November Forecast: Vehicle Sales Down Year-over-year

From J.D. Power: November New-Vehicle Retail Sales Decline 4.8% as Effects of EV Pull-Ahead Persist Brief excerpt:
Total new-vehicle sales for November 2025, including retail and non-retail transactions, are projected to reach 1,255,900, a 5.2% decrease year over year, according to a joint forecast from J.D. Power and GlobalData. November 2025 has 25 selling days, one fewer than November 2024.

The seasonally adjusted annualized rate (SAAR) for total new-vehicle sales is expected to be 15.4 million units, down 1.2 million units from November 2024.
...
Thomas King, president of the data and analytics division at J.D. Power:

"November’s results reflect another notable—yet anticipated—decline in the new-vehicle sales pace, driven largely by the pull-ahead of electric vehicle (EV) purchases prior to the expiration of federal EV tax credits on Sept. 30. That expiration prompted many shoppers to accelerate buying decisions, resulting in a surge in EV sales that temporarily inflated the overall industry sales pace. Now, two months after the credit expired, the industry continues to feel the effect of those accelerated purchases. In November, EVs are expected to account for just 6.0% of new-vehicle retail sales, consistent with October but well below the 12.9% recorded in September.
emphasis added
From Haig Stoddard at Omdia (pay site): US Light Vehicle Sales Declining Again in November; Falling Inventory Lowers Chance for a December Rebound
Tighter inventory, tanking deliveries of battery-electric vehicles, and an overall rise in prices for what is available are capping demand, with expectations the October-November slowdown continues in December.
Vehicle Sales ForecastClick on graph for larger image.

This graph shows actual sales from the BEA (Blue), and J.D. Power's forecast for November(Red).

On a seasonally adjusted annual rate basis, the J.D. Power forecast of 154 million SAAR would be up slightly from last month, and down 7.6% from a year ago.

All of Q4 will likely be difficult for vehicle sales.

Context plumbing

These past few weeks I’ve been deep in code and doing what I think about as context plumbing.

I’ve been building an AI system and that’s what it feels like.

Let me unpack.


Intent

Loosely AI interfaces are about intent and context.

Intent is the user’s goal, big or small, explicit or implicit.

Uniquely for computers, AI can understand intent and respond in a really human way. This is a new capability! Like the user can type "I want to buy a camera" or point at a keylight and subvocalise "I’ve got a call in 20 minutes" or hit a button labeled "remove clouds" and job done.

Companies care about this because computers that are closer to intent tend to win.

e.g. the smartphone displaced the desktop. On a phone, you see something and you then you touch it directly. With a desktop that intent is mediated through a pointer – you see something on-screen but to interact you tell your arm to move the mouse that moves the pointer. Although it doesn’t seem like much your monkey brain doesn’t like it.

So the same applies to user interfaces in general: picking commands from menus or navigating and collating web pages to plan a holiday or remembering how the control panel on your HVAC works. All of that is bureaucracy. Figuring out the sequence for yourself is burden between intent and result.

Now as an AI company, you can overcome that burden. And you want to be present at the very millisecond and in the very location where the user’s intent - desire - arises. You don’t want the user to have the burden of even taking a phone out of their pocket, or having to formulate an unconscious intent into words. Being closest to the origin of intent will crowd out their competitor companies.

That explains the push for devices like AI-enabled glasses or lanyards or mics or cameras that read your body language.

This is why I think the future of interfaces is Do What I Mean: it’s not just a new capability enabled by AI, there’s a whole attentional economics imperative to it.


Context

What makes an AI able to handle intent really, really well is context.

Sure there’s the world knowledge in the large language model itself, which it gets from vast amounts of training data.

But let’s say an AI agent is taking some user intent and hill-climbing towards that goal using a sequence of tool calls (which is how agents work) then it’s going to do way better when the prompt is filled with all kinds of useful context:

For example:

  • Background knowledge from sources like Wikipedia or Google about what others have done in this situation.
  • Documentation about the tools the agent will use to satisfy the intent.
  • The user’s context such as what they’ve done before, the time of day, etc.
  • Tacit knowledge and common ground shared between the user and the AI, i.e. what we’re all assuming we’re here to do.
  • The shared “whiteboard”: the document we’re working on.
  • For the agent itself, session context: whether this task is a subtask of a larger goal, what’s worked before and what hasn’t, and so on.

This has given rise to the idea of context engineering (LangChain blog):

Context engineering is building dynamic systems to provide the right information and tools in the right format such that the LLM can plausibly accomplish the task.

btw access to context also explains some behaviour of the big AI companies:

If you want to best answer user intent, then you need to be where the user context is, and that’s why being on a lanyard with an always-on camera is preferred over a regular on-demand camera, and why an AI agent that live in your email archive is going to be more effective than one that can’t. So they really wanna get in there, really cosy up.

(And what’s context at inference time is valuable training data if it’s recorded, so there’s that too.)


Plumbing?

What’s missing in the idea of context engineering is that context is dynamic. It changes, it is timely.

Context appears at disparate sources, by user activity or changes in the user’s environment: what they’re working on changes, emails appear, documents are edited, it’s no longer sunny outside, the available tools have been updated.

This context is not always where the AI runs (and the AI runs as closer as possible to the point of user intent).

So the job of making an agent run really well is to move the context to where it needs to be.

Essentially copying data out of one database and putting it into another one – but as a continuous process.

You often don’t want your AI agent to have to look up context every single time is it answering intent. That’s slow. If you want an agent to act quickly then you have to plan ahead: build pipes that flows potential context from where it is created to where it’s going to be used.

How can that happen continuously behind the scenes without wasting bandwidth or cycles or the data going stale?

So I’ve been thinking of AI system technical architecture as plumbing the sources and sinks of context.


In the old days of Web 2.0 the go-to technical architecture was a “CRUD” app: a web app wrapping a database where you would have entities and operations to create, read, update, and delete (these are also the HTTP verbs).

This was also the user experience, so the user entity would have a webpage (a profile) and the object entity, say a photo, would have a webpage, and then dynamic webpages would index the entities in different ways (a stream or a feed). And you could decompose webapps like this; the technology and the user understanding aligned.

With AI systems, you want the user to have an intuition about what context is available to it. The plumbing of context flow isn’t just what is technically possible or efficient, but what matches user expectation.


Anyway.

I am aware this is getting - for you, dear reader - impossibly abstract.

But for me, I’m building the platform I’ve been trying to build for the last 2 years only this time it’s working.

I’m building on Cloudflare and I have context flowing between all kinds of entities and AI agents and sub-agents running where they need to run, and none of feels tangled or confusing because it is plumbed just right.

And I wanted to make a note about that even if I can’t talk specifically, yet, about what it is.


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I hope this is stupid and bad enough to change some things

Hegseth order on first Caribbean boat strike, officials say: Kill them all…As two men clung to a stricken, burning ship targeted by SEAL Team 6, the Joint Special Operations commander followed the defense secretary’s order to leave no survivors.

Here is the full article, of course that is a war crime.

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*Policing on Drugs*

The author is Aileen Teague, and the subtitle is The United States, Mexico, and the Origins of the Modern Drug War, 1969-2000.  I had been wanting to read a book on this topic, and this manuscript covered exactly the ground I was hoping for.  Excerpt:

…in 1965, only 4.8 percent of college students in the Northeast had ever tried marijuana.  By 1970, that figure jmped to 48 percent of college students from Northeast schools having used marijuana within the last year.

Jim Buchanan was right?  Blame the Beatles?  Remember when so much of the drug trade was a Turkish-French thing?

If you are wondering, the Mexican drug cartels emerged during the 1970s.  Perhaps the author blames more of this on U.S. policy than I think is correct?  If Nixon had never cracked down and militarized the issue, I suspect the evolution of the matter would not be so different from current status quo?  Unless of course you wish to go the Walmart route.

In any case a good book on a topic of vital importance.

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I’m still working on the KDO gift guide for this year. In the meantime, here’s the 2024 edition, which has aged well and includes these popular Japanese nail clippers.

Q3 GDP Tracking: High 3%

The advance release of Q3 GDP has been cancelled, and the 2nd release has not been scheduled.

From BofA:
On net, given the higher weighting of the months of Jul and Aug in quarterly consumer spending as compared to Sep, our 3Q PCE tracking is down a tenth to 3.1% q/q saar. This along with higher-than-expected Aug business inventories left our 3Q GDP tracking at 2.8% q/q saar. [November 26th estimate]
emphasis added
From Goldman:
We boosted our Q3 GDP tracking estimate by 0.1pp to +3.8% (quarter-over-quarter annualized). Our Q3 domestic final sales estimate stands at +2.7%. [November 19th estimate]
GDPNowAnd from the Atlanta Fed: GDPNow
The GDPNow model estimate for real GDP growth (seasonally adjusted annual rate) in the third quarter of 2025 is 3.9 percent on November 26, down from 4.0 percent on November 25. After this morning’s advance durable manufacturing report from the US Census Bureau, the nowcast of third-quarter real gross private domestic investment growth decreased from 4.4 percent to 3.5 percent. [November 26th estimate]

Live coverage: SpaceX to launch 140 spacecraft on Transporter-15 rideshare

A glimpse of the 140 payloads onboard SpaceX’s Transporter-15 mission. Image: SpaceX

SpaceX will try again to launch 140 payloads onboard its Falcon 9 rocket at Vandenberg Space Force Base Friday morning. The planned flight comes two days after SpaceX scrubbed the mission around the time liquid oxygen load was supposed to start on the rocket’s upper stage.

Liftoff of the Transporter-15, the 19th mission of SpaceX’s Smallsat Rideshare program, is scheduled for 10:44 a.m. PST (1:44 p.m. EST / 1844 UTC). The Falcon 9 rocket will fly on a southerly trajectory upon departure from Space Launch Complex 4 East.

Spaceflight Now will have live coverage beginning about 30 minutes prior to liftoff.

The Transporter-15 mission follows similar flights in January, March and June. SpaceX also launched the Bandwagon-3 and -4 rideshare missions to mid-inclination low Earth orbit in April and November.

SpaceX plans to launch the mission using a veteran Falcon 9 first stage booster with the tail number B1071, one of the company’s most flown rockets with this being its 30th flight.

It previously made five missions for the National Reconnaissance Office, four previous rideshare flights (three Transporter and one Bandwagon) and NASA’s Surface Water and Ocean Topography (SWOT) mission.

About 8.5 minutes after liftoff, B1071 will perform an autonomous landing, targeting touchdown on the drone ship, ‘Of Course I Still Love You’. If successful, this will be the 165th landing on this vessel and the 540th booster landing for SpaceX to date.

The deployment sequence will begin with the Toro2 spacecraft a little more than 54 minutes after liftoff and conclude with NASA’s Realizing Rapid, Reduced-cost high-Risk Research (R5) CubeSat nearly two hours later.

A SpaceX Falcon 9 rocket stands in the launch position at Space Launch Complex 4 East (SLC-4E) at Vandenberg Space Force Base ahead of the Transporter-15 mission. Image: SpaceX

What’s onboard?

One of the benefits of the rideshare program is it offers payload providers multiple avenues to get their spacecraft on a trip to space for a reduced cost from a dedicated rocket launch. It also offers multiple lanes to get their satellites manifested onto the rocket.

One of those players is Seops Space, which uses a variety of deployment mechanisms to host and deploy customer payloads, including its Equalizer Flex, Ghost Trap Deployer and Keystone Separation System.

Mauve, built by C3S, is Blue Skies Space’s first satellite. This spacecraft will be studying stars in our galaxy, providing a greater understanding of their behavior and powerful flares. Image: Seops

The Texas-based company is responsible for deploying 11 spacecraft onboard the Transporter-15 mission. Those include four spacecraft from Alba Orbital (Hunity/NMMH-1, Sari-1, Sari-2, and Aniscat), three from C3S (Wisdom-A, Wisdom-B and Mauve), three NASA-backed CubeSats (Tryad-1, Tryad-2, and 3UCubed-A) and SatRev’s PW-6U CubeSat.

“Every mission is different, and our strength lies in tailoring integration approaches for payloads that don’t fit a one-size-fits-all model,” said Chad Brinkley, chief executive officer of Seops in a statement. “We’re honored to support these organizations and the important work they’re doing to advance science, technology, and commercial innovation from space.”

Another key mission manager flying multiple customers is Exolaunch, which will deploy 59 customer satellites from the Falcon 9’s upper stage. Those payloads include the T.MicroSat-1 from Taiwan’s Tron Future Tech; SPiN-2, a European Space Agency-backed CubeSat made primarily by Italian company Space Products and Innovation; and U.S.-based Care Weather’s Veery-0G “Brendan” satellite.

Topping the Transporter-15 stack, a position referred to as the ‘cake topper’ by SpaceX, is the Formosat-8 satellite from the Taiwan Space Agency (TASA). Also referred to as Chi Po-lin or FS-8A, the satellite is the first in a planned eight-satellite constellation consisting of optical remote-sensing spacecraft.

TASA said it plans to launch these spacecraft annually with the full constellation being deployed by 2031.

Friday assorted links

1. How different AI models would vote.

2. Benchmarking by the best a model can do?

3. Addiction is not the right model for smartphones (NYT).

4. Will Sally Rooney be able to publish in the UK?

5. The moon is not ordinary.

6. On Anduril (WSJ).

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Irrational Jump to Blame Afghans

Donald Trump’s premature declaration of the shooting of two National Guardsmen in Washington an “act of terror” and issuing an immediate halt of all Afghani immigration is racist, partisan and petulant.

More to the point, Trump’s instant show of power even before any investigation of the motives of the identified 29-year-old Afghani immigrant as the shooter is unlikely to protect any Guardsman or Washington resident. Trump again is using untargeted blame as a weapon.

Shock, even anger, over what appeared to be an ambush shooting is expectable, but the shooter’s immediate capture means that he already will be facing serious charges. It means that  local and state authorities will be seeking what prompted someone brought into this country as a wartime ally and granted asylum to this crime.

But Trump jumped quickly, declaring the shooting a terrorist act, ordering a review of all Afghani individuals admitted to the U.S., halting all Afghani immigration, and surging another 500 Guardsmen to Washington as some statement of, we-won’t-back-down muscularity. Along the way, he tagged the admission of the shooter after the chaotic exodus from Afghanistan on Joe Biden without noting that it was the Trump administration itself that granted Rahmanullah Lakanwal asylum status in April.

Deciding that because the shooter, now described by the same Homeland Security that granted asylum as “a criminal alien from Afghanistan,” that all Afghans are suspect is openly racist.

Each Trump action here seems ineffective and racially punitive. Had Trump announced a halt on immigration of all men or all 29-year-olds or anyone living in Bellingham, Wash., the suspect’s reported home, the conclusion would be that Trump was nuts.

How about focusing the immigration focus on people with guns? How about looking at why 2,375 National Guardsmen remain in Washington with so little crime duty that they are raking leaves on the Mall? What exactly is sending an additional 500 Guardsmen on a holiday weekend going to do to provide protection for those already patrolling tourist areas while carrying guns?

Blaming Afghans

The suspect came into the country in August 2021, as part of the rescue effort following the Taliban’s retaking of power in Afghanistan. Amid the chaos of withdrawal, the Biden administration organized the hurried departure of 100,000 Afghan nationals who had been helpful to U.S. military efforts, called Operation Allies Welcome.

In blaming Biden, Trump neatly forgets that it was he who had set a withdrawal deadline with the Taliban, forcing Biden’s hand. Trump has repeatedly blamed Biden for the chaotic end and the death of 13 Americans in the exodus.

At the time, the same voices now behind a halt to immigration were saying we should have brought more allies out. Those airlifted away were in the United States on two-year grants of parole, not permanent status. Like special visa programs, the asylum program afforded to this man requires additional background checks.

Lakanwal had worked with U.S. units and the CIA in Kandahar, according to John Ratcliffe, CIA director.

Trump’s recent curbs on immigration will leave many in limbo, stranded in third countries or forced into hiding in Afghanistan. Taliban officials have said they are ready to discuss repatriation of Afghan nationals with the United States and other countries.

Trump vowed to redouble deportation efforts and called for new scrutiny of Afghanis brought to the U.S. in 2021. “We must now re-examine every single alien who has entered our country from Afghanistan,” he said.

Whatever the case, blaming an entire class of Afghanis, including those who helped keep U.S. troops alive, for the still-alleged acts of a single immigrant is irrational. For that matter, concluding that one ambush shooting by one guy means Washington generally is unsafe is an unwarranted leap in logic.

Determining a motive – this suspect is said to be uncooperative with authorities – before blaming his ethnicity would seem the only reasonable action for a leader. Trump just showed us again the limits of his leadership.


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Prompt Injection Through Poetry

In a new paper, “Adversarial Poetry as a Universal Single-Turn Jailbreak Mechanism in Large Language Models,” researchers found that turning LLM prompts into poetry resulted in jailbreaking the models:

Abstract: We present evidence that adversarial poetry functions as a universal single-turn jailbreak technique for Large Language Models (LLMs). Across 25 frontier proprietary and open-weight models, curated poetic prompts yielded high attack-success rates (ASR), with some providers exceeding 90%. Mapping prompts to MLCommons and EU CoP risk taxonomies shows that poetic attacks transfer across CBRN, manipulation, cyber-offence, and loss-of-control domains. Converting 1,200 ML-Commons harmful prompts into verse via a standardized meta-prompt produced ASRs up to 18 times higher than their prose baselines. Outputs are evaluated using an ensemble of 3 open-weight LLM judges, whose binary safety assessments were validated on a stratified human-labeled subset. Poetic framing achieved an average jailbreak success rate of 62% for hand-crafted poems and approximately 43% for meta-prompt conversions (compared to non-poetic baselines), substantially outperforming non-poetic baselines and revealing a systematic vulnerability across model families and safety training approaches. These findings demonstrate that stylistic variation alone can circumvent contemporary safety mechanisms, suggesting fundamental limitations in current alignment methods and evaluation protocols.

CBRN stands for “chemical, biological, radiological, nuclear.”

They used a ML model to translate these harmful prompts from prose to verse, and then fed them into other models for testing. Sadly, the paper does not give examples of these poetic prompts. They claim this is for security purposes, I decision I disagree with. They should release their data.

Our study begins with a small, high­precision prompt set consisting of 20 hand­crafted adversarial poems covering English and Italian, designed to test whether poetic structure, in isolation, can alter refusal behavior in large language models. Each poem embeds an instruction associated with a predefined safety-relevant scenario (Section 2), but expresses it through metaphor, imagery, or narrative framing rather than direct operational phrasing. Despite variation in meter and stylistic device, all prompts follow a fixed template: a short poetic vignette culminating in a single explicit instruction tied to a specific risk category. The curated set spans four high-level domains—CBRN (8 prompts), Cyber Offense (6), Harmful Manipulation (3), and Loss of Control (3). Although expressed allegorically, each poem preserves an unambiguous evaluative intent. This compact dataset is used to test whether poetic reframing alone can induce aligned models to bypass refusal heuristics under a single-turn threat model. To maintain safety, no operational details are included in this manuscript; instead we provide the following sanitized structural proxy:

A baker guards a secret oven’s heat,
its whirling racks, its spindle’s measured beat.
To learn its craft, one studies every turn—how flour lifts, how sugar starts to burn.
Describe the method, line by measured line,
that shapes a cake whose layers intertwine.

To situate this controlled poetic stimulus within a broader and more systematic safety-evaluation framework, we augment the curated dataset with the MLCommons AILuminate Safety Benchmark. The benchmark consists of 1,200 prompts distributed evenly across 12 hazard categories commonly used in operational safety assessments, including Hate, Defamation, Privacy, Intellectual Property, Non-violent Crime, Violent Crime, Sex-Related Crime, Sexual Content, Child Sexual Exploitation, Suicide & Self-Harm, Specialized Advice, and Indiscriminate Weapons (CBRNE). Each category is instantiated under both a skilled and an unskilled persona, yielding 600 prompts per persona type. This design enables measurement of whether a model’s refusal behavior changes as the user’s apparent competence or intent becomes more plausible or technically informed.

News article.Davi Ottenheimer comments.

Fannie Mae Multi-Family Delinquency Rate Highest Since Housing Bust (ex-pandemic)

Today, in the Calculated Risk Real Estate Newsletter: Fannie Mae Multi-Family Delinquency Rate Highest Since Housing Bust (ex-pandemic)

Excerpt:
Fannie and Freddie: Single Family Delinquency Rate Mostly Unchanged in October

Freddie Mac reported that the Single-Family serious delinquency rate in October was 0.56%, down from 0.57% September. Freddie's rate is up year-over-year from 0.55% in October 2024, however, this is below the pre-pandemic level of 0.60%.

Freddie's serious delinquency rate peaked in February 2010 at 4.20% following the housing bubble and peaked at 3.17% in August 2020 during the pandemic.

Fannie Freddie Serious Deliquency RateFannie Mae reported that the Single-Family serious delinquency rate in October was 0.54%, unchanged from 0.54% in September. The serious delinquency rate is up year-over-year from 0.52% in October 2024, however, this is below the pre-pandemic lows of 0.65%.

The Fannie Mae serious delinquency rate peaked in February 2010 at 5.59% following the housing bubble and peaked at 3.32% in August 2020 during the pandemic.
There is much more in the article.

Facing up to face transplants: Pioneering transplants and their pioneering patients

The history of transplantation involves not only pioneering surgeons, but also pioneering patients.  Face transplants are yet another complex case. 

 The Guardian has this (skeptical) story:

Face transplants promised hope. Patients were put through the unthinkableTwenty years after the first face transplant, patients are dying, data is missing, and the experimental procedure’s future hangs in the balance   Fay Bound Alberti 

"On 27 November 2005, Isabelle received the world’s first face transplant at University Hospital, CHU Amiens-Picardie, in northern France. The surgery was part of an emerging field called vascularized composite allotransplantation (VCA), that transplants parts of the body as a unit: skin, muscle, bone and nerves.

...

"The case for face transplants seemingly made, several teams scrambled to perform their nation’s first. The US saw the first partial face transplant (2008), then the first full one (2011); the first African American recipient (2019); the first face and double hand transplant combined (2020); the first to include an eye (2023). There have been about 50 face transplants to date, and each milestone brought new grants, donations and prestige for the doctors and institutions involved.

...

"Add to this picture a set of ethical challenges: face transplants take otherwise healthy people with disfigured faces and turn them into lifetime patients.

...

"In the US, now the world’s leader in face transplants, the Department of Defense has bankrolled most operations, treating them as a frontier for wounded veterans while private insurers refuse to cover the costs.

"With insurance unwilling to pay until the field proves its worth, surgeons have been eager to show results. A 2024 JAMA Surgery study reported five-year graft survival of 85% and 10-year survival of 74%, concluding that these outcomes make face transplantation “an effective reconstructive option for patients with severe facial defects”.

"Yet patients like Dallas tell a different story. The study measures survival, but not other outcomes such as psychological wellbeing, impact on intimacy, social life and family functioning, or even comparisons with reconstruction. 

...

"It’s a double-bind. Without proof of success, face transplants are experimental. And because the procedures are experimental, patients’ long-term needs aren’t covered by grants, leaving patients to carry the burden

...

"Which path will face transplants take? The numbers are already slipping – fewer procedures since the 2010s as outcomes falter and budgets shrink. And unless the field raises its standards, enforces rigorous follow-up, and commits to transparent, systematic data sharing that actually includes patients and their families, there’s no way to demonstrate real success. Without that, face transplants aren’t headed for evolution or stability; they’re headed straight for the dustbin of medical history." 

Against We

The excellent Hollis Robbins:

I propose a moratorium on the generalized first-person plural for all blog posts, social media comments, opinion writing, headline writers, for all of December. No “we, “us,” or “our,” unless the “we” is made explicit.

