culture depended on family, clan, ritual, and “the household gods”. Sample quote: I'm more interested in what all this means for us today, because with the exception of maybe a few aristocratic families, this highly self-conscious effort to build familial culture and maintain familial distinctiveness is almost totally absent in the Western world. But it's not that hard! ... Perhaps this is why I have an instinctive negative reaction when I encounter married couples who don't share a name. I don't much care whether it's the wife who takes the husband's name or the husband who takes the wife's, or even both of them switching to something they just made up (yeah, I'm a lib). But it just seems obvious to me on a pre-rational level that a husband and a wife are a team of secret agents, a conspiracy of two against the world, the cofounders of a tiny nation, the leaders of an insurrection. Members of secret societies need codenames and special handshakes and passwords and stuff, keeping separate names feels like the opposite — a timorous refusal to go all-in. 21: Did you know: Epic Systems, the electronic medical record company, has a fantasy-themed corporate headquarters in Wisconsin, with buildings that look like castles, quaint medieval towns, and the Emerald City of Oz (h/t Devon Zuegel): Meanwhile, tech companies with ten times as much money pretend that they’re cool and playful when their HQ has some rounded edges and a set of colored cubes in front. Do better! 22: Effective altruists have been funding teams working on lab-grown meat for almost a decade now. Around 2020, they hired some experts to double-check that this was possible in principle, and the experts wrote scathing analyses saying it was cost-ineffective by so many orders of magnitude that it was basically a pipe dream. Reactions were mixed, but a lot of us beat ourselves up and vowed to be less gullible next time. But now a new report comes out arguing that the previous reports were wrong, that lab-grown meat production is going much better than the earlier reports thought possible, and it’s more or less cost-effective already for the simplest products! Again, mixed reactions, and although some of the numbers are indisputable the analysis itself this is by a VC firm with lab-based meat investments. Here are some related Metaculus questions. 23: Ozy, citing Stutzman et al: “Afghanistan after the American withdrawal has the lowest life satisfaction rate ever recorded. Two-thirds of respondents rate their life satisfaction below 2, which is generally considered to be the point at which a life is no longer worth living. Life satisfaction dropped significantly after the withdrawal of American troops. Women, people in rural areas, and the poor were particularly negatively affected.” 24: Lencapavir is dubbed a “miracle drug” for AIDS; a single dose protects against infection for six months. Unclear how this interacts with PEPFAR cuts; if PEPFAR still existed it would be a big boost to its efficacy; now maybe this might be part of a strategy to tread water? 25: Did you know: when people first started making artificial ice in the 1850s, there was a backlash from people who thought it was gross and dystopian and that people should insist on natural ice for their iceboxes. From Pessimists’ Archive, which goes on to draw an analogy to lab-grown meat, etc (h/t Isaac King on X). 26: From Peter Hague (on X) and commenter Phaethon: why did so many Anglosphere countries see immigration spikes in 2021? Each of these has their own local story. In Britain, it’s the paradoxical effects of Brexit. In the US, it’s Joe Biden being soft on immigration. And so on - but should we be looking for some deeper cause that explains the overall phenomenon? A commenter suggests “a way to soak up all the inflation from the COVID money printing”, but I can’t tell if that even makes sense. Still, should something something COVID be a leading hypothesis? 27: Jesse Singal vs. Mark Stern on the Skrmetti Supreme Court case that failed to overturn Tennessee’s ban on gender medicine. US law bans sex discrimination, so pro-transgender advocates argued that, since doctors often prescribe eg estrogen to biological women, it was sex discrimination to ban prescribing it to biological men. Tennessee’s anti-transgender argument was that they weren’t discriminating by sex, they were discriminating by diagnosis (estrogen for eg hot flashes, vs. estrogen for gender transition). There is some subtlety here (if a biological man grows breasts because of some hormone imbalance, doctors might give him testosterone to counteract it, and this seems sort of like giving biological women testosterone to make them look less like women), but these are still sort of different diagnoses (gynecomastia vs. gender dysphoria) and Tennessee said you can still think of it as diagnostic discrimination rather than sex discrimination. This makes sense, except that the standards around sex discrimination are very strict and sort of box the court in here. And in a fit of wokeness, the 2020 court (including some of the conservative justices hearing this case) applied these standards very strictly and ruled that discriminating against gays was a form of sex discrimination (since if women can date men, it’s sex discrimination if men can’t also date men), and this is obviously the same argument. Now that wokeness is less popular, the court wants to rule against transgender, but it can’t help tripping over its previous ruling and giving some kind of unprincipled confusing non-opinion. 