While not as good as last week, which had no homicides, as of 9 am today, D.C. had only one homicide this week, bringing the total for year to 32*. At this time last year, there had been 65 homicides. While car-related crimes are much lower than during the same time period last year, they do seem to be on an upswing, along with robberies. This is still very promising, especially the homicide numbers.
*Three of the 35 murders reported this year actually occurred in other years (e.g., a missing persons case from 2023 turned into a homicide case this year with new evidence).
Managing multiple debts can make it difficult to stay organized and control interest costs over time. A cash-out refinance from PNC Bank can provide a way to simplify your financial picture by consolidating those debts into a single mortgage. While this approach is not right for every situation, it can be effective when used strategically.
How Debt Consolidation Works With A Refinance
With this type of refinance, you replace your existing mortgage with a new, larger loan and take the difference in cash. That cash can then be used to pay off other debts, such as credit cards, personal loans, or other high-interest balances. Instead of managing several payments with different due dates and interest rates, you are left with one monthly mortgage payment. This can simplify budgeting and reduce the risk of missed payments.
When Interest Rates Work In Your Favor
One of the main reasons this strategy can be effective is the difference in interest rates. Mortgage rates are generally lower than those associated with credit cards and other unsecured debts. By consolidating higher-interest balances into your mortgage, you may reduce the total interest you pay over time. This can make your overall debt more manageable, especially if you were previously carrying balances with significantly higher rates.
When You Need A More Structured Repayment Plan
Credit cards and similar debts can be difficult to pay down if only minimum payments are made. A refinance converts those balances into a structured loan with a defined repayment schedule. This structure can help create discipline around repayment. Each payment predictably reduces your balance, making it easier to track progress and stay committed to becoming debt-free.
When Monthly Cash Flow Is Tight
Consolidating debt through a refinance can also improve monthly cash flow. By spreading repayment over a longer period and potentially lowering your interest rate, your total monthly obligation may decrease.
This can free up room in your budget for other priorities, such as savings or essential expenses. However, it is important to remember that extending repayment may increase the total interest paid over time, even if monthly payments are lower.
When You Have Built Sufficient Equity
This strategy depends on having enough equity in your home to support a larger loan. Lenders typically require you to maintain a certain level of equity after the refinance, which limits how much cash you can take out.
If you have built substantial equity through payments or home value appreciation, you may have more flexibility to consolidate debt in this way.
Risks To Consider Before Moving Forward
While this approach can offer benefits, it also comes with important risks. The most significant is that unsecured debt becomes secured by your home. If you are unable to keep up with payments, your property could be at risk. It is also important to avoid accumulating new debt after consolidation. Paying off credit cards with refinance funds only to build those balances again can create a more difficult financial situation.
When It May Not Be The Best Option
A cash-out refinance may not be the right choice if you plan to move in the near future, have limited equity, or are already managing your debt effectively. In some cases, alternative strategies such as targeted repayment or balance transfers may be more appropriate.
Evaluating your full financial picture is essential before deciding to move forward.
Using Equity As A Strategic Tool
A cash-out refinance can be a useful tool for consolidating debt when it aligns with your financial goals and circumstances. By lowering interest rates, simplifying payments, and creating a structured repayment plan, it can help you regain control over your finances.
The key is to approach it thoughtfully. Understanding both the benefits and risks ensures that using your home equity supports long-term financial stability rather than creating additional challenges.
I’m not sure if this link works outside the US, but Apple TV’s MLS Wrap-Up show has highlight from the LA Galaxy vs. Houston Dynamo FC match they shot exclusively using iPhone 17 Pros. Follow the link, choose “English”, and then choose “Full Replay” — then skip to 40m:15s or so.
They show one of the professional camera rigs they used, with a long lens attached. I’d say the match footage looks good, but also definitely does not look as good as usual. Impressive for a phone camera, but I’d be a tad annoyed if I were a Galaxy or Dynamo fan and one of my team’s matches was used for a stunt like this.
The technique, laid out in a research paper, exploits a
side channel, a form of leak resulting from physical
manifestations such as electromagnetic emanations, data caches, or
the time required to complete a task. By measuring the
manifestations, attackers can decrypt encrypted traffic and infer
other confidential data. [...]
“Web browsers have evolved from simple document viewers into
complex platforms capable of running sophisticated applications,”
the paper authors wrote. “Companies like Google, Microsoft, and
Adobe have developed full-fledged office suites, photo- and video
editors, or even integrated development environments (IDEs) that
run entirely within the browser.” The authors went on to note:
“While these features enhance the capabilities of web applications
and allow completely novel use cases, they also increase the
browser’s attack surface, and some have already been shown to
introduce new vulnerabilities.”
Unlike previous contention side-channel attacks on SSDs, FROST
runs exclusively in the browser. It uses JavaScript that interacts
with the OPFS (origin private file system), an allocated
storage space that’s reserved for a specific site to run code
needed to complete a given task. Websites can create one with no
interaction required by the visitor.
JavaScript, as I have suggestedmanytimes, was a terrible mistake for the web. It’s absurd that a web page can access local storage space.
Because .000001 percent of local residents follow these things, I am using this space to let you know that Orange County’s Treasurer-Tax Collector is a woman named Shari (The Key Tosser) Freidenrich.
The Key Tosser has been on the job since 2010. She is responsible for overseeing our county’s $15 billion investment pool. She is one of three trustees handling the county’s near-$25 billion employment retirement system. She is a CPA who graduated from Washington State and is a past president of the Rotary Club of Huntington Beach. She loves scarves, pearls and berating underlings.
With the primary a couple of days away, there are four things you need to know about The Key Tosser:
• 1. Voting to re-elect Shari Freidenrich is a huge mistake.
• 2. The Key Tosser recently bragged about appearing with these losers (Tony Strickland? Really?) at this Loser-a-Thon (Four words: HOT. RODS. AND. HANDGUNS.) …
• 3. Earlier this year, according to multiple reports, The Key Tosser attempted to fire her top deputy, Dana Schultz, mere days after Schultz filed papers to run against her in our ongoing elections. Which is either (a) Horribly unethical. (b) Illegal or ( c) Both. Wrote Noah Biesiada of the Voice OC: “While Freidenrich is one of the few independently elected department heads at the county, the county HR department and legal team ultimately intervened to stop Schultz’s firing, despite the fact that Freidenrich said Schultz is an at-will employee.”
• 4. The Key Tosser so damn good at her job that—due to ineptitude and/or lack of trust—the Orange County Board of Supervisors voted to transfer the investment division’s personnel and functions from the Treasurer-Tax Collector’s office to the County Executive Office [aka: Freidenrich was stripped of her primary responsibility]. This, from an April 14, 2026 OC Register piece: “According to a 2022 independent investigation, Freidenrich threw office keys at one employee, which violated workplace violence policies, and threateningly pointed her finger at another’s face. County officials also said Freidenrich’s management of the treasurer’s office led to delays in issuing refunds to schools, filing tax liens and cashing property tax checks, which resulted in incorrect late fees and penalties for taxpayers. Former administrators of Freidenrich’s office have said that her investments were too conservative and failed to generate adequate returns.” [You can read more about her at this handy dandy website]
• 5. (Bonus)—Politics be damned, she’s profoundly bad at her job.
•••
Again, I am aware the Treasurer-Tax Collector race is probably the 800th thing you’re thinking about right now, well after this, this, this, this and this. And this and this. And, oh, this. But it’s a profoundly impactful gif, and if you have yet to vote, make sure Shari Freidenrich is a hard no and Dana Schultz is an easy, easy, easy yes.
If nothing else, it’ll save the keys from future damage.
The top two vote getters will advance to the general election in November, making it a coin flip between Karen Bass, the (fairly unpopular) Democratic incumbent, Nithya Raman, a Democratic city council member and activist, and Spencer Pratt, the destructive MAGA idiot best known for, well, this sorta shit …
Wait. One more. There is also Rae Chen Huang, a senior organizer at Housing Now! CA and community organizer.
Ah, Rae Chen Huang …
Against all odds and logic, the little-known Huang is polling at 9 percent, which means she simultaneously has no shot at winning but a solid shot at being the person who propels the legitimately dangerous Pratt toward the general. You see, without Rae Chen Huang in the race, those nine percent votes go almost entirely to either Bass or Raman—all but guaranteeing the general election involves two sane, reasonable public servants who can battle over real issues.
So why won’t Rae Chen Huang, who—again—has 0.00% chance of victory—step aside?
Answer: Ego.
Ego.
Ego.
Ego.
Ego.
Seriously, this kind of shit drives me to drink. You entered the race—great! You put up a fantastic fight—great! You emerged as a potential future star—great! You have enough swagger that the winner might listen to you—great! But what are you accomplishing at this point? What are you adding, besides a boost to Pratt’s odds?
I don’t discuss this much, but once upon a time—nearly two decades ago—I ran for city council in my old hometown of New Rochelle, N.Y. It was a long-shot bid, but I just didn’t love everything the leading Democrat stood for. As the days passed, however, and it was clear my run was toast, I backed out and endorsed Barry Fertel, who wound up winning and doing an excellent job. Simply put, I wanted to help avoid a Pratt-like nightmare. I took the bullet.
Politics are not pretty. They’re petty, sad, gross, dispiriting. Like the 1996 New York Jets, things generally don’t go your way. You lose more than you win; fall more than you sprint.
But, ultimately, they should be about the greater good.
It’s an excellent bet that future books and films made about the Trump Era will begin with an image of the White House this week. The world-famous Rose Garden has been replaced with a patio that looks like one at Mar-a-Lago. The East Wing is rubble. And on the sweeping South Lawn, right outside the front door of the White House, construction is underway on a massive Ultimate Fighting Championship arena for cage matches to be held on Trump’s 80th birthday.
Now treating the nation’s capital as his property, Trump appears to be leaning on his past role as a real estate developer as a solution in Iran remains elusive, inflation in the U.S. climbs, and his popularity drops.
In addition to turning back to real estate, Trump seems to be lashing out to reassert his dominance over those who have hurt him.
Last night, Hannah Rabinowitz, Paula Reid, and Kara Scannell of CNN reported that the Department of Justice under President Donald J. Trump has launched a criminal investigation into whether 82-year-old E. Jean Carroll, the journalist who successfully sued Trump for defamation and for sexual assault, committed perjury in her testimony by saying she was not being paid to launch the lawsuit when it turned out later that billionaire Reid Hoffman had paid some of her legal fees and expenses.
Trump also refiled his $10 billion defamation lawsuit against the Wall Street Journal over its publication of an article describing a card for sex offender Jeffrey Epstein’s fiftieth birthday. The card shows a crude sketch of a girl, bearing words that refer to “certain things in common” and saying, “A pal is a wonderful thing. Happy Birthday—and may every day be another wonderful secret.”
Trump’s lawsuit says that the article damaged his reputation and that the card is fake, although it came from Epstein’s estate. The estate later provided a copy of the card to the House Committee on Oversight and Government Reform, which published it on its own website.
U.S. District Judge Darrin P. Gayles tossed out the original lawsuit last month, saying that Trump came “nowhere close” to establishing that the article’s authors acted with “actual malice” to defame him, but said Trump could amend the lawsuit and refile it. Yesterday, he did.
On Tuesday, Alan Feuer of the New York Times noted that Trump’s politicization of the Department of Justice means grand juries as well as judges appear to be losing faith in the department. Although it is a common saying that prosecutors can get a grand jury to indict a ham sandwich, government prosecutors have had trouble getting the indictments Trump wants against his perceived political enemies.
In part this is because Trump has replaced career prosecutors with inexperienced loyalists, as Feuer notes, but it is also because of trumped-up charges against people like former FBI director James Comey and the six Democratic lawmakers who released a public video reminding military and intelligence personnel that they must not obey illegal orders.
Federal judges have been accusing prosecutors of misconduct, most recently in a case last week in Chicago in which a grand jury indicted six people, including a Democratic congressional candidate, for interfering with a federal agent and conspiring to interfere with a federal agent at a protest at a detention facility.
As Julie Bosman of the New York Times reported, U.S. District Judge April Perry dismissed the case after she discovered that prosecutors had talked to individual grand jurors outside the courtroom and removed those jurors who refused to indict, as well as apparently overstating the strength of the evidence against the defendants. After making these maneuvers, the prosecutors then tried to hide evidence of them by redacting the transcripts from the grand jury.
Judge Perry said: “I have read hundreds, if not thousands, of grand jury transcripts involving prosecutors who are the most junior of prosecutors to several U.S. attorneys who appeared before the grand jury. I have never seen the types of prosecutorial behavior before a grand jury that I saw in those transcripts.”
If Trump can end the rule of law, he can do as he wishes.
At least some of what he appears to want is corrupt dealings that put money into the pockets of himself and his family members. Today Robert Faturechi of ProPublica reported that Trump’s trade advisor Peter Navarro personally pressured the Pentagon to loan $620 million to Vulcan Elements, a small North Carolina startup company in which Donald Trump Jr. has a financial stake.
Navarro and Don Jr. appear to be close, and a Pentagon official told Faturechi that “[t]he call came from the White House: We have to get this done.”
According to Faturechi, the Pentagon invested $620 million in Vulcan, a rare-earth magnet company, and another $80 million in its partner ReElement. The Commerce Department provided another $50 million in incentives, and the government took a $50 million stake in Vulcan.
When Trump Jr.’s venture capital firm 1789 Capital invested in Vulcan in August 2025, the company was worth about $200 million. After the government investments, that valuation jumped to around $2 billion. Bloomberg reported last week that the investment in ReElement might not go through because of concerns over its ability to scale up its technology.
A spokesperson for the Pentagon told Faturechi that the Vulcan deal was sped up as defense officials balance “lightning speed with rigorous diligence to close high-impact deals that directly strengthen America’s defense and empower our warfighters.”
And yet, despite their evident attempt to warp the U.S. legal system to their own purposes, Trump and his MAGA loyalists insist that they are the ones against whom the Department of Justice has been used. That is their justification for the $1.776 billion slush fund for paying off those who were convicted of crimes for their participation in Trump’s schemes to overturn the results of the 2020 presidential election.
Last night, a group of thirty-five former federal judges took on that slush fund.
As Maegan Vazquez of the Washington Post reported, the former judges, appointed by members of both political parties, asked U.S. District Judge Kathleen Williams to reopen the legal case Trump, his oldest sons, and the Trump Organization brought against the Internal Revenue Service (IRS) for a “judicial review of the extraordinary—and historically unprecedented—circumstances presented by this litigation and by the collusive ‘settlement’ that invokes this litigation as the legal justification for its terms.”
Trump, his sons, and the Trump Organization dropped the lawsuit after Williams appeared to question whether it was actually a legitimate lawsuit, since Trump was both the plaintiff and the person in charge of the IRS, then announced they had reached a “settlement agreement” with the Department of Justice. Williams was clear in her order closing the case that there was “no settlement of record” in it.
The judges expressed concern that the Trumps were manipulating the judicial system, “which threatens to undermine confidence in the administration of justice.” They suggested that “this ‘case’ that the parties purport to have ‘settled’ is itself a fraud on the Court.” They also maintain that “this ‘settlement’ is a product of collusion and is itself a fraud on the Court,” and that “[f]raud on the court is established by clear and convincing evidence.”
“The parties have used this lawsuit—which was never an adversarial proceeding over which the Court even had jurisdiction—as a means to allow a ‘commission’ controlled by the President to dole out $1.776 billion in taxpayer dollars without constitutional or congressional authority to do so, and to confer unlawful private benefits to the President and his family by purportedly prohibiting the United States from prosecuting any and all claims against them.”
“To be clear,” the judges wrote, “the parties’ settlement was not, and never will be, legally justified.”
Another significant alpha release, with two new headline features.
Datasette now offers users with the necessary permissions the ability to both execute write queries against their database and to save stored queries (renamed from "canned queries") both privately and for use by other members of their Datasette instance.
Here's an animated demo from the blog post showing how the new execute query interface lets people get started with templated insert/update/delete queries from tables they have permission to edit:
Since our Series G in February, adoption has continued to grow across global enterprise customers, and our run-rate revenue crossed $47 billion earlier this month.
Anthropic have made a bit of a habit of sharing their "run-rate revenue" in this kind of announcement, which is an annualized projection of their current revenue - typically calculated by taking the most recent month and multiplying by 12.
Feb 12, 2026 in Anthropic raises $30 billion in Series G: "Today, our run-rate revenue is $14 billion, with this figure growing over 10x annually in each of those past three years."
I had Claude Opus 4.8 make me this chart using Matplotlib (Claude: "a data line chart is more straightforward matplotlib work—not really a design piece"):
Back in April Axios CEO Jim VandeHei wrote that he could not find "any company — in any industry, in any era — that has scaled organic revenue this quickly at this level as Anthropic" - and that was when they were at a paltry $30 billion.
(Also in Axios today is an anonymously sourced note that "An AI consultant tells Axios one of their clients recently spent half a billion dollars in a single month after failing to put usage limits on Claude licenses for employees" - times that by 12 and you get an extra $6 billion in annualized run-rate!)
I've seen a few people dismiss this as untrustworthy, because the numbers come from Anthropic. That doesn't hold up: these numbers were included in announcements of their fundraises, and lying to investors who just put in $65 billion would be securities fraud. They're even less likely to lie given that the real numbers will no doubt come out in their S-1 when they file for their IPO.
Anthropic shipped Claude Opus 4.8 today. My favourite thing about it is this note in the release announcement:
Users will find Opus 4.8 to be a modest but tangible improvement on its predecessor. There’s still more to be done: we’re working on developing and releasing models that provide many of the same capabilities as Opus at a lower cost.
It's so refreshing to see an AI lab honestly describe a release as a minor incremental improvement over the previous model!
Honesty seems to be a theme. Here's my other favorite note from that announcement:
One of the most prominent improvements in Opus 4.8 is its honesty. We train all our models to be honest---for instance, to avoid making claims that they can't support. But a general problem with AI models is that they sometimes jump to conclusions, confidently claiming to have made progress in their work despite the evidence being thin. Early testers report that Opus 4.8 is more likely to flag uncertainties about its work and less likely to make unsupported claims. This is borne out in our evaluations, which show that Opus 4.8 is around four times less likely than its predecessor to allow flaws in code it has written to pass unremarked.
