Astral Codex Ten Podcast

Latest Episodes:

Your Book Review: Breakdown In Pakistan Aug 28, 2026

Show notes

[This is one of the finalists in the 2026 book review contest, written by an ACX reader who will remain anonymous until after voting is done. I'll be posting about one of these a week for several months. When you've read them all, I'll ask you to vote for a favorite, so remember which ones you liked]

A couple of decades ago in Kabul, a fellow aid worker on his third beer came up with a vivid simile for what American money was doing to the Afghan organizations implementing USAID projects. "It's like gluing a rabbit mouth-first to a fire hose. You blast its guts right out of its ass…but as long as the water keeps running, it looks like you've taught the rabbit to dance."

Oxford politics professor Masooda Bano uses less lurid language, but Breakdown in Pakistan addresses the same basic phenomenon: how Western aid donors and INGOs unintentionally eviscerate so many of the local institutions they try to "capacity-build." The problem goes beyond the obvious mismatch of huge funds with small-scale organizations. Even low-to-moderate external funding can leave an organization hollowed out, bereft of local participants and the power it once had to motivate change on the ground.

Anyone who cares about the global effectiveness of rich-country altruism needs to grasp the dynamic Bano analyzes. From the Western perspective, many of us want to put charitable money into a mechanism that delivers certain measurable outcomes (lives saved, morbidity reduced, income increased above poverty levels, etc.) as efficiently and reliably as possible. So we do our well-intentioned best to shape local institutions into a delivery vehicle for our projects.

Readers of James C. Scott's Seeing Like a State will recall how mid-eighteenth-century German "scientific foresters" treated forests similarly, as a mechanism to reliably yield the highest volume of lumber. They planted spruce in vast uniform grids, ordered for easy counting and harvesting, while stripping out other non-timber species. The resulting monoculture plantations seemed ideal for both commercial exploitation and experimentation; it's much easier to control variables when you've removed as much natural variability as possible.

Within a few decades, the downsides became evident. The first generation of trees grew strong, sucking up the accumulated benefits of the previous forest's soil ecology; later generations were stunted, as the lack of biodiversity left the soils nutrient-poor. Plantations packed with trees of the same species and same height were far more vulnerable to pathogens, pests, and extreme weather. Large-scale forest die-offs, Waldsterben, eventually forced foresters to drastically modify their approach.

That metaphor fits Bano's story even better than my friend's gutted rabbit. Over the last four decades, we've been systematically replacing diverse old-growth institutions with more legible NGO plantations worldwide. While we've been enjoying our increased ability to control outcomes and test hypotheses, the rot has been spreading, the impoverished ecology stunting more and more of the forest. And now the wind through those uniform, hollowed-out aisles has built into a storm.

https://www.astralcodexten.com/p/breakdown-in-pakistan

Links For July 2026 (Part 1) Aug 18, 2026

Show notes

[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.]

1: You Are Quoting Bentham: Shakespeare gets credit for coining the most new commonly-used English words, but second place must go to utilitarian philosopher Jeremy Bentham, who invented maximize, minimize, international, percentage, monetary, marginalize, collaborator, unaffordable, the prefixes self-, post-, and infra-, and many more. He also sort of invented jogging? [EDIT: some skepticism]

2: @HashtagGriswold: The name of "Acme", the generic corporation from Looney Tunes, is a "gag lost to time". During the early 20th century, hundreds of companies named themselves Acme because it was at the intersection of signaling quality ("acme" is Greek for "pinnacle") and being very early in the alphabet (meaning it would come first in the phone book, a "Great Depression version of SEO").

3: @nekokolife brings us a great predictive coding demo (hard before you know the answer; obvious afterwards) - find the cat in this image. Hint: it's not hiding in shadow; its entire body is fully visible. Answer here (X).

https://www.astralcodexten.com/p/links-for-july-2026-part-1

Contra Pritchard On Liberal Happiness Aug 18, 2026

Show notes

Cassie Pritchard, on Twitter:

I get why so many liberals are fundamentally disdainful of democracy these days—it's because liberalism is exhausted. It's out of answers. Liberalism won, it delivered the world it promised, and people still aren't content. They're not satisfied. So the people must be wrong.