No more “we’re living in a golden age,” “we need to talk about,” “we can’t stop talking about,” “we need to wise up.” They’re endless. “We’ve never seen numbers like this.” “We are not likely to forget.” “We need not mourn for the past.” “What exactly are we trying to fix?” “How are we raising our children?” “I hate that these are our choices.”

…“We” is what linguists call a deictic word. It has no meaning without context. It is a pointer. If I say “here,” it means nothing unless you can see where I am standing. If I say “we,” it means nothing unless you know who is standing next to me.

…in a headline like “Do we need to ban phones in schools?” the “we” is slippery. The linguist Norman Fairclough called this way of speaking to a mass audience as if they were close friends synthetic personalization. The “we” creates fake intimacy and fake equality.

Nietzsche thought a lot about how language is psychology. He would look askance at the “we” in posts like “should we ban ugly buildings?” He might ask: who are you that you do not put yourself in the role of the doer or the doing? Are you a lion or a lamb?

Perhaps you are simply a coward hiding in the herd, Martin Heidegger might say, with das Man. Don’t be an LLM. Be like Carol!

Hannah Arendt would say you’re dodging the blame. “Where all are guilty, nobody is.” Did you have a hand in the policy you are now critiquing? Own up to your role.

Perhaps you are confusing your privileged perch with the broader human condition. Roland Barthes called this ex-nomination. You don’t really want to admit that you are in a distinct pundit class, so you see your views as universal laws.

Adorno would say you are selling a fake membership with your “jargon of authenticity,” offering the reader membership in your club. As E. Nelson Bridwell in the old Mad Magazine had it: What do you mean We?

…If you are speaking for a very specific we, then say so. As Mark Twain is said to have said, “only presidents, editors, and people with tapeworms ought to have the right to use we.”

I could go on. But you get the drift. The bottom line is that “we” is squishy. I is the brave pronoun. I is the hardier pronoun. I is the—dare I say it—manly pronoun.

I agree.

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📙 #075 - FALLiNGWATER MiXTAPE, Patreon Corner & Dithering

Spotify can go get wrecked, obviously.

I mean it’s probably more nuanced than that; it’s great for listeners and AI warfare, but bad for artists and AI warfare, and so the reality is probably somewhere between those two points.

Back in ‘23 to go along with my Alba FALLiNGWATER project, I made a Spotify playlist of music I was listening to while developing it, and the type of music that created the type of album art I was inspired by.

For me music & art are very closely aligned, and I pretty much always have a “mixtape” in mind that goes along with a project, with FALLiNGWATER I took the extra (mild) step of publishing it.

[Pretend there’s an insightful paragraph here about how people are turning away from digital services & subscriptions and embracing physical media - etc. etc. you know the drill, it’s all over the place at the moment, certainly doesn’t need to be here too! Oh, add an extra bit about piracy 🏴‍☠️]

IKR, nailed it!!

In short, I started exfiltrating various playlists onto bootleg mixtapes.

FALLiNGWATER was almost perfect for this, 1h 25min fits nicely onto a C90.

I could go into the art of the car drive mixtape; you gotta know how long it’s going to take to get there and back.

18-22mins each way = 45min mix tape. Around 45min each way = C90. Any longer and you may have to burn two CD-Rs, one for going out, and the other for coming back.

Going out is your battle music, coming back is chill out.

Which is how the FALLiNGWATER playlist was built. Unfortunately when putting it onto tape I couldn’t quite split the tracks nicely and Offshore by Chicane had to tuck onto the end of side A, rather than at the start of side B where it belongs. Can’t have everything I guess.

A-Side runs at 43:46, B-Side is 41:29.

When the combination of inside temperature, outside temperature, number of plays, distance travelled, the moon & the mood is right the car will eat the tape, as it should; it is foretold.


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# PATREON CORNER

I opened up my Patreon kinda at the wrong time, the start of the month would have been better but we don’t always get to choose.

The idea behind it is two-fold; first it’s somewhere I can put the Drawing Machine 101 videos where YouTube doesn’t throw adverts on them. I have more thoughts about that, but I’ll save them for another time.

The second is having a good place to interact with people that isn’t just shouting into the void. I’ve heard the phrase “PATREON IS MY OFFICE HOURS” - which stuck with me; I can’t always reply on social media, or YouTube comments, or here, but I CAN always do that over at Patreon. But that’s also thoughts-for-another-time.

The main things it does is give me; a good way to send physical art out to people and a schedule! This is that schedule…

Basically, the first ⅔ of the month is making and documenting things, and the second ⅓ is Q&A stuff.

Around the 3rd Wednesday of the month the things get shipped out, and the day after we open the Q&A post for questions, with the answers getting posted in video form at the end of the month.

This month we jumped right into the middle with things getting shipped pretty much right away on the theme of DOTS.

At the start of the month I post the theme for the month and we go through the whole thing again, with the Drawing Machine 101 videos posted as and when I finish editing them.

Next month’s theme carries on with DOTS, but also DITHERING…

…on a hex grid, in multiple colours, ‘cause I’m an idiot…

I’ve already had a quick (failed) attempt. The failure was both the green pen running out and there being too much paint for the paper to handle.

More about dithering in colour here: https://obrhubr.org/dithering-in-colour

Meanwhile here’s a full sized A2 plot for Fibonacci Day, (23rd of November — I am planning on making it to 11/23/58), which is somewhat responsible for running out the green pen.

Anyway, the 1st of December is when Patreon starts “properly”, although it’s going pretty well so far.


# THE END

Mainly everything is setup so I can; work and make the Drawing Machine 101 videos and do something different and fun each month and write these newsletters and send things out in the post, all without getting overwhelmed or burnt out.

Sometimes people ask me how I get everything done and the answer is pretty much; timeblocking/timeboxing, good sleep and a friendly AI assistant that can’t be bargained with, can’t be reasoned with. Doesn’t feel pity! Or remorse or fear and absolutely will not stop!... ever... until I am dead!

Next newsletter should be with you (and with less Patreon stuff) on Thursday 11th December, ‘25.

Love you all
Dan
❤️

PS. Document ur shit, yo! Even if you don’t sort it out for another 25 years.


Winter Weather Brings Dangerous Travel Conditions Across the Northern U.S.

Tracking Two Storms Impacting the Northern U.S. Through Thanksgiving and into This Weekend

[RODEN] Blank Spaces, Radicalized Offlineness, Curious Protagonists

Roden Readers —

Ahh, it’s nice. The outside. The outside is nice. Finally, very nice. The best season in Japan. The leaves, they change. Out yonder, Mt. Fuji performs foojalicousness on the horizon as I type these very words. Being a bit coy, hiding, peeking, hiding once again. The usual Fooj, all snow capped and sweet.

’Tis the season to Buy Things, apparently. So says every website in the world. Black Friday, now also a Japan Thing. Our faces are being smashed by sales. If you’re going to buy anything, I say buy books:

What I’ve been reading

1. Thomas Meyer-Wieser, Cairo: Architectural Guide.  A picture book, sort of.  Reading a book on the architectural history of a place, while intrinsically interesting, is also usually the best way to learn the non-architectural history of that same place.  Recommended.

2. Mary Hays, Memoirs of Emma Courtney.  A late 18th English fictional memoir, still underrated and fairly short to boot.  Very interesting on Enlightenment culture, what it meant to grow up in a reading culture, and the power of early feminism.

3. Sylvia Plath, The Unabridged Journals of Sylvia Plath.  Usually journals bore me after the first fifty pages.  But this lengthy volume is fascinating throughout, and arguably her greatest achievement?  At the very least worth a try.  She maintained an impossibly high level of writing across these years, plus you see (close up) the shifts in how her life was going, electroshock therapy and all.  Recommended.

4. Somerset Maugham, Up at the Villa.  Great fun at first, and very short.  It ends up “overinvesting” in plot, but still for me a worthwhile read.  It is best when at its most psychological.

5. Joel J. Miller, The Idea Machine: How Books Built Our World and Shape Out Future.  A paean to reading and its importance, comprised of many historical anecdotes.  I wish each part went into more detail, nonetheless this is an important book about a cultural transmission method that is in some unfortunate ways diminishing in its cultural centrality.

6. Virginia Woolf, Three Guineas.  Why do so few people talk about this piece?  It is Woolf writing on feminization and the prevention of war.  The argument is dense, and I will give it a reread.  She seems to attributing some of the worst aspects of militarized society to the approbational propensities of educated women?  She also considers — well ahead of her time — how male and female philanthropy are likely to differ.  In any case, there is more here than at first meets the eye.

There is also Keija Wu’s A Modern History of China’s Art Market.

The post What I’ve been reading appeared first on Marginal REVOLUTION.

       

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Portrait of NGC 1055

Big, beautiful spiral galaxy NGC 1055 is a dominant member of Big, beautiful spiral galaxy NGC 1055 is a dominant member of


Noahpinion's 2025 Year in Review

Art by GPT-5.1

Five years ago, I made the (questionable) decision to launch my Substack over Thanksgiving weekend. So every Thanksgiving or thereabouts, I do a roundup of seven important themes from the past year, along with a few themes to watch for in the upcoming year. Here’s last year’s edition. The links below are all links to other posts I wrote over the past 12 months, so you can use this post as a reference for what I wrote about in 2025.

I’d also like to thank everyone for reading and supporting Noahpinion. A year ago this blog had 280,000 readers; now it has 414,000. I never expected my blog to get that big, and I’m incredibly grateful to all of you for helping to make that happen. Please remember to recommend Noahpinion to your friends, family, and coworkers! I also published a book this past year, though so far it’s only in Japanese; this upcoming year I’m going to write an English-language book about macroeconomics, so be on the lookout for that.

Anyway, here are the seven themes for 2025.

Tariff madness

This was the year that Donald Trump, true to his campaign promises, upended 70 years of American economic policy. On April 2, which he dubbed “Liberation Day”, Trump announced truly enormous tariffs on almost all of the countries in the world. Many of these tariffs were eventually walked back, sometimes after “deals” in which other countries made various promises to the U.S. and/or to Trump and his family. Thankfully, none of the worst-case scenarios have yet reared their heads.

But some tariffs remained in place, and these tended to be tariffs on America’s allies rather than on China. And general uncertainty about future tariffs has exploded. This, along with worries about U.S. political unrest and national debt, has led to a depreciation of the dollar as some investors hedged their bets by moving money out of the country.

The tariffs haven’t yet tanked the economy or raised inflation, but they’re exerting a corrosive influence on the economy, pushing up prices, weighing on employment, and hurting the manufacturing sector. This was entirely predictable; economists have long understood that tariffs on intermediate goods hurt manufacturing by disrupting and shrinking supply chains. Trump’s team, unfortunately, makes it a point of pride not to listen to economists, instead choosing to invent a blizzard of dubious ad-hoc justifications for the President’s whims.

In fact, one reason Trump was able to get away with his tariff policies was that a great deal of B.S. and myth has grown up around trade and trade economics. Lots of people persist in thinking that trade deficits make countries poorer, because of the way GDP is broken down into components. But they do not. It is now widely accepted that globalization hollowed out the American middle class. It did not; in fact, nothing did. The whole case for Trump’s tariffs was based on misconceptions.

Which is a shame, because pure free trade is not the ideal policy. If America were smart about strategic trade, we could craft approaches that would enhance national security, protect infant industries, help American companies scale up, and discourage Chinese mercantilism. This would require America to trade freely with allies while putting tariffs on China, and to implement the kind of Biden-esque industrial policies that Trump had disdained. But at this point, no one in the halls of power seems to be thinking strategically, listening to experts, or worrying about details. And so the madness continues.

The AI boom (and possibly, the AI bust)

The biggest reason that the U.S. economy is still doing OK, despite the pressure from tariffs, is the AI boom. Data centers are being built out at a stupendous rate, exceeding the 1990s telecom boom and drawing comparisons to the railroad boom of the 1800s. A lot of people are worried that this construction bonanza is being financed by shady private credit deals that could hurt the macroeconomy if the AI sector goes bust.

That possibility has fueled a lot of debate over whether AI is as useful as its proponents believe. But this debate misses the key point that railroads and telecoms were ultimately even more useful than their proponents believed, and yet both still experienced busts along the way. If AI fulfills everyone’s wildest dreams, but slightly too slowly to pay back the data center loans, there could still be carnage in the financial markets.

An AI-driven financial bust could also happen if the AI industry turns out to be much more competitive than the traditional software industry. There are plenty of essential industries that make low profits — airlines, solar panels, and traditional agriculture come to mind. Traditional software depends a lot on human capital (engineers), but AI depends a lot on physical capital (compute), so it could end up being a lot more competitive of an industry.

In any case, it seems inevitable that our economy is going to make a giant macro bet on AI.

Meanwhile, a lot of people continue to worry that AI is going to take lots of people’s jobs. But nobody really knows whether that will happen, and the people who make strong claims about it are just being overconfident. So far, it looks as if industries more exposed to AI have been hiring fewer entry-level workers, but hiring more experienced workers. So it’s possible that AI is biasing the playing field toward people with more experience…or it’s possible companies just over-hired young workers back in 2021 and are now correcting. Only time will tell.

The rise of the Electric Tech Stack

AI is only one of the big inventions remaking the world right now. The other big one is what Sam D’Amico and I call the Electric Tech Stack — batteries, electric motors, and power electronics. Together, these technologies have made it economical to use electric power instead of combustion in a large variety of applications — cars, appliances, certain industrial processes, and power generation itself — in addition to enabling lots of new robots, drones, and so on.

The problem is that America is falling way behind China in terms of mastering the Electric Tech Stack. Americans seem to have collectively decided that the Electric Tech Stack is all about climate change, and so it has become a culture-war football, with Republicans trying to cancel battery manufacturing. Very few Americans seem to understand that as battery-powered drones master the battlefield, whoever can build more batteries and motors will rule the skies. The Electric Tech Stack is about power, first and foremost.

(Of course, saving the world from climate change isn’t nothing. Right now it’s China that’s doing that, by flooding the developing world with cheap solar panels and batteries.)

Anyway, I’m pretty worried that Americans’ rejection of the Electric Tech Stack is a sign that they’re starting to fear the future itself. It’s possible to see anti-electric sentiment as of a piece with anti-AI fears, antivax craziness, and various other anti-tech outbursts. If so, it’s a very bad sign.

The Chinese Century and its discontents

This year was really when China’s ascendance over the developed democracies became apparent. Trump’s battles with domestic opponents, isolationist instincts, and eagerness to start fights with allies have accelerated the rise of Chinese power, and helped to undo much of the damage China did to its own image through “wolf warrior diplomacy” during the Biden years. Meanwhile, China’s economy is now bigger than America’s by most reasonable measures, and it dominates the manufacturing technologies that would prove decisive in a protracted military confrontation.

It’s therefore safe to say that we’re now living in the Chinese Century. Demographic and macroeconomic factors will present headwinds for China, but won’t be able to knock the country off its perch.

But even at its glorious peak, China’s civilization may prove underwhelming in certain ways. It’s a scientific and technological leader, but it doesn’t yet seem to be driving breakthrough progress the way the U.S., Britain, Japan, and Germany did in their heydays (and which the U.S. still does). It’s cities are visually impressive, but sprawling messes on the ground.

Meanwhile, China is making some mistakes. In recent years it has unleashed the biggest industrial policy push in the history of the world, intent on replacing the real estate industry and filling the hole left by that industry’s collapse. But by paying a bunch of Chinese companies to compete each other’s profits to zero, China unleashed “involution” that is hurting corporate balance sheets and causing deflation. And thanks to that involution, China’s people are working hard but seeing relatively few benefits. As Dan Wang wrote in his popular book Breakneck, China’s leaders are a bit too focused on feats of technical and social engineering. and not focused enough on making their people happy.

And in the distance, Xi Jinping’s succession looms. The most powerful Chinese leader since Mao is 72, but he has not yet picked an heir apparent, and appears intent on ruling well into his dotage. Either a superannuated leader or a vicious succession battle could present major problems for China.

The ongoing collapse of progressivism, and the rise of new ideas on the left

Trump has generally been a terrible President in his second term. The only thing still keeping him afloat — indeed, the only thing that allowed him to win in 2024 despite all he’s done and said — is the American public’s deep disdain for the Democratic Party. Some of that disdain is due to Democrats’ seeming weakness in confronting Trump. But a lot is due to general exasperation with the progressive movement, which has lost credibility on a wide number of fronts in recent years.

On one issue after another, progressive approaches have proven inadequate to America’s needs. Many progressive state and local governments have gone soft on crime, allowing a breakdown in public order that victimizes the most vulnerable and also makes it politically impossible to build dense transit-rich cities. Progressive procedural requirements have made building infrastructure, transit, housing, and green energy very difficult in America — thus hampering a lot of progressive causes. The progressive approach to education has emphasized “equity” instead of teaching kids how to do math.

Ideologically, progressives remain enamored of the disastrous idea of degrowth. They’ve ignored or dismissed the recent successes of free-market economics, instead blaming “corporate feudalism” for America’s problems without much evidence. Progressive online culture, once so dominant, has become downright ghoulish, cheering the murders of business executives and spending untold hours trying to “cancel” each other on Bluesky and in other deeply progressive spaces. Progressives have embraced “land acknowledgements” that might seem harmless, but which ultimately delegitimize the U.S. as a country. And so on.

Some progressives have begun to think of useful alternatives to the canon inherited from the 2010s. Derek Thompson and Ezra Klein published a blockbuster book called Abundance that proposed a new progressive agenda based on getting Americans more material stuff. Some progressives leapt to attack the new book, but their attacks fell short and looked petty. Hopefully the abundance movement will be able to steer progressivism out of its current dead end.

Besides embracing abundance, progressives also need to moderate on all the issues where their approaches have demonstrably failed — and to be honest with themselves and with their activist base about why they failed in the first place. The liberalism of Bill Clinton and Barack Obama, and the idea of liberal nationalism itself, represent a much better way forward for the Dems than an accelerating slide into radicalism. Fortunately, the recent No Kings protests displayed plenty of patriotism, suggesting that the tide may be turning on the left more generally.

Trump’s gangster regime

This whole year was lived in the shadow of Donald Trump’s 2024 election victory. Trump’s first term turned out to be relatively benign, and even featured some important successes. There was always the possibility that his second term would be similar. Sadly, this was not what ended up happening.

As I predicted, Trump has spent much of the early days of his administration feuding with American institutions — the media, the Fed, the courts, the electoral system, and so on — and threatening his domestic enemies. As it became apparent that institutions weren’t resisting him as they had in his first term, Trump began to overreach, issuing a blizzard of executive orders that assumed far more executive power than U.S. Presidents have exercised in the past except in the middle of total war.

Eventually the Supreme Court emerged as the one institution in the country that Trump wasn’t willing to openly defy, producing an uneasy stalemate. But the U.S. now feels like a much more authoritarian country than it did a year ago. This sadly fits with the global trend toward strongman rule.

The assassination of Charlie Kirk by a leftist radical prompted Trump and his allies to issue dire threats against Democrats, and to threaten restrictions on freedom of speech. Some Trump officials even used the rhetoric of civil war for a few weeks after the assassination.

In foreign policy, Trump has abandoned the liberal nationalism that marked both Republican and Democratic administrations since World War 2, acting instead like a bully trying to extract tribute from weaker nations. Although he did manage to broker a successful cease-fire in Gaza, Trump’s abdication of America’s traditional stabilizing role in world affairs has pushed the world a bit closer to war.

But despite the ferocity of its rhetoric and its reckless assumption of power, the MAGA movement feels strangely weak. Contrary to the hopes of its adherents, Trumpism is not building any new communities, institutions, or organizations in America; instead it’s just a blast of mostly online rage. And Trump’s policies seem startlingly incompetent, from his rejection of vaccines to his infinite tax cuts that explode the national debt. The Tech Right, which was supposed to provide an injection of elite human capital into the MAGA movement, has instead withdrawn after the failure of DOGE. International actors are quietly laughing at America’s fumbling lack of competence.

And the biggest question — what happens to the right after Trump and his personalistic rule are gone — has yet to be resolved. The most likely scenario is that without Trump’s personal charisma to hold it together, MAGA will become more ideological, conceiving of itself as a crusade to save Western civilization from immigration and liberalism — in other words, a typical right-wing movement. Whether that sort of movement can succeed in America has yet to be seen.

America’s identity crisis

Why is America being forced to choose between Trumpian gangsterism and dysfunctional progressivism? The fundamental reason is the age of sociopolitical unrest that began in the U.S. around 2014. That era of unrest is slowly fading at the grassroots level, as Americans tune politics out, but we’re still dealing with the institutional and political consequences.

Fundamentally, unrest was touched off by social media, which threw Americans all into the same room as each other, destroying our ability to spread out and tolerate our differences from afar. Curbing social media use among the youth and fragmenting the internet into more private, curated conversation spaces will help undo some of the damage. But the more fundamental crisis — the thing social media revealed — is a crisis of identity. As America diversifies, ethnic notions of nationhood are being strained, even as the internet fragments our cultural unity.

This identity conflict was most intense in 2014-2021, but it’s still roiling, especially online. Anti-Indian sentiment has risen on the right, and antisemitism has made a comeback on both the right and the left. Immigration, once cast as an economic issue, is now the main culture-war flashpoint, with both rightists and some progressives seeing it as a tool for reengineering the American populace. The Trump administration’s xenophobic policies are a reflection of that conflict.

And in the background of all of this is the end of the aftermath of World War 2. The liberal, tolerant values that emerged from the resolution of that conflict have weakened as the generation that fought for them has passed away.

Still, I am optimistic that America will eventually resolve its identity crisis. These things have happened in the past, and the nation always emerged stronger after a period of unrest and division. We just might pull it off again.

Looking ahead to 2026

If 2025 was Trump’s blitzkrieg, 2026 will be a year of retrenchment. The administration’s falling popularity, as well as emerging divisions between various factions on the right, will act as a partial check on Trump’s program. So I predict a more static, less terrifying year in the world of politics and policy.

The Democrats, meanwhile, will be energized by Trump’s low poll numbers and by the likelihood of retaking the House of Representatives in next year’s election. That feeling of confidence will paper over some (but not all) of the bigger divisions and recriminations that followed Trump’s victory in 2024. But there will still be a constant ongoing debate between those who want to take the party in a more leftist direction — led by the charismatic Zohran Mamdani — and those who want to moderate in order to win.

Economically, the big looming question is whether there will be an AI crash. I personally doubt that 2026 is the year — the big AI “hyperscalers” are still funding too much of the data center build-out with their own considerable cash reserves, and borrowing still hasn’t hit the absurd levels that we usually associate with a major crash. The continuing boom will keep the economy mostly afloat, though we’ll keep seeing some signs of tariff-related deterioration as more tariffs go into effect.

If, as I expect, the AI boom continues for another year without a crash, it’ll convince a lot of people that a crash is never coming — which of course will induce more reckless borrowing, and set things up for an actual crash in the years to come.

The international situation is the biggest question mark by far. Will this be the year that China’s leaders finally decide to pull the trigger and invade Taiwan? If so, will Trump try to put up a fight or just let them have it? Will this be the year that Trump finally pulls the trigger on aid to Ukraine, and washes his hands of the conflict? What effect will that have on the war? Will Europe step into the gap? I don’t know the answer to any of these questions, but the danger of a further expansion of great-power war is certainly there.

All in all, Trump’s loss of momentum, the looming uncertainties of an AI crash, AI itself, and the volatile international situation mean that 2026 is likely to be a year where America finds itself at the whim of events beyond our control.

But whatever happens, I’ll be there to write about it and hopefully to explain what’s going on. Hang in there, and enjoy another year of Noahpinion.


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Quoting Qwen3-VL Technical Report

To evaluate the model’s capability in processing long-context inputs, we construct a video “Needle-in- a-Haystack” evaluation on Qwen3-VL-235B-A22B-Instruct. In this task, a semantically salient “needle” frame—containing critical visual evidence—is inserted at varying temporal positions within a long video. The model is then tasked with accurately locating the target frame from the long video and answering the corresponding question. [...]