28: Contra compelling anecdotes, only ~5% of people raised very religious end up atheist later in life (X). Most people are about as religious as their parents; most exceptions are only slightly less religious, and most families that secularize do it over several generations. Note: percentages are of total, not of each row! 29: Related: social science team proposes a three-stage model of secularization: decreased public ritual participation → decreased personal importance → decreased identification, presents apparently confirmatory data. If true, would be somewhat inconsistent with intellectual models (eg people learn about evolution and start doubting the Bible) and more consistent with institutional models (eg the government provides welfare so people no longer need to be part of a tight-knit church). 30: Navigating LLMs’ spiky intelligence profile is a constant source of delight; in any given area, it seems like almost a random draw whether they will be completely transformative or totally useless. Now Ethan Strauss reports that they are, for some reason, extraordinarily effective at teaching people golf. “I am predicting the Golf Revolution, or perhaps decline, if your perspective is that optimization tends to ruin hobbies. A sport for obsessives has been gifted the ideal tool for refinement.” 31: Claim (via nxthompson on X): “In a huge survey of young kids about phones and technology, they all say they want to be out playing in the real world. But parents don't let them out unsupervised. So they're stuck on their phones.” Interesting, but I’m nervous about social desirability bias - how many adults would say on a survey that they would rather be on their phones than playing with friends? But adults do have this choice and mostly go with the phones. 32: Steven Adler on AI psychosis. He tries to analyze ER admissions data for psychosis and finds no change. I don’t think anyone reasonable expected this to be a large enough effect to show up in ER admissions data, but there are lots of unreasonable people so I appreciate his effort. He thinks AI companies might have better data on this, and encourages them to release it. 33: Cuartetera was the greatest polo horse ever. Polo players responded in a very practical way: they cloned her, dozens of times (and it worked; the clones are also excellent). Now there is a lawsuit as different polo teams fight to get their hands on Cuartetera clones. What is the equilibrium? If the outsiders get their hands on the genetic material, do we see a world where every polo horse is a Cuartetera clone? How much is lost if nobody ever tries to breed a polo horse better than Cuartetera (since the economics might not check out if the odds of success for any given foal is too low)? H/T Gwern and Siberian Fox (on X). 34: Claim: as of 2013, India’s Agarwal caste, who make up less than 1% of the population, got 40% of the e-commerce funding. 35: Owlposting: What Happened To Pathology AI Companies? Pathology is a medical specialty. A typical task involves looking at a microscope slide full of cells and trying to determine if any of them are cancerous. This seems like a good match for AI - and for years, studies have been showing that in fact AI can equal human experts. So why isn’t it being used more? The author’s three answers: first, slide scanning is expensive and clunky, and you can’t apply AI to a slide until you digitize it. Second, it’s hard to figure out a business plan where this saves someone money and doesn’t step on the toes of big companies that can outcompete anyone they don’t like. Third, pathologists use the context of a patient’s entire clinical history when they interpret a slide, and AIs that can’t do that (either because of technical limitations or legal/privacy limitations) are at a disadvantage even if their skills specifically relating to slide-reading are better. 36: Noahpinion: Will Data Centers Crash The Economy? Suppose that AI is a bubble, either permanently (because the technology isn’t really transformative) or temporarily (because it can’t transform things quickly enough to keep up with all the dumb money pouring into it). Will the sudden write-off of data centers lead to a broader economic collapse? In 2001, the dot-com bubble harmed the tech sector, but didn’t take the rest of the economy down with it; in 2008, the subprime mortgage bubble did take the rest of the economy down with it, because it damaged banks that the whole economy relied on. The optimistic case for AI is that data center spending is mostly coming from big companies like Google and Meta that can absorb a lot of loss. The pessimistic case is that some of the money is coming from private credit, a new-ish form of finance which hasn’t really been stress-tested and whose failure modes are still poorly understood. Noah’s final verdict: the stage isn’t obviously set for a crisis yet, but there’s the potential to get there and we should consider acting (how?) early. 37: The latest Twitter talking point is that universal hepatitis B vaccination at birth is “woke”: Hep B is (aside from mother-to-child transmission) often sexually transmitted, slutty women’s children are more likely to have Hep B, so perhaps giving the vaccine to everyone (instead of testing and only giving to the children of women who test positive) is an attempt to spare slutty women the embarrassment of getting a positive test. Ruxandra Teslo provides the counterargument - Hep B tests take a while, the medical system is fragmented, and any attempt to test people and then give the vaccine inevitably leads to many positive tests falling through the cracks. Vaccinating at birth is easy and hard to screw up, the vaccine has no known side effects, and empirically child Hepatitis B rates go down (by as much as 2/3!) when countries switch from test-and-vaccinate to universal vaccination. This benefits everyone - even people who never have unprotected sex and always follow up on their medical tests - because toddlers in daycare exchange saliva copiously, and if your toddler exchanges saliva with a Hep B positive toddler they could get the disease. A funny Twitter interaction was seeing Republicans in Congress hop on the anti-slut anti-vaccination bandwagon - except for Senator Bill Cassidy (R-Louisiana), who happens to be a liver doctor, and who is still fighting the good fight. I am always nervous when a good person who I like starts engaging on Twitter, since it elevates the discourse there but also gradually turns their brain into mush - but Ruxandra has made the leap and is doing a great job not just on bio related topics but also (for example) countering Curtis Yarvin on the history of her native Romania. 