We are unfathomably richer than our ancestors. Output per capita in America today is on the order of 900 times greater than before the invention of agriculture, about ~225 times higher than in 1 CE, and about the same (225 times) higher than Europe in 1000 CE. If measurable productivity were really the greatest object of human society, then we shouldn't just be a little bit happier than people in the distant (or even recent!) past—we should be ecstatic. We should already be living in a utopian age of overwhelming contentment. We should be currently experiencing a kind of paradise.

The Kingdom of Heaven, as liberalism conceives of it, has already been made real on Earth. We are living in their Eden, and 20% of people are depressed. We've stopped reproducing ourselves. We're overwhelmingly dissatisfied with our governments, anxious about our economies, and pessimistic about the future.

Based on Pritchard's own politics, I imagine she is using this to argue for socialism, but other people use the same reasoning to push fascism, theocracy, or other postliberal commitments. It's a fair argument and deserves an answer. We'll start with an elegant mathematical response which will satisfy nobody, then try to address the emotional impact.

The elegant mathematical response is: happiness scales with log(income), not with income:

In a large U.S. sample, the shape of the association between happiness and Log(income) was extremely systematic: from $10,000/y to over $500,000/y, average happiness rose almost perfectly linearly with Log(income), with group-level correlations of 0.98-0.99 across a range of happiness measures, including both in-the-moment experience and overall life satisfaction.

So if income increased 225x since the medieval era, then using observed coefficients, happiness should have increased about three points on a 1-10 scale. If the average serf would have rated his condition 3/10, we should be at 6/10.

https://www.astralcodexten.com/p/contra-pritchard-on-liberal-happiness

Your Book Review: Great And Desperate Cures Aug 05, 2026

Show notes

Finalist #2 in the Book Review Contest

I. SURGERY FOR THE SOUL

[content warning: this review is about lobotomies, and includes disturbing descriptions and pictures - SA]

Surgery for the soul required a sharp, eight-inch-long instrument—one time, an ice pick from the Uline Ice Company was used—and not much else. It did not require anesthesia or gloves, and the sharp instrument (either a leucotome or the sturdier orbitoclast) was not necessarily sterilized. It took less than ten minutes.

The first step was to shock the patient until they lost consciousness. This eliminated the need for anesthesia, since there would be at least a few minutes until the patient regained consciousness, and also made the procedure more flexible; it did not require a surgeon, and did not even have to be performed in a hospital.

The second step was to insert the sharp, eight-inch-long instrument into the brain. In most versions of the procedure, surgeons drilled holes into the skull and inserted the leucotome through those holes. Surgeons preferred an approach that allowed them to see where in the brain they were cutting. But the abbreviated procedure used a shortcut.

Just above and behind the eye is a thin plate of bone that forms the roof of the eye socket. With enough force, the leucotome can be driven through that bone and into the frontal lobes of the brain. The cracking sound produced when the instrument fractures the orbital roof has caused at least one experienced clinician to faint.

Once the instrument was inside, completing the surgery was simply a matter of rotating the tool left and right. The goal was to cut a large number of nerve fibers. Some thought that the procedure might work by severing fibers which maintained certain fixed distorted thought patterns; by destroying them, patients might be freed from the grip of their mental illness. But there wasn't agreement among practitioners regarding why the procedure might work.

This is the transorbital lobotomy. Around 50,000 people received lobotomies in the United States in the 1940s and early 1950s; approximately 10,000 used the transorbital method I just described, with the others using approaches surgeons would be more likely to approve of (e.g., using anesthesia, gloves, being able to see where you're cutting…).

It was billed as a cure for all sorts of mental illnesses, including schizophrenia, depression, and anxiety. And while some called it a method of last resort—a procedure which should only be used after every other conceivable method had failed—it was often used on people who did not have serious mental problems, and who had not tried less serious treatments.

https://www.astralcodexten.com/p/your-book-review-great-and-desperate

Against "Stochastic Terrorism" Aug 04, 2026

Show notes

"Stochastic terrorism" is the idea that if you spread fear and mistrust against a target, then eventually people will commit violence against that target, and it will be your fault, even if you never specifically said the words "you should commit violence".