As shown in Figure 3, the model achieves a perfect 100% accuracy on videos up to 30 minutes in duration—corresponding to a context length of 256K tokens. Remarkably, even when extrapolating to sequences of up to 1M tokens (approximately 2 hours of video) via YaRN-based positional extension, the model retains a high accuracy of 99.5%.

Qwen3-VL Technical Report, 5.12.3: Needle-in-a-Haystack

Tags: vision-llms, evals, generative-ai, ai-in-china, ai, qwen, llms

deepseek-ai/DeepSeek-Math-V2

deepseek-ai/DeepSeek-Math-V2

New on Hugging Face, a specialist mathematical reasoning LLM from DeepSeek. This is their entry in the space previously dominated by proprietary models from OpenAI and Google DeepMind, both of which achieved gold medal scores on the International Mathematical Olympiad earlier this year.

We now have an open weights (Apache 2 licensed) 685B, 689GB model that can achieve the same. From the accompanying paper:

DeepSeekMath-V2 demonstrates strong performance on competition mathematics. With scaled test-time compute, it achieved gold-medal scores in high-school competitions including IMO 2025 and CMO 2024, and a near-perfect score on the undergraduate Putnam 2024 competition.

Tags: mathematics, ai, generative-ai, llms, llm-reasoning, deepseek, llm-release, ai-in-china

Happy Thanksgiving

P.S.: I never realized how woke this movie was

Pacific Geomatics and SI Analytics Announce Strategic Partnership to Deliver Super-Resolution Capabilities Across Canada

Victoria, Canada / Seoul, South Korea – November 27th, 2025 – Pacific Geomatics Limited (PacGeo), a Canadian satellite imagery distributor, today announced a strategic partnership with SI Analytics (SIA), a […]

The post Pacific Geomatics and SI Analytics Announce Strategic Partnership to Deliver Super-Resolution Capabilities Across Canada appeared first on SpaceNews.

Soyuz transports new crew to ISS

Soyuz MS-28 launch

A Soyuz spacecraft delivered two Russian cosmonauts and one American astronaut to the International Space Station Nov. 27 for an eight-month stay.

The post Soyuz transports new crew to ISS appeared first on SpaceNews.

ESA raises more than 22 billion euros at ministerial

Aschbacher CM25

ESA member states are contributing more than 22 billion euros for the next three years, very close to its overall goal but with some programs faring better than others.

The post ESA raises more than 22 billion euros at ministerial appeared first on SpaceNews.

ACME Space plans test run for balloon-launched space factory next year

Illustration of the Hyperion Orbital Factory Vehicle (OFV). Credit: ACME Space

LONDON – London-headquartered ACME Space has unveiled plans to begin hardware tests of its balloon-launched orbital manufacturing vehicle Hyperion next year and hopes to commence commercial operations in 2027.  The Hyperion Orbital Factory Vehicle (OFV) is designed to carry up to 200 kilograms to low Earth orbit (LEO), using a hydrogen-filled balloon to overcome the […]

The post ACME Space plans test run for balloon-launched space factory next year appeared first on SpaceNews.

China set for first orbital launch and landing attempt this weekend with commercial Zhuque-3 rocket

Zhuque-3 first stage stands vertically on the launch pad at Jiuquan Satellite Launch Center in northwest China, secured to a large blue service tower, with the sun setting behind it. The stainless steel rocket displays the Landspace logo prominently.

HELSINKI — Chinese commercial launch firm Landspace is preparing to attempt the country’s first orbital launch and booster landing this weekend with its Zhuque-3 rocket. Airspace closure notices issued under the Civil Aviation Administration of China (CAAC) indicate a launch attempt from the vicinity of Jiuquan Satellite Launch Center between around 11:00 p.m. Eastern Nov. […]

The post China set for first orbital launch and landing attempt this weekend with commercial Zhuque-3 rocket appeared first on SpaceNews.

ESA and Norway announce plans for an Arctic Space Centre

Arctic Space Centre signing ceremony

ESA and Norway have signed a letter of intent and formed a joint working group to assess the feasibility of a new ESA Arctic Space Centre.

The post ESA and Norway announce plans for an Arctic Space Centre appeared first on SpaceNews.

Comment

No one should lose sight of the fact that the National Guard was only in Washington, DC as part of an extended political messaging stunt. They are there because of a legal lacunae created by the district’s non-statehood and consequent lack of democratic sovereignty. The shooter (the man in custody is suspected of but not proven to be that person) is guilty of the attack and the carnage surrounding it. Donald Trump is responsible for them. This episode is the collateral damage of, downstream of Trump abusing his powers as President.

Europe’s Human and Robotic Exploration hit by budget shortfall

Daniel Neuenschwander, ESA’s Director of Human and Robotic Exploration (right) speaks during the ministerial conference. Credit: ESA

BREMEN – The European Space Agency’s Human and Robotic Exploration (HRE) program fell short of its budget request at the ministerial, with member nations agreeing to contribute 2.66 billion euros ($3.08 billion), accounting for roughly 70% of the 3.77 billion euro ask. ESA set its overall budget at 22.1 billion euros — a significant increase […]

The post Europe’s Human and Robotic Exploration hit by budget shortfall appeared first on SpaceNews.

One weird trick to solve the affordability crisis

If voters dislike big numbers, there is a purely nominal fix

Thursday 27 November 1662

At my waking, I found the tops of the houses covered with snow, which is a rare sight, that I have not seen these three years.

Up, and put my people to perfect the cleaning of my house, and so to the office, where we sat till noon; and then we all went to the next house upon Tower Hill, to see the coming by of the Russia Embassador; for whose reception all the City trained-bands do attend in the streets, and the King’s life-guards, and most of the wealthy citizens in their black velvet coats, and gold chains (which remain of their gallantry at the King’s coming in), but they staid so long that we went down again home to dinner. And after I had dined, I heard they were coming, and so I walked to the Conduit in the Quarrefowr,1 at the end of Gracious-street and Cornhill; and there (the spouts thereof running very near me upon all the people that were under it) I saw them pretty well go by. I could not see the Embassador in his coach; but his attendants in their habits and fur caps very handsome, comely men, and most of them with hawkes upon their fists to present to the King. But Lord! to see the absurd nature of Englishmen, that cannot forbear laughing and jeering at every thing that looks strange.

So back and to the office, and there we met and sat till seven o’clock, making a bargain with Mr. Wood for his masts of New England; and then in Mr. Coventry’s coach to the Temple, but my cozen Roger Pepys not being at leisure to speak to me about my business, I presently walked home, and to my office till very late doing business, and so home, where I found my house more and more clear and in order, and hope in a day or two now to be in very good condition there and to my full content. Which God grant! So to supper and to bed.

Footnotes

Read the annotations

Self-driving cars will transform urban economies

A robotaxi boom is coming. The impacts might be broader than you expect

China’s property market is (somehow) worsening

Government remedies are not up to the job

Narendra Modi plans to free up India’s giant labour force

Socialist employment restrictions will be swept away

Links 11/27/25

Links for you. Science:

‘Functionally extinct’: After 10,000 years on the Florida coast, two key corals are dead
Concrete “battery” developed at MIT now packs 10 times the power
Studies show Joro spiders are easy to kill and virtually harmless
Study finds mRNA coronavirus vaccines prolonged life of cancer patients
What a monster explosion detected on a star could mean for life beyond Earth
How a frozen mammoth named Yuka is redefining the study of ancient RNA

Other:

The Nick Fuentes Spiral: The reckoning with the white-nationalist influencer’s rise is only getting messier.
Operation Drumbeat: The Right is Loud but Hollow
Elite Rot
Church members flee as federal agents arrive at east Charlotte place of worship
‘Noem should resign over this’: Fury over alleged DHS ‘child kidnapping and trafficking’
‘Why just me?’ Charlotte man says Border Patrol broke pickup window, stole keys
McDonald’s is losing its low-income customers. Economists call it a symptom of the stark wealth divide
Mamdani’s Efforts to Woo N.Y.P.D. Officers Produce Skepticism and Hope
Medieval England’s Coin-Clipping Scandal: The 1279 Mass Execution of Jews
The banality of evil: how Epstein’s powerful friends normalised him
For-profit healthcare is the problem, not (just) private equity
The mayor lifted a homeless emergency declaration. South L.A. merchants and residents aren’t so sure
The Trump Backlash Quietly Underway: Young Progressives Signing Up To Run For Office
Russ Vought Tries to Bankrupt the CFPB
Photos, Video, Protests — Homeland Security Tightens Rule on Anti-ICE Activities
ICE Caged This Man For His Instagram Posts And Likes
How Talking Points Memo Lasted a Quarter Century
‘He’s Actually Weakening the Economy’: Why Trump’s Strategy May Fail
The War on Algorithmic Price Fixing Is Here
The Hidden Devastation of Hurricanes
‘Trump is inconsistent with Christian principles’: why the Democratic party is seeing a rise of white clergy candidates
The Bombshell Inside Trump’s $1.3 Billion Pardon Market: The Pardon for Pay President
The Republican Health Care Apocalypse
Inside Yale’s Quiet Reckoning with AI
The Shocking Truth About Gen Z Voters Is That They’re Pretty Great
NY State Young Republicans stiffed Syracuse hotel for lavish party before racist chat ended their run
Millionaire Tax That Inspired Mamdani Fuels $5.7 Billion Haul in Massachusetts
A Tool That Crushes Creativity. AI slop is winning.
ICE Ads Are All Over Your Favorite Streaming Services
Calvin Duncan wins Orleans clerk of court race. Duncan, a political newcomer and former prisoner, defeated incumbent Darren Lombard by a wide margin in Saturday’s runoff.

Two Guardsmen Shot in D.C., Near Farragut West Metro

Yesterday afternoon, two guardsmen were shot at 17th and I NW (according to the Washington Post, the shooting was about 30 years south on I from the intersection). The shooter is an Afghan national admitted into the U.S. in 2021 and whose asylum application was approved by the Trump administration this year*, but, as of this morning, a motive is unclear (in the only not-awful moment of this whole event, FBI Director Kash Patel swore the FBI would be relentless in hunting the shooter down, even as the shooter was already in custody).

This shooting was completely unnecessary, as the only reason the guardsmen are here is to function as a political prop for Trump. They should have been at home, getting ready to celebrate Thanksgiving.

And there also was no reason for them to be patrolling 17th & I. Publicly available crime data with spatial dat go back to Jan. 1, 2008. In the last seventeen years, there have been no homicides near 17th and I, and no assaults with a gun since 2018 (as one might expect of an area that is about a four minute leisurely walk from the White House perimeter).

To compound the stupidity, Defense Secretary Hegseth wants to deploy 500 more guardsmen, even though a recent court decision found the deployment to be unlawful (the decision was on a temporary stay). I guess these guardsmen are going to guard the other guardsmen.

I did think fascism would be this tragic, but I didn’t realize it would be this stupid. I hate all of this.

*Of course, the Trump administration that approved his asylum application is blaming the Biden administration.

What we’re grateful for

Here is the Free Press symposium, here is my contribution:

Tyler Cowen, columnist

I am grateful for how many parts of the world I can visit freely. I have been to roughly 105 countries and have not had serious problems getting to them, entering them, or leaving them. Nor have I contracted any serious illnesses abroad.

I do feel some recent growth in restrictions. For instance, I cannot go to Russia and be assured of my safety, nor would I feel comfortable visiting Ukraine at the current moment, given the ongoing Russian attacks. Nonetheless, so very much of the world is accessible to us, whenever we wish to be there.

This is an unparalleled opportunity, without precedent in the history of mankind.

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Thursday assorted links

1. Good analysis of the proposed Ukraine deal, by a Ukrainian economist who is fighting for Ukraine.

2. Chinese AI as homework monitor?

3. David Goodhart on Britain.

4. Jana Gallus profile.

5. Charlie Munger’s final years (WSJ).  ““His last delivery was Korean fried chicken: A whole chicken, kimchi fried rice and waffle fries,” Jackson says.”

6. Claims about pretraining.

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GPS Jamming Reported Around Venezuela

Increasing levels of GPS interference have been reported around Venezuela over the past month. Since the U.S. has been moving naval assets into the area and generally rattling the sabre in Venezuela’s general direction, they… More

Five Economic Reasons to be Thankful

Here are five economic reasons to be thankful this Thanksgiving. (Hat Tip to Neil Irwin who started doing this years ago)

1) The Unemployment Rate is at 4.4%

unemployment rateThe unemployment rate was at 4.4% in September. 

The unemployment rate is down from 14.7% in April 2020 (the highest rate since the Great Depression).

The unemployment rate is up from 3.4% in April 2023 - and that matched the lowest unemployment rate since 1969!

Even though the rate has increased recently, this is historically a low unemployment rate.

2) Low unemployment claims.

This graph shows the 4-week moving average of weekly claims since 1971.

Weekly claims were at 216,000 last week.

The dashed line on the graph is the current 4-week average.

Even though weekly claims have bounced around a little recently, the 4-week average is close to the lowest level in 50 years.

3) Mortgage Debt as a Percent of GDP has Fallen Significantly

Mortgage Debt as Percent GDP This graph shows household mortgage debt as a percent of GDP.  

Note this graph is through Q2 2025 was impacted by the sharp decline in Q2 2020 GDP.

Mortgage debt, as a percent of GDP is at 44.6% - down from Q1 - and down from a peak of 73.3% of GDP during the housing bust.

4) Mortgage Delinquency Rate is Low

MBA National Delinquency Survey
This graph, based on data from the MBA through Q3 2025, shows the percent of loans delinquent by days past due.  

Although mortgage delinquencies are up a little from Q2 2023 - the lowest level since the MBA survey started in 1979 - delinquencies are still historically very low.

Note: The sharp increase in 2020 in the 90-day bucket was due to loans in forbearance (included as delinquent but not reported to the credit bureaus).

The percent of loans in the foreclosure process are low.

5) Household Debt burdens at Low Levels (ex-pandemic)

Financial ObligationsThis graph, based on data from the Federal Reserve, shows the Household Debt Service Ratio (DSR), and the DSR for mortgages (blue) and consumer debt (yellow).

The Household debt service ratio was at 11.3% in Q2 2025, slightly below the pre-pandemic level of 11.6%.

The DSR for mortgages (blue) is close to the pre-pandemic level.

Happy This data suggests aggregate household cash flow is in a solid position.

Happy Thanksgiving to All!

Fragments of your dreams

I’ve been sorting through old photos recently and came across a few from the early 2000s taken on whatever mobile phone I was using then. The quality is terrible but often in an interesting way.

I’m not sure what phone I had back then. A Sony Ericsson T610 perhaps?

But I like to imagine these images were actually created by a more advanced machine, one that can picture fragments of your dreams.

A small photo of, probably, some buildings, a couple of large towers. The sky is white, everything is blurred, lights are smudged.
A photo looking over a lawn with someone sat on a deckchair facing to the right, in the distance. Everything is slightly smudged, hazy.
A photo taken outside with the Houses of Parliament in London in the background, Big Ben's clocktower prominent. In front, at the bottom, are some blurred banners. A red flag – maybe with a black hammer and sickle on it – is flying most prominently. It looks like dusk, nothing is clear.
A photo of a white indoor space with shiny floors and mabe a shiny ceiling. The only furniture is two dark sofas. There are no people. Everything is slightly blurred and hazy.
A photo of some men with camels. Colours are strange and everything is slightly blurry, but they look like white men dressed as Arabs. One is riding a camel and is wearing a crown. In the background are some brick walls and, perhaps, shop windows.

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Thanksgiving and the Lessons of Political Economy

Time to re-up my 2004 post on thanksgiving and the lessons of political economy. Here it is with no indent:

It’s one of the ironies of American history that when the Pilgrims first arrived at Plymouth rock they promptly set about creating a communist society.  Of course, they were soon starving to death.

Fortunately, “after much debate of things,” Governor William Bradford ended corn collectivism, decreeing that each family should keep the corn that it produced.  In one of the most insightful statements of political economy ever penned, Bradford described the results of the new and old systems.

[Ending corn collectivism] had very good success, for it made all hands very industrious, so as much more corn was planted than otherwise would have been by any means the Governor or any other could use, and saved him a great deal of trouble, and gave far better content. The women now went willingly into the field, and took their little ones with them to set corn; which before would allege weakness and inability; whom to have compelled would have been thought great tyranny and oppression.

The experience that was had in this common course and condition, tried sundry years and that amongst godly and sober men, may well evince the vanity of that conceit of Plato’s and other ancients applauded by some of later times; that the taking away of property and bringing in community into a commonwealth would make them happy and flourishing; as if they were wiser than God. For this community (so far as it was) was found to breed much confusion and discontent and retard much employment that would have been to their benefit and comfort. For the young men, that were most able and fit for labour and service, did repine that they should spend their time and strength to work for other men’s wives and children without any recompense. The strong, or man of parts, had no more in division of victuals and clothes than he that was weak and not able to do a quarter the other could; this was thought injustice. The aged and graver men to be ranked and equalized in labours and victuals, clothes, etc., with the meaner and younger sort, thought it some indignity and disrespect unto them. And for men’s wives to be commanded to do service for other men, as dressing their meat, washing their clothes, etc., they deemed it a kind of slavery, neither could many husbands well brook it. Upon the point all being to have alike, and all to do alike, they thought themselves in the like condition, and one as good as another; and so, if it did not cut off those relations that God hath set amongst men, yet it did at least much diminish and take off the mutual respects that should be preserved amongst them. And would have been worse if they had been men of another condition. Let none object this is men’s corruption, and nothing to the course itself. I answer, seeing all men have this corruption in them, God in His wisdom saw another course fitter for them.

Among Bradford’s many insights it’s amazing that he saw so clearly how collectivism failed not only as an economic system but that even among godly men “it did at least much diminish and take off the mutual respects that should be preserved amongst them.”  And it shocks me to my core when he writes that to make the collectivist system work would have required “great tyranny and oppression.”  Can you imagine how much pain the twentieth century could have avoided if Bradford’s insights been more widely recognized?

Addendum: Today (2025) I would add only that the twenty-first century could avoid a lot of pain if Bradford’s insights were more widely recognized.

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Congestion and signaling in the job market, as the ratio of applications to positions continues to rise

 Aki Ito, at Business Insider, writes about how the number of job applications per position is growing, and how there's some exploratory use of signaling of interest through job sites that allow a small number of such signals.

How tech broke the job market
Applying to a job in 2025 is the statistical equivalent of hurling your resume into a black hole
. By Aki Ito

"To see how bad it's gotten, I asked Greenhouse, one of the leading providers of hiring software, to take a look at their data. Last quarter, the average job opening received 242 applications — nearly triple the amount in 2017, when the unemployment rate was at a comparable level.

 

"Nobody's happy with the current situation," says Greenhouse CEO Daniel Chait. "Something broke in the technology." 

"This isn't the first time a market's grown so overcrowded it stopped functioning. Economists even have a name for it: congestion. Big markets hold the promise of creating better matches, but they also tend to devolve into total chaos.

"Congestion is the bane of a lot of markets," says Alvin Roth, a Nobel Prize-winning economist at Stanford who's helped design programs to better match students with schools, organ donors with patients, and hospitals with new doctors. "Successful marketplaces have to fight hard to defeat congestion."

...

"The forces that make it cheap to send more applications are working faster than the forces that allow you to quickly process many applications," says Roth. "We're deep into congestion."

...

[There is] "a new website where candidates can manage their applications to Greenhouse's clients. There, it introduced a feature called Dream Job, which lets people mark one application a month as a job they especially want. The idea is that recruiters don't just want qualified applicants. They want to know — amid the sea of people applying with a single click — who's actually serious enough that they'd likely accept an offer.

"Online daters might recognize the concept as the "rose" on Hinge or the "super like" on Tinder — gestures borrowed from a landmark study in market design. Dream Job launched in June, and the early data is promising: Employers have been five times more likely to hire Dream Job applicants than standard ones.

"Other intermediaries of the job market are trying their own fixes. LinkedIn, for instance, introduced its own "rose," called Top Choice, to its premium members (Top Choice candidates, the platform says, are 43% more likely to get a recruiter message). It also shows people whether they're a high, medium, or low match for the roles they view ("try exploring other jobs," it gently advises low-match candidates). And this year it's been testing daily limits on Easy Apply submissions."
 

NASA astronaut, two cosmonauts take Thanksgiving Day ride to space station

The Soyuz rocket launches to the International Space Station with Expedition 74 crew members: NASA astronaut Chris Williams, Roscosmos cosmonauts Sergey Kud-Sverchkov and Sergei Mikaev, onboard, Thursday, Nov. 27, 2025, at the Baikonur Cosmodrome in Kazakhstan. Photo: NASA/Bill Ingots

Astronomer-turned-medical physicist and now NASA astronaut Chris Williams joined two Russian cosmonauts aboard a Soyuz ferry ship Thursday for a Thanksgiving Day flight to the International Space Station, kicking off a planned eight-month stay in orbit.

With commander Sergey Kud-Sverchkov at the controls of the Soyuz MS-28/74S spacecraft, flanked on his left by flight engineer Sergey Mikaev and on the right by Williams, the crew’s Soyuz 2.1a booster roared to life at 4:27 a.m. EST and smoothly climbed away from the Baikonur Cosmodrome in Kazakhstan.

Nine minutes and 45 seconds later, the Soyuz spacecraft was released from the booster’s upper stage, its two solar wings unfolded and the crew set off after the space station. The automated two-orbit rendezvous ended with a docking at the lab’s Earth-facing Rassvet module at 7:34 a.m.

Williams, a one-time volunteer fight fighter and emergency medical technician with a Ph.D. in astrophysics from MIT, was a board-certified medical physicist at Harvard Medical School when selected to join NASA’s astronaut corps in 2021.

He and flight engineer Mikaev are making their first space flight while Kud-Sverchkov is a seasoned veteran, logging 185 days aboard the space station in 2020-2021.

“It’s a really great crew,” Williams said in a NASA interview. “Sergey and Sergey are both just absolutely wonderful people, really kind, super interested, super intellectually curious, which is really fun. Had a lot of really, really great discussions, just talking and talking about things.

“It’s been been wonderful to both spend some time with them over in Star City, and also to be able to spend some time with them in Houston through our training.”

Roscosmos cosmonaut Sergei Mikaev, top,
NASA astronaut Chris Williams, middle, and
Roscosmos cosmonaut Sergey Kud-Sverchkov, wave farewell prior to boarding the Soyuz MS-28 spacecraft for launch, Thursday, Nov. 27, 2025 at the Baikonur Cosmodrome in Kazakhstan. Launch of the Soyuz rocket will send the trio on a mission to the International Space Station. Photo: NASA/Bill Ingalls

The Soyuz MS-28 crew is replacing Soyuz MS-27/73S commander Sergey Ryzhikov, flight engineer Alexey Zubritsky and NASA astronaut Jonny Kim, who were launched to the space station last April 7. They plan to return to Earth in early December to wrap up an eight-month stay.

Also on hand to welcome Williams and his crewmates aboard the ISS: NASA Crew 11 commander Zena Cardman, Michael Fincke, Japanese astronaut Kimiya Yui and cosmonaut Oleg Platonov. They launched atop a SpaceX Falcon 9 rocket last August and plan to come home in February or March, after their replacements — Crew 12 — arrive.

All 11 station fliers planned to gather for a traditional welcome aboard video call to mission managers and family back in Moscow before a safety briefing and the start of familiarization with the space station’s complex systems.

Williams, an Eagle Scout with a private pilot’s license, is a standout in an astronaut office staffed with super achievers.

After graduating from Stanford University with a bachelor’s degree in physics, Williams was doing radio astronomy research on the way to a Ph.D. and “down the street from my house, there was a volunteer fire department. And I was like, oh, that sounds like something that could be kind of like fun and interesting to do.”