That linked system card includes the following:
Claude Opus 4.8 had the lowest incorrect-rate of the six models on every benchmark—the most direct measure of factual hallucination. It achieved this mainly by abstaining on questions about which it was uncertain rather than by answering more questions correctly.
Model characteristics
Not much has changed since 4.7.
It's priced the same as Opus 4.5/4.6/4.7 - $5/million input and $25 per million output. "Fast mode" is twice that price, which is a significant reduction from their previous models - fast mode on 4.6/4.7 remains at $30/$150. Note that fast mode is only available to organizations that are part of the research preview, "Contact your account manager to request access".
Both the reliable knowledge cutoff and the training data cutoff are January 2026, the same as for 4.7.
The context window is still 1,000,000 tokens, and the max output is 128,000 tokens.
Mid-conversation system messages. Claude Opus 4.8 accepts role: "system" messages immediately after a user turn in the messages array (subject to placement rules). This lets you append updated instructions later in a long-running conversation without restating the full system prompt, which preserves prompt cache hits on the earlier turns and reduces input cost on agentic loops.
See also this update to the Anthropic Python SDK. Being able to steer the system prompt mid-conversation sounds really powerful. I was worried this would be incompatible with the abstraction provided by my own LLM library, which expects a single system prompt per conversation... but it turns out my recent redesign should handle that just fine.
Lower prompt cache minimum. The minimum cacheable prompt length on Claude Opus 4.8 is 1,024 tokens, lower than on Claude Opus 4.7.
This time I ran them using the LLM CLI, exported the logs to Markdown and then had Claude Opus 4.8 build me an HTML tool that could render that Markdown with the svg fenced code blocks displayed as SVGs on the page.
(I later had GPT-5.5 xhigh in Codex update that code to remove any XSS holes. I'm sure Claude could have done that if I'd asked, but GPT-5.5 is my code security blanket at the moment.)
The max one was clearly the best, but it did take 25 input, 17,167 output tokens for a total cost of 43 cents!
A slightly customized Markdown rendering tool with special treatment for fenced code SVG blocks - it both renders the image and provides a tab for switching to the code view.
You can paste in Markdown or give it a URL to a CORS-enabled Markdown file or Gist. Here's an example where it loads a Markdown file full of LLM pelican logs for Opus 4.8.
Donald Trump’s chief economist said something interesting the other day. Yes, the remarks by Kevin Hassett, director of the National Economic Council, were stupid, but that goes without saying. The point is that they were stupid in an interesting way.
On Fox News, Hassett was, as usual, boasting about how great the economy is, when he was asked why Americans aren’t feeling it — why the long-running Michigan index of consumer sentiment has hit its lowest level ever. He responded by claiming that the index “is being driven by Democrats who have Trump derangement syndrome.”
Well, yes indeed … someone is deranged here.
The Michigan survey tracks respondents by party, and politics clearly does affect economic perceptions. Democrats were much more positive about the economy under Biden than Republicans; they became much less positive, while Republicans became much more positive, when the White House changed hands:
At this point, however, independents’ views of the economy are similar to those of Democrats. Republican optimism, not Democratic pessimism, is out of line with the views of most Americans.
But wait, there’s more. YouGov’s surveys subdivide Republicans into those who do and those who don’t support MAGA — and the economic views of these two groups are very different. A remarkable 65 percent of non-MAGA Republicans say that the economy is getting worse, while only 11 percent say that it is getting better:
Let me present these data slightly differently:
Aside from MAGA Republicans, Americans are bunched at the upper left, with few people seeing the economy getting better and the vast majority seeing it as getting worse. Non-MAGA Republicans are much more similar in their views to independents, and even to Democrats, than they are to MAGA.
So how big is the group that believes that we have a good economy? Only 19 percent of Americans.
Given these numbers, Trump officials should conclude that they have failed in some way. The great majority of Americans — essentially everyone who isn’t a total Trump loyalist — believes that the economy is getting worse. And there are good reasons for that negativity. Inflation is way up as a result of Trump’s tariffs and his Iran war. Because of this surge in prices, real personal income has declined sharply:
And even if Trumpists believe that these numbers are somehow misleading and that the economy is really in great shape, they should acknowledge that they are failing to make their case to the American public.
Trump and his minions, however, never admit to failure. We’ve all seen that in the case of the Iran war: Trump keeps claiming that it’s a glorious victory and that reporters pointing out that it isn’t are “treasonous.”
They bring the same mindset to economic sentiment. If the public hates Trump’s economy, the problem must be with the politically deranged public, not with Trump.
Still, let’s look at it rationally. (I know, rationality has a well-known liberal bias.) The 19 percent of Americans who support MAGA, many of whom literally believe that Trump was sent by God, say that the economy is good. The other 81 percent of Americans say that it’s very bad. Which group is more likely to have economic perceptions that are warped by politics?
"While cigarette sales have fallen across much of the world, China has moved in the opposite direction.
"Cigarette consumption in China rose 39 percent from 2003 to 2023, even as it fell 26 percent in the rest of the world. The 2.4 trillion cigarettes sold in China each year account for nearly half the global total, according to a report by a nongovernmental organization founded by former officials from the Chinese Center for Disease Control and Prevention. ...
"The failure to slow cigarette sales is a measure of the clout wielded by China’s State Tobacco Monopoly Administration, which both regulates the industry and operates the country’s dominant cigarette maker, the China National Tobacco Corporation.
"The company generated roughly $244 billion in profit and tax revenue in 2025, about 7 percent of national government revenue and nearly what China says it spends on defense."
In 2015 I wrote Baltimore Arrests are Down and Crime is Way Up and, as I predicted, Baltimore tipped into an high crime equilibrium. After the Freddie Gray riots, arrests declined and crime shot up but crime stayed high even after arrests rebounded. In my view, the surge fed on itself: higher crime strained police resources, and that strain—in and of itself—reduced the probability of punishment, sustaining the high-crime equilibrium, as in my crime wave paper.
Yet, beginning around 2022 crime in Baltimore—most especially murders—began to fall.
In April, Baltimore had four homicides, the lowest total for any single month since at least 1970. So far this year, there were 38, compared with 51 in the same period last year. At the current rate, Baltimore would end 2026 with fewer than 100 homicides. There were 323 just four years ago.
How did we get from a city in which the question was how high can crime rise, to one where the question is how low can it go? The answer might be linked to the nationwide decline in murder, spurred by a restoration of policing as the excesses of the George Floyd years recede. But that raises the question of what cities across the country are doing right.
So what caused the decline? We can’t be entirely sure as national trends confound but Charles Fain Lehman has a good piece in the FP arguing plausibly that the answer boils down to carrots, sticks and the non-random nature of murder. Begin with the latter. A significant subset of murders are highly predictable. A gang member gets gunned down today. Next week, you can expect retaliation. Moreover, you know who is going to do the murder even more than you know who is going to be murdered. Namely, a close associate—a fellow gang or family member—will be the one to do the killing. Sometimes pre-Cog is not so hard.
So with this in mind, Baltimore, under a new mayor and tough on crime prosecutor, began to intervene in the murder cycle before it happened, i.e. a focused deterrence program based on Boston’s Operation Ceasefire.
The approach involves a detailed investigation of every shooting that happens in the city. Every week, the Baltimore Police Department and its partners review the week’s incidents….For every shooting, GVRS prescribes reaching out to known associates of the victim.
…At one recent coordination meeting, about 20 people gathered around the table of the conference room at Baltimore’s Doxa Ministries Church Without Walls. Under the direction of Reginald Williams from the Mayor’s Office of Neighborhood Safety and Engagement, they talked through two new “referrals” associated with the victim of a recent shooting. One had a long criminal history and was on house arrest. Another, barely an adult, was himself a victim a few years earlier.
Both men will have their doors knocked on by several of the meeting’s attendees. They will be offered services—job training, tattoo removal, relocation, whatever they need to get out of the “life.” But they will also get a clear message, delivered verbally and in the form of a letter from Mayor Scott: Baltimore is watching them—and will come after them.
Carrots, sticks, and a little Pre-Cog. Together they appear to be working.
It was less than two months ago that the third flight of Blue Origin's heavy-lift New Glenn rocket left a customer's payload in an unusable orbit. Investigators have now identified the cause of the failure, and Blue Origin is preparing to launch the next New Glenn mission as soon as next week.
The Federal Aviation Administration and Blue Origin announced the closure of the failure investigation May 22. Yesterday, officials confirmed Blue Origin's next launch will loft a payload of 48 commercial satellites for Amazon's broadband network in low-Earth orbit. This will be the most satellites Amazon has launched on a single rocket, surpassing previous flights on United Launch Alliance's Atlas V, SpaceX's Falcon 9, and Europe's Ariane 6.
Blue Origin and Amazon, each founded by Jeff Bezos, have not officially revealed a target launch date, but public notices of airspace and maritime closures suggest the mission is set to lift off from Cape Canaveral Space Force Station, Florida, as soon as next Thursday, June 4. Blue Origin is expected to roll the New Glenn rocket to its launch pad in the coming days for a test-firing of its seven main engines, fueled by liquified natural gas and liquid oxygen.
We document a new source of fluctuations in inflation inequality. When the cost of upstream inputs rises, varieties within a product category tend to have similar absolute price increases. However, the same absolute price increase constitutes a larger percentage change for low-price products, resulting in excess inflation at the low end (“cheapflation”). Since low-income households tend to buy lower-priced varieties, the inflation rates they face are disproportionately sensitive to upstream costs. Using data on food-at-home purchases, we show that this mechanism generates cycles in inflation inequality and excessive volatility in inflation for low-income households relative to high-income households. This channel parsimoniously accounts for observed fluctuations in inflation inequality over time, including surges in cheapflation and inflation inequality during both the Great Recession and the 2021–2023 post-pandemic inflation. Official statistics mask these within-category differences in inflation and thus understate the differences in inflation experienced by low- and high-income households by 70–90 percent. We provide evidence that this mechanism applies to a range of consumption categories beyond food at home. The same mechanism also leads to systematic differences in inflation across cities and import price inflation across countries in response to nationwide and global cost shocks.
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The matchup in Texas between James Talarico and Ken Paxton is vital to control of the Senate, and will probably be the most expensive such race in history (a record currently held by the 2020 Georgia race that put Jon Ossoff in office). It will also be one of the ugliest campaigns any of us have ever seen, absolutely saturated with anxious masculinity and appeals to homophobia. What would happen if you gave a bunch of middle school boys whose dads never hugged them a billion dollars so they could air ads screaming “You’re gay! You’re totally gay!” for the next five months? We’re about to find out.
We’re not supposed to use the phrase “toxic masculinity” anymore, because that makes some men feel bad and then they vote for fascists. Fair enough. But this campaign is going to be all about anxious masculinity, quivering, quavering, insecure, overcompensating, loser masculinity of the kind conservatives have been cultivating for a long time. This campaign will put it front and center in a manner so explicit that it will provide a test of just how far the right can take this kind of appeal.
Man up, cowboys
First, let’s set the context. One of the key differences in how Republicans and Democrats campaign is that because Democrats care about policy, they often believe that policy is the way to win elections. You offer an agenda crafted to maximize your appeal, you criticize your opponent’s substantive record, you show people what’s truly at stake in the election and convince them that you’re the better choice. Sometimes, that works.
Republicans, on the other hand, think that the way to win elections is to tap into powerful emotions, especially negative ones: fear, hatred, anger, resentment, bigotry. For Democrats, “issues” means important matters with policy implications that affect people’s lives; for Republicans, “issues” means character flaws about their opponents (real or invented) and things that make voters’ blood boil. There is sometimes overlap between these two conceptions of what an “issue” is, but often there isn’t.
In this case, Republicans could run a non-crazy issue-based campaign. Texas is a red state that hasn’t elected a Democrat statewide in over 30 years, and party identification alone might be enough to prevail; it certainly would have been if John Cornyn had become the nominee. But because Paxton is one of the most flamboyantly corrupt politicians in America — he was impeached by Texas Republicans in the legislature, and among the charges was that he pressured a wealthy developer who may or may not have been bribing him to hire his mistress — things get more complicated.
So what’s the answer? Had Jasmine Crockett won the Democratic primary, Republicans would have gone into a frenzy of race-baiting that would have made George Wallace blush. But since Talarico is a white guy, they’ve gone with gay-baiting. And it’s not just Paxton himself, but the entire Texas Republican Party and the entire national Republican Party, all the way up to the White House.
The foundation was laid before the runoff between Paxton and Cornyn. Republicans were waiting for an incident they could use to illustrate the idea that Talarico is effeminate, and they got it when the Democratic nominee took Barack Obama to his favorite taco joint and ordered a potato, egg, and cheese taco, a perfectly normal taco enjoyed every day by untold numbers of people possessing Y chromosomes. Republicans immediately started calling Talarico “a vegan,” not because they don’t know that vegans don’t eat eggs or cheese (and Talarico isn’t even a vegetarian, let alone a vegan), but because they’re happy to lie and they think vegans are gay.
Presumably, any real man would only order a steak, pork loin, brisket, ham, oxtail, bacon, and liver taco, very loudly and aggressively lest anyone in earshot think for a moment he wasn’t absolutely bursting with testosterone. Because real men don’t eat what they want to eat, they eat what they think other people will think is manly.
“Vegan” has now become part of a litany of insults Republicans throw at Talarico, all of them oriented toward making voters think he’s light in the loafers and loose in the wrist. That includes the idea that he is “Low-T,” a phrase used to induce insecure middle-aged men to spend thousands of dollars on scammy “male enhancement” supplements. And while in a more innocent time Republicans used to do this with insinuation to retain deniability (remember how they said John Kerry “looks French”), in the era of Trump, that kind of subtlety is for wimps. So we get this exchange, distinguished not only by the fact that the putrid Stephen Miller just came out and said Talarico is a member of the minority group that is to MAGA what the Jews were to the Nazis, but because the Democratic Party responded with an appropriate clap-back:
Not that I condone such vulgar rhetoric as a general matter, but at times it’s necessary to be firm and concise, especially when dealing with a worm like Miller. Every interaction like this is a demonstration to voters, and one of the things Democrats need to show is that they won’t just sit back and take whatever abuse Republicans decide to dish out.
What are we really talking about here?
So what are we really talking about here? The Republican argument, distilled down to its essence, is this:
James Talarico is kinda gay. Or trans, or whatever.
If you vote for him, that makes you kinda gay.
You don’t want people to think you’re gay, do you?
This is driven by the most pathetic version of manhood imaginable, one in which being a man entails constant performances of stereotypical masculinity, with an eye cast forever over one’s shoulder to ensure that anyone watching knows you’re a real man being manly, eating manly food, dressing in manly clothes, walking with a manly gait, and driving a manly pickup. If I were to suggest that an actual real man eats whatever the hell he wants and votes for anyone he thinks is a better candidate, whether that candidate is male or female or gay or trans or anything else, these fearful little boys would cry “No! If I don’t vote for the manliest man someone might think I’m not a man!”
So behold, the pulsating hunk of virile man-meat that is Ken Paxton:
One of the ironies of this whole period is that the conservatives trying hardest to convince everyone that they’re super-butch are the most pathetic, spineless lickspittles for Donald Trump. This guy is the one before whom they have debased themselves — a walking collection of character flaws, a vain, insecure, shallow, moronic, amoral bully who dodged the draft, whines constantly about how everyone is being mean to him, spends hours on his makeup and hair, and couldn’t do a push-up if his life depended on it.
And all these supposedly manly Republican men snickering about other men being gay would literally get down on all fours and lick the soles of Trump’s shoes if he told them to. Literally. Do you think they wouldn’t? Of course they would. These are not men. They’re sniveling little boys without an ounce of masculine strength between them. When you watch those cabinet meetings where they go around the table so each person can offer their pathetically over-the-top praise of Trump, do you think “Wow, look at how strong they are”? No, you think, “What a bunch of losers.”
Sadly, none of that means that the attacks on Talarico won’t work. Lots of male voters will respond in precisely the way Republicans hope, because they’ve been conditioned all their lives to view their masculinity as fragile and tenuous, always in danger of being lost if they fail to perform it in the correct ways. For many, all it takes is someone saying, “I don’t know, that seems pretty gay” for them to run in the other direction.
There are a number of options for how Talarico and Democrats can respond (he’s now drawing attention to a sweetheart deal Paxton’s office gave an accused child predator), but one of them ought to be to point out that your average bookish 10-year-old boy is more of a man than the collection of cowards and snowflakes who populate the Republican Party. Just imagine if you could convince people that screeching “He’s gay!” is about the least manly thing one can do?
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Over the last few months we’ve examined the extent of the construction industry’s productivity problem. We’ve looked at a variety of construction productivity metrics, both for the US and for countries around the world, and found that construction productivity almost always rises much less in construction than it does in industries like manufacturing; often, it doesn’t improve at all. We’ve analyzed trends in construction costs in the US and around the world, and noted that construction almost never gets any cheaper: construction costs almost always rise at or above the level of overall inflation. And we’ve considered the most obvious strategy for solving this problem — moving the construction process into a factory — and we saw that the cost savings from prefabricated construction are frequently much less than hoped, often never materializing at all.
Now that we’ve mapped the contours of the problem, we can begin to explore its deeper nature to understand why, specifically, construction productivity is so resistant to being improved, and why construction costs stubbornly refuse to fall.
We’ll start by looking at one of the most important mechanisms by which production processes can get cheaper: economies of scale. Many processes have lower unit costs as production volumes rise, thanks to a variety of scaling effects: fixed costs can be spread more thinly, equipment gets cheaper on a per-unit basis due to area-volume relationships, improved production methods are developed as a result of learning-by-doing, and so on. However, in construction these effects are modest at best, even in sectors like homebuilding with very large production volumes.