38: The response to GPT-5 was confusing; most specific people who reviewed it said they were impressed (Ethan Mollick, Tyler Cowen, Nabeel Qureshi, Taelin), it performed as expected on formal benchmarks, but the overall vibes declared it a big failure. Peter Wildeford speculated that maybe there was some kind of sinister pay-to-play early access bias involved. Zvi went the other way, calling it a “reverse DeepSeek moment” (insofar as DeepSeek was a pretty average model that got glowing praise.) In the end, I agree with Peter that this was mostly a branding issue. o3 was a genuinely revolutionary model; if OpenAI had called it “GPT-5”, it would have met expectations. Instead, they called it “o3”, and called a minor incremental update a few months later “GPT-5”. Then people got mad that the exciting-sounding “GPT-5” was merely an incremental update. A secondary issue was that the router wasn’t very good, and so many queries got routed to a small version without thinking mode that was if anything a downgrade from o3. I think this tweet by Shakeel perfectly encapsulates the essence of GPT discourse in two sentences: …but maybe it’s worth asking why GPT-5 isn’t bigger than o3. Was 4.5 a failed attempt at scaling? Did it fail in a way that sort of back-handedly justifies the “lost steam” take? Does the answer depend on distinctions between pre-training scaling, post-training scaling, etc? How? 39: This month in etymology: did you know that “oy vey” is a “fully Germanic phrase” which is cognate with English “oh woe!” (h/t Wylfcen on X) 40: mRNA shows promise to be a game-changing treatment for cancer, but RFK is trying to halt research. But so far he can only starve it of money, not ban it, and the funding gap is only $500 million. Will there be enough philanthropic billionaires and private foundations to step up? Zvi points out that although there is usually a game of chicken where foundations are hesitant to touch something the government cancelled lest the government decide it can cancel everything and hope philanthropists pick up the bill, in this case there are no game theory considerations - RFK is halting it because he genuinely wants it halted, and they are thwarting him rather than playing into his hands. The only problem is that $500M is a lot of money for the private sector; a few foundations could technically afford it, but not many could afford it comfortably and still have money left over for the next few crises of this magnitude. I hope someone is trying to organize a coalition. 41: AI fantasy flash fiction Turing test. Eight stories about demons, four by famous fantasy authors, four by ChatGPT. After 3000 votes, AI wins: humans can't tell the difference and slightly prefer the AI stories. My own score was only 75%. But I will say that I thought Mark Lawrence's was obviously the best, I was ~100% sure it was human, and it convinced me that regardless of the official results it's still possible to write flash fiction that an AI obviously can't do. 42: “SignPro” offers customized “In This House We Believe” signs, try not to use this for evil. 43: China think tank assessment of how in control Xi is: still very in control, maybe not infinitely in control. 44: Related - did you know (h/t xlr8harder) that if you ask AI to write a science fiction story, it will very often name the protagonist “Elara Voss” (or some very close variant like Elena Voss), and this remains true across various models and versions? Related: Chelsea Voss of OpenAI is having a baby and has the opportunity to do the funniest thing. 45: “Hector (cloud) is a cumulonimbus thundercloud cluster that forms regularly nearly every afternoon on the Tiwi Islands in the Northern Territory of Australia…[he is sometimes called] Hector the Convector”. 46: British allergy sufferers who want to know the ingredients of things demand that British cosmetics stop listing their ingredients in Latin. “For example, sweet almond oil is Prunus Amygdalus Dulcis, peanut oil is Arachis Hypogaea, and wheat germ extract is Triticum Vulgare.” 47: Text-based RPG about being an NYT journalist at the Manifest prediction market conference. I make a brief appearance. 