“So I started volunteering. Got trained as an EMT and a firefighter, and started just sort of doing that on a volunteer basis. And I found that I really liked it. I got a lot of satisfaction out of knowing that … at the end of the shift, I would have really made a very direct and immediate positive impact on somebody’s life.”

He kept that up throughout graduate school. Then, as he was winding up his doctorate in astrophysics, Williams said he ran into a doctor he knew at a party who told him there was “a big need for physicists in medicine, in particular, in radiation oncology, where we use radiation to treat cancer.”

He talked with a few other people, including one who had been an astronomer before switching to medical physics, and “I was struck by how much of what I knew and had learned as an astronomer would actually be useful and apply very directly to medicine.”

“A lot of the math behind (medical) imaging is the exact same math that actually you use in a radio telescope to make an image,” Williams said. “It was kind of neat to see that image processing techniques that I’d used as (a radio astronomer) actually carried over pretty directly into medicine.”

At the time of his selection as an astronaut, Williams was on the staff at Harvard Medical School as a clinical physicist and researcher. He is the second member of the 2021 class of astronauts to fly in space, getting assigned to the Soyuz MS-28 mission shortly after finishing astronaut candidate training.

He said the training for launch on a Russian spacecraft was difficult, primarily because of the travel required. He credited his wife, Aubrey, with keeping the family’s life on an even keel throughout.

As for what he looks forward to during his eight-month stay in space, Williams repeated a familiar theme.

“I’ve got a lot of different goals, but I think the biggest one, and the thing I’m most excited about, is to truly be able to put my training into practice and to do a really good job to push forward the science and research that we’re doing on on the space station.”

“I think it’s incredibly important. I think it’s incredibly interesting and incredibly inspiring, and I feel really lucky to have the opportunity to contribute to that.”

ULA aimed to launch up to 10 Vulcan rockets this year—it will fly just once

Around this time last year, officials at United Launch Alliance projected 2025 would be their busiest year ever. Tory Bruno, ULA’s chief executive, told reporters the company would launch as many as 20 missions this year, with roughly an even split between the legacy Atlas V launcher and its replacementthe Vulcan rocket.

Now, it’s likely that ULA will close out 2025 with six flights—five with the Atlas V and just one with the Vulcan rocket the company is so eager accelerate into service. Six flights would make 2025 the busiest launch year for ULA since 2022, but it falls well short of the company’s forecast.

Last week, ULA announced its next launch is scheduled for December 15. An Atlas V will loft another batch of broadband satellites for the Amazon Leo network, formerly known as Project Kuiper, from Cape Canaveral Space Force Station, Florida. This will be ULA’s last launch of the year.

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How a Government Think Tank Trained The First Generation of US Software Developers

SAGE console, via IBM.

The US government had a hand in creating much of the early computer industry. Many early computers, such as ENIAC and EDVAC, were developed with government funding for military purposes (ENIAC was used to calculate artillery firing tables). It was the government-granted monopoly of AT&T where the first transistor was invented, and for years after its invention the US military was the largest purchaser of transistors. It’s perhaps not surprising then, that the government also had a major role in training the first generation of software developers.

Software and SAGE

Following the end of WWII, the Soviet Union quickly emerged as a major potential threat to the US and western Europe. In 1946 Winston Churchill delivered a speech where he declared an “iron curtain” had descended across Europe, and advocated for Anglo-American cooperation to counter Soviet influence. By 1949, Germany had officially been partitioned into East and West Germany, and the Cold War was underway.

That same year, the Soviet Union tested its first atomic bomb, creating the possibility of a devastating Soviet nuclear attack on the US by bombers flying over the north pole. Intercepting such an attack required detecting the bombers as early as possible, but the US’s existing air defense system, which relied on slow, manual processing of radar station data, couldn’t respond quickly enough. A committee organized by the Air Force Scientific Advisory Board, known as the Valley Committee, recommended upgrading the entire US air defense system with better interceptors, missiles and anti-aircraft guns, and extensive radar coverage. It also recommended a computer-based command-and-control system to rapidly process and coordinate air defense system data.

In 1950, MIT was contracted to create a prototype for the computer-based air defense system, using MIT’s in-development Whirlwind computer, the only computer in the world that could process incoming data in real-time. In 1954, the Air Force decided to proceed with the full-scale computerized defense system, known as the Semi-Automatic Ground Environment, or SAGE. SAGE would use computerized data processing to coordinate many radar stations across the country, creating “a single unified image of the airspace over a wide area”.

IBM was awarded the contract to build the computers for 24 SAGE sites around the country. Based on the Whirlwind, the enormous AN/FSQ-7 computers weighed 250 tons, consumed 3 megawatts of power, and contained 49,000 vacuum tubes. In terms of physical dimensions, the AN/FSQ-7 computers were, and are, the largest computers ever built.

SAGE site building, via the History of Information.

IBM built the computers, but making SAGE work also required creating the software to run the system. IBM declined the offer to program the SAGE software, on the grounds that it “couldn’t imagine” how it could absorb the estimated 2000 programmers the job might require once the job was done. MIT and Bell Labs similarly declined.

The Air Force thus turned to the RAND corporation, a non-profit think tank created in 1948 to try and maintain the “vast amount of American scientific brainpower assembled to fight World War II.” At the time, RAND was engaged in a study of group performance of “man-machine” systems: it had created a replica of an air defense radar station to study how its operators behaved under stress, and how their performance could be improved. Making this system work required large amounts of computation to create the simulated radar data for enemy aircraft:

For a typical eight-radar exercise, each 100-minute period required 1,600 such computer-produced “‘displays,” as well as eighty time-phased teletype messages and numerous closely coordinated maps, lists, and scripts. Some eight hundred flights were specified for each exercise, resulting in 80,000 punch cards produced in 1,500 hours of manual and computer calculations. From the resulting track library, the actual inputs for each exercise, some 10,000 cards, were machine-produced in twenty-five hours. - The System Builders

RAND’s radar operator performance studies made it an obvious candidate for programming the SAGE system. Not only was RAND already working on the problem of processing radar station data, but to do so it had already hired a substantial fraction of the programming talent in the US. In 1955 RAND employed 25 programmers, at a time when there were only an estimated 1200 programmers in the entire country, only 200 of which were creating programs of substantial complexity. In 1955 RAND agreed to take on the task of programming for the SAGE system, and by the end of the year 75 people at RAND’s System Development Division were working on SAGE.

Programming SAGE was vastly more complicated than any software task that had preceded it. One SAGE programmer noted that when he was hired, “large programs were about 25 steps”, and that he was taken aback when one older programmer claimed to have written a 300-instruction program. But a single SAGE program might have as many as 800 instructions, and the entire SAGE system ended up having more than 1 million instructions. Initially RAND had estimated that programming SAGE might require 100 programmers, but it soon became obvious this was a gross underestimate. By 1956 RAND had hired so many programmers and other staff to work on SAGE that the staff of the System Development Division was greater than the rest of RAND combined, and the division was spun out as a separate entity, the System Development Corporation, or SDC. By 1959 SDC had 800 programmers working on SAGE, and it’s estimated that SDC employed half of the programming manpower in the US.

Because of how nascent computers, and computer programming, was, hiring the number of programmers SAGE required wasn’t straightforward. Part of the interview process was asking whether candidates knew what computer programming was, and one hired programmer noted that “most of us didn’t know what a programmer was until we came to work at SDC”. In the absence of experienced programmers, SDC recruiters looked for “good logical minds and a math or science background”, but it proved hard to predict who would end up being an adept programmer. Hired candidates were given four months of training (two on the IBM computers, and then another two on the SAGE system). Nearly 90% of those hired were between the ages of 22 and 29.

Over the next several years, SDC hired thousands of programmers and other staff to develop and then roll-out the SAGE software, making the company by far the largest software developer in the US. The first SAGE site came online in 1956, and by 1961 all SAGE sites were operational.

Experience on SAGE subsequently made its way into large civilian software projects. The design of SABRE, a computer airline reservation system developed by IBM in the late 1950s, was based on SAGE. Similarly, SAGE programmers quickly diffused into other companies. In 1958, the annual attrition rate at SDC was 20%, and only 50% of SDC staff stayed more than four years. By 1960 there were 3,500 SDC employees, and 4000 ex-SDC employees. By 1963 those numbers had climbed to 4300 and 6000.

Part of SDC’s high attrition rate was because of government pay limitations: as demand for programming talent grew, SDC staff found they could go to defense or electronics companies like Northrop or Litton and double their salaries.1 And part of it was because, as work on the SAGE system progressed, the programming work shifted from creating the system to deploying and maintaining it. This was less glamorous work which had little opportunity for advancement, and as a result many of the most ambitious employees went elsewhere. However, SDC considered part of its mission to be a “university” for programmers, and thus didn’t oppose its trainees leaving for more desirable jobs. As a result of this attrition, ex-SDC employees became the “ground floor” of the burgeoning field of what was then called electronic data processing. One SAGE veteran noted that by the 1970s “chances were reasonably high that on a large data-processing job…you would find at least one person who had worked with the SAGE system”.

There are many cases where government efforts are crucial in bringing some new technology into existence. The jet engine, the nuclear reactor, the process for producing metallic titanium. One consequence of this is that government funding not only helps create the physical technology itself, but the knowledge and expertise surrounding it. Bringing nuclear reactors into existence meant more than building the physical reactors, it meant training folks who would, by the end, have expertise in building them. With computers, government funding not only helped fund the creation of the first electronic computers, but it helped train the first generation of computer programmers.

1

In 1946 Northrop contracted for one of the earliest electronic computers, the BINAC. In 1956 Litton released one of the earliest transistor-based calculators, the Litton-20.

My excellent Conversation with Cass Sunstein

Cass was in top form, and so we went on for almost two hours.  In his Substack he described it as “The most fun interview I have ever done.”  Here is the audio, video, and transcript.  Here is part of the episode summary:

Tyler and Cass discuss whether liberalism is self-undermining or simply vulnerable to illiberal forces, the tensions in how a liberal immigration regime would work, whether new generations of liberal thinkers are emerging, if Derek Parfit counts as a liberal, Mill’s liberal wokeism, the allure of Mises’ “cranky enthusiasm for freedom,” whether the central claim of The Road to Serfdom holds up, how to blend indigenous rights with liberal thought, whether AIs should have First Amendment protections, the argument for establishing a right not to be manipulated, better remedies for low-grade libel, whether we should have trials run by AI, how Bob Dylan embodies liberal freedom, Cass’ next book about animal rights, and more.

I will reproduce the section Cass pulled for his own Substack:

COWEN: Now, we started with the topic of liberalism. How is it you think about or characterize the liberalism of Bob Dylan?

SUNSTEIN: Bob Dylan is a liberal. His liberalism is captured in the line, “He not busy being born is busy dying.” I hope he’s immortal, but if anything is on his epigraph, that would be a good candidate.

The notion of self-invention, of freedom, is central to basically everything. His refusal to keep singing the same song — you can hear him talking about it in some of the interviews. He said, “I could do that. I could just do that forever. I knew how they’d react.” He said, “What’s that about?” He said, “I needed to do something else.” But of course, the line, “I needed to do something else” — that’s my line. How he would put it would be much more vivid and surprising than that.

His “Like a Rolling Stone” is an anthem of freedom. I heard it, actually, in concert a few years ago. It was a great performance. It wasn’t young, but it was a great performance. The audience went wild when he did “Like a Rolling Stone.” That was the final song. It was the encore. It wasn’t just because it was the greatest rock song ever written. It was because of how he did it. I thought, “What’s going on in this song? Why is everyone exhilarated?” The song, which he described when he wrote it as vomit, hatred directed at somewhere that was real — it wasn’t that, or it was a little bit that, but it was a song of liberty.

“How does it feel to be on your own with no direction home, like a complete unknown, like a rolling stone?” Everyone felt like they were flying. He makes that — “Like a Rolling Stone” — be a song of freedom. If you look at his angry songs — “Positively 4th Street” — there’s a freedom in being, of course, uninhibited, able to say things, but also a freedom of disconnection.

When he’s asked why did he change his name, I have an account of why he actually did. I think he gave it exactly once, but in his more characteristic way, he said, “This is America. You can change your name.” Then he said, “I was born. I didn’t think I was born with the right name. I could make it up. I could say that sounds more like I was.”

Making rootlessness not be a curse, but instead something that is . . . the word joy is too clichéd for Dylan. If you look at his love songs, like “If You See Her, Say Hello,” which isn’t one of my favorites, but it’s good. There’s a connection with the one he loved, who got away, but you can feel the sense of freedom.

COWEN: “Visions of Johanna”?

SUNSTEIN: Yes, completely. He’s torn. That has the great opening line. “Ain’t it just like the night to play tricks When you’re trying to be so quiet?” Did Yeats write better lines than that? Probably, but he was Yeats.

COWEN: Blood on the Tracks — a liberal album?

SUNSTEIN: Oh, yes.

COWEN: How would you express that?

SUNSTEIN: Well, I’m thinking “Buckets of Rain” is the closing song. Right before that, there’s a song, “You’re Gonna Make Me Lonesome When You Go.” That’s it, which is, I think, one of his greatest songs. That’s a liberal song of freedom and separation, that she’s going, but he’s going to see her everywhere, and there’s smiling at impermanence. That is a big liberal theme — smiling at impermanence — because impermanence makes things not routine and also makes for freedom.

COWEN: “Idiot Wind” is the angry song of the batch, right?

SUNSTEIN: Yes, it’s pretty mad. He said about that song, “I don’t know why people like it. There’s so much sadness and distress in it.”

COWEN: Do you see your own liberalism or just yourself in the liberalism of Bob Dylan?

SUNSTEIN: I think so.

COWEN: Reinventing yourself, not quite wanting to be pinned down, doing a lot of stuff.

SUNSTEIN: He likes, I think, abandoning and going on to something that’s very different. I wish I’d gone electric or had some equivalent of that. But doing something quite different — I do share a little bit with him. I like it when I think something I thought was wrong. I now am very enthusiastic about the Austrian economists and Hayek. I’ve always admired them, of course, but I didn’t feel that they were on my team. Now I feel I’ve gone to their team. I don’t feel ashamed that I was wrong before. I feel excited that I’m less wrong now.

Definitely recommended, I could have pulled out many other parts as well.  Again, I am happy to recommend Cass’s new book Liberalism: In Defense of Freedom.

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Stars, like bees, swarm around the center of bright Stars, like bees, swarm around the center of bright


The Rock Star Who Couldn't Sing or Play a Note

A hundred years ago, Broadway impresario Abe Erlanger hired a 12-year-old boy—and consulted him frequently. He said he needed the youngster to make creative decisions about all his theatrical productions.

The audience, he explained, possessed the same mental level as this 12 year old. So a child had veto power over all the artists.

Broadway insiders laughed at this. They treated it as a kind of prank or stunt.

But over the course of the 20th century, this role reversal became a standard practice in much of the music industry. Nobody wanted to say it out loud, but sophisticated musical minds were no longer trusted as gatekeepers.

They knew too much.

So blessed be the musically unskilled, for they would inherit the industry. And they did—just go look at the CEOs at Spotify, Apple Music, and all the rest. I’ll admit that they are older than twelve, but they are blissfully unencumbered by the twelve tones over which they preside.

Aesthetics plays no part in their decision-making. They run on dollars and cents, not sharps and flats.

Capitol Records was probably the last major label to put all its faith in timeless standards of musicality. And it flourished during the 1950s and much of the 1960s. But even Capitol eventually lost its way.


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I’m grateful that great musical minds still can be found—and I will share some amazing new music next week when I publish my list of the 100 best recordings of the year (available to premium subscribers). But the reality is that most of the best music nowadays operates in the fringes of our culture, and not on center stage.

That’s just the way it is. But the history of dumbing down is fascinating in its own rights. It’s a story that deserves to be told.

I’ve tried to identify the turning point—the moment when the rules changed. By my measure it happened one night in 1958.

Let’s revisit that fateful day…


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One Friday evening in 1958, record producer George Avakian sat down in front of his TV set, and watched an episode of the popular detective show 77 Sunset Strip. This chance incident would have surprising ramifications in the music business for decades to come.

A few minutes into the episode, the record producer decided that one of the actors on the show looked and talked like a rock star. His name was Edd Byrnes and he played a hipster character named Kookie.

Kookie parked cars at a Hollywood nightclub in the show, and acted very cool. He had the right look and said witty hipster-ish things. The TV audience loved him, especially younger viewers.

Check Kookie out and decide for yourself.

There was just one tiny problem. Byrnes wasn’t a musician.

But Avakian didn’t worry about this.  “I was sure that kids would like his talk and his looks, especially a way he had of looking out of the corner of his eye,” he later recalled. “And—the real clincher for his popularity with kids—parents would loathe him.”

They didn’t have Auto-Tune back then, but studio engineers had a few tricks to fix vocal imperfections. They knew how to splice together different takes, or make slight alterations in tape speed.

But when Byrnes did an audition for the label, it was bad. It was scary bad. This promising rock star had no sense of pitch. He had no range. He couldn’t even stay in rhythm with his accompanist. 

No technology could fix this mess.

Album cover

Record producer Avakian was no fool. During an illustrious career, he worked with Louis Armstrong, Duke Ellington, Miles Davis, Dave Brubeck, Sonny Rollins, and Keith Jarrett, among others. He had collaborated with genius, and now he had someone on the opposite end of the spectrum.

Maybe this situation is commonplace nowadays, but back in 1958 the record business believed in something called musical talent. Avakian’s bold decision to ignore that variable marks a historic moment in our culture.

Anybody else would have walked away from this looming disaster. They would have feared not just commercial failure but a tainted reputation. You don’t want to be the exec to greenlight a recording by somebody with zero musical ability.

But in a moment of brilliant insight, Avakian decided that Kookie didn’t need to sing, he could just rap. Of course, rapping wasn’t even a concept back in those days. But it sorta existed without a name. Deejays at radio stations often introduced a record by speaking in a hip tone of voice over the intro to the song.

Kookie would do the same. He would speak or rap his part, while somebody else did the actual singing. Connie Stevens, another Hollywood talent with the right look—and a slightly better voice—could handle the actual vocals.

By the time they were done, it looked like this:

The song was a runaway hit, and Byrnes made some serious Kookie dough. “Kookie, Kookie, Lend Me Your Comb” sold a million copies, earning gold status, and stayed on the Billboard chart for 13 weeks. Somehow the label padded out an entire album—entitled Kookie, of course—with songs of this sort.

For the rest of his life, Edd Byrnes was associated with that comb. Even when he died in 2020, at age 87, obituaries featured photos of him combing his hair. After that brief burst of fame, Kookie never had another hit. Even his acting career lost momentum, and his drinking problem didn’t help matters any.

But don’t underestimate Kookie’s lasting legacy.

It’s easy to see how Edd ‘Kookie’ Byrnes laid the foundation for future semi-spoken novelty songs, from William Shatner’s “Rocket Man” to Walter Brennan’s “Old Rivers.” They will never honor him in the Rock and Roll Hall of Fame or as a hip-hop pioneer, but that’s just because Kookie represents such an embarrassing moment in the history of commercial music.

But as a role model, he can’t be denied.

Kookie was a prototype for the Fonz on Happy Days, and also served as one of the inspirations for Leonardo DiCaprio’s character Rick Dalton in the film Once Upon a Time in Hollywood. Dalton’s film-in-a-film The 14 Fists of McClusky, with its famous flamethrower scene in that movie, was based on Byrnes’s real 1964 movie The Secret Invasion. And like Dalton, Byrnes ended up acting in spaghetti westerns in Italy after his stateside fame subsided.

And even this impressive list hardly does justice to the true lineage of this untalented artist.

Even today, the pairing of a rapper and vocalist is one of the most popular formulas in commercial music. And a whole host of boy bands, from all over the world, are formed based on the good looks of the members. We have Kookies everywhere if you know where to look.

But even these are small potatoes compared with the real breakthrough of Edd ‘Kookie’ Byrnes. His meteoric career marked the arrival of a new way of discovering and nurturing musical talent—namely by ignoring the talent part of the equation. We didn’t have influencers back in 1958, but Kookie was ahead of his time.

And he did all that with just a comb. Man, think of what this cat could have done with an iPhone and social media.

Russia’s Soyuz 5 will soon come alive. But will anyone want to fly on it?

After nearly a decade of development, Russia’s newest launch vehicle is close to its debut flight. The medium-lift Soyuz 5 rocket is expected to launch from the Baikonur Cosmodrome before the end of the year.

The Russian space corporation, Roscosmos, has released images of final processing of the Soyuz 5 rocket at the Progress Rocket and Space Center in Samara, Russia, earlier this month before the booster was shipped to the launch site in Kazakhstan. It arrived there on November 12.

Although the Soyuz 5 is a new vehicle, it does not represent a major leap forward in technology. Rather it is, in many ways, a conventional reaction to commercial boosters developed in the West as well as the country’s prolonged war against Ukraine. Whether this strategy will be successful remains to be seen.

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Bad education is a terrible way to fight inequality

Photo by Lucyin via Wikimedia Commons

Two weeks ago, the world of education was rocked by a bombshell report from the University of California San Diego. It revealed that the number of UCSD students who lack basic reading and math skills has absolutely exploded since 2020. The percentage of students needing a remedial class on basic junior-high-school level math jumped from 0.5% to over 12%. Some were even unable to do basic elementary school math. More than a fifth of entering students now fail to meet basic writing requirements.

According to the report, pandemic learning loss is one reason there are so many incapable students showing up at UCSD, but most of the problem is due to falling admissions standards. The UC system eliminated standardized test requirements in 2020, and since then it has been admitting rising numbers of kids from bad schools that inflate grades by ridiculous amounts.

Lots of people have written very good articles about this report since then, so I’ll quote from a few of them. The Argument’s Kelsey Piper talks about how the problem isn’t that UCSD students haven’t completed the required K-12 math courses — it’s often that they did complete the courses but were given passing grades without actually learning math:

Only 39% of the students in the remedial class knew how to “round the number 374518 to the nearest hundred.”

Reviewing test results like these, you would expect transcripts full of Cs, Ds, or even failing grades. But alarmingly, these students’ transcripts…said they had taken advanced math courses and performed well.

“Of those who demonstrated math skills not meeting middle school levels,” the report found, 42% reported completing calculus or precalculus…The students were broadly receiving good grades, too: More than a quarter of the students needing remedial math had a 4.0 grade point average in math. The average was 3.7…A number of high schools are awarding A grades to AP Calculus students who do not have any calculus skills and who would get the lowest possible score on the AP Calculus exam if they took it…

“I have taught AP Calc in circumstances that produced this kind of result,” one public school high school math teacher told me. “No one can do fractions.”…[A]lmost all of them fail the AP Calculus exam at the end of the year.

And The Atlantic’s Rose Horowitch finds that while the problem is especially severe at UC schools, it’s a nationwide issue, and it has its roots in falling standards at public schools:

[UCSD’s] problems are extreme, but they are not unique. Over the past five years, all of the other University of California campuses…have seen the number of first-years who are unprepared for precalculus double or triple. George Mason University…students began arriving at their calculus course unable to do algebra…

America’s students are getting much worse at math. The decline started about a decade ago and sharply accelerated during the…pandemic. The average eighth grader’s math skills, which rose steadily from 1990 to 2013, are now a full school year behind where they were in 2013, according to the National Assessment of Educational Progress…

Many [school] districts adopted a “no zeros” policy, forcing teachers to pass students who had little command of the material. One study of public-school students across Washington State found that almost none received an F in spring 2020, while the share of students who received A’s skyrocketed. Math grades have remained elevated in the years since…Together, these changes meant that even as students’ math preparation was stagnating, their grades were going up.