In homebuilding, we’ll see that the limits to these economies of scale are in large part dictated by the nature of the production process. Economies of scale work by eliminating the difference between the costs of the raw inputs to a process and the final costs of production. In a highly efficient, high-volume production process, the costs of the output will gradually approach the costs of the material inputs. But in conventional homebuilding in the US, this difference is already small, giving scale-based strategies relatively little margin to close.
Economies of scale in homebuilding
We’ll examine economies of scale in construction through the lens of housing construction in the US. For many sectors of construction, difficulty in achieving economies of scale could be attributed to the fact that only a small number of buildings of a particular type get built in the US each year. There were, for instance, only 10 skyscrapers taller than 200 meters built in the US in 2025. Semiconductor fabs, urban subways, and airports are similarly built in very small numbers. It’s hard to achieve economies of scale when there’s no scale to be had. Houses, on the other hand, are built in very large numbers. There were over 1.3 million housing starts in the US last year, including 942,000 single-family homes. This isn’t large compared to other types of manufactured goods — the US consumed over 7 billion cans of vegetables in 2025, for instance — but it’s certainly large enough for economies of scale to appear.
However, evidence suggests that homebuilding in the US exhibits relatively modest economies of scale. For one, the level of concentration in the homebuilding industry is relatively small: housing construction in the US is done by a large number of comparatively small firms. A 2022 study by Harvard’s Joint Center for Housing Studies (JCHS) found that the US had over 65,000 firms engaged in homebuilding, and that even the 100 largest firms combined were responsible for less than 50% of the homebuilding market. In homebuilding, the four largest firms held around 18% of the market, compared to 90% in aircraft manufacturing, 86% in wireless telephone service, and 58% in automobile manufacturing. Concentration in the homebuilding industry has been rising over time (primarily due to the growth of the two largest builders, Lennar and D.R. Horton), but it’s still much lower than in many other industries. This level of concentration isn’t what you’d expect to see if economies of scale in homebuilding were substantial.
Another, earlier JCHS study that looked at US homebuilding in the late 1990s and early 2000s found that construction costs were actually higher for the largest US homebuilders than for smaller US homebuilders. It also found that large and small homebuilders had similar gross margins on homebuilding (the difference between the costs to produce a home and what they sold it for). If there were major economies of scale in homebuilding, all else being equal we’d instead expect to see larger firms have lower construction costs and greater gross margins.
More recent data suggest these trends have continued. If we look at the gross margins of public homebuilders, we see virtually no relationship between gross margins and number of homes produced. Lennar, which built over 80,000 homes in 2025, has similar gross margins and average home selling prices to United Homes Group, which sold just 1,192 homes in 2025. LGI Homes and D.R. Horton had nearly identical selling prices and gross margins, but the former sold 4,685 homes in 2025 and the latter sold over 84,000. Looking at different years doesn’t alter the picture much.
This isn’t a smoking gun, as there are other reasons why larger firms might not have higher gross margins than smaller firms. Large firms might be deliberately selling at a lower price to try to capture or maintain market share, as Lennar states it does. But it’s consistent with there being few economies of scale in the homebuilding industry.
In his history of the US homebuilding industry, homebuilder Ned Eichler describes the economies of scale available to homebuilders through the end of the 20th century. While he notes that homebuilders building several hundred homes per year could achieve substantial cost advantages compared to much smaller builders, there appeared to be little advantage in increasing scale beyond that. Writing in the 1980s, Eichler noted that “[n]ot even the largest firm has any of the advantages of dominant companies in other fields… What little technology exists is available to all.”
In the late 1940s and 1950s, as large-scale merchant builders (100 units per year or more) became the dominant suppliers of homes, most of the postwar improvements in production organization and techniques were made. As unit costs began to rise rapidly in the 1960s, because of higher quality, high land and site development costs, and inflation, there was heightened interest in the possibility of another round of increased efficiency from greater scale and technological breakthroughs. Many firms did grow, mostly by geographic expansion. Several broke out of the 100 to 1000 unit range to annual volumes over 5000. By 1980 US Home brought its unit production to 15,000. However, there were no significant changes in technology or even methodology. Nor is there clear evidence that US Home, Ryan, Pulte, or other multicity builders have yet achieved economies of scale.
Today, large homebuilders continue to use the same basic homebuilding methods that much smaller builders do, and builders like Lennar and D.R. Horton effectively subcontract all of their actual homebuilding to local contractors. (Lennar’s 2025 annual report, for instance, notes that “[w]e hire subcontractors for site improvements and virtually all of the work involved in the construction of homes.”) Large homebuilders do note that they’re able to achieve some scale economies by getting volume discounts on material purchases, but evidence suggests that these savings are relatively modest. Group purchasing organizations, such as CBUSA, pool material orders together in order to receive volume discounts from suppliers; CBUSA boasts that it gives independent builders “the purchasing power of a top 10 National Builder.”1 But the savings it offers works out to around $9,500 per house for the builders who use it, or around 6% of the material costs of an average new home.
You sometimes see claims that economies of scale in homebuilding could be achieved with assembly line-style construction, building hundreds or even thousands of homes at once on enormous tracts the way the US did in the 1940s and 50s. But evidence suggests that savings from this style of construction are somewhat modest, and may not materialize at all. Older versions of Craftsman’s National Construction Estimator provide percentage cost deductions for some tasks if they’re done on “tract work,” but these reductions are typically modest (10-20%) and are only available for a small handful of tasks.2 (One exception is carpentry, which does see large labor cost reductions for tract construction in some editions, but this on its own isn’t enough to shift the overall cost of a house substantially.) Likewise, Levitt and Sons famously built thousands of houses in enormous “Levittowns” using a sort of “reverse assembly line”: worker teams would go from house to house, performing a particular set of tasks and then moving on to the next one. But the cost of Levittown houses doesn’t appear to be all that different from those built by other, much smaller homebuilders at the time.
Economies of scale in manufactured homes
We can sharpen our understanding of economies of scale in homebuilding by looking at one particular subset of housing construction: manufactured homes. Manufactured homes, formerly known as mobile homes, are built using largely the same technology as conventional homes, but instead of being built on-site, the homes are produced in a factory, mounted to a steel chassis, and transported to their final location via truck. Roughly 100,000 manufactured homes are produced in the US each year.
Manufactured homes are a useful lens for understanding economies of scale in homebuilding, because they eliminate so many factors that might be expected to restrict them. Economies of scale require repetition — making approximately the same thing over and over again — and such repetition is particularly achievable with manufactured homes:
Conventional homebuilding is subject to different building code requirements in different jurisdictions, depending on what version of the code has been adopted. But manufactured homes are built to one set of national requirements, the federal HUD code.
Conventional homes are constructed on-site, and those sites might have substantial variation between them. But manufactured homes are produced repetitively within controlled factory locations.
Conventional home construction takes place on constantly changing jobsites, with constantly changing construction crews, a constant churn that might disrupt opportunities for learning-by-doing. Manufactured home construction, which takes place within a single location, should be less susceptible to this sort of disruption.
There’s some evidence for greater economies of scale in manufactured home construction compared to conventional homebuilding. Specifically, the manufactured home industry shows substantially higher concentration than the conventional homebuilding industry. The three largest manufactured home producers are Clayton Homes (49,000 units per year), Cavco (about 20,000 units per year), and Champion (roughly 26,000 units per year).3 Together, they make up roughly 90% of the US manufactured home market, similar to the level of concentration we saw in other industries.
However, despite this level of concentration, actual production economies of scale in manufactured home building appear relatively modest. We can see this by looking at the operations of four public manufactured home companies. The first two, Champion and Cavco, produce around 26,000 and 20,000 homes per year, respectively. The third, Legacy Housing, makes around 1,700 manufactured homes a year. And the last, Nobility Homes, makes just a few hundred manufactured homes each year.
Each of these homebuilders is catering to broadly similar segments of the market, since manufactured homes tend to be purchased by lower-income buyers. Their annual reports all note that the typical manufactured home buyer has a low household income, though they disagree on the exact number – Cavco thinks it’s less than $40,000, Champion thinks it’s less than $60,000, and Legacy thinks it’s less than $75,000. As we saw with conventional homebuilders, there doesn’t seem to be much relationship between gross margins on factory homebuilding and production volume. Nobility homes (391 shipments in 2025) and Legacy homes (1703 shipments in 2025) actually have better gross margins on home sales (32% and 28% respectively) than the much larger Champion and Cavco (27% and 23%).
More importantly, all four of these manufacturers use essentially identical production methods. Nobility Homes has one factory in Florida, Legacy has two factories in Texas and one in Georgia, and Champion and Cavco each have several dozen factories spread across different states. These factories are similar: each is typically 100 to 200 thousand square feet, employs 100 to 300 people, and produces several hundred homes a year. In other words, there do not appear to be large economies of scale at the factory level. Even relatively modest production volumes (20,000 units annually) get spread among dozens of different factories. By comparison, a single modern car factory will produce several hundred thousand cars a year.
There are some exceptions to this: Clayton Homes recently announced renovations to an existing factory that will allow it to produce 3,000 homes annually. But overall Clayton fits the basic pattern, as production of its 49,000 homes is spread amongst 41 production facilities.
Within the manufactured home facilities, we see the adoption of various efficiency-enhancing strategies compared to how work would be done on a conventional jobsite. As with Ford’s assembly line, work is arranged so that tasks take place at worker height, eliminating extraneous movements like bending or stretching. With conventional home construction, workers first complete the outside shell of the house to create a waterproof environment to work in, but this means the remaining work must be done within the cramped interior of the partially completed house. Manufactured homes, built under a factory roof, aren’t subject to this restriction and can be built from the inside out. Permanent stations can be set up with equipment for various repetitive operations, such as cabinet assembly. (We see this same sort of strategy adopted in large-block ship construction, with as much work as possible done outside the ship on prefabricated blocks, minimizing the amount of work that needs to be done in the cramped conditions of the assembled ship.)
However, the work remains a highly labor-intensive operation. Workers are in large part doing the same tasks that they would be in conventional construction; those tasks have just been made somewhat easier to perform. Equipment use is likewise somewhat modest: we don’t see the huge arrays of robot arms or automated machinery that we see in car manufacturing or other mass production industries. Per their annual reports, the value of the equipment that Nobility Homes, Legacy Housing, and Cavco operate is just one-third to half the value of the actual buildings. At a car manufacturer like Ford, by contrast, the value of the equipment and tooling is over three times as much as the value of the buildings that contain them.
Part of the reason manufactured homebuilders use a large number of low-capacity factories is high transportation costs. Both Nobility Homes and Cavco note in their annual reports that the cost-effective shipping range for their products is around 350 miles (around a day’s drive). This is a result of dollar density — the value of the product divided by the volume or mass of it. Products with high dollar density, like electronics, are very valuable in proportion to the amount of space they take up and can be effectively shipped long distances; iPhones can be made in a factory in China and then shipped all over the world. Products with low dollar density, like toilet paper, have low prices in proportion to the amount of space they take up, and are harder to ship long distances. If it costs $2,000 to ship a container from China to the US, that $2,000 will be a small fraction of the value of the cargo if the container is filled with iPhones, but a large fraction of the value of the cargo if it’s full of lumber or kitty litter. The lower the dollar density of a product, the less cost-effective it is to ship it long distances. Manufactured homes have very low dollar density, and thus can’t be shipped very far cost effectively.
Dollar density of various products, via The Origins of Efficiency.
But transportation costs can only explain part of this distributed manufacturing strategy for manufactured homes. For one, if there were substantial economies of scale at work, it would be worth it for manufacturers to ship longer distances in spite of the higher costs; transportation costs are proportionately high for manufactured homes, but they’re not that high, on the order of a few dollars per mile. Transportation costs thus suggest a sort of ceiling as to the extent of economies of scale that can be achieved for manufactured homes. For another, manufactured home producers often have multiple facilities much closer together than the cost-effective driving distance. Legacy Housing has factories in Commerce, Texas, and Fort Worth, Texas, that are around 100 miles apart. Cavco has three factories in the Phoenix metro area, two factories in North Carolina that are 120 miles apart, and two factories in Georgia that are less than 75 miles apart. If there were substantial economies of scale at the factory level, we’d expect these nearby factories to be combined into larger operations.
Thus even in a homebuilding sector with many tailwinds enabling economies of scale, scaling effects still appear to be relatively minor. Manufactured housing is produced in a controlled factory environment and built to the standards of a single national code, both of which should enable the highly repetitive production necessary for capturing economies of scale. And yet the scale of most production facilities is low, factories employ little in the way of high-volume automated equipment, and very small-scale operators producing a few hundred homes a year appear roughly as competitive as companies producing tens of thousands of homes a year. These patterns suggest that there’s something about the homebuilding process itself that makes capturing economies of scale difficult.
What prevents economies of scale in homebuilding?
The easiest way to understand the difficulties of achieving economies of scale in homebuilding is to look at the relationship between input cost and output cost in various industries.
The graph below shows what’s known as the “crack spread” for gasoline production in the US Gulf Coast between 2014 and 2019. The crack spread is the difference between the price of crude oil and the wholesale price of gasoline. It essentially tells us how much margin oil refineries have to work with — how much they can afford to spend on the various production processes per barrel of oil processed. We can see that the crack spread for gasoline was typically around $15 a barrel for most of this period, compared to a crude oil price of around $50-70. In other words, the ratio of the price of wholesale gasoline to the price of crude oil was around 1.2 to 1.3.
An oil refinery is an enormous, expensive process facility that costs billions of dollars to construct. But because refineries produce such a large amount of gasoline and other petrochemicals, this cost can be spread very thinly across the refinery’s output, and the price of the final products is not all that much higher than the costs of the material inputs.
Likewise, consider car manufacturing. A few years ago, car industry analyst Munro & Associates conducted an analysis of the production costs of BMW’s i3 electric car. The report breaks down the various costs of production for different parts of the car, letting you see the cost of the inputs, the number and cost of the various operations performed on it, and the cost of the completed assembly.
We can see that the ratio of output costs to material input costs is higher than with gasoline production, around 1.8 on average. For complex manufactured goods that require a lot of distinct operations (the motor assembly alone has almost 5,000 parts and almost 30,000 assembly steps), it’s hard to achieve an output-to-input ratio as low as can be seen in a scaled continuous chemical production process.
More generally, any factory or production process will take some physical inputs, perform some set of transformations on them, and produce some series of outputs. If those transformations are involved or complex, requiring a lot of expensive machinery or labor-intensive operations, the ratio of the cost of the outputs to the cost of the inputs might be quite high. But even with a large number of complicated steps or very expensive equipment, this ratio can be driven down by taking advantage of economies of scale: spreading the fixed costs of your equipment out over a larger production volume, or using higher-capacity equipment or processes that has lower per-unit costs. As production volumes rise and a process gets more efficient, the ratio of the output costs to the input costs should theoretically approach one.
Elon Musk calls the ratio of the final cost of a product to the cost of its raw materials the “idiot index.” A high idiot index suggests a highly inefficient process with a lot of wasteful operations that could be dramatically improved. A low idiot index suggests a process with much less room for substantial improvements. (It was allegedly the high idiot index of rockets that convinced Musk he could beat existing aerospace companies and that SpaceX was worth pursuing.)4
Armed with this concept, let’s look at the cost breakdown of a typical US single-family home, courtesy of Craftsman’s National Construction Estimator. The chart below shows the hard costs of construction: what it takes to put up the actual, physical building.
The most important takeaway here is that the hard costs of constructing a single-family home are roughly 50% labor and 50% materials. This means that the ratio of the costs of the output to the costs of the physical inputs (drywall, lumber, concrete, etc.) is around 2. This is a very low ratio: it’s only slightly higher than the ratio we saw with various BMW i3 subassemblies.
With car manufacturing, this low ratio is achieved by way of scale, spreading the costs of expensive equipment and hundreds of workers over a very large output. If BMW tried to assemble its i3 cars one at a time, outside of a factory, the output-to-input ratio and the overall costs would be vastly higher, the same way that the craft method of car building was far more expensive than Ford’s mass production methods.
Part of the i3 production line circa 2014, via YouTube.
In home construction, however, this low ratio is a product of the fact that the amount of transformation taking place on the inputs is relatively modest. It takes a relatively small amount of labor and equipment to transform lumber, drywall, concrete, shingles, and other building materials into a finished home.
The fact that the ratio between costs of constructing a home and the costs of the various materials is already so low is fundamentally what makes achieving substantial economies of scale difficult. For complex manufactured goods, when this ratio is high — when there are a lot of labor-intensive operations or transformations required to turn input materials into a final product — the strategy for efficiency improvement is relatively straightforward. Build some machine to perform some particular task, sequence it together with other machines performing different tasks, and then use those machines to produce as much output as possible. The machines might be expensive to develop and build, and you’ll need new, expensive workers to keep the automated systems running. But with high production volumes this trade-off is worth it: all these costs get spread out thinly, and the ratio of output costs to input costs trends downward. This is broadly what Ford did for production of the Model T, and it’s how production for things like lightbulbs evolved in the early 20th century.
But when the ratio between output costs and input costs starts out low, as it does with homebuilding, it’s hard to take advantage of this strategy: the potential savings are just too small. I’ve noted previously that it takes a lot of expensive automation to duplicate the efforts of a small number of construction workers with hand tools, and when I was at Katerra, executives would often bemoan how hard it was for their capital-intensive production to compete with “Bubba and his truck” — low overhead contractors using manual labor and not much else. The ratio of output costs to input costs doesn’t give enough “bite” for production economies of scale to act on, and there’s little to be gained in production economies by dramatically increasing the scale of your homebuilding operation.
Conclusion
Economies of scale are often one of the most powerful forces available for making some process more efficient. But economies of scale operate on the difference between the costs of the raw inputs to some process and the costs of the final product. When this difference is large, there are often substantial economies of scale that can be achieved. You can introduce automated equipment or other large fixed costs that reduce your overhead costs when spread over a large enough production volume. You can use larger-capacity equipment that has lower per-unit costs than smaller-capacity equipment. You can gradually make some process more efficient via learning-by-doing. All these strategies will whittle away the difference between your raw input costs and the costs of your final product.