Some other popular examples of the concept:

Nativists spread fear and mistrust about Muslim immigrants, and then racists go on shooting sprees in mosques.
The #Resistance insists that Donald Trump would destroy democracy, and then various people try to assassinate Donald Trump.
Conservatives spread fear and mistrust about transgender people, and then bigots commit hate crimes against transgender people.
Woke people say the police are racist and brutal, and then other woke people murder police officers.
Socialists call health insurance companies greedy and accuse them of blocking life-saving treatment, and then Luigi Mangione murdered a health insurance CEO.
AI safety activists say that Sam Altman's AI could destroy humanity, and then a guy threw a Molotov cocktail at Sam Altman's house.
Liberals said that Charlie Kirk was a hatemonger who was driving Americans apart, and then an assassin murdered Charlie Kirk.
The pro-life movement describes abortion as murder, and then pro-life activists assassinated abortion doctors and pro-choice politicians.

The "stochastic terrorism" concept is near-unique in how effectively it can be discredited merely by listing many examples of its use together in the same place. Almost no one supports a blanket prohibition on criticizing of all of these different groups of people. "Stochastic terrorism" mostly gets deployed opportunistically, by people who either are too blinkered to realize that the same argument could be leveraged against their own speech, or who hope you're too blinkered to realize that.

(in fact, one could argue that accusing someone of stochastic terrorism is itself stochastic terrorism! Here in America, we consider it justified to kill terrorists before they can threaten us further. Reclassifying criticism as terrorism implies it is potentially legitimate to apply the same norm to any especially harsh critics!)

Still, a sliver of concept-users make some fig-leaf argument that the cases they approve of are different than the cases they disapprove of. Some proposed principles:

https://www.astralcodexten.com/p/against-stochastic-terrorism

AI Chip Regulation Is Not A Dystopian Surveillance State Aug 04, 2026

Show notes

This was one of the most common objections to Plan A. The plan proposes AI chip regulation to ensure that both China and America know where all the chips are, making their deal to regulate AI together "trustless" (ie neither side can defect even if they want to). Several people argued that this kind of regulation amounted to some kind of "Orwellian dystopia" or "global panopticon".

I'm reminded of a story I heard - I can't find it, maybe one of you can - from a DC insider who said it was enraging to work with Silicon Valley, because he would bring up what he thought was the obvious regulatory framework, the tech people would launch into jeremiads on how it could only be enforced by world dictatorship, and he would have to interrupt and say that no, this was how eggs or milk or something had been regulated for fifty years.

What regulations does Plan A propose on AI chips?

https://www.astralcodexten.com/p/ai-chip-regulation-is-not-a-dystopian

Introducing Plan A Aug 04, 2026

Show notes

A Is For America

It's increasingly clear that nobody has a plan for if this AI thing turns out to be real. Some people have suggestions, but they're all things like "regulate a little more" or "regulate a little less" or "react to things as they come up". This won't be enough. Not just because things may move too quickly - although they will - but because in order to regulate or react, you need to know what you're aiming for, and it's increasingly clear that people can't even visualize what AI going well could look like. What would it take to honestly tell our children that we rose to the occasion, to make the AI transition go down alongside the American Revolution and D-Day as one of our country's finest hours? If your brain sputters and throws an error message at the question, isn't that a problem?

It's a total coincidence that Plan A comes out the week after America's 250th birthday. It was supposed to come out earlier, but got delayed. Then it was supposed to come out later, but got pushed forward.

Still, the saying goes "A wizard is never late, nor is he early; he arrives exactly when he means to." And if anyone qualifies as wizards, it's Daniel Kokotajlo and his team of forecasters at the AI Futures Project. I previously wrote about Daniel's eerie accuracy over the 2021 - 2025 period. Since then, they've gained worldwide fame for their AI 2027 scenario, which predicted the rise and quick takeover of coding agents in early 2026, plus something like the fight over Fable1.

Plan A isn't another prediction. It's a wish list, a positive vision, a road map for navigating the future. It describes the best course of action that Daniel and the AI Futures Project can come up with, and what would happen if we took it.

"Really? You got America a policy paper for its 250th birthday? Doesn't America already have enough policy papers?" Sort of, but it's not exactly a policy paper. It starts in a timeline similar to that of AI 2027, on track for a poorly-controlled intelligence explosion that either ends the world or dooms it to permanent techno-oligarchy. But this time, America is blessed with some extra foresight and determination, and makes only good choices (all non-Americans behave naturally, including trying to thwart America when incentivized to do so). It gives a year-by-year description of this best-of-all-possible-worlds, from now through 2040, as predicted by the best AI forecasters alive, with over a dozen supplements explaining all the implementation details.