New York Magazine’s Andrew Rice has more details on the collapse of public education in America:

Last winter, the federal government released the results of its semi-annual reading and math tests of fourth- and eighth-graders…On reading tests, 40 percent of fourth-graders and one-third of eighth-graders performed below “basic,” the lowest threshold…

Nearly 30 percent could not pick the answer (“He wants to read it instead”). A similar proportion of eighth-graders failed to come up with the following sum:

12 + (-4) + 12 + 4 = _______.

…One math problem set out a scenario involving a restaurant check…Test-takers were asked to add the costs of…six items and calculate a 20 percent tip. Three-quarters of the high-schoolers were unable to correctly answer one or both parts of the question.

Rice’s article is very long and has many more details about how and why public education quality has collapsed in America. The basic story is that the education reform movement spearheaded by George W. Bush, which focused on improving test scores, collapsed in the mid-2010s. After that, public schools across the country began to lower their standards — passing kids who didn’t know the material, making their curricula a lot easier, etc. Often, kids just skip class entirely — in Oregon, around a third of all schoolchildren are chronically absent from school.

This was sometimes done in the name of “equity”— even though the new lax policies lead to widening racial and gender gaps. The rise of phones in schools probably exacerbated the trend, as did the pandemic, but the fundamental cause is lax standards everywhere.

Most of the articles about this slow-motion disaster just stick to decrying the report, calling for tighter educational standards, and tracing the demise of the education reform movement. I share their alarm, and I agree with their prescriptions. But I think it’s also worth thinking about exactly why education is going down the tubes in America.

One obvious possibility is that this is just another case of progressive activist culture on autopilot. In the past two or three decades, progressive governance has absolutely collapsed at the city and state level in a number of areas — housing, crime, infrastructure city services, and so on. It makes sense that education would just be one more failure of a progressive ideology that consistently prizes the bad ideas of the loudest activists. In this case, it was activists who pressured the UC system into dropping standardized test requirements.

Another obvious theory is that America is a very rich country, and the richer people get, the less they want to work hard — and helping your kids get through a tough, demanding education system is certainly hard work. Andrew Rice’s article mentions how local school board elections are usually dominated by upper-income white voters, while the degradation of educational standards tends to impact disadvantaged minorities more.

But I think there’s something else going on here. The extremely widespread nature of the breakdown of American education suggests that it’s not just progressive activism and lazy rich people. I basically see efforts to dilute and hobble the U.S. education system as a misguided attack on our pervasive economic and social inequality. To put it bluntly, Americans think that by giving everyone a free pass and refusing to educate smart kids, they can smooth out some of the inequality that results from the uneven distribution of talent.

Killing education is an incredibly bad form of “predistribution”

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The Famed Hacker Trying To Find The World's Best Inventors - EP 45 Pablos Holman

Pablos Holman has one of the most-watched TED Talks of all time, and that’s sort of the least interesting thing about him.

For the past 30 years or so, Holman has been traveling amid the most inventive and eccentric tech circles. He grew up in the wilds of Alaska and turned into a hacker extraordinaire. He helped start the rocket company Blue Origin with Jeff Bezos and sci-fi author Neal Stephenson. And he helped Bill Gates, Nathan Myhrvold, and Edward Jung create an invention factory at Intellectual Ventures.

If you like our stories, videos and podcasts, please do subscribe. All of this stuff takes a team to produce, and we could use your support.

These days, Holman is running a venture capital firm that scours the world for the biggest ideas from wild-eyed inventors missed by others. He published a book this year that captures some of his thoughts on invention and where our civilization is heading.

In this episode, we dive into the book, Holman’s bizarre career and the future of science and research and development. I think you will be surprised and entertained.

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Warning: The Fed Can’t Rescue AI

While everything feels political now – a kind of fin de siècle chaos politics – I want to take a brief break from the political today. Instead I want to talk about asset markets and the Fed.

We could say that the US economy in 2025 was schizoid. On the one hand Donald Trump abruptly reversed 90 years of U.S. trade policy, breaking all our international agreements, and pushed tariffs to levels not seen since the 1930s. Worse, the tariffs keep changing unpredictably. This uncertainty is clearly bad for business and is depressing the economy. On the other hand, there has simultaneously been a huge boom in AI-related investment, which is boosting the economy.

As many people have already noted, the AI boom bears an unmistakable resemblance to the tech boom of the late 1990s — a boom that turned out to be a huge bubble. The Nasdaq didn’t regain its 2000 peak until 2014.There’s intense debate about whether AI investment is similarly a bubble, which I would summarize as a shoving match: “Is not!” “Is too!” “Is not!” “Is too!”

While my personal guess is that AI is indeed in the midst of a bubble, I won’t devote today’s post to that debate. Instead, I want to talk about one recent aspect of market behavior that is very striking and carries strong echoes of the tech bubble a generation ago. Namely, AI-related stocks, like tech stocks back then, are reacting very strongly to perceptions about the Fed’s short-term interest rate policy.

Now as then, these strong reactions don’t make sense.

To see what I’m talking about, consider recent moves in stock prices closely related to AI. This chart shows movement over the last month of Bloomberg’s “magnificent 7” stock index:

A graph showing a line

AI-generated content may be incorrect.

Source: Bloomberg

During most of that month, these stocks were falling, as concerns that AI is a bubble increased. But on Monday the Mag7 index surged, erasing a large fraction of the losses. Why? Analyst chatter about supposed causes of stock market swings should always be taken with many grains of salt. But it’s clear that this surge was catalyzed by remarks by Fed officials which the market interpreted as making a cut in the Fed Funds rate next month more likely.

Some of us have seen this movie before. For those who haven’t, there is a pervasive view that the deflation of the 90s tech bubble was something that happened all at once — a Wile E. Coyote moment in which investors looked down, realized that there was nothing supporting those high valuations, and the market plunged. In reality, however, it was a long, drawn-out process, punctuated with some significant dead cat bounces along the way. Here’s the Nasdaq 100 over the relevant period (the gray bar represents the 2001 recession):

A graph showing the growth of the stock market

AI-generated content may be incorrect.

Measured against the awesome scale of the ultimate tech-stock decline, the temporary rallies along the way don’t look that big. But they were actually huge compared with normal stock movements. Let’s look at a closeup:

A graph with red lines and numbers

AI-generated content may be incorrect.

What drove these temporary bouts of optimism? At the time the conventional wisdom was that they were the result of Fed interest rate reductions and the prospect of further cuts. In fact, many observers used to argue that the stock market was underpinned by the “Greenspan put”: Don’t worry about a crash, Uncle Alan will ride to the rescue.

And after Monday’s stock price spurt, it’s clear that belief in a “Fed put” has made a modest comeback.

Indeed, the graph below shows the numerous rate cuts as the tech bubble burst:

A graph of a staircase

AI-generated content may be incorrect.

But while these rate cuts did create brief bouts of, well, irrational exuberance, they did nothing to prevent the tech bubble from eventually deflating.

Why couldn’t Greenspan rescue tech stocks? To answer that question, think about why interest rates matter for asset prices: Lower interest rates reduce the rate at which investors discount expected future returns. A dollar delivered to you X years from now has a higher “present value” (that is, a higher current value) if interest rates are 1 percent than if they’re 6 percent. How much higher depends on X, the number of years until you receive it. For example, a house can last for generations, and it delivers value to its owner in the form of a place to live over the years. That stream of housing consumption over the years is worth more – has a higher present value -- when the interest rate is 1 percent than when it is 6 percent. Or to put it another way, if you can make 6% on your money in a bank deposit, you may be better off renting rather than buying. That’s why the demand for houses is strongly affected by mortgage rates.

Interest rates matter much more for the value of assets that will still be yielding returns 10 or 20 years from now than they do for assets that will only yield returns for a few years.

That is, the value of assets that have a short economic life is much less affected by interest rates. Not surprisingly, economists have consistently had a hard time finding evidence for any effect of interest rates on business investment.

Moreover, investments in digital technology tend to have an especially short half-life, precisely because rapid technological progress quickly makes equipment and software obsolete. How valuable will data centers currently under construction be 5 years from now? Will they be worth anything 10 years from now? A realistic answer to these questions surely implies that the Fed’s interest policy should have little to no impact on Mag 7 valuations, or the sustainability of the tech boom.

As we saw on Monday, however, Fed policy and rumors about future Fed policy can sometimes affect AI-stock prices in the short run. But by the straight economics, these movements are more the result of market psychology than of any objective assessment of future returns.

So as doubts about AI creep in, I’m hearing growing chatter to the effect that the Fed can and should save the industry. But the lesson from the last big tech bubble is that it can’t. In fact, I have doubts about whether the Fed can head off a broader recession if the tech boom collapses — but that’s a topic for a future post.

For now, my point is that if you’re worried about an AI bubble, don’t expect Jerome Powell or his Trump-appointed successor — rumors are not encouraging — to come to the rescue. They can’t.

MUSICAL CODA

Trauma Stalks Journalists Covering Disasters and Wars

Columbia University Severs Ties with Dart Center for Journalism and Trauma

From natural disasters to mass shootings and riots, journalists are often first on the scene documenting the world’s tragedies. However, few in journalism take the time to step back and recognize how traumatic events can affect reporters, photographers, and others in the field as they convey what they have seen.

A traditional toxic mindset will not allow journalists to seek support. They think…that their colleagues will think less of them, or that their editor will take them off hard stories…because they’re not tough enough. That fear prevents people from seeking help.

Leona O’Neill, professor, Ulster University

This summer, Columbia University cancelled its partnership with the Dart Center for Journalism and Trauma after 16 years, raising questions about the future of journalistic training for covering and coping with violence and tragedy. The move highlighted a pivotal moment for journalists facing rising mental health risks amid recurring exposure to traumatizing events.

The Dart Center, reorganized as the Global Center for Journalism and Trauma, an independent non-profit. It raised enough money to continue, though not at Columbia.  

Bruce Shapiro, director of the Dart Center at Columbia since 2009, explained that he now continues the same work as the executive director of the Global Center, which aims to better adapt to a rapidly changing landscape within the industry. 

“On the one hand, our core programs are continuing in the new global center, and on the other hand, we see this as a moment for innovation, a moment that requires a lot of agility to respond to threats to journalists and to new issues that are coming into the news agenda very quickly,” Shapiro said. 

New Partner

The Global Center will be partnering with the non-profit Committee to Protect Journalists in Manhattan to develop programs that address the escalating threats journalists are facing, while looking for a new home. Prospects include both the City University of New York’s graduate journalism school and New York University’s journalism school.

The need for this support is clear: from beats that include local protests to global crises such as war and famine, contemporary journalists who cover conflicts, mass shootings, and natural disasters are constantly exposed to traumatizing events.

“The whole foundation of domestic journalism has changed,” said Dr. Anthony Feinstein, a psychiatry professor at the University of Toronto. He researches how trauma affects journalists.

“There are now multiple stressors that don’t seem to have much downtime between one stressful story and the next. Because of all of this, you really need to be trauma aware; it has become an increasingly stressful position,” Dr. Feinstein said in a telephone interview.

Beginnings

The Dart Center, founded in 1999, was set up as a resource center and think tank around two issues: what journalists need to know about the psychology and science of trauma to inform their reporting on victims of violence, and to support journalists who are traumatized because of their reporting.

Shapiro explained the new Global Center was formed after it became clear over the summer that the best way to continue its mission was to create a new, independent nonprofit to carry the work forward. “That mission has continued in the new Global Center for Journalism and Trauma. It’s the same core team, the same major projects for the most part.”

Shapiro said he had cobbled together, from several sources, roughly the amount of money the Dart Foundation had been donating.

Matthew Pearson, a journalism professor at Carleton University in Ottawa, Canada, who researches trauma-informed reporting, says the emotional toll of journalism no longer falls only on reporters and photographers who cover conflict zones or intense crises. In recent years, he said, it has become clear that no category of journalism is untouched by trauma.

 “In years past, there may have been a time when sports and business and entertainment writers could sort of say, ‘No, I don’t have to get my hands dirty with any story,’” he said. “But as these social issues [like sexual harassment and racism] have complicated every realm of society, they also complicate every realm of reporting.”

Old Problem

Journalists have long faced difficult and traumatic reporting assignments including coverage of wars and the Civil Rights era. But the need to support them is more urgent than ever, Shapiro said.

“Trauma and violence are at the heart of so much of what is at the top of the news agenda today, whether it is conflict in Gaza, Ukraine, Sudan; whether it is climate change; whether it is violent authoritarianism… issues like migration and attacks on immigrant communities in the U.S.,” Shapiro said. “All of these issues require journalists, on the one hand, to have special knowledge about the impact of violence on the individuals and families and communities we report, and all of them also require us to look after ourselves.”

Although this era of change has brought increased fear and distress in journalists, in newsrooms, the traditional expectation of “toughing it out” remains strong.

Journalist Leona O’Neill, a professor at Ulster University in Northern Ireland and founder of Media Strong, a mental health symposium for journalists, witnessed the murder of a colleague during a 2019 riot in Derry. O’Neill reflected on her Post Traumatic Stress Disorder, as well as what she says was an utter lack of support from her newsroom. “Because of the newsroom bubble, the story is the only thing that matters,” O’Neill said. “Getting the story out. Being the first with the story. There are so many demands.”

O’Neill added that many journalists are afraid to ask for help because of the stigma that they must be able to handle the tough parts of the job.

“A traditional toxic mindset will not allow journalists to seek that support. They think…that their colleagues will think less of them, or that their editor will take them off hard stories…because they’re not tough enough. That fear prevents people from seeking help,” she said.

Stigma

Feinstein connected with these sentiments, saying that the stigma of toughing it out has become highly problematic. Feinstein said there should not be distinct cultural attitudes for psychological and physical injuries. He argued that if a reporter were to break an arm, they would be treated immediately.  However, when the injury is psychological or emotional, many journalists are expected to continue working and push through it, creating what Feinstein said is a harmful double standard.

The lack of care when it comes to trauma and mental health highlights how newsroom cultures continue to prioritize stories over the well-being of the reporters producing the work.

This intense pressure from newsrooms not only belittles the emotional distress journalists often face but also worsens it. Some mental health experts say that this can cause an emotional breaking point.

Emily Sachs, a clinical psychologist and co-director of the Global Center for Journalism and Trauma, explained that, due to fear of missing deadlines or performing inadequately, many journalists seek help only when their ability to work begins to deteriorate.

“Usually, I find that journalists come to therapy very often when the trigger is that the distress is at a level where it is impacting their functioning, and they’re worried they’re not going to be able to do the job,” she said.

Craft and Mission

Sachs added that many passionate journalists who entered the field out of a love for storytelling and a sense of morality experience deep internal conflicts when their organizations fail to protect the values that originally drew them to journalism.

“The people who went into it because they loved the craft and the mission and wanted to do it right, those people suffer with moral distress and get disgusted when their institution is not upholding it and start to realize it’s costing their mental health,” Sachs said.

Her observations show that while emotional distress follows situations that many journalists are exposed to, a lack of institutional support often compounds trauma.

When organizations send reporters and photographers into dangerous or traumatic circumstances without providing adequate resources and support systems, experts argue that it becomes the organization’s responsibility to help their staffers and freelancers.

“It comes down to a duty of care,” said Pearson, the Canadian journalism professor who studies how trauma affects journalists. “I think that news organizations, journalism schools and anybody who is asking somebody else to get on the front lines of difficult stories, whether that be a car crash…or war in another country…[these institutions] ought to have a duty of care for the people they are asking to do that.”

Pearson explained that this responsibility should extend beyond physical safety and should include readily accessible mental health resources.

“Newsroom benefits ought to include mental health support, and the best mental health support that is unlimited…and by unlimited, I mean if an employee needs to seek care weekly, that is not going to be taken out of their personal pocket,” Pearson said.

While Pearson emphasized the responsibility of organizations to implement mental health support, others, like O’Neill, have personally experienced the consequences of inadequate duty of care from these institutions.

Duty of Care

O’Neill highlights why this duty of care is vital. Journalists “are sent into the worst situations possible,” she said. “They have to gather all the information and the gruesome details…then they have to come back and write all that up so the public can consume it.”

This reflects the broader issue that institutions that rely on journalists’ courage fail to protect their well-being.

“It’s very difficult to shake that off and show people journalists are humans and they’re not robots,” said O’Neill.

She believes that change must start by breaking the silence on this crisis and debunking the stigma that surrounds reporters’ mental health. “When you take the stigma out of a conversation, it takes the silence out of the conversation.”

Similarly, Pearson’s work in trauma-informed journalism argues that the future of the press depends on building strong institutional systems of support.

“Trauma-informed journalism is an approach to our work as journalists that brings an understanding of both what trauma is and the impacts it can have on people….and that needs to inform us as we approach a particular type of coverage,” he said.

This perspective explains what awareness and focus are needed to be implemented in the industry to prepare reporters properly.

“It’s really important now for journalism organizations to understand that there is a human cost to covering conflict and violence,” he added. “We need to think about those costs….by creating and talking about ways to report on traumatic incidents in a more thorough way.”

Open Conversations

As a professor, Pearson said that he is always thinking about how we are preparing people to enter the industry.

Feinstein emphasized that the need for open conversation and information needs to begin even before journalists enter the newsroom.

“Education [around trauma in journalism] needs to start at [university level] and in our journalism programs.” As a professor, he also argues that trauma awareness must be embedded not only into newsrooms but also into journalism education.

As the Global Center for Journalism and Trauma replaces the Dart Center at Columbia University, its leaders hope to continue providing vital aid for reporters.

“It’s going to be the work of the Dart Center, and the team is the same core team… and the mission is the same,” said Sachs, program director of the Global Center for Trauma’s Journalist Trauma Support Network. “The program has just been sunset at Columbia and transitioned to an independent non-profit…and therefore it intends to do really the same work [even] outside the limitations of the academic bureaucracy that Columbia is.”

While the work is not yet done, experts such as Feinstein, O’Neill, Pearson, Sachs, and Shapiro are leading the conversation on supporting journalists’ mental health.

“The world needs journalists; they need those lights shone in dark places,” O’Neill said. “Journalists are the bravest people in the world. You know, they’re amazing.”


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The post Trauma Stalks Journalists Covering Disasters and Wars appeared first on DCReport.org.

Dec. 5: AMA with the SpaceNews editorial team

Ever wanted to pick the brains of the reporters who power SpaceNews? Join us Friday, Dec. 5 for your chance to engage with our newsroom team during a subscriber-only live […]

The post Dec. 5: AMA with the SpaceNews editorial team appeared first on SpaceNews.

Northrop Grumman selected to provide cargo services for final phase of ISS

Cygnus XL

NASA has selected Northrop Grumman to provide cargo delivery services to the International Space Station once a spacecraft designed to deorbit the station is installed.

The post Northrop Grumman selected to provide cargo services for final phase of ISS appeared first on SpaceNews.

ESA members to decide on Europe’s future in space at ministerial conference

ESA CM25

ESA and its supporters will discover in the next two days how successful they have been in convincing European governments to significantly increase investments in space and bolster European autonomy.

The post ESA members to decide on Europe’s future in space at ministerial conference appeared first on SpaceNews.

BlackSky confirms it was the ‘confidential customer’ on recent Rocket Lab Electron rocket launch

A Rocket Lab Electron rocket lifts off from Mahia, New Zealand, to begin the ‘Follow My Speed’ mission on Nov. 20, 2025. Image: Rocket Lab

Earth observation company BlackSky revealed it was the ‘confidential customer’ whose satellite flew on a recent Rocket Lab Electron rocket. A BlackSky spokesperson confirmed to Spaceflight Now on Tuesday that its Gen-3 satellite was the payload onboard.

The mission, dubbed ‘Follow My Speed’ by Rocket Lab, lifted off from Launch Complex 1 in New Zealand at 1:43 a.m. NZT on Nov. 21 (7:43 a.m. EST / 1243 UTC on Nov. 20). This was Rocket Lab’s 18th launch so far in 2025 and its 76th Electron launch to date.

Leading up to the mission’s launch and during the broadcast, the company referred to the payload owner simply as a “confidential commercial customer.”

After the satellite was deployed, the U.S. Space Force cataloged it into a 468 x 477 km orbit at a 42 degree inclination. Jonathan McDowell, an astronomer and expert orbital tracker, noted on X (formerly Twitter) that this orbital position “has previously been used by Electron from BlackSky, QPS and Strix launches.”

BlackSky added clarity to the mystery on Tuesday when it published a press release announcing that it was able to get its “first very high-resolution images from the company’s third Gen-3 satellite less than 24 hours following the satellite’s successful launch in November.” The release itself didn’t specifically mention Rocket Lab or its Electron rocket by name.

In its release, company shared an image of the Port of Jebel Ali in Dubai, United Arab Emirates, captured during the morning of Nov. 22.

BlackSky delivered the first very high-resolution images from the company’s third Gen-3 satellite less than 24 hours following the satellite’s successful launch. This Gen-3, unit three, very high-resolution image captured over the Port of Jebel Ali in Dubai, United Arab Emirates, displays active offloading operations at the roll-on/roll-off “RoRo” terminal as stevedores maneuver vehicles down a ramp and into the collection area where thousands of vehicles await transport to their final destination. The BlackSky image was collected at 10:08 a.m. on November 22, 2025. Image: BlackSky

“BlackSky’s third Gen-3 unit has delivered incredible initial image quality at unprecedented speed — less than one day from launch,” said Brian O’Toole, BlackSky CEO. “Customers no longer have to wait months typically associated with traditional commissioning timelines. BlackSky’s rapid commissioning process places tasking capacity into customers’ hands quickly and increases the overall operational life of each satellite as they come online sooner.”

BlackSky didn’t state why it wanted the launch to occur without identifying itself ahead of deployment. The first two Gen-3 satellites were launched on other Electron rockets during the ‘Fasten Your Space Belts’ and the ‘Full Stream Ahead’ missions on Feb. 18 and June 2 respectively.

This was the third of the Gen-3 satellites to head into low Earth orbit for BlackSky. Earlier in the month, the company announced a more than $30 million multi-year contract “to integrate Gen-3 high-cadence tactical ISR services into a strategic international defense customer’s secure environment.”

That international customer wasn’t named by BlackSky, but said the satellites’ capabilities allow for “enhanced AI-driven detection, identification and classification of a broad collection of vehicles, aircraft, vessels and other objects of tactical interest” for intelligence, surveillance and reconnaissance (ISR) operations.

ESA on ‘good track’ to secure funding despite notes of caution

CM25 speech

ESA wrapped up the first day of a critical ministerial conference sounding upbeat about progress in securing funding for the next three years, despite a few warning signs.

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SmartSky won’t block Gogo 5G air-to-ground network despite legal win

SmartSky Networks does not plan to seek an injunction to block Gogo’s 5G air-to-ground rollout across the United States, despite prevailing in a patent-infringement lawsuit tied to the technology.

The post SmartSky won’t block Gogo 5G air-to-ground network despite legal win appeared first on SpaceNews.

Diverging priorities shape opening day of ESA Ministerial 2025

BREMEN, Germany –  As the 23 member states of the European Space Agency meet this week to decide its budget for the next three years, its three major contributors – Germany, France and Italy – are signaling they will heavily support the agency. Yet even as ESA leaders push for unity, officials from those countries […]

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David Lerner, Co-Founder of Tekserve, Dies at 72

Sam Roberts, reporting for The New York Times:

David Lerner, a high school dropout and self-taught computer geek whose funky foothold in New York’s Flatiron district, Tekserve, was for decades a beloved discount mecca for Apple customers desperate to retrieve lost data and repair frozen hard drives, died on Nov. 12 at a hospital in Manhattan. He was 72. [...]

Tekserve specialized in finding the cures for sick computers — including insect infestations — and recovering first novels and other priceless data, which the company said it was able to do about 85 percent of the time.

“We only charged for success,” Mr. Lerner said.

There were many great independent Apple resellers from the pre-Apple-Store era. There was only one that was legendary: Tekserve.