But when this ratio is already low, economies of scale have little room to operate. Thanks to the relatively modest requirements for transforming construction materials into finished houses, homebuilding has the sort of ratio of output costs to input costs observed in high-volume production operations like car manufacturing. Once the low-hanging fruit is captured, such as more efficiently arranging the work in manufactured home factories, there’s little production efficiency to be gained from further increases in scale.
Thinking about economies of scale in terms of the ratio of output costs to material input costs does suggest strategies for achieving them:
You could find sectors of construction, such as nuclear power, where the ratio of output costs to input costs is very high, and thus have more opportunities for efficiency improvements.
You could vertically integrate backwards into the production of raw materials and components, in the hopes of driving down those costs.
You could find a way to use fewer and/or cheaper raw materials.
We’ll look at the viability of these strategies in future essays.
Note that I’m using this concept slightly differently than Musk. Musk’s idiot index is about the costs of the raw materials, whereas for some of these examples I’m considering the cost of purchased components as well, but the basic idea is the same.
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Blue Origin’s New Glenn rocket exploded on the pad at Launch Complex 36 at Cape Canaveral Space Force Station as the result of an anomaly during a static fire test on Thursday, May 28. The test was in preparation for a planned launch as soon as June 4. Image: Adam Bernstein/Spaceflight Now
A Blue Origin New Glenn rocket exploded on its launch pad at Cape Canaveral Space Force Station on Thursday night, in a major setback for Blue Origin, the company founded by Jeff Bezos.
The rocket erupted in a giant fire ball that engulfed the launch pad at 9 p.m. EDT (0100 UTC) as the engines appeared to be igniting for a pre-launch test known as a static fire. New Glenn had been slated to launch a batch of satellites for another Bezos venture, Amazon Leo, as soon as Thursday, June 4.
“All personnel are accounted for and safe. It’s too early to know the root cause but we’re already working to find it,” Bezos wrote in a post on social media. “Very rough day, but we’ll rebuild whatever needs rebuilding and get back to flying. It’s worth it.”
The Amazon Leo satellites had not been transported to the launch site from its payload processing facility to be integrated with the rocket. This was set to be the first of 24 launches that Amazon Leo booked on New Glenn rockets.
With two unrelated launches scheduled for Friday, May 29, Space Launch Delta 45, which manages the Eastern Range, released a statement to confirm that “The Eastern Range remains fully mission capable for National Security Space Launch and continues to support operations at all other launch complexes.”
“The Eastern Range serves as a Department of Defense test and training range supporting critical development, testing, evaluation, and launch activities that advance national security and space capabilities,” an SLD 45 spokesperson said. “These operations often involve developmental systems and emerging technologies, and the nature of such testing carries inherent risk, including the potential for anomalies.”
Blue Origin had just received clearance from the Federal Aviation Administration to resume launches of its New Glenn rocket on Friday, May 22. During the New Glenn 3 (NG-3) mission, the rocket suffered an in-flight anomaly with its upper stage that prevented it from placing AST SpaceMobile’s BlueBird-7 satellite into the correct orbit.
Fire erupts at the base of the New Glenn rocket as a static test firing goes horribly wrong. Image: Adam Bernstein/Spaceflight Now.
“The FAA oversaw and accepted the findings of the Blue Origin-led investigation. The final mishap report identified the direct cause of the mishap as a cryogenic leak that froze a hydraulic line and led to a thrust anomaly during the second stage engine burn,” the FAA said in a statement on May 27.
“Blue Origin identified nine corrective actions to prevent reoccurrence of the event. The FAA will verify that Blue Origin implements corrective actions prior to the launch of the next New Glenn mission.”
The FAA told Spaceflight Now the static fire explosion would not prompt a new investigation by that agency: “This test was not within the scope of FAA licensed activities. There was no impact to air traffic.”
Short-term, long-term impacts
The anomaly Thursday night appeared to destroy at least one of the lightning protection towers at LC-36 and the transporter erector. Until a full assessment is completed, it’s impossible to know exactly how long it will take to resume launch operations at pad.
If the issue is connected back to the main propulsion system and the rocket’s methane-fueled BE-4 engines, that might have a direct impact on United Launch Alliance’s Vulcan rockets. That launch vehicle was grounded due to a solid rocket booster anomaly, but both vehicles use the BE-4 engine for their first stages.
An artist’s rendering of a Blue Origin Blue Moon Mark 1 lunar lander deploying Astrolab’s Crewed Lunar Vehicle (CLV-1) on the surface of the Moon. Graphic: Astrolab
NASA is also heavily relying on Blue Origin and it’s New Glenn rocket to support the Artemis Program and its Moon Base ambitions. On Tuesday, the agency held an event to announce several contract awards for future missions, including tapping Blue Origin to deliver a pair of lunar terrain vehicles to the lunar surface using its Blue Moon Mark 1 lander.
Blue Origin’s Blue Moon Mark 2 crewed lander was also selected by NASA as one of two landers for the Human Landing System program. It along with SpaceX’s Starship rocket will be used to dock with the Orion spacecraft on future Artemis missions and bring astronauts to the lunar surface and back up into lunar orbit.
A version of the Blue Moon Mk.2 is also slated to participate in the Artemis 3 mission, which will be an Apollo 9 style demonstration in low Earth orbit to buy down risks for the Moon landing missions. NASA Administrator Jared Isaacman said on Tuesday that Artemis 3 was scheduled to launch in mid-2027.
“NASA is aware of the anomaly that occurred tonight at Launch Complex 36 involving Blue Origin’s New Glenn rocket at Cape Canaveral Space Force Station. Spaceflight is unforgiving, and developing new heavy-lift launch capability is extraordinarily difficult. We will work with our partners to support a thorough investigation of this anomaly, assess near-term mission impacts, and get back to launching rockets,” Isaacman wrote in a statement on social media. “We will provide information on any impacts to the Artemis and Moon Base programs as it becomes available.”
A fireball climbs into the sky as debris rains down from the explosion of New Glenn. Photo: John Pisani/Spaceflight Now.
The last major launch pad explosion at Cape Canaveral Space Force Station was back in September 2016 when a helium tank rupture caused a SpaceX Falcon 9 rocket to explode at Space Launch Complex 40, a few miles north of Launch Complex 36.
Because SpaceX already had multiple launch pads when that explosion happened, it was able to resume Falcon 9 launches from Vandenberg Space Force Base in January 2017, followed a month later by its first launch from pad 39A at the Kennedy Space Center. However, it wasn’t until the launch of CRS-13 in December 2017 when SpaceX returned to flying rockets off of pad 40.
Launch Complex 36 is currently Blue Origin’s only orbital launch facility. The investigation into the root cause of the accident is likely to be completed long before Blue Origin can get the pad back into operation.
Observable Space, a company that develops optical systems for laser communications and space domain awareness, has raised $90 million and secured a U.S. Space Force contract.
In December 1972, Gene Cernan and Harrison Schmitt spent 75 hours on the lunar surface during Apollo 17. They drove a rover, conducted three spacewalks and collected samples across the […]
WARSAW, Poland — The Italian-Dutch company Revolv Space has announced that French in-orbit services provider Infinite Orbits has selected its Solar Array Drive Assemblies (SADAs), the devices used to manage […]
AMSTERDAM — A senior German military official said Europe needs a coordinated approach to military space operations and proposed the creation of a European Space Component Command hosted by Germany […]
In this episode of Space Minds, David Ariosto talks with Lux Aeterna CEO Brian Taylor about the problems with disposable satellites and the use for on-orbit servicing. Sponsored by Arcfield […]
It may seem like a distant memory now, but as of the mid-2000s, U.S. natural gas production had been flat for a decade, and the U.S. was importing liquefied natural gas (LNG), with plans to import much more. Then shale gas happened. Advances in hydraulic fracturing and horizontal drilling caused U.S. natural gas production to increase significantly, and the U.S. went from being a net importer of natural gas to being the world’s largest exporter. This paper calculates how much shale gas has saved U.S. natural gas consumers. Using price differences between the United States, Europe and Japan, we calculate that U.S. natural gas consumers have saved $3.1-$4.3 trillion between 2007 and 2025, equivalent to $164-$227 billion annually. Access to low-price U.S. natural gas has been particularly valuable during major supply shocks such as the war in Ukraine, and the benefits of shale gas have been experienced broadly across sectors and states.
A false-color composite derived from NISAR data highlights vegetated areas (green), unvegetated surfaces (red), and how rapidly vegetated areas changed (blue) during the 2025-2026 growing season in an agricultural region of South Africa. Most pixels contain a mix of these colors, producing the visualization’s rich and varied color palette.
Along the Vetrivier (Vet River) in South Africa, a patchwork of circular and rectangular fields spreads across what is otherwise a semi-arid part of the Free State province. The water brings life to an array of crops, contributing to the agricultural productivity of the wider Maize Triangle.
The agricultural area shown in this image lies about 110 kilometers (70 miles) north of Bloemfontein. The scene is reminiscent of a modern abstract painting. Colorful circles mingle with straight-edged fields in combinations of red, green, and blue. But each color carries physical meaning, providing clues about crop types and revealing how they changed over the course of the Southern Hemisphere’s growing season.
Data for the visualization were acquired by the NISAR (NASA-ISRO Synthetic Aperture Radar) satellite during 10 passes over the area between November 2025 and March 2026. L-band radar observations, which can “see” vegetation’s structure instead of its color, were analyzed to produce per-pixel statistical measures across the scene. By combining radar scattering behaviors observed across multiple dates into a single composite, scientists built a compact summary of seasonal agricultural activity and change.
“It’s a pretty picture, but there are also important things that it communicates to us,” said Paul Siqueira, a scientist at the University of Massachusetts Amherst, and ecosystems lead of the NISAR science team. “With NISAR, crops like maize and sunflower appear differently than forests because of their size differences and period of growth.”
In this false-color composite, green indicates a vegetated area; red represents an unvegetated surface; and blue indicates how rapidly a vegetated area changed over the season. For instance, stable vegetation—such as forested areas—display a light blue component. Plants that change structure throughout the season, such as wheat and maize (corn), have a darker blue component.
In practice, most pixels contain a mix of these colors, producing the visualization’s rich and varied palette. For example, plants that grow rapidly (contributing some green) and are harvested early (contributing a large red component) make fields appear orange. Sunflowers are known to exhibit this pattern in the region, though ground validation would be needed to confirm their presence in any given field.
The processing behind the visualization is relatively straightforward, but it is based on a large amount of data. NISAR sends radar signals to Earth and measures how they bounce back; the orientation of the returned radar waves (cross-polarized or co-polarized) carries information about the structure of vegetation and surfaces. By combining radar measurements from multiple satellite passes and calculating statistics for each pixel, scientists built the detailed map of the landscape’s characteristics throughout the growing season.
The technique provides a repeatable way to monitor crop development, the impacts of irrigation, and land-use change across large regions. As NISAR collects more data, researchers will be able to compare seasons, track field-to-field differences in growth patterns, and better understand how agricultural systems respond to water availability and climate variability.
Image by Paul Siqueira (UMass Amherst) of the NISAR science team using data from the NISAR GCOV product, and prepared for NASA Earth Observatory by Michala Garrison. Story by Kathryn Hansen.
SpaceX’s Falcon 9 rocket lifts off from Space Launch Complex 40 at Cape Canaveral Space Force Station on the Starlink 10-53 mission on May 29, 2026. Image: Michael Cain/Spaceflight Now
SpaceX launched its penultimate planned flight in May, sending its Falcon 9 rocket flying from Cape Canaveral Space Force Station on Friday morning.
The Starlink 10-53 mission will add another 29 broadband internet satellites to the company’s low Earth orbit megaconstellation. The network consists of more than 10,000 spacecraft.
Liftoff from Space Launch Complex 40 happened at 8:57 a.m. EDT (1257 UTC). The rocket flew on a north-easterly trajectory upon leaving the pad.
The 45th Weather Squadron forecast an 80 percent chance for favorable weather during the launch window. Meteorologists are tracking the possibility for interference from cumulus and anvil clouds.
“The subtropical ridge axis will move south of the Spaceport by Friday, leading to an influx of tropical moisture,” launch weather officers wrote. “Westerly-to-southwesterly low-level winds will bring prime conditions for afternoon showers and thunderstorms along the east coast of Florida for several days, some of which could develop in the morning hours.
“For both the primary and backup launch windows, isolated showers and thunderstorms could develop towards the end of the windows, with possibly lingering anvil clouds towards the beginning of the windows.”
SpaceX’s Falcon 9 rocket lifts off from Space Launch Complex 40 at Cape Canaveral Space Force Station on the Starlink 10-53 mission on May 29, 2026. Image: Adam Bernstein/Spaceflight Now
SpaceX launched the mission using the Falcon 9 first stage booster with the tail number B1085. This was its 16th flight following the launches of missions, like NASA’s Crew-9, Fram2, and Firefly’s Blue Ghost Mission 1.
Nearly 8.5 minutes after liftoff, B1085 landed on the drone ship, ‘A Shortfall of Gravitas.’ This was the 152nd touchdown on this vessel and the 616th booster landing for SpaceX to date.
A streak shot of SpaceX’s Falcon 9 rocket as it lifted off from Space Launch Complex 40 at Cape Canaveral Space Force Station on the Starlink 10-53 mission on May 29, 2026. Image: Michael Cain/Spaceflight Now
Choosing between them is like picking which Mafia wiseguy gets my protection money. Most platforms stopped serving users long ago—and have now switched to audience capture strategies. That’s the modern equivalent of the company store1, where prices are set based on pain thresholds, not market value.
In an audience capture business, you make it hard for users to leave—and then see how much you can squeeze out of them. Spotify serves as a case study for this approach.
The company kept prices low until it had captured a large user base, but now has switched to harvesting—routinely boosting its price, each time just a little bit more. They recently announced the third price increase in less than three years. Subscribers are the proverbial frog in the pot of boiling water—if the temperature rises slowly enough, they get cooked without ever realizing it.2
Please support my work—by taking out a premium subscription for just $6 per month (and less if you sign up for a full year).
That’s the state of play for Spotify users right now. They still think they are in a hot tub at the resort, but they’re actually on the dinner menu at Regeringsgatan 19 in central Stockholm.3
Almost all of the news from Spotify is unpleasant these days—but also quite revealing. We’re now in a volatile situation that could result in a completely different streaming environment five years from now.
Up this morning, and my wife, I know not for what cause, being against going to Chelsey to-day, it being a holy day (Ascension Day) and I at leisure, it being the first holy day almost that we have observed ever since we came to the office, we did give Ashwell leave to go by herself, and I out to several places about business. Among others to Dr. Williams, to reckon with him for physique that my wife has had for a year or two, coming to almost 4l. Then to the Exchange, where I hear that the King had letters yesterday from France that the King there is in a [way] of living again, which I am glad to hear.
At the coffee-house in Exchange Alley I bought a little book, “Counsell to Builders,” by Sir Balth. Gerbier. It is dedicated almost to all the men of any great condition in England, so that the Epistles are more than the book itself, and both it and them not worth a turd, that I am ashamed that I bought it.
Home and there found Creed, who dined with us, and after dinner by water to the Royall Theatre; but that was so full they told us we could have no room. And so to the Duke’s House; and there saw “Hamlett” done, giving us fresh reason never to think enough of Betterton.
Who should we see come upon the stage but Gosnell, my wife’s maid? but neither spoke, danced, nor sung; which I was sorry for. But she becomes the stage very well.
Thence by water home, after we had walked to and fro, backwards and forwards, six or seven times in the Temple walks, disputing whether to go by land or water. By land home, and thence by water to Halfway House, and there eat some supper we carried with us, and so walked home again, it being late we were forced to land at the dock, my wife and they, but I in a humour not willing to daub my shoes went round by the Custom House. So home, and by and by to bed, Creed lying with me in the red chamber all night.
Walking away from your pet to enter treatment feels impossible. Your companion is often your greatest source of comfort during your darkest times. Choosing between your health and your pet’s safety should not be a decision you have to make. Los Angeles addiction treatment centers are changing to better understand this bond. Many now offer programs where your pet stays by your side as you recover. Here is the step-by-step process to secure a spot at a pet friendly rehab Los Angeles.
Understanding Pet-Friendly Rehab Options in Los Angeles
Finding a program that welcomes animals requires more than a quick search. You need to know exactly what kind of care the facility provides and how they handle pets on their property.
Defining “Pet-Friendly” Treatment Levels
“Pet-friendly” can mean different things. Some inpatient residential facilities allow you to live with your pet in your room. Others might only allow pets during specific hours or for pet-assisted therapy sessions. You also have the option of partial hospitalization (PHP) programs. These allow you to attend daily clinical sessions while returning home to your pet at night. Be clear about your clinical needs before you check for pet policies.
Criteria for Pet Acceptance
Facilities have strict rules to ensure the safety of all residents. Most common restrictions involve size and species. Many centers limit dogs to 40 pounds or less. They rarely accept exotic pets like reptiles or birds. Call the admissions office directly to ask about your specific animal. Never assume they will make an exception to their weight or species rules.
Evaluating Facility Amenities for Pets
Look beyond the basic “yes” to your pet’s presence. Ask if the facility has a designated pet relief area on-site. Find out if there are walking paths or if you must leave the grounds to exercise your dog. Some centers provide crates and food bowls, but others expect you to bring everything. Verify if you are responsible for feeding and cleaning up after your pet, or if staff assists with these tasks.
Initial Vetting: Screening Potential LA Facilities
Your choice of center is a critical decision point for your recovery. Do your due diligence before you commit to any program.
Licensing and Accreditation Checks
Always verify that a facility has a current license from the California Department of Health Care Services (DHCS). A center might have a great pet policy, but that means nothing if they lack proper clinical accreditation. Visit the DHCS website to search for the facility by name. Confirm they are in good standing before you move forward with any enrollment steps.