This is a crazy thing to try releasing. Daniel gave me several justifications for doing it anyway, but the one I remember most is that it's supposed to be a floor. When some politician proposes a data center ban, or says that we have to gut safety regulation to compete with China, or promises a job retraining program, think to yourself: does this person have a vision for where all of this ends up? If so, is it as good as Plan A? If not, consider demanding that they do better.

I did a lot of writing for AI 2027 and was listed as a co-author. Some of my writing made it into Plan A too, but it was a bit less. The difference is of degree rather than kind, but because of this - and to give me more latitude to discuss it the way I like with less PR blowback - we decided not to put me as a co-author this time. I continue to be proud of having a part in this, small as it may be.

(related: everything in this post is my opinion only, and not officially endorsed by the AI Futures Project)

https://www.astralcodexten.com/p/introducing-plan-a

Your Book Review: The Book Of Abraham Jul 26, 2026

Show notes

Part 1.

The Book of Abraham opens with this paragraph:

"A Translation of some ancient Records that have fallen into our hands from the catacombs of Egypt. The writings of Abraham while he was in Egypt, called the Book of Abraham, written by his own hand, upon papyrus."

As you can read, The Book of Abraham was written by grand patriarch Abraham upon papyrus while he was in Egypt. Someone managed to get their hands on these papyri and then subsequently translated them into English. This is of profound historical importance if true, because otherwise there is no direct evidence that Abraham existed as a specific historical individual.

Who got their hands on these writings? The Mormons. More specifically their founding prophet Joseph Smith who a few years previously translated some other Egyptian writings into the Book of Mormon. The Book of Abraham is not that well-known in comparison, but it's considered canonical scripture in the Mormon church.

https://www.astralcodexten.com/p/your-book-review-the-book-of-abraham

The AI Superforecasters Are Here Jul 17, 2026

Show notes

The annual prediction market conference was earlier this month. This was the year prediction markets went from an obscure hobby to a multi-billion dollar industry; from semi-illegal to having the President's son as an advisor. I can't remember if anyone talked about any of that. It didn't even register. All eyes were on the AI superforecasters.

I met an AI superforecaster startup founder who told me his AI had turned $35 into $2 million on Kalshi over seven months. I met another who said they were beating the stock market by 25% with a market-neutral portfolio - of course this could be luck, but they'd beaten Kalshi and Polymarket by similar margins.

In fact, I believe all of these people. The extending-lines-on-graphs community has long predicted that AIs would beat the best human forecasters sometime in 2026 - 2027. What did you expect the bots-finally-beat-humans-at-predicting-the-future moment to look like? Vibes? Papers? Essays? In retrospect, sure: it will look like AIs making crazy profits on prediction markets and beating the stock market by some comfortable amount.

https://www.astralcodexten.com/p/the-ai-superforecasters-are-here

Chip Off The Old Block Jul 17, 2026

Show notes

Having kids has given me new appreciation for old poetry. The first time I read Song of Hiawatha, I skimmed over the part in Book 3 where Hiawatha first meets his father Mudjekeewis:

Filled with joy was Mudjekeewis When he looked on Hiawatha, Saw his youth rise up before him In the face of Hiawatha, Saw the beauty of Wenonah From the grave rise up before him.

"Welcome!" said he, "Hiawatha, To the kingdom of the West-Wind! Long have I been waiting for you! Youth is lovely, age is lonely, Youth is fiery, age is frosty; You bring back the days departed, You bring back my youth of passion."

But this passage communicates a secret of parenthood, something I've never seen discussed anywhere else. By the time you're a parent, you're on your way to being old, ugly, tired, and cynical. I certainly was. This felt like a brute fact about the world: we all know time only moves one direction. Then I had kids, and got confronted with people who were basically me, but young and beautiful and happy. That part of them which wasn't me was the other person I love best in the world, also transmuted into a young and beautiful and happy form. This was a completely unexpected delight which nothing besides this one fragment of poetry had ever tried to prepare me for.

I might never have noticed this if I'd only had girls. I love my daughter, but I've never been a little girl; it doesn't bring anything back for me. It's like Mudjekeewis says - you've got to have a son to see your youth rise up before you.

https://www.astralcodexten.com/p/chip-off-the-old-block

Our TOPPODCAST Picks

Follow Us

Stay Connected

Related Podcasts

Links

Stay Connected