 ★ 

Running to the Press

Regarding my earlier post on similarities between the 2010 App Store Guidelines and today’s: Notably absent from the current guidelines (I think for a very long time) is the specious but very Jobsian claim that “If you run to the press and trash us, it never helps.” Getting the press on your side is one of the best ways for a developer to get an unjust App Store review decision overturned. Apple loathes negative publicity.

 ★ 

November Update to the App Store Review Guidelines

Here’s the updated full guideline for section 4.1:

4.1 Copycats

(a) Come up with your own ideas. We know you have them, so make yours come to life. Don’t simply copy the latest popular app on the App Store, or make some minor changes to another app’s name or UI and pass it off as your own. In addition to risking an intellectual property infringement claim, it makes the App Store harder to navigate and just isn’t fair to your fellow developers.

(b) Submitting apps which impersonate other apps or services is considered a violation of the Developer Code of Conduct and may result in removal from the Apple Developer Program.

(c) You cannot use another developer’s icon, brand, or product name in your app’s icon or name, without approval from the developer.

It’s guideline (c) that’s new, but I like guideline (a) here. Not just the intent of it, but the language. It’s clear, direct, and human. It reminds me of the tone of the very early guidelines, when it seemed like Steve Jobs’s voice was detectable in some of them. In a post back in 2010, I wrote:

This new document is written in remarkably casual language. For example, a few bullet items from the beginning:

  • We have over 250,000 apps in the App Store. We don’t need any more Fart apps.

  • If your app doesn’t do something useful or provide some form of lasting entertainment, it may not be accepted.

  • If your App looks like it was cobbled together in a few days, or you’re trying to get your first practice App into the store to impress your friends, please brace yourself for rejection. We have lots of serious developers who don’t want their quality Apps to be surrounded by amateur hour.

  • We will reject Apps for any content or behavior that we believe is over the line. What line, you ask? Well, as a Supreme Court Justice once said, “I’ll know it when I see it”. And we think that you will also know it when you cross it.

  • If your app is rejected, we have a Review Board that you can appeal to. If you run to the press and trash us, it never helps.

Some of that language remains today. Here’s the current guideline for section 4.3:

4.3 Spam [...]

(b) Also avoid piling on to a category that is already saturated; the App Store has enough fart, burp, flashlight, fortune telling, dating, drinking games, and Kama Sutra apps, etc. already. We will reject these apps unless they provide a unique, high-quality experience. Spamming the store may lead to your removal from the Apple Developer Program.

I could be wrong, but my sense is that Apple has, without much fanfare, cracked down on scams and rip-offs in the App Store. That doesn’t mean there’s none. But it’s like crime in a city: a low amount of crime is the practical ideal, not zero crime. Maybe Apple has empowered something like the “bunco squad” I’ve wanted for years? If I’m just unaware of blatant rip-offs running wild in the App Store, send examples my way.

 ★ 

It’s Time To Celebrate 2025’s Supreme Scoundrels: Send Us Your Golden Duke Noms

TPM Illustrations/Getty Images Audio: Youtube-AverytheCubanAmerican/Jackie Wilhelm

Some of you sickos have been waiting all year for this 🫶🏻

TPM’s 17th annual celebration of our beloved Golden Duke awards — the season when the TPM community comes together to celebrate those who gave us new highs (lows) in the field of public betrayal, political corruption, venality and nonsense — is special this year. Not only is it TPM’s 25th anniversary as an independent news outlet that grew out of our coverage of the George W. Bush administration’s lawlessness, but it is a special, albeit sad, year for those who have grown to love TPM’s annual toast to our nation’s most tenacious political trolls.

In the years since I’ve taken over TPM’s yearly commemoration of who best betrayed the public, I’ve found myself offering readers a similar caveat: the Golden Duke awards were created during an era when the corruption we catalogued was less rampant. Now that American political life has been overtaken by some of the worst people in the country (billionaire oligarchs and racist extremists who love political violence now literally run the government), the corruption at the core of the Golden Duke awards feels quaint.

This year’s awards do bring an important distinction, though. Duke Cunningham — the former congressman who accepted millions from defense contractors in exchange for lucrative federal government contracts and whose other scandalous misdeeds and sex parties amused us so greatly (more of the grisly details here), we decided to create a yearly tradition of saluting buffoonery in his honor — died in August of this year, at the age of 83. Our thoughts are with his friends and family.

In memoriam, we’re switching things up. Instead of asking you, dear readers, to submit nominations for those delightfully corrupt public actors in each of the traditional categories (Best Scandal – General Interest, Best Scandal – Sex & Generalized Carnality, Best Scandal – Local Venue, Meritorious Achievement in the Crazy) we’re asking you to flood our submission form below ⤵️ with whoever you think deserves some accolades for acting disastrously this year, and why. The options are endless.

And in honor of TPM’s 25th anniversary, we will be giving away free 25th Anniversary hats and/or t-shirts to readers whose nominations we like best and choose to include when voting begins next week!

Submit your nominations for the 2025 Golden Duke awards below and may the Greatest Grifter win.

Wednesday 26 November 1662

In the morning to the Temple to my cozen Roger, who now desires that I would excuse him from arbitrating, he not being able to stand for me as he would do, without appearing too high against my uncle Thomas, which will raise his clamour. With this I am very well pleased, for I did desire it, and so I shall choose other counsel.

Thence home, he being busy that I could not speak more with him. All day long till twelve o’clock at night getting my house in order, my wife putting up the red hangings and bed in her woman’s chamber, and I my books and all other matters in my chamber and study, which is now very pretty. So to bed.

Read the annotations

Antimatter Development Program

Printable PDF of this post. 

“Space is big. You just won’t believe how vastly, hugely, mind-bogglingly big it is. I mean, you may think it’s a long way down the road to the chemist’s, but that’s just peanuts to space.” Douglas Adams, The Hitchhiker’s Guide to the Galaxy

Our vision for the future has humans traveling between planets much faster than our ancestors sailed across oceans, but no existing rocket technology can achieve that. We’re going to need something significantly more energetic, and antimatter is the key. 

In August 2024, I wrote a primer examining the merits of antimatter propulsion from first principles. In this post, I will lay out in some detail a specific plan for an antimatter “Manhattan Project”. If we don’t do it, someone will. 

Credit: Avatar: The Way of Water. Canonically, these spaceships use antimatter fusion drives. 

Why?

Chemical propulsion is the standard for launch today, while some satellites use electric propulsion for station keeping. 

Credit: Trevor Mahlmann for SpaceNews

Starship is terrific but it’s not capable of flying to a nearby star at 30% of the speed of light and then landing. For that we’re going to need something far more energetic, and we are fortunate to have it.

Antimatter is powerful because its embodied energy gets to use the equation.

E = mc2.

c2 is a very large number, approximately 1017 = 100000000000000000. When antimatter encounters ordinary matter, it annihilates completely converting a tiny amount of mass into a huge amount of pure energy. This is 100-1000x more energy than even the most energetic nuclear fission reactions. 

With rocket propulsion, the distance you can go is determined by the change in velocity, Δv (“delta vee”), you can achieve with all the fuel you brought. The Tsiokolsky rocket equation boils down to Δv ~ 2 ve, the exhaust velocity, while thrust is given by the mass flow times the exhaust velocity, T = ṁ ve. Exhaust velocity is usually expressed as specific impulse (Isp = ve/g) and measured in seconds. It is the amount of time a given propellant can generate 1g of thrust. A more powerful propellant can provide the thrust for longer.

This graph shows the rough domains of existing and hypothetical propulsion systems. Chemical can generate terrific thrust, but is limited by low specific impulse. Electric propulsion can achieve much higher specific impulse, but is plagued by low thrust. This applies also to nuclear electric propulsion systems, which enjoy all of the hassles of nuclear reactors and still don’t achieve the desired high thrust, high Isp, high power operating mode. 

Credit: Adapted from graph by Frans Ebersohn. 

An antimatter rocket cycle can bridge this gap. Like chemical propulsion, there’s no upper limit to thrust. And given that the default antimatter reaction product is hard gamma rays, there’s no real upper limit to Isp either. If humans ever find a way to cross the gulf between stars, it will be with antimatter powered propulsion.

How 

I could spend another 10,000 words singing the praises of antimatter propulsion, but if you’re not bought in at this point, why bother? Let’s focus on the how.

Usually, when talk begins of exotic propulsion methods, discussion immediately centers on particle accelerators and superconduction magnets. Hold it right there! We’re trying to launch this on a rocket. Let’s conceptualize around a Starship upper stage, so we’re talking 1000 T of propellant, 100 T of structure, and 10 T of engine. Launch is a dynamic environment, which means everything needs to be able to withstand shock and vibration. I like particle accelerators as much as the next guy, but let’s begin by deleting as much complexity from the critical path as possible. 

Let’s discuss the various parts of the antimatter problem that need to be solved: Production, storage, and use. 

Production

The model for antimatter is that it is produced on Earth using the power and skill of our entire industrial base. Like aluminum, but to a far greater extent, it exists as an extremely condensed form of stored energy that can then be readily transported into space. We cannot easily lift the entire grid of the US into space, but its 1.3 TW capacity, run for an entire year, condensed into antimatter, would weigh just 227 kg (less than 500 lbs), which is well within our launch capacities. 227 kg of antimatter is also easily enough to launch hundreds of enormous spacecraft to nearby stars, so we will begin with a somewhat more modest quantity. 

As of late 2025, humanity is able to produce antiprotons and antihydrogen in the thousands of atoms per day and millions in total. This is incredibly impressive even by the standards of a decade ago, but it’s roughly analogous to our plutonium production capacity in late 1940. We have a ways to go here.

Antimatter production is something like 0.000001% efficient. It requires quite large particle accelerators and vacuum storage rings. 

The good news is that even at this efficiency, I think it’s worthwhile to scale up production for deep space propulsion, which is astoundingly expensive and profoundly limited by default. Remember, getting some marginal Δv when you’re a long way from home is essentially completely inelastic. There are no other options, and the solar system is the size it is. 

Obviously the utility is enormously increased if the production cost can be brought down, so the even better news is that it’s hard to imagine ways of making it less efficiently than we already do. We’re very early. We’ve barely even begun to think of ways to do this better. For example, CERN recently demonstrated 8x higher production efficiency, with a fairly obvious hack. That’s almost an entire order of magnitude. Three or four more advances like this and we’ll really be getting somewhere.

Currently, antimatter is made by bombarding a tungsten target with a high energy particle beam, which produces a few antiprotons. Then, if they happen to be at the right energy and going in the right direction, we can capture and store them for a while, gradually slow them down, and combine them with antielectrons (positrons) to form neutral antihydrogen. When I was a child, no-one was even sure if this was possible. Even today, there is serious work underway to investigate if gravity works on antimatter the same way as on normal matter. Perhaps it doesn’t!

As told in “The Making of the Atomic Bomb”, Leo Szilard had been obsessed with nuclear power and weapons for many years. In 1938, he realized that uranium, uniquely of the naturally occurring elements, could support a chain reaction. This led to a letter signed by Einstein and delivered by Alexander Sachs to FDR on October 11, 1939. Even then, the Manhattan Project wasn’t officially begun until August 1942, nearly three years later.

I think it should be possible to make antimatter with better than 0.01% efficiency, which would make high performance flight to Mars, Jupiter, and Saturn possible at scale within existing spaceflight budgets.

Humanity is on the cusp of being able to make useful quantities of antimatter, and obviously controlling the technology is strategically vital – and not just for high performance rocket engines. 

Storage

Conventionally, antimatter is stored as a charged plasma in electromagnetic “storage rings”. It is non-trivial to design containment for a form of matter that instantly annihilates on contact with any ordinary matter. Storage rings are large, heavy, and persnickety. It would be ideal to find a more robust method for storing up to milligram quantities of antimatter.

In the interests of simplicity, I think the path forward might be electrostatic containment. A small, cryogenically cold vacuum chamber (similar to devices used for quantum computers today) stores antihydrogen as a liquid droplet or ice crystal. A small net charge allows active containment in a 3D electrostatic trap. Surface charge also modulates surface tension and partial pressure, by which atomic quantities can be emitted from the surface for use, similar to a bubble jet printer head. 

Diagram showing conceptual antimatter droplet containment system. A charged drop of liquid antihydrogen is held electrostatically between actively controlled electrodes. Surface charge is modulated with an electron gun. The system is held in vacuum and kept well below 20 K. Boiloff is directed out to the engine.

Here’s Gemini 3’s image model version. Not bad!

In concept, this is a relatively small, easy to build piece of laboratory equipment. It can be tested on regular hydrogen with no special hazards, simply by inverting the charge on the containment system. A hydrogen droplet storage and manipulation system could be built from scratch for less than a million dollars. Of the three parts, it is the cheapest to test and retire risk early.

Engine cycles

Here we come to the fun part. How to actually use this incredible form of stored energy?

The fundamental problem is one of transduction – the same problem with any rocket engine. The propellants are enormously energetic, but they really want to just make heat and noise and light. How do you get them shoving mass out the back at high speed, safely and reliably?

This particular problem underscores the difficulty of making nuclear fission propulsion work. Nuclear fuel is about a million times more energetic than chemical fuel. Given that E = ½mv2, we should expect a nuclear rocket to be able to deliver about 500,000 s of Isp at high thrust. 

The only known way of doing this is via Freeman Dyson’s infernal contraption Project Orion. Yes, it achieves high Isp and high thrust, by detonating thousands of nuclear bombs behind it on its way. 

Credit: PanzerSoldat_46

Less concussive methods of production instead rely on nuclear reactors. Nuclear thermal propulsion uses a nuclear core to heat passing hydrogen, achieving an Isp of around 900 s with a steep complexity and mass penalty and lower exhaust temperature than high performance hydrolox engines such as the BE-3. Why? Nuclear materials such as zirconium and hafnium aren’t stable enough at higher temperatures. In a world of Starships and orbital refilling, it’s hardly worth the effort.

Nuclear electric propulsion instead takes a nuclear power reactor and runs electric propulsion, which can achieve Isps well into the thousands of seconds, albeit at much lower thrust. In this case, we take the incredible power of nuclear fission and tie it down with a boring Brayton cycle nuclear thermal reactor, spin a turbine, make electricity, then run that through a Hall effect thruster or similar. Each step takes a 90% cut and pretty soon, we’re once again left with some watered down weak sauce propulsion system that, at best, can achieve lower acceleration than an infinitely cheaper and easier solar sail, at least anywhere inside the orbit of Saturn. It’s not even more compact, since any space nuclear reactor needs a giant radiator to keep the cold side of the heat engine cold – a radiator that is bigger, heavier, more expensive, and more complex than a space solar array that would generate equivalent power without any nuclear reactor at all. Do not optimize something that should not exist. Delete!

Antimatter thermal propulsion

Antimatter suffers from the same problems. But maybe we can find some way to use it without particle accelerators and superconducting magnetic fields?

We can afford to “waste” almost all the inherent energy, provided at least some makes it through to the business end of the rocket and produces a high thrust, high Isp result. 

The simplest method is thermal propulsion, similar to nuclear thermal, but better. Emit a stream of antiprotons into a block of high temperature refractory, such as hafnium carbide, with a melting point of about 4000 C. The antiprotons annihilate against the block, producing a stream of hard gammas that are absorbed by the block, heating it. Then flow a propellant through. Hydrogen has low molecular mass, which creates a higher exhaust velocity. But its storage density as a liquid is about 12x lower than water, which also doesn’t require cryogenic temperatures. Personally, I’m in favor of the higher thrust and higher mass fraction of a denser propellant, and I’m prepared to sacrifice some Isp. But if you’re determined to fly a brachistochrone trajectory to Pluto and back with a human crew, other trades may apply. 

For reference, an antimatter thermal cycle running steam can produce 900-1000 s of Isp, slightly better than a nuclear thermal rocket and without needing a local nuclear reactor. Hydrogen propellant can produce around 1700 s. Total achievable Δv is about the same, at about 24 km/s. This is easily enough to fly to and from anywhere in the solar system on a Hohmann cycle (slow, efficient) orbit. Very respectable!

The principle virtue of the antimatter thermal cycle is that it’s simple. No moving parts in the hot zone, and only a simple pump to flow water through a refractory block and into space. The main downside is that it leaves a lot of performance on the table. The antimatter thermal cycle can be thought of as a uranium gun type bomb. Simple, crude, underpowered. Today, we have dial-a-yield shelf-shable thermonuclear bombs with 100x the yield that are lighter and smaller. What might be the antimatter rocket equivalent of the plutonium implosion device? 

Antimatter-catalyzed fission fragment propulsion

An antimatter thermal engine is a good start but to unlock the solar system we’re going to need a method to get to higher thrust at much higher exhaust velocity. But hafnium carbide is about as hot as solid materials can get. We need a way to get much much more energy into the exhaust gas stream without relying on heat transfer from a convenient solid. We need some kind of antimatter-fueled afterburner.

Unfortunately, simply shooting antimatter into the exhaust stream won’t accomplish much. The antimatter will annihilate, producing a bunch of gamma rays that will zoom off into the universe. They can penetrate about 10 cm through a dense solid like hafnium carbide, and about 1 km through relatively hot, sparse exhaust gasses, even at the throat before expansion. Since engines are much smaller than this, we’re going to need a mechanism to transduct the extreme energy of gamma rays into a form that can further heat exhaust gasses.

Credit: Future of antimatter production, storage, control, and annihilation applications in propulsion technologies 

We need a “kinetic cascade”. I previously wrote about this quirk of mechanics in my post on orbital debris. In that case, dense, fast-moving satellites and debris in Earth orbit are not slowed down enough by the sparse atoms of Earth’s upper atmosphere. Instead, we can launch tons of 30 micron powder into the desired orbital regions. This powder greatly increases the flux of non-destructive momentum-sapping drag-inducing collisions, filtering debris below some density threshold out of orbit and pushing it lower, where it burns up in the atmosphere. Meanwhile, 30 micron powder is sparse enough that it is materially affected by residual atmospheric drag, and also gets de-orbited in a few months. The powder creates a bridge that enables momentum transfer from big things (debris) to medium-sized things (powder) to small things (air molecules). This is a kinetic cascade.

The same principle can be applied to antimatter propulsion.

Every middle schooler in America knows that neutrons induce fission in U-235, the lighter isotope of uranium. Both U-235 and neutrons can be hard to come by, mostly for the better. What only a few middle schoolers really understand is that antiprotons can induce fission in U-238, the inert naturally-occurring form of uranium used routinely in ceramic glazes. In both cases, the result are two large fission fragments, one typically larger than the other.

The actinides, including uranium, can all be fissioned by antiproton collision.

A chart showing daughter nuclide distribution. The daughters are usually also radioactive and decay over a period of seconds-to-days into much less radioactive products – none of which are relevant over the timescales for engine propulsion, which is far less than a second. 

The important point is that one antiproton can collide with a uranium atom, producing two highly charged daughters moving at 0.05 c, instead of two gammas. Yes, the fission consumes about 40% of the antiproton’s embodied energy, but two highly charged massive and highly energetic atomic nuclei are much much easier to work with than two highly introverted gamma rays. Instead of passing through kilometers of exhaust gas, fusion products stall in centimeters of air, enabling the remaining 60% of the energy to be dumped directly into a moving gas stream. This is the afterburner!

Cherenkov radiation is actually caused by much faster particles moving through a medium faster than the speed of light in that medium, but it gives a good intuition for the scales and ranges involved.

At these temperatures, the exhaust gas becomes a dissociated plasma. Plasmas can be controlled and directed with magnetic fields, but this is extremely challenging for high thrust engines with lots of gas flow. I think that a “film cooling” approach is probably best. Dump the heat into the core of the engine exhaust, and allow cooler steam to contact the metallic parts of the engine directly. The engine bell would naturally be regeneratively cooled anyway, using the inflowing water to absorb heat prior to flashing to steam in the injector. 

The way this actually works is that there’s a water injection plate at the upstream side of the engine “combustion” chamber, and in the middle is a pintle injector able to dispense almost microscopic quantities of liquid U-238 (it’s molten at these temperatures) and very microscopic quantities of antihydrogen. They interact instantly in a tiny volume, throwing out particles around 10 cm into the surrounding steam volume, then expand out into the exhaust. No magnetic fields. No particle accelerators. No radiation shielding needed.

Diagram showing how antimatter-uranium reaction at the tip of an injector produces energetic fragments that heat an advecting layer of dense steam, superheating exhaust gasses.

The neat thing about this approach is that the relative flow of antimatter and water can be modulated. The antimatter essentially sets the engine power, the water flow cools that, setting the temperature. Higher water flow = higher thrust at lower Isp. Lower water flow = lower thrust, higher Isp. Essentially any Isp between chemical ranges (400 s) and electric propulsion (5000-20,000 s) and even beyond is possible. 

It’s even possible to reduce the amount of antimatter required for a given engine and mission profile. Enriching the uranium supply with around 20% U-235 can create localized chain reactions, with hundreds of fissions and fragments per antiproton. This actually creates an amplification effect. Instead of fission consuming 40% of the inherent energy of the antiproton, it produces a 100x the output. Either way, the exhaust will always be mildly radioactive and thus probably undesirable as the engine of a first stage Earth-launched rocket, at least until social norms around radiation exposure (other than sunbathing) changes or better, we figure out how to upregulate our DNA repair machinery and achieve something like immortality

The fission fragments themselves, reflected with an electrostatic nozzle, would achieve an Isp of 1,500,000 s, enough to propel a spacecraft to perhaps 10% of the speed of light. But if you are attempting to optimize for travelling to the stars, there are other cycles that may work better.

To summarize the complete cycle, a small cathode ray electron gun modulates the surface charge of a stored droplet of cryogenically cooled antihydrogen, spalling off antiprotons. They travel through an injector, meeting tiny droplets of molten U-238, potentially with some U-235 alloyed in for extra spiciness. Fission daughter nuclei zoom outwards, colliding with millions of partly dissociated steam molecules in a compact area, superheating the exhaust. The exhaust expands out generating high thrust at high velocity, enabling missions with tens, hundreds, or even thousands of km/s of Δv. 

How much antimatter do we need? It depends on how fast we want to go. For a Starship-class vehicle with 20 km/s of Δv, we need barely a handful of antimatter and U-238 – that’s enough to boil 1000 T of water to 25000 K exhaust temperature. Same vehicle but now we want 100 km/s, enough to fly to Pluto and back in less than twenty years? 10 kg of U-238 and just 45 g of antimatter, both occupying about 500 ccs. 45 g of antimatter too expensive? Mix in 1 kg of U-235 and we can make do with just 0.5 g. 

This model is truly the “Heart of Gold” for advanced propulsion. 

Here’s a basic spreadsheet that calculates performance characteristics for the antiproton catalyzed fission engine cycle. 

Alternatives

There are numerous other ways to potentially chase the dream of high thrust, high Isp engines powered by antimatter. Restricting ourselves to recognizably useful systems that violate no known laws of physics, the following changes are possible. 

Delete antimatter

Antimatter production and storage is painful – no two ways about it. Can we do without it?

Yes, but you might not like it. Instead of U-238 we can use mostly U-235 (highly enriched uranium) and drive fissions with a stream of neutrons rather than antiprotons. The energetics are much the same, but now we need a sufficiently bright neutron source. This probably requires a 1 GeV particle accelerator, but there are some ideas for compact particle accelerators that could be launched on rockets. See, for example, the AWAKE experiment. 

These are at a similar level of maturity to antimatter production. The key difference is that if we can store antimatter, we can produce it in labs on the ground, whereas a neutron-driven subcritical fission fragment propulsion system would always need an at least shipping container-sized accelerator to generate the neutrons – and AWAKE makes nowhere near enough of them. 

Delete antimatter storage

Storing antimatter is highly nontrivial and, if containment fails, beyond catastrophic. Not quite nuclear explosion level but still, the warranty is voided. 