Investigating On-Site Pet Policies and Contracts
Review every document the facility hands you regarding your pet. You will likely sign a legal agreement covering pet behavior and liability. Pay close attention to what happens if your pet causes damage or injures someone. Ask how the facility handles emergencies, such as if your pet suddenly falls ill while you are in a therapy session. If possible, ask for testimonials from other residents who brought their pets to the program.
Preparing Your Pet for the Transition to Treatment
Your pet needs to be ready for a life change just as much as you do. Ensure they are healthy and prepared for a new environment.
Essential Medical and Behavioral Requirements
Facilities will demand proof that your pet is safe to be around other people. Get a copy of all vet records, including rabies, Bordetella, and DHLPP vaccinations. Schedule a pre-admission checkup with your vet to confirm your pet is healthy enough for travel and life in a communal setting. A clean bill of health is a standard requirement for all pet-friendly centers.
Behavioral Assessment and Temperament Screening
Your pet must be house-trained and non-aggressive. Facilities often screen pets to see how they handle being in small, shared spaces with strangers. If your pet gets anxious when left alone, work on crate training before you check in. A calm, well-behaved pet is much more likely to be accepted by other residents and staff.
Logistics and Supplies for Your Companion
Moving into treatment is a logistical hurdle. Make it easier by planning your pet’s needs well in advance.
Assembling a Comprehensive Pet Care Kit
Pack a bag specifically for your animal. Include a 30-day supply of food, their favorite bedding, a few toys, and their grooming tools. Keep a folder with their medical records and a copy of the facility’s pet policy. Having familiar items, like their bed, helps your pet feel secure in an unfamiliar place.
Arranging Backup Caregivers
Life in recovery is unpredictable. You need a contingency plan if you have to change facilities or if your pet cannot stay for the entire duration of your stay. Identify a trusted family member or friend in the Los Angeles area who can take your pet on short notice. Keep their contact information with your facility paperwork at all times.
The Enrollment and Assessment Process
The admissions office will evaluate your situation to see if you and your pet are a good fit for their program.
Navigating the Admissions Interview with Your Pet
Be honest during your admissions interview. Explain your relationship with your pet and why their presence is vital to your mental health. Most centers want to know how the pet behaves in groups and if they are prone to barking. This conversation helps staff determine how to best integrate your companion into your daily schedule.
Discussing Co-Therapy and Pet Interaction Rules
Ask about the specific rules for your pet during your clinical hours. You might have designated visiting times if your pet cannot be in group therapy. Some centers allow pets in individual sessions, while others restrict them from certain areas of the building. Clarify these boundaries now to avoid stress later.
Financial Implications and Pet Fees
Check the cost of bringing your pet. Some facilities charge a non-refundable deposit or a daily pet care fee. These costs are often not covered by insurance. Ask for a written breakdown of all potential charges during the sign-up process. Ensure you have the funds ready to cover these extra expenses before your start date.
Finalizing Paperwork and Scheduling Move-In
The final step is the paperwork. Do not rush through this part of the process.
Signing Off on Facility Liability Waivers
You will likely sign a waiver stating you are responsible for your pet’s actions. This includes any property damage or incidents with other residents. Understand what your liability insurance covers before you sign. If you feel uncomfortable with the terms, ask for clarification or speak to the facility director.
Coordinating the Intake Timeline
Try to schedule your arrival and your pet’s arrival at the same time. This helps minimize separation anxiety for both of you. Coordinate with the intake team to ensure your room is ready for an animal before you walk through the door. Having a smooth move-in process sets a positive tone for your entire stay.
Thriving During Treatment with Your Pet in Los Angeles
Once you are settled, use your pet as a resource for your recovery.
Integrating Pet Support into the Recovery Routine
Focus on the physical and emotional calm your pet brings to your life. Research shows that interacting with a pet lowers cortisol levels and blood pressure. Use this to your advantage during difficult days. A simple walk or playtime session can distract you from cravings and help you focus on the present.
Navigating Facility Rules During High-Stress Periods
There will be days when treatment feels overwhelming. Your pet can be a constant, grounding force during those times. If you feel vulnerable or are struggling with detox, lean on your companion for support. Follow the facility rules, but keep your pet close to maintain that emotional anchor that keeps you focused on your goal of sobriety.
Maintaining the human-animal bond during early recovery is a powerful tool. It provides stability and companionship that can make your time in a Los Angeles addiction treatment program much more successful. By vetting your options carefully, preparing your pet, and understanding the facility’s rules, you create the best environment for lasting change.
Key Takeaways for Enrollment:
Confirm the facility is licensed by the California Department of Health Care Services.
Secure a pre-admission vet clearance and bring all necessary medical records.
Review and sign the pet liability contract to understand your financial and legal responsibilities.
What the Investment Grade Analysis (IGA) says: High tolls will mean a massively over-supersized $15 billion bridge and highway will be largely empty, and meanwhile I-205 traffic will be jammed to capacity. Charging tolls ranging from $2-$4.60 will cause 50,000 vehicles to stop using I-5, and many of these will divert to I-205. The environmental effects of these diverted trips and added I-205 congestion aren’t included in the IBR’s final enviornmental impact statement, which is likely a violation of federal law.
If anything the investment grade analysis overstates tolled traffic on I-5. Past “investment grade” studies have not been conservative as IBR officials claim–they’ve actually over-stated tolled trafffic, and under-estimated diversion to free routes. What this means is that the Oregon and Washington Highway departments have devised $15 billion project that is a transportation disaster: they’ve sized the widened highway to handle vastly more cars that will ever use it because of the high price of tolls, and meanwhile, traffic diversion will likely overload the region’s other key North-South corridor, I-205.
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The highway-industrial complex dictates US transportation and land use policy. A new study, published by the Union of Concerned Scientists, documents the naked political power of the oil, automobile, highway construction, and engineering industries to shape the way we travel and live in the US. Their report–“Freedom to Move: Investing in Transportation Choices for a Clean, Prosperous, and Just Future,”–documents in great detail the way trade associations in all of these industries virtually dictate policy and resource allocation at the national, state and local levels. They show that over 80% of US transportation spending, public and private, goes to the auto, oil, and roadbuilding industries.
The report shows how trade associations field a battery of lobbyists to influence legislative and administrative proceedings, how industry officials personally participate in government activities, and how firms and individuals provide significant campaign contributions. As the report shows, the intent is unabashedly to get key political and administrative leaders, especially Governors and highway department directors, on board with industry priorities.
As the UCS report makes clear, the trade association priorities have produced a transportation system that fails to meet critical national needs: transportation is a huge household expense, second only to housing, is the largest source of greenhouse gases, imposes huge fiscal burdens on state and local governments, and few Americans have any realistic alternative to automobiles for most of their daily travel.
Paul Krugman on comparing living standards between the US and Europe. Paul Krugman has an insightful post challenging claims that Europeans are worse of (and/or are falling behind the United States in living standards. He offers up some interesting technical observations (Americans are somewhat more productive, but mostly because we work more hours). But he points out that our standard of living is in many respects lower: we don’t live as long, are more likely to die in traffic crashes and alone among industrialized nations, don’t have universal health care. To all these statistical observations, Krugman adds an urbanist footnote:
Other problems with the US way of life — like our lack of walkable cities, access to public transportation, and feasibility of living without a car — are harder to summarize with simple numbers. But they are real failings.
Gross domestic product alone doesn’t tell us everything about quality of life. Much of what we value about life, particularly in cities and communities, is in relatively short supply in the US, something that isn’t reflected in the most common economic statistics.
Science and education cuts hit MIT. Trump Administration cuts to science and education funding are slashing research and reducing students at the Massachusetts Institute of Technology, one of the nation’s leading institutions. According to MIT President
MIT has experienced a decline in campus research activity funded by federal awards of more than 20%. Still more concerning is that our number of new federal research awards is also down more than 20%. Outside of Sloan and the EECS MEng program [business school and computer , still in the midst of admissions, compared with 2024, our departments’ new enrollments for next year are down close to 20%. . . . That means that, in total, outside of Sloan, we could have about 500 fewer graduate students. . . . hundreds of exceptionally talented young people will not have the benefit of an MIT education – and we won’t have the benefit of their creative brilliance.
The research and education at MIT–and other higher education institutitons has underpinned American leadership in high tech industries for decades, and these cuts will produce lasting economic damage.
Summer always sounds relaxing in theory, but once people begin spending entire days outdoors, priorities start changing quickly. A quick afternoon at the beach feels very different from twelve straight hours spent moving between swimming, walking, restaurants, outdoor events, road trips, and late-night social plans. The items that once seemed optional suddenly become the things people rely on most.
This is usually the point where summer stops being only about appearance and starts becoming more about comfort, flexibility, and practicality. Long exposure to heat, crowded spaces, changing temperatures, and constant movement tends to make people more selective about what they wear, carry, and include in their routines. The small details that improve comfort often end up shaping the overall experience far more than expected.
Heat Changes Daily Routines More Than Expected
One thing many people underestimate about summer is how exhausting prolonged heat exposure can become after several consecutive days outdoors. Even enjoyable activities like beach trips, outdoor dining, music festivals, or travel can feel physically draining once heat, humidity, and fatigue begin building up over time.
This often changes the way people structure their routines. Instead of focusing entirely on activities themselves, many individuals begin paying more attention to recovery afterward. Better hydration, lighter meals, earlier mornings, slower evenings, and more relaxed nighttime habits become much more valuable during busy summer periods.
Even conversations around winding down after long outdoor days have changed. Some adults look for simpler evening habits that help create calmer routines after overstimulating schedules, including things like herbal teas, screen-free evenings, cooling showers, or products such asbuy delta 9 gummies from Snoozy, which are sometimes discussed as part of nighttime relaxation routines for adults after long summer days.
The longer people stay active outdoors, the more they usually appreciate routines that help them slow down afterward instead of maintaining nonstop stimulation from morning until night.
Comfortable Swimwear Starts Becoming a Priority
Most people have owned swimwear that looked great initially but became uncomfortable after several hours outdoors. Tight waistbands, awkward fits, thin materials, or styles that constantly require adjustment usually become frustrating very quickly during full beach days or long poolside afternoons. This is why comfort-focused swimwear has become increasingly important over the last few years.
Instead of choosing pieces designed only for photos or short outings, many women now prioritize styles that work across multiple activities throughout the day. Walking along the beach, sitting at outdoor restaurants, relaxing near pools, or spending hours in the sun requires clothing that feels supportive and practical. Styles likehigh waisted bikini bottoms are popular because they balance comfort, coverage, and versatility without sacrificing style.
People also tend to appreciate adaptable clothing more once summer schedules become busier. Swimwear that transitions naturally between different settings often feels much easier to manage during long outdoor days than pieces designed only for one specific occasion.
Portable Essentials Quietly Become the Most Important Items
Many summer problems are surprisingly easy to predict. Dead phone batteries, dehydration, sunburn, uncomfortable shoes, or forgotten sunscreen often end up affecting the entire day. People who spend long hours outdoors regularly tend to prepare differently because they understand how quickly discomfort can build once temperatures rise.
Portable chargers, oversized tote bags, refillable water bottles, sunglasses, cooling towels, and lightweight layers often become daily necessities rather than optional extras. The same applies to practical footwear. Stylish sandals may look appealing initially, but supportive shoes usually become far more valuable after several hours of walking through hot streets, beaches, or crowded outdoor events.
Summer also tends to involve far more movement between locations than people expect. A single day may include commuting, swimming, shopping, dining outdoors, attending social events, and staying outside until late evening without returning home. Because of this, portable organization and comfort-focused packing strategies quietly become part of many people’s seasonal routines.
Sun Exposure Usually Shifts Priorities Quickly
At the beginning of summer, most people focus mainly on enjoying warm weather and spending more time outdoors. After repeated exposure to strong sun and heat, priorities often shift toward recovery, protection, and comfort instead. Feeling overheated for multiple days in a row tends to affect energy levels, mood, sleep quality, and overall patience much more than many people anticipate.
This explains why lightweight fabrics, breathable materials, hats, cover-ups, and hydration products become increasingly important throughout the season. People also begin adjusting schedules to avoid the hottest parts of the day whenever possible. Morning beach visits and evening outdoor dinners often become more appealing simply because they feel physically easier to enjoy.
Outdoor lifestyles have also become more flexible in recent years. Instead of planning separate outfits for every activity, many individuals now prefer versatile summer essentials that work across multiple settings. Swimwear, sandals, oversized shirts, and comfortable accessories that transition naturally between casual environments tend to simplify busy summer schedules considerably.
Social Summers Can Become Surprisingly Exhausting
One overlooked part of summer is how socially demanding it often becomes. Outdoor gatherings, vacations, concerts, pool parties, rooftop dinners, festivals, and weekend travel can create packed schedules very quickly. Although these experiences are enjoyable, they also require far more physical and mental energy than many people realize.
Constant exposure to crowds, noise, sun, travel, and activity can eventually create a sense of overstimulation, especially during long stretches of busy weekends. This is one reason why people increasingly value quieter recovery habits during summer instead of nonstop activity. Small moments of comfort often become more meaningful after spending entire days outdoors around large groups and constant movement.
Many people also begin simplifying routines intentionally during summer because overly complicated schedules become difficult to maintain. Easier meals, breathable clothing, practical bags, comfortable swimwear, and calming nighttime habits usually feel far more sustainable over time than high-maintenance routines designed only around appearance.
The Most Useful Summer Essentials Are Usually the Simplest Ones
Interestingly, the products people appreciate most during summer are rarely the most expensive or complicated. Comfortable clothing, breathable swimwear, reliable sandals, hydration, portable chargers, sunscreen, lightweight bags, and relaxing evening routines often end up having the biggest impact on daily comfort.
People usually remember how they felt during summer more than what they purchased. Feeling overheated, uncomfortable, exhausted, or stressed can easily affect otherwise enjoyable experiences. In contrast, small practical comforts often make outdoor days feel smoother, lighter, and more enjoyable from beginning to end.
As more people spend extended time outdoors throughout summer, priorities naturally shift away from appearance alone and toward routines that support comfort, energy, and flexibility during long active days.
The Bonus Graveyard Problem: How CasinoBonusesFinder Removes Dead Offers Before Players Waste Their Time
Anyone who has spent time hunting for a casino bonus knows the routine. You find something that looks right, the wagering requirement is reasonable, the games are ones you actually play, the amount is worth claiming. You click through and discover the offer ended three weeks ago. Or the terms have changed so significantly since the listing was written that the headline figure is functionally meaningless. This is not an occasional inconvenience. It is the standard experience on most bonus directories, and it reflects how those platforms are built: to aggregate at volume and update rarely. Acasino bonus finder that does not remove dead offers is not finding bonuses at all. What players actually need is not more offers but fewer offers that are actually live, accurate, and claimable today. That is the problem casinobonusesfinder.com was built to solve, starting with verification before publication and never stopping there.
Why Expired Bonuses Are Everywhere
The bonus graveyard problem has a straightforward cause. Most comparison platforms are built around acquisition rather than accuracy. An operator submits a promotional listing, it gets published, and the platform earns a commission when players click through. There is no structural incentive to remove the listing when the offer expires or when the terms change, because a dead listing still generates clicks. Players bear the entire cost of this misalignment in time spent and deposits made on false assumptions.
The scale of the problem is significant. Casino operators update promotions frequently, adjust wagering requirements without notice, and sometimes change withdrawal caps or game eligibility after a promotion has been live for weeks. Many review sites do not track these updates at all. Players end up claiming offers that work differently from what they expected, or find that an offer they selected carefully is no longer available by the time they try to redeem it.
The specific ways expired and misleading bonuses damage the player experience include:
Clicking through to a promotion that ended days or weeks before the visit
Claiming a bonus under terms that were quietly updated after the original listing was written
Finding a withdrawal cap or game restriction that was not visible in the headline offer
Discovering a wagering requirement calculated differently from what the listing implied
Receiving no notification when an offer already in a personal feed has been modified
How the Removal System Works
CasinoBonusesFinder addresses this through a three-layer system that runs continuously rather than at fixed intervals.
Layer
Who Runs It
What It Does
Pre-publication review
Editorial team
Checks terms accuracy, licensing, and availability before listing
Automated daily audit
Platform systems
Scans for expiry, term changes, and offer availability in real time
Community flagging
30,000+ active members
Reports broken codes, changed terms, and failed redemptions
When a bonus fails any of these checks, it is removed rather than kept live with a note. Bonuses that receive a pattern of negative community reports lose visibility progressively before being pulled entirely. A public issue log tracks every change, which means players can see the history of a listing rather than just its current state.
The user-level tools add another dimension. Once a player claims or dismisses an offer, it disappears from their feed permanently. Non-working bonuses can be removed with a single click. This means each return visit shows a cleaner set of offers rather than the same outdated catalogue with a few new entries added at the top.
What This Reflects About the Platform’s Direction
Tony Sloterman, Head of Product atCasino Bonuses Finder, has put it directly: a bonus should be checked like a contract. If the rules are unclear or unstable, players should not see it. The roadmap builds on this with a real-time expiry tracker designed to catch outdated promotions before they reach any player’s feed, and a hidden rule scanner that will automatically flag maximum cashout caps and other restrictive clauses embedded in lengthy terms documents.
The broader principle behind all of it is straightforward. Showing players fewer offers that are accurate is more useful than showing them thousands of offers that may or may not be live. The bonus graveyard problem is not technically difficult to solve. It requires a platform that is built to solve it rather than one that profits from leaving it in place.
Casinos are everywhere these days, from adverts on TV to recommendations on the App Store, but casual players are no longer signing up blindly. Even if they’re not high-rollers, these players are making sure the casino has fair deposit terms before even glancing at the sign-up button.
Deposit size has become one of the first things they check, alongside licensing and reviews, as players prioritise affordability and control before committing any money. This article explores why this trend has come about and what potential players should know before going ahead.
Why Deposit Size Has Become a Key Decision Factor for Casual Players
When you think about scoping out online casinos, most people will think about looking for licensing and legitimate parent companies. However, deposit size is now a major factor in choosing an online casino because casual players don’t want to have to spend $50 to get a foot in the door.