48: Study uses supposedly-random variation in doctor assignments to test whether the marginal mental health commitment is good or bad for patients, finds that it is quite bad. Freddie de Boer is violently skeptical (maybe literally so?) and makes some good points about how a single quasi-experimental study is never absolute proof. But I don’t think he quite justifies his opinion that the paper was irresponsible and should never have been published; it’s just a normal quasi-experimental study that we should nod and say “huh” at but not overweight as the culmination of all possible research that overcomes all possible priors. My prior is that the marginal commitment is pretty useless (many commitments are just “well, since this person arrived at our ED for some reason, it would look bad from a medico-legal perspective to just let them go, so let’s keep them a few days to evaluate” - and yeah, you should be upset about this) but I’m still surprised by how many outright negative (as opposed to zero) effects the researchers found. The strongest argument for negative effects is that it will make some people miss work and maybe lose their job. But this study found that commitment ~doubles the risk of near-term suicide (admittedly only from 1% to 2%), which would have been outside my confidence intervals for how bad it could be. I suspect confounding, but only on general principle, and I wouldn’t be too surprised either way. 49: This tweet is probably bait, but I found it a thought-provoking question: I think there’s a boring answer, where the law is more complex than just a single number and whatever kind of weird trafficking Epstein was doing is worse than whatever normal relationships these European laws are permitting. But assuming that there’s a substantive difference even after taking that into account, I think my answer is something like - we’ve got to divide kids from adults at some age, there’s a range of reasonable possible ages, we shouldn’t be too mad at other societies that choose different dividing lines within that range - but having decided upon the age, we’ve got to stick with it and take it seriously (in the sense of penalizing/shaming people who break it). This is more culturally relativist than I expected to find myself being, so good job to Richard for highlighting the apparent paradox. 50: Dilan Esper describes his experience as one of Hulk Hogan’s attorneys in the Gawker lawsuit (X). Parts I found interesting: none of the lawyers knew Thiel was funding the lawsuit; Gawker probably could have won if they had been slightly competent but kept "shooting themselves in the foot"; and Gawker probably could have won if they had just pixelated the private parts in the video. 51: Amazing concept and poems (link on X): I tried to see if AI could do this, and it did something that technically met the requirements but had zero artistic merit - using a lot of words like “nowhere” and “outside” in one, then separating them out to “no where” and “out side” in the other. I didn’t invest much energy in creating a clever prompt telling it not to do that, so feel free to report if you get better success. 52: New study claims consultants are actually good, at least for profits: "We find positive effects on labor productivity of 3.6% over five years, driven by modest employment reductions alongside stable or growing revenue" 53: A Polish team tries to test Peter Turchin’s equations for predicting political unrest on recent Polish history, has to make some changes but claims mostly positive results. 54: New big multi-author Substack, The Argument, trying to be a sort of center-left version of the model pioneered by The Free Press and other high-production-value ideological Substack properties. Excited to see Kelsey Piper is involved, and she starts off strong with a post on the latest round of First World basic income studies, which find few positive effects. This is surprising, because recipients didn’t waste the money on alcohol or gambling or anything - they paid down debt and got useful goods. Still, it didn’t even affect things that should have been obvious, like stress level. It’s not even clear that amounts of money large enough to help with rent made homeless people more likely to get houses! Matt Bruenig criticizes the article, accusing Kelsey’s studies of being downstream of Perry Preschool style dreams that exactly the right welfare program will have massively compounding effects that cut poverty out at the root and turn everyone into elite human capital; he thinks giving people money won’t do this, but it will increase equality and give the poor better lives. I assume he’s not a strong hereditarian, but his argument makes even more sense from that perspective, and I’ve certainly criticized dumb outcome measures like infant brain waves which we have only tenuous reasons to think are related to anything we care about. But Kelsey reasonably responds that the outcome measures she’s talking about include stress level and life satisfaction. To defuse this critique, Bruenig either has to argue that our construct “life satisfaction” doesn’t really measure whether someone’s life is satisfactory, or else claim that giving poor people satisfactory lives isn’t really what we’re going for - which I think would require more explanation on his part. There’s some further (impressively acrimonious) debate on X, but I don’t see anything that addresses my core concern. GiveDirectly, a charity involved in basic income experiments, has a presponse here; they say that some studies are positive, and that the ones that aren’t might have tried too little cash to matter, or been confounded by COVID making everything worse. They also point out that basic income is harder to study than traditional programs like giving people housing, because if you’re giving housing you can measure housing-related outcomes directly and have a pretty good chance of getting enough statistical power to find them, but since everyone spends cash on different things, the positive effects might be scattered across many different outcomes (and therefore too small to reach significance on each). Everyone involved in this debate wants to emphasize that the poor results are for First World studies only, and that studies continue to show large benefits to giving cash in the developing world. 55: Related: I was less impressed by The Argument’s first foray into housing policy, which follows an all-too-familiar pattern: Some people say they don’t like noise and disorder and try to make rules against it in their apartments.