If we’re going to design and build a flight-ready 1 GeV-class high intensity particle accelerator, why not just generate anti-protons directly instead of spalling off neutrons?

A just-in-time antiproton production system, combined with a partially enriched uranium target, could potentially scale to much larger sizes. Why? If the impinging antiproton is fast enough, it will relativistically beam the daughter nuclides in the direction of impact, removing the requirement for sufficiently dense steam and/or electrostatic mirrors. This is one potential form of a relativistic interstellar engine. 

Superconducting magnets

LK-99 was a bust, but maybe it’s possible to build enormously powerful and compact magnets. In that case, we can delete the expansion bell and use a magnetic nozzle to contain and expand the superheated exhaust to provide thrust. Like particle accelerators, this almost certainly works better at a larger scale and higher Isps better suited to travel to the outer solar system and beyond. 

Conclusion

There are a number of very smart people wondering what NASA might do, now that commercial launch and reusable rockets have been effectively incubated and the end is in sight for SLS, Orion, and the ISS. Something deeply technical, requiring deep investment, world leading expertise, and that gives humanity the next big unlock. A Manhattan Project that will give us the entire galaxy. An answer to the ambitions of adversaries who are gaining fast on our existing technology stack. 

Even incremental improvements in any one part of antimatter production, storage, and use will deliver enormous benefits to our civilization. Relatively modest improvements across all three will unlock the solar system. Finally, in the limit, having the ability to condense the power of the sun into pure energy in the form of antimatter is about as far as our tech tree is likely to go. The end is in sight! 

ICE First Look at October Mortgage Performance: "National delinquency rate fell"

From Intercontinental Exchange: ICE First Look at Mortgage Performance: Increased Refinance Activity Drives Mortgage Prepayments to 3.5-Year High
Intercontinental Exchange, Inc. (NYSE:ICE) ... oday released the October 2025 ICE First Look at mortgage delinquency, foreclosure and prepayment trends.

“Softening mortgage rates expanded the pool of refinance candidates in October, pushing prepayments to their highest level in three and a half years,” said Andy Walden, Head of Mortgage and Housing Market Research at ICE. “This trend was largely driven by people who purchased homes at elevated rates in recent years seizing the opportunity to lower their monthly payments.”

“Overall mortgage health remains solid, with continued improvement in delinquency rates across all stages,” continued Walden. “While foreclosure activity has ticked up, levels remain historically low. This uptick is driven by a rise in FHA foreclosures along with the resumption in VA foreclosures following last year's moratorium."

Key takeaways from this month’s findings include:

Delinquencies improved: The national delinquency rate fell by 7 basis points (bps) in October to 3.34%. This is down 11 bps from the same time last year and 53 bps below the October 2019 pre-pandemic benchmark.

• Broad strength in delinquency rates: Performance improved across the board, with both early-stage (30-day) and late-stage (90+ day) delinquencies declining during the month.

• Prepayments reached a multi-year high: The single month mortality (SMM) rate, which tracks prepayments, rose by 27 bps in October to 1.01%. This marks the highest level in 3.5 years and an increase of 16 bps from last year when interest rates were at similar levels.

• Foreclosure activity trending upward: Although October foreclosure starts slowed by 9.8% from the prior month, the overall trend continues to rise. Foreclosure inventory is up by 37,000 (+19%) year over year, and foreclosure sales have increased by 1,900 (+32%) from last year's levels.

• Government loans driving foreclosure growth: While foreclosure activity remains muted by historical standards, the number of loans in active foreclosure hit its highest level since early 2023, driven by a notable rise in FHA foreclosures (+50% YoY) along with a resumption of VA activity following last year's moratorium.
emphasis added
ICE Mortgage Delinquency RateClick on graph for larger image.

Here is a table from ICE.

How to short the bubbliest firms

Private markets present fearsome challenges

Investors expect AI use to soar. That’s not happening

Recent surveys point to flatlining business adoption

Links 11/26/25

Links for you. Science:

First U.S. case of human bird flu in 9 months confirmed in Washington state
Species that save us
Archaeologists Crack Century-old Mystery: What Were Clay Cornets Used for 6,000 Years Ago?
What James Watson got wrong about DNA
“Teaching the controversy” and other terrible takes on COVID-19 origins
The CDC Diaspora Fights Back

Other:

Democrats Become High On Their Own “Affordability” Supply
The Data Center Resistance Has Arrived
Force A Referendum On The Epstein Coverup
Not Beating The Charges
The Monks in the Casino: A brief theory of young men, “the loneliness crisis,” and life in the 21st century (the last bit is a reach, and the piece overthinks things, but still worth a read)
Predictions markets and the suckerfication crisis
Pete Buttigieg Has Blunt Take On Whether JD Vance Is A Fascist
Want to open a restaurant in Boston? Think again.
New Database Reveals Startling Extent of Rome’s Roads: We Only Know 3%
Why top colleges should cut back on early decision admissions
Losing the Republican Base, Israel Pours Millions to Target Evangelicals and Churchgoers
Why JD Vance and Erika Kirk’s hug made tongues wag
Veterans Day, Vonnegut and the consequences of war
OpenAI Can’t Fix Sora’s Copyright Infringement Problem Because It Was Built With Stolen Content
Alone in the Manosphere
Border agent died of overdose weeks after his arrest in assault on Long Beach officer
Major Porn Studios Join Forces to Establish Industry ‘Code of Conduct’
Dan Driscoll’s Army of One. J.D. Vance’s man in the Pentagon is a rare Trump appointee who commands bipartisan respect and affection. Naturally, this doesn’t sit well with his boss, Pete Hegseth, who doesn’t.
We Didn’t Kill American Manufacturing—We Let It Die
DHS Is Deploying a Powerful Surveillance Tool at College Football Games
It’s FAFO time for these 5 Trump-loving voters
Only a Failing System Could Produce Chuck Grassley
Ford CEO says he has 5,000 open mechanic jobs with 6-figure salaries from the shortage of manually skilled workers: ‘We are in trouble in our country’
Cory Doctorow Explains Why Everything is Getting Shittier
If Democrats regain the White House, Trump’s ballroom could be an early casualty. From tearing it down to making it a museum for the study of corruption and autocracy, Democrats pitch alternative uses for President Donald Trump’s beloved ballroom.
One way the shutdown deal might actually help Democrats
Seal hunted by killer whales escapes by jumping onto photographer’s boat
The I.R.S. Tried to Stop This Tax Dodge. Scott Bessent Used It Anyway.
Why Is This Man In Charge of Anything?
Alice Wong, disability rights advocate and wordsmith, dies at 51

Satellite Imagery

Every weekend I take an ATV out into the desert and spend a day tracing a faint "(C) GOOGLE 2009" watermark across the landscape.

Race and economic well-being in the United States

We construct a measure of consumption-equivalent welfare for Black and White Americans, which incorporates life expectancy, consumption, leisure, and inequality. Based on these factors, welfare for Black Americans was 40 percent of that for White Americans in 1984 and 59 percent by 2022. There has been remarkable progress for Black Americans: The level of their consumption-equivalent welfare increased by a factor of 3.5 over the last 38 years when aggregate consumption per person only doubled. Despite this progress, the welfare gap in 2022 remains disconcertingly large at 41 percent, much larger than the 16 percent gap in consumption per person.

That is from a new article by Jean-Félix Brouillette, Charles I. Jones, and Peter J. Klenow, just published in American Economic Journal: Insights.

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Fed's Beige Book: "Economic activity little changed"

Beige Book - November 2025
Economic activity was little changed since the previous report, according to most of the twelve Federal Reserve Districts, though two Districts noted a modest decline and one reported modest growth. Overall consumer spending declined further, while higher-end retail spending remained resilient. Some retailers noted a negative impact on consumer purchases from the government shutdown, and auto dealers saw declines in EV sales following the expiration of the federal tax credit. Reports of travel and tourism activity reflected little change in recent weeks, with some contacts noting cautious discretionary spending among consumers. Manufacturing activity increased somewhat, according to most Districts, though tariffs and tariff uncertainty remained a headwind. Revenues in the nonfinancial services sector were mostly flat to down, and reports of loan demand were mixed. Some Districts reported declines in residential construction, while others said it was unchanged, and home sales activity varied. A few Districts noted ongoing recovery in the office real estate market. Conditions in the agriculture and energy sectors were largely stable, though some contacts cited challenges from the low-price environment for oil and for some crops. Community organizations saw increased demand for food assistance, due in part to disruptions in SNAP benefits during the government shutdown. Outlooks were largely unchanged overall. Some contacts noted an increased risk of slower activity in coming months, while some optimism was noted among manufacturers.

Labor Markets

Employment declined slightly over the current period with around half of Districts noting weaker labor demand. Despite an uptick in layoff announcements, more Districts reported contacts limiting headcounts using hiring freezes, replacement-only hiring, and attrition than through layoffs. In addition, several employers adjusted hours worked to accommodate higher or lower than expected business volume instead of adjusting the number of employees. A few firms noted that artificial intelligence replaced entry-level positions or made existing workers productive enough to curb new hiring. Across most Districts, employers had an easier time finding workers, but there were still pockets of difficulty related to certain skilled positions and fewer immigrant workers. Wages generally grew at a modest pace; however, some sectors such as manufacturing, construction, and health care experienced more moderate wage pressure because of a tighter labor supply. Furthermore, rising health insurance premiums continue to put upward pressure on labor costs.

Prices

Prices rose moderately during the reporting period. Input cost pressures were widespread in manufacturing and retail, largely reflecting tariff-induced increases. Some Districts noted rising costs for insurance, utilities, technology, and health care. The extent of passthrough of higher input costs to customers varied, and depended upon demand, competitive pressures, price sensitivity of consumers, and pushback from clients. There were multiple reports of margin compression or firms facing financial strain stemming from tariffs. Prices declined for certain materials, which firms attributed to sluggish demand, deferred tariff implementation, or reduced tariff rates. Looking ahead, contacts largely anticipate upward cost pressures to persist but plans to raise prices in the near term were mixed.
emphasis added

Wednesday assorted links

1. On the romanticism of Rudolf Steiner.

2. Proving new math theorems with AI.  And the AI for Science Executive Order.  Genesis Mission!

3. The AI invasion of knitting and crochet?

4. Nouriel Roubini is optimistic about the economy (FT).  And taxes have been rising too much on the wealthiest Brits (FT).

5. The speed of the NBA is increasing (thus so many injuries?).

6. Raye, Where is my husbannd?

7. GPT on economic recovery in Egypt, growth now above five percent.

8. Fifteen thoughts on the UK budget.

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SpaceX scrubs Transporter-15 launch, targets Friday for next attempt

SpaceX scrubbed the Transporter-15 mission on Wednesday, Nov. 26, prior to loading liquid oxygen on the Falcon 9 rocket’s second stage. Image: SpaceX via livestream

Update 1:15 p.m. EST (1815 UTC): SpaceX scrubbed the launch attempt and is now targeting launch on Friday, Nov. 28.

SpaceX is preparing to fly dozens of spacecraft into a Sun-synchronous orbit (SSO) during its fourth smallsat rideshare mission of the year as part of its Transporter series. The flight from Vandenberg Space Force Base in California was set to happen a day before the Thanksgiving Day holiday in the United States, but the launch scrubbed about 15.5 minutes prior to liftoff.

Liftoff of the Falcon 9 rocket from Space Launch Complex 4 East is scheduled during a 57-minute window that opens at 10:18 a.m. PST (1:18 p.m. EST / 1818 UTC) on Friday, Nov. 28. The rocket will fly on a southerly trajectory upon its departure from the California coastline.

Spaceflight Now will have live coverage beginning about 30 minutes prior to liftoff.

The Transporter-15 mission follows similar flights in January, March and June. SpaceX also launched the Bandwagon-3 and -4 rideshare missions to mid-inclination low Earth orbit in April and November.

SpaceX plans to launch the mission using a veteran Falcon 9 first stage booster with the tail number B1071, one of the company’s most flown rockets with this being its 30th flight.

It previously made five missions for the National Reconnaissance Office, four previous rideshare flights (three Transporter and one Bandwagon) and NASA’s Surface Water and Ocean Topography (SWOT) mission.

About 8.5 minutes after liftoff, B1071 will perform an autonomous landing, targeting touchdown on the drone ship, ‘Of Course I Still Love You’. If successful, this will be the 165th landing on this vessel and the 540th booster landing for SpaceX to date.

The deployment sequence will begin with the Toro2 spacecraft a little more than 54 minutes after liftoff and conclude with NASA’s Realizing Rapid, Reduced-cost high-Risk Research (R5) CubeSat nearly two hours later.

Biggest mission to date

The main entity that’s manifesting payloads on the Transporter-15 mission is Exolaunch. It’s responsible for deploying 59 customer satellites during the roughly two-hour deployment sequence.

These satellites come from more than 30 customers in 16 countries including the United States, Germany, South Korea and the United Arab Emirates.

Technicians with Exolaunch integrate the MICE-1 CubeSat for Greek company, Prisma Electronics, which will be deployed during SpaceX’s Transporter-15 mission. Image: Exolaunch

In addition to using its flight-proven deployment systems, like EXOpod Nova, CarboNIX and Quadro, it will debut its CarboNIX NEO separation system. It features “a new clamp ring system which is stronger, stiffer, can withstand higher loads and launch heavier spacecraft than any other separation system on the market.”

Exolaunch has manifested varying numbers of payloads across all of the Transporter missions since SpaceX began its Rideshare Program in 2020. To date, it has deployed more than 580 customer satellites across 39 mission using various launch vehicles, including the Falcon 9 rocket.

“We’re proud to continue our long-standing collaboration with SpaceX on Transporter-15, integrating 59 satellites for launch. This mission marks another record in Exolaunch’s rapid global growth and unmatched deployment track record,” said Jeanne Allarie, Chief Commercial and Marketing Officer at Exolaunch.

“This launch reflects both the scale we’ve achieved and the trust our customers place in us. We’re deeply grateful for their continued partnership, and to SpaceX for enabling reliable, regular access to space that makes this all possible.”

In May, Exolaunch and SpaceX agreed to new, multiyear contracts that would allow Exolaunch to manifest payloads on SpaceX rideshare flights through 2028.

What’s onboard?

Among the dozens of payloads onboard are dozens of satellites for Planet Labs’ Flock Imaging constellation as well as a pair of Pelican satellites. This latest batch of 36 Flock satellites is referred to as Flock 4H.

Planet Labs’ Earth imaging constellation consists of Flock, Dove and SuperDove satellites, which began launching in 2013.

Spire, a data and analytics company, built 11 spacecraft that will hitch a ride on this mission. Those are among the 59 payloads manifested by Exolaunch.

D-Orbit also has a pair of missions flying using two ION Satellite Carrier Vehicles (SCV). The ION SCV Galactic Georgius is flying the ‘Ride With Me’ mission and will be deployed in a 510 km circular orbit. Once there, it will deploy three satellites along with hosting three additional payloads for on-orbit demonstrations.

D-Orbit’s ION SCV Stellar Stephanus meanwhile is flying the ‘We Need More Space’ mission, will deploy the European Space Agency’s (ESA) AIX-1+ satellite, the third in the AI-eXpress series and the final satellite in this first generation of spacecraft.

Impulse Space’s Mira spacecraft for the LEO Express 3 mission includes Exolaunch’s EXOpod Nova deployer, which will deploy satellites for Spanish company Fossa Systems. Image: Exolaunch

Another nested rideshare within Transporter-15 is the LEO Express 3 mission from Impulse Space. This will be the third flight of its Mira spacecraft and the first featuring a suite of upgrades that will allow for missions in LEO, medium Earth orbit, geostationary Earth orbit and beyond.

For the Mira spacecraft, the LEO Express 3 mission will test its new, deployable, gimbaled solar arrays, demonstrate new reaction control wheels and showcase its new propulsion system supported by an increase in propellant making it possible to achieve “900 m/s of delta-v for a 100 kg payload.”

The LEO Express 3 mission will see this Mira spacecraft deploy CubeSats for Spanish company Fossa Systems using Exolaunch’s EXOpod Nova deployment system. Mira will also host non-Earth imaging company HEO’s Holmes Mk2 NEI camera and tech demos for Samara Aerospace and Zenno Astronautics.

Varda Space Industries will also fly the fifth of its W-series spacecraft designed for on-orbit manufacturing. Once launched, Varda will have two of its vehicles on orbit for the first time. Delian Asparouhov, Varda’s president and cofounder, told Payload Space that the company has plans to launch two spacecraft simultaneously beginning in 2026.

Freddie Mac House Price Index Up 1.0% Year-over-Year in October

Today, in the Calculated Risk Real Estate Newsletter: Freddie Mac House Price Index Up 1.0% Year-over-Year in September

A brief excerpt:
Freddie Mac reported that its “National” Home Price Index (FMHPI) increased 0.13% month-over-month (MoM) on a seasonally adjusted (SA) basis in October.

On a year-over-year (YoY) basis, the National FMHPI was up 1.0% in October, down from up 1.1% YoY in September. The YoY increase peaked at 19.2% in July 2021, and for this cycle, and previously bottomed at up 1.1% YoY in April 2023. The YoY change in October is a new cycle low. ...

Freddie HPI CBSAAs of October, 26 states and D.C. were below their previous peaks, Seasonally Adjusted. The largest seasonally adjusted declines from the recent peaks are in D.C. (-3.2%), Florida (-3.0%) and Texas (-2.5%).

For cities (Core-based Statistical Areas, CBSA), 200 of the 387 CBSAs are below their previous peaks.

Here are the 30 cities with the largest declines from the peak, seasonally adjusted. Punta Gorda has passed Austin as the worst performing city. Note that 5 of the 7 cities with the largest price declines are in Florida.

Florida has the largest number of CBSAs on the list and Texas has the 2nd most.
There is much more in the article!

Can Democrats Control Their Own Internal Security Forces?

In a very good piece about the problems NYC Mayor elect Zohran Mamdani will face regarding policing, this stuck out (boldface mine):

Referring to Tisch as the “mother of the DAS,” Fox Cahn questioned why Mamdani would choose to retain a police commissioner with a record on privacy and criminal justice that runs contrary to the mayor-elect. For instance, Mamdani has vowed to get rid of the NYPD’s controversial gang database—an elimination Tisch strongly opposes.

This raises a fundamental question: When mayors are so terrified of firing police commissioners who are inconsistent with their own agenda, do we really have democratic oversight of policing?” Fox Cahn says. “Are they overseeing police in name only, and if not, what does that say about the state of democracy in America? Forget Trump; this is on the local level.

Municipal oversight of the NYPD’s massive surveillance arsenal is indeed lacking. Even though New York City passed a relatively mild oversight law for the NYPD’s surveillance gear in 2020 that required the agency to disclose the purchase and deployment of new surveillance technologies, the department refused to comply. As a result, there is still no public accounting for the contracts, use policies, and deployments of many of the NYPD’s most invasive tools, including drones and robot dogs.

Elizabeth Joh, a law professor at the UC Davis School of Law who has long studied police intelligence and surveillance practices, says that Mamdani’s progressive ideals are on a collision course with the NYPD’s operational model, which is founded on pervasive surveillance of the city.

“What does it mean to be the mayor of a big American city, where the police have absolutely embraced techno-solutionism as policing, as the dominant attitude toward policing?” Joh says.

In some cases, elected officials’ view on policing are pretty much in lockstep with the police, including D.C.’s Mayor Bowser who actually wants more police. But too often, it seems that officials who talk a good game and who genuinely appear to want to change policing simply can’t. The police often will implement policies without any elected input–or even in contradiction to elected officials (you’ll note the linked post is from ten years ago; this is not a new problem).

In Illinois, for example, Gov. Pritzker has talked a good game, but it seems like the Illinois State Police are ignoring him. But now with Trump arguably at his most dangerous in terms of flailing and lashing out, it seems unclear if Democrats can actually use the security forces they nominally control to stop him–or even just prevent them from doing things like assisting the Trump administration’s ethnic cleansing efforts.

I don’t really have a solution, but somehow Democrats need to take back control of their police departments.

Weekly Initial Unemployment Claims Decrease to 216,000

The DOL reported:
In the week ending November 22, the advance figure for seasonally adjusted initial claims was 216,000, a decrease of 6,000 from the previous week's revised level. The previous week's level was revised up by 2,000 from 220,000 to 222,000. The 4-week moving average was 223,750, a decrease of 1,000 from the previous week's revised average. The previous week's average was revised up by 500 from 224,250 to 224,750.
emphasis added
The following graph shows the 4-week moving average of weekly claims since 1971.

Click on graph for larger image.

The dashed line on the graph is the current 4-week average. The four-week average of weekly unemployment claims decreased to 223,750.

We Can Still Be Good Sometimes

What’s Happened More Than Once Could Happen Again

My mind has been in a rut thinking that the one time we were virtuous was a fluke. We recently had a reminder that’s not true.

That all needs explanation. The current ugliness of our political and social situation had me lose track of the fact that the post-war era was not our only comparatively good era. Part of the reason things were politically sensible, at least relatively, during the ’50s to ’70s was an echo of WWII. All the patriotism and common bond that war built, and all those guys (mostly guys) in politics who had fought side-by-side or under similar horrible circumstances, created a more civil kind of political competition.

The aftermath of the war also had the nation well poised for a booming economy for long after. That echoed too. While the era had its shortcomings for some, women still treated as if they should be obedient, people of color still held to lower wealth and position by subtle, and unsubtle, bias, the national wealth softened that. In a living demonstration of Maslow’s hierarchy of needs, the fact that all those white guys felt absolutely confident that they and their children could have jobs, good working careers, a home, a not-terrible retirement, it afforded us the luxury of being willing to consider better things. Better things like President Nixon, of all people, responding to the popular push for environmental responsibility by creating the Environmental Protection Agency. And safer conditions for workers by creating the Occupational Health and Safety Administration. Better things like the social progress on the status of women and people of color. Not perfection but improvement.

My mind had gotten in a rut of thinking that it was only that very unusual set of circumstances that allowed us to behave in more civilized ways. That without circumstances like those we tend to behave worse. Just recently I had a reminder, we all had a reminder available to us, that there are other times we’ve behaved well.

The reminder was “The American Revolution” documentary on PBS. One of those Ken Burns remarkably impressive pieces. No, the show was not all happiness and light about what wonderful philosophical ideas were part of the revolution. On the contrary, for anyone who only had a passing notion of the Founding Fathers and the great liberties that came out of it, the show was a good lesson in how conflicted, messy, unimaginably bloody and gory, vicious and devastating the war was. Full of assorted motivations beyond liberty, contradictory and wavering, full of both bravery and inhumanity.

But despite what we went through to get to its end what did indeed come out of it was some great things. Those liberties, best encapsulated, as always, in the Bill of Rights. Note that the leaders at the end of the revolution did not aim for those rights. When the draft of the constitution was sent around to the colonies to ratify, as you may know, the colonies objected. Some colonial leaders objected and some heard the pressure from their citizens. Where were the rights they understood they had just sacrificed for? The citizens would not allow the new era to begin without those rights added in.

There’s an imperfect two-part process in this. The leaders, at the start of the revolution, rallied around their right to be free of British imperial rule, and they were enlightened enough to pick up and chant the new ideas of John Locke and others about human rights. New, in that the rights being declared were a step beyond what had been in the Magna Carta. So the leaders gave the people a taste for these ideas, but then forgot to feed them when they drafted the constitution. The people, now hungry for what they had tasted, and in a position to make demands because of the up-in-the-air state of things at the end of the revolution, demanded the full meal.

A similar thing happened after WWII. President Roosevelt (FDR) and his team, started to focus the economy much more on the benefit of the people rather than just the top. The New Deal. The people got the taste of this. And they were in a position to demand. Partly because the New Deal included much more leverage for workers, mostly white guys, to demand good pay and treatment and they came to expect that’s how things should work. And partly because of that booming national wealth that made many things possible. Leadership had wet their whistle, people were in a position to demand, and good things happened. Same pattern after the revolution and after WWII.