Instead of focusing only on games or bonuses, users increasingly compare platforms based on how much they need to deposit to meet the minimum allowance. This is usually anywhere from $10 to $20, and explains why 20 deposit casinos for casual players are now at the top of most review sites.
Mobile gaming has reinforced this affordable trend by encouraging quick and spontaneous play sessions. Think of any apps you use. They’re likely built to make the experience effortless, with no time to consider how much you want to spend. This ethos is also true for iGaming sites.
Beginners in particular want to avoid high upfront costs, preferring platforms where they can test games without significant financial pressure — usually via a low minimum deposit or no deposit bonus.
How Payment Methods Influence Minimum Deposit Sizes
Sure, casinos set and advertise the minimum deposits, but individual payment methods play a major role in determining how low deposits can go. One method might allow $10, but for another, this might not be possible due to rules and T&Cs.
E-wallets such as PayPal, Skrill, and Neteller often allow lower minimum deposits and faster processing times, with the minimum spend being $10. Debit and credit cards like Visa and Mastercard are widely accepted but may have slightly higher thresholds at around $20.
Other options also show the variety in the payment space. Prepaid options such as Paysafecard offer strict budgeting control and can allow deposits between $10 to $20, while cryptocurrency deposits vary depending on fees and platform policies, but can sometimes have no limit at all (provided the casino can also facilitate this).
Jonas Kyllönen, Online Casino Expert at Mr. Gamble , explained that “The difference between payment method limits means that a casino can feel more or less accessible depending on your personal payment preferences. This is why e-wallets are such a popular method for users.”
How Regional Differences Affect Deposit Expectations
While it is true that payment providers set limits, deposit expectations also vary significantly by region. We’ll walk you through the main ones below.
In Europe, low minimum deposits are more common and widely accepted due to strong regulation and a mature online gambling market. For example, it’s not uncommon for UKGC-licensed casinos to offer £5 deposits.
In the United States, on the other hand, deposit structures tend to be more standardised, with slightly higher entry points on average — usually around $20 to $30.
Asia presents a more mixed landscape, with some platforms offering very low deposits (e.g., $3) while others cater to higher-spending users who can deposit $30+ in one go, of course, depending on local regulations.
Paavo Salonen, Online Casino Expert at Mr. Gamble stated that “When looking for online casinos, it’s critical to take into account where they are based. Not only does this influence the minimum deposit regulations, but it can also affect whether they accept you as a player. It’s best to play in casinos that are based in the same region as you.”
Red Flags Players Look for Before Depositing
Players now actively watch for warning signs before committing money, and this includes deposit minimums but also branches beyond this factor. These other checks include unclear payment requirements, aggressive pressure to increase spending, ‘too good to be true’ marketing, and overly complex bonus terms.
Poor transparency around licensing or payment processing is another major concern. If an operator doesn’t give this information away, there might be something shady going on.
Here are the main checks you should make before choosing an online casino and how you can make the check.
Red Flag
How to Check It
Unclear deposits
Read deposit page & FAQ
Pressure tactics
Watch for pushy prompts or pop-ups
Complex bonuses
Review full bonus terms & wagering rules
No licensing info
Check footer for regulator details (e.g. UKGC, MGA)
Poor support
Test live chat or response times قبل depositing
Ultimately, as casual players become more informed and cautious, they are using it to make more controlled decisions in online gambling. We urge players to always gamble responsibly and take advantage of responsible gambling controls as needed.
To conclude with my SQLAlchemy 2 in Practice series, this article contains the solutions to all the exercises. If you'd like to support my work, I encourage you to buy this book, either directly from my store or on Amazon. Thank you!
Quality-adjusted AI production in the United States grew at over 2,000 percent per year in 2024 and 2025, driven by three compounding forces: expanding data-center capacity, hardware efficiency gains, and—the largest of the three—algorithmic progress.
Treating the AI sector as a coherent economic entity yields preliminary estimates of nominal AI GDP at approximately $250 billion in 2025, growing at roughly 2,600 percent per year in quality-adjusted real terms.
National economic statistics accounts were not designed to track this kind of activity. Statistics agencies should begin developing AI-focused satellite accounts now, before the measurement gap becomes a policy gap.
Right now, D.C., not official Wor-Shing-Tun, but the mainland colony of the District of Columbia is debating a teenage curfew policy. Ordinarily, this wouldn’t be of much interest to anyone other than the local juveniles and their parents, but one of the features of being a colonial subject is that every policy debate, no matter how small can become an excuse for federal authorities to curtail the limited Home Rule we have. Your state or municipality doesn’t have to consider this argument by Council Member and mayoral candidate Kenyan McDuffie*:
This is not only a public safety matter. It is a Home Rule matter.
Local residents and elected officials know DC best and do not need federal intervention to keep our city safe and invest in our youth. However, U.S. Attorney Jeanine Pirro has spent months making the national argument that the District cannot govern itself. President Donald Trump has deployed the National Guard on DC streets and floated proposals to try 14-year-olds as adults. Every week that this Council allows curfew authority to lapse, it hands the White House and its allies fresh evidence for that narrative and justification for federal intervention in our local affairs.
I don’t really have a strong opinion on the curfew issue per se, but it is ridiculous that the Congress and president of these United States are wasting their time over a local curfew ordinance.
And unlike virtually every other American, the residents of D.C. must consider if we will lose the limited self-governance we have because Fox News has whipped up another panic over ‘teenage flash mobs.’** Other Americans don’t have to live like this***, and neither should the residents of D.C.
D.C. statehood now.
*For what it’s worth, I don’t plan on voting for McDuffie. He’s a competency candidate who hasn’t been very competent, and he always attempts to reach a compromise, even when one side isn’t worth compromising with. He has been endorsed by the kinder, gentler version of the Green Team–and that’s not a compliment.
**You can read about the American Carnage here. It really seems to be much ado about very little, not nothing, but very little. There is a long D.C. tradition of neighborhoods undergoing gentrification freaking out over crowds of Black teenagers, while not giving them any options for entertainment. It’s also worth noting this happened seven months ago. That said, places like Fox News have been running footage of large groups of Black teenagers for months in an attempt to convince viewers that inner city violence is out of control.
***If there were a way to make Oklahoma live like this for a week, D.C. statehood would be a sacrament.
Russia has passed a law authorizing its central bank and other financial institutions to repel drone attacks with their own defense systems, as the country struggles to defend against Ukrainian strikes.
The law, passed by Russia’s lower house of parliament on Tuesday, will allow staff at Russia’s central bank to be armed and to operate the systems used to down unmanned aerial vehicle (UAV, or drone) attacks without the involvement of special forces.
"Nobel Prize-winning economist Alvin E. Roth discusses the moral limits of markets, how bans create black markets, and why harm reduction often works better than prohibition."
He talks with Nick Gillespie about why some voluntary transactions
provoke moral outrage even when no one is being directly harmed. Roth
explains why black markets often emerge when governments try to ban
activities with persistent demand, why both markets and prohibitions
require social support to function, and how unintended consequences can
make moralistic policies backfire. They discuss the war on drugs,
prostitution, surrogacy, same-sex marriage, price gouging, and why Iran
remains the only country in the world with a legal market for kidney
donors.
They also explore Roth's work designing kidney exchange
networks and school choice systems, how digital technology and private
transactions make certain bans harder to enforce, and why harm reduction
may work better than prohibition in areas ranging from drug policy to
sex work."
Kerr, Kim Varet, Ramirz, Kim and Calvert attend the wedding of Joanie and Chachi.
So, in California politics, few things fascinate me more than the CA-40 congressional race. Not Spencer Pratt—who sucks. Not Steve Hilton, who also sucks. Not the ensuing Chris Kluwe-Gracey Van Der Mark royal rumble.
Nope, I’m all CA-40.
Why? Because there are so many riveting possible outcomes, and each one tells us something funky, unique, revealing, (possibly) dispiriting.
Now, as you surely know, CA-40 is a rejiggered post-Prop 50 district, and what was once something of a political tossup is now, oh, +9 Republican. Meaning: A. It’ll be very tough for a Democrat to take; B. The DCCC won’t be funneling money this way.
As we speak, there are five primary candidates. You have the incumbent, the socially likeable-yet-politically-soulless Republican Young Kim, who has incumbency in her favor. You have Ken Calvert, Kim’s fellow Republican who was the 41st congressman until his district was fed to the llamas. You have Democrat Esther Kim Varet, the straight-outta-LA art guru. You have Democrat Lisa Ramirez, an immigration attorney who performs very well in public events. And you have Joe Kerr, who lost to Young Kim in the last election and spent much of his career as a firefighter.
And, again, there are soooooo many different potential outcomes. So I’m gonna use my experience and knowledge and Brad Pitt looks to offer the most likely scenarios, in order …
Calvert and Esther wind up in the general: So I’m certainly not particularly confident with this stab, but hear a brother out: Calvert and Young Kim have devoted the past several months to gouging one another’s eyes out. It’s turned into a MAGA Battle Royale of I WILL PEE ON THE PRESIDENT’S LEG TO SHOW I LOVE HIM v. I WILL POOP ON THE PRESIDENT’S BED TO SHOW I LOVE HIM. I mean, it’s sooooooo embarrassing—especially for Young Kim, a not-long-ago somewhat moderate politician who has stooped to Calvert’s low level.
But the thing is, Donald Trump is not popular right now. Like, yes, the MAGA assholes love him. But no one else does. And I do believe both Calvert and Young Kim have overplayed their hands on this one—and one of them potentially won’t last. Calvert has more money than Young Kim, and he’s been around since the Tyler Administration. So that gets him the edge.
As for Esther—fuck, I don’t even know how to explain this one. Early in my career, a media critic in Nashville wrote of me, “If there is one cow pie in a field, The Tennessean’s Jeff Pearlman will step in it.” I feel the same way about Esther, a boastful political novice with more swagger than experience. But … she has money. And a recent (reliable) pollster had her in the mix. And what displeases political insiders doesn’t necessarily reach the general public.
Calvert and Young Kim wind up in the general: I mean, it’s not an unlikely outcome. And if you enjoy videos like this, Calvert-Young Kim should be your jam.
Here’s the truth, and I know I’ll catch some shit for it: Young Kim’s strength is her warmth. Like, nobody hates her personally. But Calvert, by all accounts, is just a dickhead. So, if this comes down, I’ll pull for Young Kim. With my nose held.
Young Kim or Calvert wind up facing Joe Kerr: Bluntly, I don’t see it. Kerr is a good dude. Seriously, I have nary a bad word for him. I respect him, admire him, would love him as my rep. But it’s kinda like the time Hall & Oates reunited to release the “Marigold Sky” album in 1997. The general take from the critics: Not awful, but the period has kind of passed. I’m pretty sure the general Kerr consensus is: The period has kind of passed.
Also, Joe just doesn’t have the money. And as much as it sucks, these things cost lots of money.
Young Kim or Calvert wind up facing Lisa Ramirez: As I’ve stated, Lisa would be my preferred candidate. I dig her message, dig her experience, dig her flow.
She’s the Nas of this race.
However, she’s the 1992 Nas—two years before “Illmatic” dropped and changed music. Again, I know I’ll get plastered for this, but her campaign just hasn’t taken off. You can see it financially, you can see it name-recognition wise. She entered a bit late, missed the early debates, hasn’t landed the Tyson-esque body blows an upstart needs.
How to explain it best? In politics, there are two universes. Universe 1 is people (like me) who pay attention from jump, and know the highs, the lows, the lefts, the rights. We know who Perry Meade is, who Nina Linh is. We can tell you about Esther’s missteps, about Joe’s history. On and on. But Universe 1 is occupied by, oh, 6 percent of the population. Universe 2, on the other hand, is the dude who skips the local candidate forum (even though it’s 50 feet away at his nearby church) to watch Jets-Packers on a Thursday night. It’s the people who know TRUMP, VANCE, NEWSOM, and maybe PRATT (from old reality TV). Those folks fill out a ballot either based on gut, party ID or a friend’s suggestion. They’re the vast majority.
And while it’s dispiriting, very few of those folks know Lisa Ramirez exists.
They just don’t. Sigh.
•••
In conclusion: Who the hell knows? If Esther somehow makes the general, she’d be wise to stop responding to every negative Instagram post. If Calvert and Young Kim make the general, we can all take a nap and watch this lovely scene from the “Happy Days” finale. And if Joe or Lisa make the general, they can drive by my house, blasting a track off of “Marigold Sky” while flashing the middle finger toward my bedroom window.
In Texas yesterday, Republican primary voters chose Trump-backed state attorney general Ken Paxton over incumbent senator John Cornyn by more than 27 points to be the Republican candidate for senator. President Donald J. Trump endorsed the scandal-ridden Paxton last week after Senate Republicans had dumped $90 million into the race to defend Cornyn. Democrats will now use their advertisements calling attention to Paxton’s many scandals against them.
As Philip Elliott of Time magazine noted, Republicans can look forward to dumping another $250 million into trying to get Paxton elected, money that they needed to flip Democratic seats elsewhere.
Trump backed Paxton because he didn’t think Cornyn was loyal enough to him, despite the fact that Cornyn voted with Trump 99.2% of the time. Trump preferred Paxton’s attacks on Democrats and his flaunting of his MAGA identity despite—or perhaps because of—Paxton’s many scandals.
As CNN’s Patrick Svitek explained, in 2015, shortly after he took office as Texas attorney general, Paxton was indicted on charges of felony securities fraud, a case ending in March 2024 with an agreement that Paxton would pay restitution and complete community service. In 2020, Paxton’s top aides reported him to the FBI for abusing his office. He fired four of them. A judge later agreed they were fired improperly and awarded them $6.6 million. In 2023 the Texas House, dominated by Republicans, impeached Paxton on a bipartisan vote; under pressure from Trump, the Texas senate acquitted him. And then, last year, his wife, state senator Angela Paxton, filed for divorce on “biblical grounds.”
Trump appears to see politics as a dominance sport, much like the mixed martial arts fighting promoted by Ultimate Fighting Championship, whose arena is currently going up on the lawn of the White House for the fights Trump will host on his birthday, June 14. Brian Wiechert of WBAL-TV explains that workers are putting up a massive 90-foot-tall structure called The Claw to loom over a temporary octagon fighting arena in a way that the White House and the Washington Monument will be framed for television during the event.
With his destruction of the East Wing of the White House, the paving of the Rose Garden to create a patio that looks like the one at Mar-a-Lago, and now the framing of the White House through a UFC arena, Trump has asserted his dominance over the People’s House. Similarly, with his purging even of loyalists in favor of extremists, he is asserting his dominance over the Republican Party, turning it fully into the MAGA Party.
In a similar moment in the 1850s, elite enslavers who dominated the Democratic Party demanded party members line up behind their determination to spread human enslavement to the West. Although the 1820 Missouri Compromise that admitted Missouri as a slave state protected the rest of the land in the Louisiana Purchase north of Missouri’s southern border from enslavement, Democrats in 1854 forced through Congress the Kansas-Nebraska Act permitting slavery there.
Their purity test was a harbinger of a dramatic political realignment.
Frustrated that the existing parties, the Whigs and the Democrats, were not taking a strong enough stand against the demands of elite enslavers, those opposed to the Kansas-Nebraska Act and the spread of slavery abandoned their old political allegiances and came together. Conventions across the North called upon all free men to fight together “for the first principles of Republican Government and against the schemes of aristocracy, the most revolting and oppressive with which the earth was ever cursed or man debased.”
As voters swung away from the Democrats in the 1850s, those Democrats left in office represented the most extreme districts and were themselves the most extreme members of the party. They tried to rally their base by appealing to racism, warning that Black Americans would murder white people unless they remained enslaved and insisting that anyone opposing the spread of slavery was endangering the country and that the U.S. had always been a nation of and for white men.
The echoes of that tactic today are blaring as Trump and MAGA Republicans try to cement their power through racism and culture war issues. Trump today insisted—completely falsely—that ethnic Somalis in Minnesota, almost all of whom are American citizens, are “all crooks.”
Media Matters yesterday reported that Proud Boy Enrique Tarrio said he expected those Trump supporters convicted of crimes for their actions around the January 6, 2021, attack on the U.S. Capitol would use the money Trump has promised them from the $1.776 billion slush fund to spread “conservative culture” and to run for office to take over the system.
The “not one of us” theme is also playing out in Texas, where Republicans appear to be attacking Democratic candidate for senator James Talarico primarily with accusations that he is not manly enough for Texas, falsely saying he is a transgender vegan. Paxton has called Talarico “tofu Talarico,” “six-gender Jimmy,” “James Talafreako” and “low-T Talarico” and has said that Talarico “is a threat to our very way of life and our values. “
But Talarico seems to have gotten the memo. He welcomed Cornyn supporters to his campaign and responded to the Republican attacks by telling Ben Meiselas of Meidas Touch: “I’m an eighth-generation Texan. I’ve been eating barbecue since before Ken Paxton’s first indictment. If all they have on me is lying about me being a vegan, I feel pretty good about our chances this November.”
He has refused to take the bait and has stood firmly on the idea of a government that works for everyday Americans. To Meiselas, he made a point of suggesting that “many of my family members, my friends, my neighbors” voted for Trump because they thought he would lower costs, end forever wars, release the Epstein files, and “drain the swamp.” Instead, “he’s done the exact opposite.” Talarico said he wants to “speak directly to those Texans who feel disillusioned, who feel like the system doesn’t work for them, that it only works for billionaires and puppet politicians like Paxton and Cornyn.” If “we can bring those Texans together across all these divisions in our politics, if we can see past the distractions and the culture war tactics, I think we can do something extraordinary,” Talarico said. “We can end thirty years of one-party rule in Texas, and we can transform American politics in the process.”
Today his campaign announced a tour called “THE PEOPLE vs. KEN PAXTON.”