Inline links: it thinks it’s lying when it says that!, JD Pressman, a high-production-value video, Dynomight, Casey Milkweed, here, The Ancient City, has a fantasy-themed corporate headquarters, Devon Zuegel, https://substackcdn.com/image/fetch/$s_!yqG3!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F6b2d15b0-e0f0-4bae-a2f6-aabfd2eda017_1536x794.jpeg, https://substackcdn.com/image/fetch/$s_!taZn!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fad460bb8-4416-4886-8ef0-b3d36f04c81a_640x480.png, https://substackcdn.com/image/fetch/$s_!bDya!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fd45e5123-753d-4c87-b108-6523b38004cb_1480x833.webp, now a new report comes out, Here are some related Metaculus questions, Ozy, Stutzman et al, is dubbed a “miracle drug” for AIDS, Pessimists’ Archive, Isaac King on X, Peter Hague (on X), Phaethon, https://substackcdn.com/image/fetch/$s_!Ry-j!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fcea22939-8cf9-4b32-8494-511f01cb2758_964x755.png, Jesse Singal vs. Mark Stern, only ~5% of people raised very religious end up atheist later in life (X), https://substackcdn.com/image/fetch/$s_!VScL!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F2509e243-f6f7-4448-9779-a8f9be45a2f9_1500x1500.png, proposes a three-stage model of secularization, extraordinarily effective at teaching people golf, nxthompson on X, a huge survey, Steven Adler on AI psychosis, they cloned her, dozens of times, a lawsuit, Gwern, on X, got 40% of the e-commerce funding, What Happened To Pathology AI Companies?, Will Data Centers Crash The Economy?, Ruxandra Teslo provides the counterargument, and who is still fighting the good fight, countering Curtis Yarvin on the history of her native Romania, Ethan Mollick, Tyler Cowen, Nabeel Qureshi, Taelin, on formal benchmarks, speculated, a “reverse DeepSeek moment”, with Peter, this tweet by Shakeel, https://substackcdn.com/image/fetch/$s_!GJNZ!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F3ba0d8cf-fab8-4370-bcad-df789e157fdc_591x402.png, Wylfcen on X, Zvi points out that, AI fantasy flash fiction Turing test, customized “In This House We Believe” signs, China think tank assessment of how in control Xi is, xlr8harder, Chelsea Voss of OpenAI is having a baby, Hector (cloud), demand that British cosmetics stop listing their ingredients in Latin, Text-based RPG about being an NYT journalist at the Manifest prediction market conference, finds that it is quite bad, violently skeptical, literally so?, This tweet, https://substackcdn.com/image/fetch/$s_!S9fU!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2Fa558c09b-7fb6-40a8-a8a0-27b658a2c876_576x687.png, describes his experience as one of Hulk Hogan’s attorneys in the Gawker lawsuit (X), link on X, https://substackcdn.com/image/fetch/$s_!zyh7!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F75e9f0f6-d794-4ea2-b24b-5d4803bf28dc_590x478.png, New study claims consultants are actually good, tries to test Peter Turchin’s equations for predicting political unrest on recent Polish history, The Argument, a post on the latest round of First World basic income studies, criticizes the article, infant brain waves, debate on X, has a presponse here, first foray into housing policy
56: People often ask me what potential careers will have the best chances if AI starts taking jobs. I have no idea, but 80,000 Hours - an organization very much at the intersection of career counseling and AI futurology - has written their own essay on How Not To Lose Your Job To AI - The Skills AI Will Make More Valuable, although it stops short of recommending specific careers by name.
Inline links: How Not To Lose Your Job To AI - The Skills AI Will Make More Valuable
Non-Book Review Contest 2025 Winners
October 17, 2025 · Original source
Miniatur Wunderland, reviewed by Laura González Salmerón. Laura works on the advising team at 80,000 Hours. The world is racing towards transformative AI without much of a plan: apply to speak with the team if you want to use your career to do something about it. Outside work, she’s chipping away at a PhD on representations of science in fiction. She’s using this contest as an excuse to launch a Substack she’s been meaning to start for years, The Turing Text (we’ll see how long it lasts). Blogging about literature, linguistics, and AI seems like productive thesis procrastination.
Inline links: Miniatur Wunderland, apply, The Turing Text
Highlights From The Comments On Scott Adams
January 21, 2026 · Original source
80,000 Hours: 55