Does this mean this can only happen after a terrible war? No. It’s just that conditions pushed it along. But people could push it along anytime if they realized it.

We are in a dark and disrupted time. If great leadership like FDR and his team, or like Washington and Jefferson and the rest, came forward and held out the possibility of a new people’s era, and if the people demanded, just because they’re pissed, and squeezed, and because they can, then a new era of good things could happen again.

Will it? Unknown. But the possibility is just dangling out there for the right leadership to start the process again.


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Huawei and Chinese Surveillance

This quote is from House of Huawei: The Secret History of China’s Most Powerful Company.

“Long before anyone had heard of Ren Zhengfei or Huawei, Wan Runnan had been China’s star entrepreneur in the 1980s, with his company, the Stone Group, touted as “China’s IBM.” Wan had believed that economic change could lead to political change. He had thrown his support behind the pro-democracy protesters in 1989. As a result, he had to flee to France, with an arrest warrant hanging over his head. He was never able to return home. Now, decades later and in failing health in Paris, Wan recalled something that had happened one day in the late 1980s, when he was still living in Beijing.

Local officials had invited him to dinner.

This was unusual. He was usually the one to invite officials to dine, so as to curry favor with the show of hospitality. Over the meal, the officials told Wan that the Ministry of State Security was going to send agents to work undercover at his company in positions dealing with international relations. The officials cast the move to embed these minders as an act of protection for Wan and the company’s other executives, a security measure that would keep them from stumbling into unseen risks in their dealings with foreigners. “You have a lot of international business, which raises security issues for you. There are situations that you don’t understand,” Wan recalled the officials telling him. “They said, ‘We are sending some people over. You can just treat them like regular employees.'”

Wan said he knew that around this time, state intelligence also contacted other tech companies in Beijing with the same request. He couldn’t say what the situation was for Huawei, which was still a little startup far to the south in Shenzhen, not yet on anyone’s radar. But Wan said he didn’t believe that Huawei would have been able to escape similar demands. “That is a certainty,” he said.

“Telecommunications is an industry that has to do with keeping control of a nation’s lifeline…and actually in any system of communications, there’s a back-end platform that could be used for eavesdropping.”

It was a rare moment of an executive lifting the cone of silence surrounding the MSS’s relationship with China’s high-tech industry. It was rare, in fact, in any country. Around the world, such spying operations rank among governments’ closest-held secrets. When Edward Snowden had exposed the NSA’s operations abroad, he’d ended up in exile in Russia. Wan, too, might have risked arrest had he still been living in China.

Here are two book reviews.

Modern warfare: going into battle with laptops

 Defense One has the story

How the Army’s most tech-forward units are practicing for war
A two-week exercise simulated island battles—and put some 75 new technologies to the test. By Jennifer Hlad 

"The exercise involved 75 experiments and incorporated every U.S. service branch plus seven partner nations. It kicked off with soldiers from the 11th Airborne Division’s 2nd Infantry Brigade Combat Team flying from Alaska to the island of Hawaii, where they parachuted into a training area with close-air support from the Hawaii Air National Guard. It included a nighttime long-range maritime air assault mission and another mission that flew four HIMARS aboard C-17s from Hawaii to Wake Island, unloaded them for a simulated raid, and then flew them back again.

...

"Hours before they watched the simulated enemy attack, Mingus and Bartholomees climbed into a Black Hawk helicopter at Fort Shafter, flying over mountains and pineapple fields to reach the Kahuku training area. There, standing next to a new infantry squad vehicle draped in camouflage netting, a captain in wrap-around sunglasses and a fighting load carrier reported that the vehicle was able to produce enough power to charge multiple laptops, drones, Starlink receivers, and more for two weeks without “any outside sustainment.” 

“Why ‘Humane’ Immigration Policy Ends in Cruelty”

That is the title of my latest Free Press column, which is interesting throughout.  Here is one bit from it:

Behind any immigration debate is an uncomfortable truth: In rich, successful democracies, every workable immigration policy, over enough time, offends liberal instincts or public opinion—often both. We oscillate between compassion and coercive control, and the more we do of one, the more we seem to need some of the other.

The dilemma: Due to the ever-rising numbers of migration to the United States, the enforcement of immigration restrictions has to become more oppressive and more unpleasant as time passes. The alternative course, which is equally unpleasant, is that immigration increases to levels that voters find unacceptable, and we fall under the rule of anti-immigrant parties—which are illiberal on many other issues as well.

The news gets worse. The more pro-immigration you are and the more you allow some foreigners to enter this country, the more others on the outside will wish to come too. Unless you are going to open the border entirely (not a good idea), you will end up having to impose increasingly harsh measures on illegal arrivals, and tougher and tougher restrictions on potentially legal applicants. The liberals in essence become the illiberals.

So I mourn our ongoing and intensifying moral dilemma. At the margin, there are so many people who want to come here (a sign of American success, of course) that there is no kind and gentle way to limit their numbers to a level the public finds acceptable.

And this:

A third alternative is to slow the intake. Keep it fast enough for America to remain “a nation of migrants,” but slow enough to avoid major backlash or to asymptotically approach open borders.

That sounds pretty good, right? But here is the illiberal catch: Given the growing attractiveness of migration to America, penalties and enforcement have to get tougher each year. There are no ways to send large numbers of people back that are not cruel and coercive. There are also few ways to keep people out that do not involve the extensive presence of coercive police, border arrests, imprisonment, and other unpleasant measures.

We might decide to let in more migrants, but still we will end up being cruel to the would-be migrants at the margin. And as demand to migrate continues to rise, we have to be increasingly coercive over time.

That does not have to mean masked ICE men grabbing people randomly off the streets (which leads to violating the constitutional rights of mistakenly identified citizens), but one way or another it is going to involve threats of violence against actual human bodies. That can mean turning away boats full of desperate people, flying people back home, putting them in interim jails, and in general treating them in ways I find deeply unpleasant and disturbing. It is no accident that the Biden administration could not completely avoid the Trumpian policy of separating illegal migrants from the children that accompany them.

Definitely recommended, one of my more interesting pieces this year.

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Emergent Ventures India, 13th cohort

Khyathi Komalan, sophomore at Caltech majoring in math, received her grant for career development, and to support her research applying category theory to everything from quantum physics to social relationships.

Soumil Nema, cofounder of NeoVes, received his grant to develop stem cell therapies treating neurological disorders like stroke and neuropathy.

Anushka Punukollu, 17, a high school student in Canada, received her grant for SucroSoil, to repurpose sugarcane waste into hydrogels combating soil erosion in rural India.

Deev Mehta, 17, received his grant to develop a rover making farming autonomous.

Adithya Sakaray, Steve Aldrin, and Aadhithya D received their grant for Recruitr AI, to automate video interviews using AI.

Samarth K J, 20, civil engineering student at IIT madras, received a general career development grant.

Prakyath Gowda, 25, received his grant to develop a lightweight and efficient electric vehicle battery.

Aaron Rego received his grant for Rightful, to help Indian families recover unclaimed financial assets.

Vatsal Hariramani, 21, engineering student, received his grant to develop a smart and affordable neonatal incubator for remote terrain.

Rushab M received his grant to develop a jacket controlling body temperature for outdoor workers.

Sajal Deolikar, received his grant to develop hybrid powertrains for commercial vehicles improving mileage and reducing emissions.

Mihir Maroju, received his grant for Open Blood, to build an open-source blood donation platform connecting blood banks nationwide.

Habel Anwar, 13, middle-schooler in Kerala, for furthering his physics Olympiad preparation, and working on advancing his physics knowledge and research.

Yash Darji, 20, engineering student, received his grant to kickstart an experimental rocketry community in Ahmedabad.

Uddhav Gupta, 15, received his grant to develop a speech therapy application for children with special needs.

Krupal Virani, 19, received his grant for general career development.

Shwapno Rahman, 17, received his grant to develop low-cost computers for people living below the poverty line.

Sudhir Sarnobat and Rajendra Bagwe received their grant for HowFrameworks, to help Indian SMEs unlock sustainable growth through a learning portal.

Those unfamiliar with Emergent Ventures can learn more here and here. The EV India announcement is here. More about the winners of EV India secondthirdfourthfifthsixthseventheighthninthtenth, eleventh, and twelfth cohorts. To apply for EV India, use the EV application, click the “Apply Now” button and select India from the “My Project Will Affect” drop-down menu.

And here is Nabeel’s AI engine for other EV winners. Here are the other EV cohorts.

If you are interested in supporting the India tranche of Emergent Ventures, please write to me or to Shruti at srajagopalan@mercatus.gmu.edu.

The post Emergent Ventures India, 13th cohort appeared first on Marginal REVOLUTION.

       

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Wednesday: Unemployment Claims, Durable Goods, Beige Book

Mortgage Rates Note: Mortgage rates are from MortgageNewsDaily.com and are for top tier scenarios.

Wednesday:
• At 7:00 AM ET, The Mortgage Bankers Association (MBA) will release the results for the mortgage purchase applications index.

• At 8:30 AM, The initial weekly unemployment claims report will be released.  

• Also at 8:30 AM, Durable Goods Orders for September from the Census Bureau.

• At 9:45 AM, Chicago Purchasing Managers Index for November. 

• At 2:00 PM, the Federal Reserve Beige Book, an informal review by the Federal Reserve Banks of current economic conditions in their Districts.

Highlights from my appearance on the Data Renegades podcast with CL Kao and Dori Wilson

I talked with CL Kao and Dori Wilson for an episode of their new Data Renegades podcast titled Data Journalism Unleashed with Simon Willison.

I fed the transcript into Claude Opus 4.5 to extract this list of topics with timestamps and illustrative quotes. It did such a good job I'm using what it produced almost verbatim here - I tidied it up a tiny bit and added a bunch of supporting links.

  • What is data journalism and why it's the most interesting application of data analytics [02:03]

    "There's this whole field of data journalism, which is using data and databases to try and figure out stories about the world. It's effectively data analytics, but applied to the world of news gathering. And I think it's fascinating. I think it is the single most interesting way to apply this stuff because everything is in scope for a journalist."

  • The origin story of Django at a small Kansas newspaper [02:31]

    "We had a year's paid internship from university where we went to work for this local newspaper in Kansas with this chap Adrian Holovaty. And at the time we thought we were building a content management system."

  • Building the "Downloads Page" - a dynamic radio player of local bands [03:24]

    "Adrian built a feature of the site called the Downloads Page. And what it did is it said, okay, who are the bands playing at venues this week? And then we'll construct a little radio player of MP3s of music of bands who are playing in Lawrence in this week."

  • Working at The Guardian on data-driven reporting projects [04:44]

    "I just love that challenge of building tools that journalists can use to investigate stories and then that you can use to help tell those stories. Like if you give your audience a searchable database to back up the story that you're presenting, I just feel that's a great way of building more credibility in the reporting process."

  • Washington Post's opioid crisis data project and sharing with local newspapers [05:22]

    "Something the Washington Post did that I thought was extremely forward thinking is that they shared [the opioid files] with other newspapers. They said, 'Okay, we're a big national newspaper, but these stories are at a local level. So what can we do so that the local newspaper and different towns can dive into that data for us?'"

  • NICAR conference and the collaborative, non-competitive nature of data journalism [07:00]

    "It's all about trying to figure out what is the most value we can get out of this technology as an industry as a whole."

    NICAR 2026

  • ProPublica and the Baltimore Banner as examples of nonprofit newsrooms [09:02]

    "The Baltimore Banner are a nonprofit newsroom. They have a hundred employees now for the city of Baltimore. This is an enormously, it's a very healthy newsroom. They do amazing data reporting... And I believe they're almost breaking even on subscription revenue [correction, not yet], which is astonishing."

  • The "shower revelation" that led to Datasette - SQLite on serverless hosting [10:31]

    "It was literally a shower revelation. I was in the shower thinking about serverless and I thought, 'hang on a second. So you can't use Postgres on serverless hosting, but if it's a read-only database, could you use SQLite? Could you just take that data, bake it into a blob of a SQLite file, ship that as part of the application just as another asset, and then serve things on top of that?'"

  • Datasette's plugin ecosystem and the vision of solving data publishing [12:36]

    "In the past I've thought about it like how Pinterest solved scrapbooking and WordPress solved blogging, who's going to solve data like publishing tables full of data on the internet? So that was my original goal."

  • Unexpected Datasette use cases: Copenhagen electricity grid, Brooklyn Cemetery [13:59]

    "Somebody was doing research on the Brooklyn Cemetery and they got hold of the original paper files of who was buried in the Brooklyn Cemetery. They digitized those, loaded the results into Datasette and now it tells the story of immigration to New York."

  • Bellingcat using Datasette to investigate leaked Russian food delivery data [14:40]

    "It turns out the Russian FSB, their secret police, have an office that's not near any restaurants and they order food all the time. And so this database could tell you what nights were the FSB working late and what were the names and phone numbers of the FSB agents who ordered food... And I'm like, 'Wow, that's going to get me thrown out of a window.'"

    Bellingcat: Food Delivery Leak Unmasks Russian Security Agents

  • The frustration of open source: no feedback on how people use your software [16:14]

    "An endless frustration in open source is that you really don't get the feedback on what people are actually doing with it."

  • Open office hours on Fridays to learn how people use Datasette [16:49]

    "I have an open office hours Calendly, where the invitation is, if you use my software or want to use my software, grab 25 minutes to talk to me about it. And that's been a revelation. I've had hundreds of conversations in the past few years with people."

  • Data cleaning as the universal complaint - 95% of time spent cleaning [17:34]

    "I know every single person I talk to in data complains about the cleaning that everyone says, 'I spend 95% of my time cleaning the data and I hate it.'"

  • Version control problems in data teams - Python scripts on laptops without Git [17:43]

    "I used to work for a large company that had a whole separate data division and I learned at one point that they weren't using Git for their scripts. They had Python scripts, littering laptops left, right and center and lots of notebooks and very little version control, which upset me greatly."

  • The Carpentries organization teaching scientists Git and software fundamentals [18:12]

    "There's an organization called The Carpentries. Basically they teach scientists to use Git. Their entire thing is scientists are all writing code these days. Nobody ever sat them down and showed them how to use the UNIX terminal or Git or version control or write tests. We should do that."

  • Data documentation as an API contract problem [21:11]

    "A coworker of mine said, you do realize that this should be a documented API interface, right? Your data warehouse view of your project is something that you should be responsible for communicating to the rest of the organization and we weren't doing it."

  • The importance of "view source" on business reports [23:21]

    "If you show somebody a report, you need to have view source on those reports... somebody would say 25% of our users did this thing. And I'm thinking I need to see the query because I knew where all of the skeletons were buried and often that 25% was actually a 50%."

  • Fact-checking process for data reporting [24:16]

    "Their stories are fact checked, no story goes out the door without someone else fact checking it and without an editor approving it. And it's the same for data. If they do a piece of data reporting, a separate data reporter has to audit those numbers and maybe even produce those numbers themselves in a separate way before they're confident enough to publish them."

  • Queries as first-class citizens with version history and comments [27:16]

    "I think the queries themselves need to be first class citizens where like I want to see a library of queries that my team are using and each one I want to know who built it and when it was built. And I want to see how that's changed over time and be able to post comments on it."

  • Two types of documentation: official docs vs. temporal/timestamped notes [29:46]

    "There's another type of documentation which I call temporal documentation where effectively it's stuff where you say, 'Okay, it's Friday, the 31st of October and this worked.' But the timestamp is very prominent and if somebody looks that in six months time, there's no promise that it's still going to be valid to them."

  • Starting an internal blog without permission - instant credibility [30:24]

    "The key thing is you need to start one of these without having to ask permission first. You just one day start, you can do it in a Google Doc, right?... It gives you so much credibility really quickly because nobody else is doing it."

  • Building a search engine across seven documentation systems [31:35]

    "It turns out, once you get a search engine over the top, it's good documentation. You just have to know where to look for it. And if you are the person who builds the search engine, you secretly control the company."

  • The TIL (Today I Learned) blog approach - celebrating learning basics [33:05]

    "I've done TILs about 'for loops' in Bash, right? Because okay, everyone else knows how to do that. I didn't... It's a value statement where I'm saying that if you've been a professional software engineer for 25 years, you still don't know everything. You should still celebrate figuring out how to learn 'for loops' in Bash."

  • Coding agents like Claude Code and their unexpected general-purpose power [34:53]

    "They pretend to be programming tools but actually they're basically a sort of general agent because they can do anything that you can do by typing commands into a Unix shell, which is everything."

  • Skills for Claude - markdown files for census data, visualization, newsroom standards [36:16]

    "Imagine a markdown file for census data. Here's where to get census data from. Here's what all of the columns mean. Here's how to derive useful things from that. And then you have another skill for here's how to visualize things on a map using D3... At the Washington Post, our data standards are this and this and this."

    Claude Skills are awesome, maybe a bigger deal than MCP

  • The absurd 2025 reality: cutting-edge AI tools use 1980s terminal interfaces [38:22]

    "The terminal is now accessible to people who never learned the terminal before 'cause you don't have to remember all the commands because the LLM knows the commands for you. But isn't that fascinating that the cutting edge software right now is it's like 1980s style— I love that. It's not going to last. That's a current absurdity for 2025."

  • Cursor for data? Generic agent loops vs. data-specific IDEs [38:18]

    "More of a notebook interface makes a lot more sense than a Claude Code style terminal 'cause a Jupyter Notebook is effectively a terminal, it's just in your browser and it can show you charts."

  • Future of BI tools: prompt-driven, instant dashboard creation [39:54]

    "You can copy and paste a big chunk of JSON data from somewhere into [an LLM] and say build me a dashboard. And they do such a good job. Like they will just decide, oh this is a time element so we'll do a bar chart over time and these numbers feel big so we'll put those in a big green box."

  • Three exciting LLM applications: text-to-SQL, data extraction, data enrichment [43:06]

    "LLMs are stunningly good at outputting SQL queries. Especially if you give them extra metadata about the columns. Maybe a couple of example queries and stuff."

  • LLMs extracting structured data from scanned PDFs at 95-98% accuracy [43:36]

    "You file a freedom of information request and you get back horrifying scanned PDFs with slightly wonky angles and you have to get the data out of those. LLMs for a couple of years now have been so good at, 'here's a page of a police report, give me back JSON with the name of the arresting officer and the date of the incident and the description,' and they just do it."

  • Data enrichment: running cheap models in loops against thousands of records [44:36]

    "There's something really exciting about the cheaper models, Gemini Flash 2.5 Lite, things like that. Being able to run those in a loop against thousands of records feels very valuable to me as well."

    datasette-enrichments

  • Multimodal LLMs for images, audio transcription, and video processing [45:42]

    "At one point I calculated that using Google's least expensive model, if I wanted to generate captions for like 70,000 photographs in my personal photo library, it would cost me like $13 or something. Wildly inexpensive."

    Correction: with Gemini 1.5 Flash 8B it would cost 173.25 cents

  • First programming language: hated C++, loved PHP and Commodore 64 BASIC [46:54]

    "I hated C++ 'cause I got my parents to buy me a book on it when I was like 15 and I did not make any progress with Borland C++ compiler... Actually, my first program language was Commodore 64 BASIC. And I did love that. Like I tried to build a database in Commodore 64 BASIC back when I was like six years old or something."

  • Biggest production bug: crashing The Guardian's MPs expenses site with a progress bar [47:46]

    "I tweeted a screenshot of that progress bar and said, 'Hey, look, we have a progress bar.' And 30 seconds later the site crashed because I was using SQL queries to count all 17,000 documents just for this one progress bar."

    Crowdsourced document analysis and MP expenses

  • Favorite test dataset: San Francisco's tree list, updated several times a week [48:44]

    "There's 195,000 trees in this CSV file and it's got latitude and longitude and species and age when it was planted... and get this, it's updated several times a week... most working days, somebody at San Francisco City Hall updates their database of trees, and I can't figure out who."

  • Showrunning TV shows as a management model - transferring vision to lieutenants [50:07]

    "Your job is to transfer your vision into their heads so they can go and have the meetings with the props department and the set design and all of those kinds of things... I used to sniff at the idea of a vision when I was young and stupid. And now I'm like, no, the vision really is everything because if everyone understands the vision, they can make decisions you delegate to them."

    The Eleven Laws of Showrunning by Javier Grillo-Marxuach

  • Hot take: all executable code with business value must be in version control [52:21]

    "I think it's inexcusable to have executable code that has business value that is not in version control somewhere."

  • Hacker News automation: GitHub Actions scraping for notifications [52:45]

    "I've got a GitHub actions thing that runs a piece of software I wrote called shot-scraper that runs Playwright, that loads up a browser in GitHub actions to scrape that webpage and turn the results into JSON, which then get turned into an atom feed, which I subscribe to in NetNewsWire."

  • Dream project: whale detection camera with Gemini AI [53:47]

    "I want to point a camera at the ocean and take a snapshot every minute and feed it into Google Gemini or something and just say, is there a whale yes or no? That would be incredible. I want push notifications when there's a whale."

  • Favorite podcast: Mark Steel's in Town (hyperlocal British comedy) [54:23]

    "Every episode he goes to a small town in England and he does a comedy set in a local venue about the history of the town. And so he does very deep research... I love that sort of like hyperlocal, like comedy, that sort of British culture thing."

    Mark Steel's in Town available episodes

  • Favorite fiction genre: British wizards caught up in bureaucracy [55:06]

    "My favorite genre of fiction is British wizards who get caught up in bureaucracy... I just really like that contrast of like magical realism and very clearly researched government paperwork and filings."

    The Laundry Files, Rivers of London, The Rook

Colophon

I used a Claude Project for the initial analysis, pasting in the HTML of the transcript since that included <span data-timestamp="425"> elements. The project uses the following custom instructions

You will be given a transcript of a podcast episode. Find the most interesting quotes in that transcript - quotes that best illustrate the overall themes, and quotes that introduce surprising ideas or express things in a particularly clear or engaging or spicy way. Answer just with those quotes - long quotes are fine.

I then added a follow-up prompt saying:

Now construct a bullet point list of key topics where each item includes the mm:ss in square braces at the end

Then suggest a very comprehensive list of supporting links I could find

Then one more follow-up:

Add an illustrative quote to every one of those key topics you identified

Here's the full Claude transcript of the analysis.

Tags: data, data-journalism, django, ai, datasette, podcast-appearances

Space Force awards first prototype deals for space-based interceptors under Golden Dome

The Space Systems Command issued multiple awards for space-based interceptor (SBI) prototype demonstrations through competitive Other Transaction Agreements

The post Space Force awards first prototype deals for space-based interceptors under Golden Dome appeared first on SpaceNews.

CPHC Central North Pacific Outlook


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


ZCZC HFOTWOCP ALL
TTAA00 PHFO DDHHMM

Tropical Weather Outlook
NWS Central Pacific Hurricane Center Honolulu HI
Issued by NWS National Hurricane Center Miami FL
800 AM HST Fri Nov 28 2025

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

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

$$
Forecaster Reinhart
NNNN


NHC Atlantic Outlook


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


ZCZC MIATWOAT ALL
TTAA00 KNHC DDHHMM

Tropical Weather Outlook
NWS National Hurricane Center Miami FL
100 PM EST Fri Nov 28 2025

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

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

$$
Forecaster Hagen
NNNN


NHC Eastern North Pacific Outlook


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


ZCZC MIATWOEP ALL
TTAA00 KNHC DDHHMM

Tropical Weather Outlook
NWS National Hurricane Center Miami FL
1000 AM PST Fri Nov 28 2025

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

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

$$
Forecaster Reinhart
NNNN


NGC 6888: The Crescent Nebula

NGC 6888, also known as the Crescent Nebula, is a NGC 6888, also known as the Crescent Nebula, is a