Unlike anti-Nebraska candidates in 1854, Talarico and other Democratic candidates this year have the advantage of running against a party whose leader is openly corrupt. In addition to the $1.776 billion slush fund, the fortune in cryptocurrency deals, and so on, David A. Fahrenthold of the New York Times reported today that “the contractor given a no-bid contract to repair the Lincoln Memorial Reflecting Pool is being paid an inflated and excessive profit margin.” The government is paying $13.1 million for the pool work, seven times what Trump initially said it would cost.
Maxine Joselow and Andrea Fuller of the New York Times also reported today that Trump is using $7 million worth of the entrance fees visitors have paid to national parks across the country to pay for the work on the reflecting pool. He is also using nearly $60 million in those national park fees to repair nine ornamental fountains in the capital.
And the administration appears determined to hide what it’s doing. It proposed today in sweeping language that it will require federal employees to sign a nondisclosure agreement, a tool Trump has relied heavily on to protect him from potential exposure for wrongdoing. As Don Moynihan explained in Can We Still Govern, the new role would make it impossible for the American people to know what government officials are doing.
That secrecy is hurting the American people in obvious ways. Sarah Owermohle of CNN reports that the administration has barred key U.S. officials from the National Institute of Allergy and Infectious Diseases from talking to officials at the World Health Organization, from which Trump withdrew the U.S. This limitation has been relaxed slightly since the outbreak of hantavirus on a cruise ship with U.S. passengers and a breaking Ebola epidemic in the Democratic Republic of Congo. Now U.S. officials can attend small virtual meetings “in a listening capacity.”
After a trip yesterday to Walter Reed Military Medical Center, after which Trump posted that “Everything checked out PERFECTLY” and the official White House social media account went further, posting, “PERFECT BILL OF HEALTH!” and, in even bigger letters, “PERFECT PHYSICAL.” Trump once again appeared to fall asleep today at a Cabinet meeting.
He did, though, threaten to “blow up” U.S. ally Oman if it doesn’t “behave” over Trump’s demands to open the Strait of Hormuz. “Oman will behave just like everybody else. Or else we’ll have to blow them up. They understand that. They’ll be fine.”
Yesterday the U.S. military struck another small boat in the eastern Pacific, bringing the number of boats struck in the eastern Pacific and the Caribbean to fifty-eight. At least 194 individuals have been killed. The administration insists the boats are trafficking drugs but has produced no evidence for that accusation, and as Eric Schmitt of the New York Times reported today, “military experts say the strikes are illegal, extrajudicial killings.”
Taking these patterns, along with others, into consideration, G. Elliott Morris at Strength in Numbers assesses that although Texas voters haven’t elected a Democrat statewide in thirty-two years, the Texas Senate election is a toss-up.
In the midterm election of 1854, northerners tore through the ranks of congressmen who had voted for the Kansas-Nebraska Act. There were 142 northern seats in the House of Representatives; voters put “anti-Nebraska” congressmen in 120 of them. Anti-Nebraska coalitions elected eleven senators and swept Democrats out of state legislatures across the North. Still disorganized in 1854, by 1856, those in the new coalition opposed to the Slave Power had turned to a new political party, the Republican Party.
By 1859, that new party found a champion, Illinois lawyer Abraham Lincoln, who articulated a new vision of government that worked not for a wealthy cabal, but for the American people.
Francis Curtis, The Republican Party; A History of Its Fifty Years’ Existence and a Record of Its Measures and Leaders, 1854–1904 (New York: G.P. Putnam’s Sons, 1904), p. 190, at https://archive.org/details/republicanpartyh01curtuoft/
Taking today off, mostly. Taking this out from behind the paywall.
On March 23, 2010 President Barack Obama signed the Patient Protection and Affordable Care Act — usually referred to either as the Affordable Care Act or as Obamacare — into law. Joe Biden, then the vice president, could be overheard whispering “This is a big fucking deal.” And it was.
The ACA, which went into full effect in 2014, created a system of subsidies and regulations designed to make health insurance available to many Americans who had previously been left out. It worked: In 2010 there were 47 million uninsured people in America, but by 2016 this number had dropped to 27 million. This still fell short of the universal health insurance that every other advanced nation has, but it was real progress.
In 2017, during his first term, Donald Trump tried to destroy the ACA, replacing it with the American Health Care Act — legislation that would have eliminated most of the provisions that expanded health insurance under Obama.
At the time the Congressional Budget Office projected that the G.O.P.’s replacement bill would nearly double the number of Americans without health insurance, increasing the total uninsured population by 23 million and undoing all of the progress achieved under the ACA.
However, the attack on Obamacare failed by one vote in the Senate, and the ensuing public backlash against the G.O.P. delivered a large victory in the 2018 midterms to the Democrats. After these developments many observers assumed that the ACA had become a more or less permanent feature of American life.
Such assessments, however, failed to take into account the deep hostility of the U.S. right toward policies that expand access to healthcare. As we’ll see, this hostility goes back generations. And the second Trump administration has taken actions that the CBO projects will add 16 million people to the rolls of the uninsured by 2034.
How did we get here? And now what? Today’s primer will analyze the political economy of U.S. healthcare since the 1940s and the combination of danger and opportunity created by the current crisis.
Below I will discuss the following:
US health care on the eve of Trump II
80 years of US health politics
The Obamacare story
The new assault on healthcare
U.S. health care on the eve of Trump II
In my previous primer I explained that access to modern healthcare depends crucially on having health insurance. I also explained that there are three ways nations can guarantee more or less universal health insurance: insurance that covers major healthcare costs for every citizen.
1. The government can provide care directly, as it does most famously in the UK.
2. It can act as the universal insurer, as it does in Canada.
3. It can use regulations and subsidies to corral private insurers into covering everyone, as it does in the Netherlands.
All of these methods can work and do work in some nations.
By contrast, the U.S. healthcare system is a patchwork of different programs that falls short of universal coverage yet achieves a relatively high level of coverage using versions of all three approaches. In the U.S. the private sector plays a larger role in healthcare than in any other advanced country. However, we are far from having a free-market healthcare system.
To illustrate the patchwork nature of the U.S. healthcare system, here is a breakdown of how the U.S. population was covered in 2024:
A majority of Americans are covered by private insurers through employer-provided insurance and, to a limited extent, through individual plans that people have purchased themselves. However, more than a third of the U.S. population is covered through government programs: Medicare and Medicaid, which are government insurance programs, or military programs including the VA system of hospitals and clinics.
Furthermore, the US system looks less private and more public if we look at the dollars spent rather than enrollment. Seniors, whose healthcare costs are much higher than those of younger Americans, are covered by Medicare. As a result, the government pays a substantially higher percentage of total healthcare costs than private insurers pay:
Moreover, private health insurance is regulated and subsidized by the federal government to a greater extent than is generally realized. Notably, the tax code provides an effective subsidy for employment-based insurance: health insurancebenefits provided by your employer aren’t considered taxable income, giving employers an incentive to offer health insurance benefits rather than paying higher salaries and letting employees buy their own insurance. This tax break, however, is only available, roughly speaking, to companies that offer the same plan to all of their workers, regardless of their medical history or rank in the corporate hierarchy. That is, companies that offer healthcare as a non-taxable benefit can’t deny coverage to employees with preexisting conditions or limit the plan to their top executives.
The great majority of individual policies are purchased via the “exchanges” which were set up by the Affordable Care Act. Companies selling individual policies are also prohibited from discriminating on the basis of medical history. And around 80 percent of those covered by individual private insurance receive government subsidies to help pay for their premiums.
So U.S. healthcare is, as I said, a patchwork — but one in which the government plays a crucial role in promoting health insurance coverage, even in the seemingly privatized parts of the system.
About 92 percent of the U.S. population, and a somewhat higher percentage of legal residents, has health insurance, but the gaps in the system and its complexity still leave millions without coverage. And the persistence of widespread uninsurance has large costs, even to those with insurance. For example, U.S. hospitals spend tens of billions a year on uncompensated care, costs that must be passed on to other patients. And lack of health insurance leads many Americans to forego preventive care, which ultimately both raises costs and causes long-term health problems that are a drag on productivity and the economy as a whole.
Why, then, doesn’t the U.S. government eliminate the patchwork and achieve universal healthcare by paying healthcare bills directly, Canada-style, or by implementing a comprehensive system regulating and subsidizing private insurers so that everyone is covered, Netherlands-style?
The answer to those questions lies in the special history of U.S. health policy, which has been strongly shaped by two forms of American exceptionalism: The power of big money and racial antagonism.
80 years of U.S. health politics
Efforts to move the United States to universal health coverage go all the way back to the New Deal: FDR considered including health insurance as part of Social Security, introduced in 1935, but backed off because he considered it too heavy a political lift.
Harry Truman made a serious push for national health insurance in 1947. However, this push ran aground in the face of fierce opposition from the American Medical Association, which denounced his plan as “socialized medicine.” The AMA feared that a national health system would hurt doctors’ incomes. Crucially, southern Democrats, a key part of Truman’s coalition, turned against his proposals because they feared that national health insurance would force the desegregation of southern hospitals.
Over time, private health insurance grew in order to fill the void. However, private insurers avoided covering senior citizens because of their higher costs. Yet when the idea of Medicare – single-payer universal health insurance limited to senior citizens – was floated, fierce opposition persisted. Notably, in 1961 the AMA launched Operation Coffee Cup, in which doctors’ wives were urged to host gatherings of their friends in which they could listen to an LP of Ronald Reagan warning that socialized medicine would destroy American freedom:
Nonetheless, Lyndon Johnson managed to push Medicare through, along with Medicaid — also single-payer health insurance, but only for the poor. Notably, segregationist concerns about national health insurance weren’t wrong. When Medicare was introduced in 1965, administrators made great efforts to ensure that hospitals benefiting from federal funds were desegregated.
The next major push for health reform came in 1993, under Bill Clinton. Unlike earlier efforts, Clinton’s push was as much about cost control as about universal coverage. Health spending grew much faster than GDP between 1960 and 1990, largely because medical innovation greatly expanded the range of conditions that could be treated:
While making more conditions treatable is a good thing in itself, the rising cost of healthcare threatened both to become a growing economic burden and to undermine the private health insurance that covered large numbers of Americans. In an effort to contain these costs, Clinton’s health proposal involved corralling Americans into what were basically HMOs, still a novelty at the time. Unfortunately, the perception that this would limit individual choice left the plan vulnerable to attack from special interests, especially the insurance industry, which ran many attack ads:
Like Truman’s effort in 1947, Clinton’s health reform ran aground. This failure weighed strongly on Democrats. By the time they were willing to try again, after Barack Obama’s 2008 election victory, they had settled on an incremental, less ambitious strategy that for the most part supplemented the existing healthcare system rather than changing what was already in place.
The Obamacare story
After their big victory in the 2008 elections, Democrats were ready to try again. The Affordable Care Act was enacted in 2010, although most of its provisions didn’t take effect until 2014. Compared with the Clinton effort, it was notable for what it didn’t do. Specifically, it made no significant changes to employment-based health insurance, which covers almost half the population. Nor did it change Medicare, which, contra Ronald Reagan, didn’t end freedom but had become immensely popular.
Instead, the ACA sought to expand health insurance coverage in two ways.
First, it made the individual market, in which individuals without employer-provided coverage buy their own health insurance, viable. It did so through a combination of regulation — prohibiting insurers from discriminating against people with preexisting conditions — and subsidies — the government subsidizes much of the cost of premiums on a sliding scale that depends on one’s income. There was a third component, a penalty for Americans who didn’t have health insurance – essentially forcing healthy people to buy health insurance in order to lower premium costs for everyone. But this leg of the “three-legged stool” was sawed off during the first Trump administration.The result was that some healthy people dropped out, which led in turn to higher premiums. However, subsides kept enough healthy Americans in the insurance market that the nation avoided a “death spiral” of rising premiums and falling enrollment.
In its initial years, the ACA subsides for individual health insurance, while literally lifesaving for many Americans, were generally considered inadequate. As I’ll show in a moment, enrollment faltered for a few years after 2016, largely due to Trump administration policies. However, in 2021 the Biden administration enhanced the subsidies, especially for middle-income individuals, and enrollment recovered.
Why did Democrats pursue this fairly complex approach to expanding healthcare access, rather than simply going for asingle-payer system, commonly known as “Medicare for All”? By leaving employer-based insurance plans untouched, this approach reassured those satisfied with their employer-based coverage that nothing would change. Moreover, this approach headed off opposition from the insurance industry by effectively buying that industry off: private insurers were able to keep their existing business while gaining new business through the expanded market for individual policies. As a result, Obamacare didn’t face the kind of attacks that doomed the Clinton plan.
While the expansion of the individual market got much of the public’s and media’s attention, the ACA also greatly expanded Medicaid coverage.
As originally devised, Medicaid was only partly financed by the federal government; the rest of the money came from the states, which also ran the program. And while state Medicaid programs must meet basic standards to qualify for federal funds, they have substantial discretion in determining eligibility. Before the ACA blue states had relatively generous Medicaid programs, while red states typically covered only the very poor.
The ACA tried to address this disparity across states by establishing a nationwide floor on Medicaid eligibility. With this floor, anyone with income less than 133 percent of the poverty line was covered, with the federal government bearing almost all of the costs for this eligibility expansion. However, in 2013 the Supreme Court ruled that states had the right to opt out of Medicaid expansion.
At the state level, opting out of the ACA Medicaid expansion made no sense financially. By expanding Medicaidcoverage, a state could insure substantial numbers of its residents at little cost, since the federal government would cover the costs. This coverage expansion would also bring money into a state’s economy and help keep its hospitals open. Why reject these benefits?
Yet 25 states initially rejected Medicaid expansion, and 10 states, including Texas and Florida — America’s 2nd and 3rdmost populous states — still haven’t been willing to accept free money:
As the map above makes clear, refusal to expand Medicaid has mainly been an issue in southern states; the initial map of Medicaid expansion versus non-expansion almost precisely matched the battle lines at the start of the U.S. Civil War in 1861. To be blunt, expanding Medicaid would disproportionately help black people, and in a large part of the U.S. politicians were willing to pay a substantial fiscal and economic price to deny some of their constituents that aid.
Despite this resistance to anything that helps nonwhites, the Affordable Care Act led to a substantial expansion of health insurance coverage for Americans. Here are the changes in Medicaid enrollment and the number of people with individualinsurance policies after the ACA was fully implemented in 2014:
As beneficial as it was for Americans, the expansion of coverage under the ACA still fell short of universal healthcare. In 2024, approximately 8 percent of the U.S. population remained uninsured. The ACA did, however, move the United States much closer to universal healthcare than it had been before.
Nor was the cost excessive. Although Obamacare was mostly aimed at expanding coverage rather than reducing costs, it did include a number of provisions, such as financial incentives for integrated care, that were intended to “bend the curve” — that is, reduce the rate at which healthcare spending was rising. And in fact, as David Cutler and Lev Klarnet have documented, total U.S. healthcare spending is well below projections made before the ACA was enacted:
But many of the achievements of Obamacare will soon be destroyed unless legislation enacted under the second Trump administration is reversed.
The new assault on healthcare
Public approval of the Affordable Care Act was low before it was enacted and remained fairly low during its first few years. After Trump tried to destroy it in 2017, however, it became very popular. And conventional political logic says that this should have made Obamacare unassailable.
But the U.S. right truly hates government programs that provide widespread healthcare — and Donald Trump is especially hostile to anything that can be regarded as part of Barack Obama’s legacy. The second Trump administration and its allies in Congress have taken two actions that will, over time, almost completely undo the expansion of health insurance since the ACA was enacted.
First, they refused to renew the expanded healthcare subsidies introduced during the Biden years. This has already drastically increased insurance premiums for millions of Americans, leading many to drop coverage. Early estimatessuggest that 5 million or more people may drop out of the individual insurance market this year alone, with millions more downgrading to policies that provide inadequate coverage.
Second, the One Big Beautiful Bill Act — the combination of tax and spending cuts Republicans enacted last year — will drastically cut funding for Medicaid. CBO estimates that these cuts will cause around 10 million Americans to be kicked off Medicaid by 2034.
The combined effect of these actions, if they aren’t reversed, will be the health insurance catastrophe shown in the chart at the top of this post.
How can and should Democrats respond? And what should be the agenda for future healthcare reform?
So Texas Republicans have, by a huge margin, rejected Sen. John Cornyn, a hardline conservative whose great failing, from Donald Trump’s point of view, was that he occasionally took stands on principle. To replace him they chose the scandal-ridden, deeply corrupt Texas attorney general Ken Paxton, who received Trump’s endorsement precisely because of his vices. Paxton’s rottenness makes him a Trump kindred spirit and also guarantees that he will be dependent on Trump’s goodwill and hence slavishly loyal.
So much the better for the Democrats, who now may — may — have a chance at winning Cornyn’s Senate seat. However, despite Paxton’s utter unfitness for any public office – let alone Senator -- knowledgeable observers of Texas politics consider the race between Paxton and the Democratic nominee, James Talarico, no better than a tossup.
What will be at stake in the general election, beyond the question of just how much personal awfulness Texans will overlook? To an important extent it will be a referendum on healthcare.
Texas’s healthcare policy stands out, even among red states, for its cruelty.
Texas has refused to expand Medicaid under the Affordable Care Act. That is, it has turned down federal money that would have provided essential healthcare to hundreds of thousands of its residents, at almost no cost to Texas taxpayers, and injected large amounts of money into the Texas economy. Texan politicians have tried to justify their adamant opposition to expanded healthcare as a matter of principle, a way to prevent dependence on government programs. But in reality there’s no way to make sense of this choice except as a reflection of the drive to keep low-income people desperate and subservient.
This is the same drive that has led to Texas’s remarkably regressive tax system. Texas conservatives like to say that they rule a low-tax state, but taxes there are only low for the affluent. They’re quite high for the middle and working classes, and very high for the poor and near-poor:
Even among states that rejected the ACA Medicaid expansion, Texas’s Medicaid program is exceptionally harsh. As one summary explains,
In Texas, adults without children are not eligible for Medicaid coverage regardless of their income, and parents are eligible only if they earn less than 13 percent of the FPL [federal poverty line] (an annual income of less than $3,900 for a family of four).
The result is that Texas has worse health insurance coverage than any other state. Moreover, as the chart at the top of this post shows, the big improvement in coverage as a result of the ACA mostly bypassed Texas. Notably, 13.7% of Texan children are uninsured, compared with a 5.9% rate nationwide and 2.5% in New York.
High rates of uninsurance combined with a weak social safety net and, in recent years, growing rejection of vaccines largely explain one striking aspect of Texas’s evolution since 1980: its lagging life expectancy. In 1979-81 life expectancy in Texas and New York were almost identical. But since then a wide gap has emerged, with New York state residents outliving Texans by an average of nearly 3 years:
Part of this gap in life expectancy reflects death by violence. Texas is a big law-and-order state, in which politicians love to talk tough about crime. But big Texan cities have much higher crime than big blue cities, New York in particular:
Texas, then, is a state whose healthcare policy has been marked by cruelty and especially by determination to deny care to those who need it.
How does this relate to the Senate race? In a way this is a quintessential match between MAGA and the new Democratic party. Ken Paxton, scandals and corruption aside, has taken a leading role in trying to deny healthcare to needy Americans, both in Texas and in the nation as a whole, repeatedly bringing lawsuits to block implementation of the Affordable Care Act.
Talarico, by contrast, says that “health care is a human right.” In particular, he has called for allowing all Americans to buy into Medicare.
So the Texas Senate race will be about corruption and personal morality. But it will also be about healthcare, and whether Texan voters really want to endorse the state’s continuing, systematic cruelty.
SQLite gained an AGENTS.md file five days ago - but it's not intended for their own development, it's presumably aimed at people who are pointing agents at the SQLite codebase. It includes:
SQLite does not accept pull requests without prior agreement and/or accompanying legal paperwork that places the pull request in the public domain. However, the human SQLite developers will review a concise and well-written pull request as a proof-of-concept prior to reimplementing the changes themselves.
SQLite does not accept agentic code. However the project will accept agentic bug reports that include a reproducible test case. Patches or pull requests demonstrating a possible fix, for documentation purposes, are welcomed.
The most recent commit to that file removed "(currently)" from "SQLite does not (currently) accept agentic code", with the commit message "Strengthen the statement about not accepting agentic code".
Meanwhile the SQLite forum was being flooded with so many AI-generated bug reports - of varying quality - that they've now split those off into a new SQLite Bug Forum. D. Richard Hipp is resolving issues on there with a flurry of commits to the codebase.
Anthropic are strongly rumored to be about to have their first profitable quarter. Stories are circulating of companies surprised at how expensive their LLM bills are becoming from usage by their staff. I think this is because OpenAI and Anthropic have both found product-market fit.
I currently subscribe to the $100/month Max plan from Anthropic and the $100/month Pro plan from OpenAI. If you are a heavy user of coding agents these plans are a fantastic deal. I just ran the ccusage tool on my laptop to get an estimate of how much I would have spent if I were to pay for API tokens in the past 30 days and got:
$1,199.79 for Anthropic Claude Code
$980.37 for OpenAI Codex
That's $2,180.16 worth of tokens for $200 - not bad at all! I'm a moderately heavy user of these tools, but I'm certainly not running agents every hour of the day and night.
I had assumed that companies making extensive use of agents were getting similar discounts. It turns out I could not have been more wrong about that.
I haven't been able to track down the exact date, but at some point in the last six months Anthropic switched their Enterprise plan (originally "Claude seats include enough usage for a typical workday" back in August 2025) to $20/seat/month plus API pricing for usage. This story about the change from The Information is dated Apr 14, 2026, but cites an Anthropic spokesperson claiming that the pricing change occurred in November 2025. Existing customers are finding out about the change as they renew their contracts.
Note: On April 2, 2026, we updated Codex pricing to align with API token usage, instead of per-message pricing. This change was applicable to new and existing Plus, Pro, ChatGPT Business and new ChatGPT Enterprise plans.
On April 23, 2026, we made this update for all existing ChatGPT Enterprise plans as well, inclusive of Edu, Health, Gov, and ChatGPT for Teachers.
It's a little harder to decode as they quote prices in "credits", but as far as I can tell those credit costs are an exact match for the API token costs listed for those models.
All of which is to say that as of April 2026 the "Enterprise" cost for both OpenAI Codex and Anthropic Claude Code/Cowork is the same as the listed API price.
GPT-5.5 (released April 23rd) is 2x the API price of GPT-5.4. Opus 4.7 (April 16th) is around 1.4x the price of Opus 4.6 when you take their new tokenizer into account.
So April saw both leading model companies release new frontier models with a higher API price, and both companies now have measures to lock their enterprise customers (who tend to sign year-long deals) at those API prices, not the previous extreme discounts.
I think they've found product-market fit
Why these sudden aggressive moves on pricing? Both Anthropic and OpenAI are planning to IPO, but I suspect there's a more important factor here: I think they've finally found product-market fit, with the coding/general-purpose agent products embodied by Claude Code/Cowork and Codex.
Tools like ChatGPT are wildly popular, but that wild popularity has been difficult to turn into revenue. In February OpenAI boasted more than 900 million weekly active users for ChatGPT, but only 50 million - 5.6% of that - were paying consumer subscribers.
Charging $10-$20/month per user is an OK business, but you'd need 1-2 billion subscribers sticking around for four years to cover $1 trillion in infrastructure.
Companies spending $200+/month/user will get you there a whole lot faster - and as noted above, as a power-user I'm at ~$1,000/month in API costs per vendor already.
Coding agents really did change everything. These are tools which burn vastly more tokens, but are also quickly becoming daily drivers for the work carried out by extremely well-compensated professionals. Right now that's still mostly software engineers, but a coding agent is a tool that can automate anything you can do by typing commands into a computer... so they are clearly applicable to a much wider set of skilled knowledge workers.
As I've discussed on this site at length, the models released in November 2025 elevated agents to being genuinely useful. We've had six months to get used to that idea now - it's no wonder companies are beginning to spend real money on this technology.
You could argue that ChatGPT achieved product-market fit when it became the fastest-growing consumer app in history back in February 2023... but it certainly wasn't making any actual money back then. Coding agents plus enterprise pricing marks the point when these companies start making very real revenue. Maybe even enough to start covering their costs!
And they're ramping up
As further evidence that enterprise agents represent product-market fit for these companies, consider their open job listings.
OpenAI have 703 open jobs right now, of which I'd categorize 229 (32.6%) as relating to enterprise sales and support - account executives, "Go To Market", "Forward Deployed Engineers" and the like.
Anthropic have 390 open jobs, 105 (26.9%) of which look enterprisey to me.
It's pleasingly ironic that these AI labs have picked a business model with such a heavy demand on human labor - enterprise sales contracts don't close themselves without a whole lot of humans in the mix!
(I ran this analysis by scraping their job sites with Claude Code, then having it use Datasette's JSON API to pipe that data into Datasette Cloud where I used Datasette Agent for the analysis, exported here. Dogfood!)
The AI-failure stories around this are pretty thin
I started digging into this in response to a growing volume of stories claiming that large companies were sounding the alarm because their AI usage costs had grown so large.
The most widely cited of these stories appear quite overblown to me.
The most discussed has been Uber, based on this report where CTO Praveen Neppalli Naga indicated that Uber had "maxed out its full year AI budget just a few months into 2026", mostly thanks to Claude Code.
Given that Claude Code only got really good in November it's entirely unsurprising to me that a budget set in 2025 may have failed to predict demand for that tool in 2026!
That Uber story was further fueled by comments made by Uber's COO, Andrew Macdonald, on the Rapid Response podcast. I tracked down the segment and there really isn't much there. Here's what Andrew said:
But then you sometimes go and talk to your senior engineering leaders and you're saying, OK, how many projects that were on the cutting room floor got moved above the line because of the productivity gains because 25% of our code commits were via Claude Code last quarter?
That link is not there yet, right? I think maybe implicitly there's more that is getting shipped. But it's very hard to draw a line between one of those stats and, OK, now we're actually producing like 25% more useful consumer features, right? And that line is hard to draw.
The other popular story around this is Microsoft starts canceling Claude Code licenses, ostensibly to encourage their engineers to dogfood their own Copilot CLI agent instead - but The Verge reporter Tom Warren says "sources tell me the decision is also a financial one", triggered by the June 30th end of Microsoft's financial year.
I think both of these stories support my "product-market fit" hypothesis. The best advice I ever heard on pricing a product was that your customer should suck air through their teeth and then say yes. Uber's budget overrun and Microsoft's seat cancellations look like that effect playing out in practice.
We also know the labs are spending a lot
The big AI labs spend billions of dollars on both training and inference. Credible figures are hard to come by, but we did get one huge hint as to the figures involved from, oddly enough, the recent SpaceX S-1:
[...] in May 2026, we entered into Cloud Services Agreements with Anthropic PBC (“Anthropic”), an AI research and development public benefit corporation, with respect to access to compute capacity across COLOSSUS and COLOSSUS II. Pursuant to these agreements, the customer has agreed to pay us $1.25 billion per month through May 2029 [...]
The Anthropic announcement said that this deal meant they could "increase our usage limits for Claude Code and the Claude API", heavily implying that Colossus is being used for inference, not model training.
Anthropic already have vast amounts of compute from other providers. The fact that they're willing to spend $1.25 billion per month for extra capacity from just one of their vendors hints at how big these inference budgets have become.
API revenue is becoming less important
Over the past two years my impression has been that OpenAI made more of their income from subscription revenue while Anthropic made more from their API.
Anthropic's API revenue was historically quite dependent on a small number of large API customers - this VentureBeat story from August 2025 quotes "sources familiar with the matter" suggesting that just Cursor and GitHub Copilot were responsible for $1.2 billion of the company's then-$4 billion revenue.
This pivot-to-Enterprise suggests that the labs have realized that the real money lies in cutting out the middlemen. Anthropic's Claude Code directly competes with Cursor and Copilot. No wonder Cursor are investing in their own models!
April is a new inflection point
I've called November 2025 the November inflection point because that was when GPT-5.1 and Opus 4.5, combined with their respective coding agent harnesses, got good - good enough that we've spent the last six months adapting to agent systems that can reliably get useful work done.
I think April 2026 is a new inflection point where the revenue implications of this have started to land, to the benefit of the frontier AI labs and with material impacts on the budgets of large companies.
We'll know for sure how real this moment is when the S-1 documents for the upcoming Anthropic and OpenAI IPOs give us some real, audited numbers to get our teeth into.
Our guest this week is the renowned science fiction author Hannu Rajaniemi. And he has come to terrify and then perhaps comfort you.
Rajaniemi made an immediate name for himself in literary circles with his debut novel The Quantum Thief. He’s since written a string of novels that explore the directions technology might take in the future, and his work always stands out for its creativity and imagination.
These days, Rajaniemi is putting those skills to very practical use at Red Queen Bio. The company appeared near the end of last year with a focus on AI biosecurity. Red Queen’s main objective is to try and outthink and outflank bad actors and/or AI systems run amok that might unleash bioweapons onto the world. As such, Red Queen must concoct all sorts of dark scenarios and then come up with ways to undercut and defeat them.
Rajaniemi has a background in mathematics, physics and bio-tech and possesses one of those fast-twitch minds that makes the rest of us envious. We talked about his life and career and, obviously, the wild reality we now inhabit.
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The first review of the pilot for AI prescriptions refills in Utah is out and it looks very reasonable. In the 72% of cases where the AI recommend a refill at least one of two physicians agreed in 97% of cases.
In the 28% of Cases Where the AI Escalated to a Physician Without Recommending Renewal
o When the AI declined to recommend renewal without further information, a human telehealth appointment was arranged.
▪ For these patients, 69% of physician reviews agreed that the escalation was appropriate, and more information was needed to authorize a renewal.
▪ In the other 31% of cases, the physician determined the escalation was overly cautious.
● For a new system like this, overcaution is appropriate and welcome. In the long term, reducing overcaution without compromising safety would improve patient access to care, but we aren’t rushing to see that happen.
The cost of compute drops roughly 10x every five years. At the same time, the demand for care continues to rise. An AI consultation that costs a few dollars today will cost pennies in a few years. So if AI can safely handle even a fraction of care, we’ve turned an unsolvable supply problem into an engineering problem. And engineering problems have solutions.
SpaceX has won a lucrative contract to provide the US military with a means of distributing space-based sensing and targeting data, forming the "backbone" of a rearchitected network after separate Pentagon initiatives stalled, officials announced Tuesday.
Space Systems Command, the Space Force's primary procurement and acquisition center, announced the $2.29 billion firm-fixed-price agreement, confirming long-simmering reports that the Pentagon was likely to tap SpaceX for a new communications network in low-Earth orbit. SpaceX's selection for the Space Data Network (SDN) Backbone contract "accelerates the delivery of a resilient, high-speed communications network in space," Space Systems Command said in a statement.
The network will be based on technology originally developed for SpaceX's Starlink global Internet constellation. SpaceX already builds and launches specially designed satellites, called Starshield, for military applications. The SDN Backbone network in low-Earth orbit (LEO) will presumably use the Starshield platform.
[Long time readers will recognize part 1—how to steer the (nominal) economy down the center of the road. Part 2 will look at how to move the road.]
Part 1: The Great Helmsman
So now we are being told that an increase in interest rates is a virtual certainty. Here’s Bloomberg:
As Kevin Warsh takes the helm at the Federal Reserve, bond investors are betting he’ll prioritize the central bank’s inflation-fighting credibility over President Donald Trump’s push for lower interest rates.
With the Iran war unleashing the biggest inflation surge since 2023, traders are pricing in that the Fed is virtually certain to start raising rates by December. That’s a sharp reversal from just three months ago, when markets were betting there were deeper cuts ahead.
I’d like to see “virtual certainty” defined in numerical terms. Is it 99.9%? Or 99.99%? I’d also be interested in seeing the probability of recession over the next 6 months. Is it virtually certain that there will be no recession? And if there is a recession, what would the Fed do to interest rates?
I hope you see the problem here. Economists have shown they have no ability to predict turning points in the business cycle. Because interest rates are highly cyclical, this also means that we also have very little ability to predict movements in interest rates. I’m not suggesting that market forecasts are completely meaningless, merely that they fall well short of “virtual certainty”.
On the day of the Bloomberg article, I checked the fed funds futures market and this is what I saw:
Unless I’m mistaken, that suggests that financial markets expect only a very modest increase in rates between now and December. (15 bps?) Surely this falls far short of virtual certainty.
Recall that the Bloomberg article started out:
As Kevin Warsh takes the helm . . .
Is Warsh at the “helm”, or is the FOMC at the helm, or is the market at the helm?
For months we’ve been told that Trump picked Warsh because he was committed to cutting interest rates. Warsh has frequently insisted that a cut in interest rates would be appropriate. So why is the media now telling us that a rate increase is a virtual certainty? Did Warsh deceive us? Or is it possible that Warsh is not “at the helm”?
A helm is sort of like a steering wheel. When I drive my car, I can use the steering wheel to go over to the right side of the lane, right up against the bike lane. Or I can go out to the left side of the lane, right up against the center stripe. If I’m feeling particularly aggressive, I can even briefly cross the (dotted) center lane to pass a car. But I better get back quickly!
I can even turn the steering wheel in such a way as to completely leave the road, in which case I’m likely to have an accident. But why would I want to do that? If you were trying to forecast my manipulation of the steering wheel, would you forecast a traffic accident, or would you forecast that I adjust the wheel as needed to keep the car in its lane?
To be clear, traffic accidents do happen. But they usually happen when least expected. If you knew an accident was about to happen, you would presumably adjust the wheel to prevent it from occurring. The best model of car steering is that the steering wheel will be set at a position that keeps the car on the road. And the best model of interest rates is that the Fed will target rates in such a way as to keep the economy relatively stable—too much spending will trigger inflation and too little spending will trigger a recession.
Once you see the world this way, most of what you read about monetary policy begins to seem like nonsense. I don’t know how many times I’ve seen people claim that if the US government debt situation becomes too burdensome, the Fed may be forced to hold down interest rates so that the burden of the debt doesn’t become too onerous. Really? And just how is the Fed supposed to “hold down” interest rates without causing an accident? With a magic wand?
Imagine if Greyhound Bus Company hired a driver that insisted buses needed to turn the steering wheel to the left more often. Would you feel comfortable having him steer your bus on the road shown below?
I understand that Kevin Warsh needed to say that he intended to cut interest rates in order to get Trump to nominate him to be Fed chair. I do not understand why anyone would take his pronouncements seriously. When have Fed chairs ever determined the path of interest rates?
This Financial Times story points us in the right direction:
Bob Michele, chief investment officer and head of the global fixed income, currency and commodities group at JPMorgan Asset Management [suggested]
“The bond vigilantes are back and have taken control of the market. If central banks aren’t going to respond to inflation pressures, the vigilantes will make it more painful for them to borrow.”
The bond vigilantes are sort of like the twisty road in the preceding analogy. I would not say they are “back” in control, rather they never gave up control. If at a moment in time the vigilantes seem to have disappeared, it reflects the fact that policy is roughly on target, and the bond markets are not signaling an imminent need to adjust interest rates.
If the Fed lets inflation accelerate, then the “bond vigilantes” will force the Fed to raise rates sharply (as in 2022-23), and this will be painful. Better to avoid that situation by running a monetary policy consistent with low inflation.
Back in the 1950s and 1960s, the Chinese referred to Mao Zedong as “the Great Helmsman”. In fact, he was arguably the worst helmsman in world history, at least in terms of economic policymaking. The best helmsman is probably the financial sector. The Fed should end the policy of paying interest on bank reserves and then use open market operations to set monetary policy at a position expected to produce 4% NGDP growth. Let the market set interest rates.
Part 2: Why don’t we just move the road?
Thus far I’ve treated the natural rate of interest as an exogenous factor. In fact, the Fed can influence the natural rate, indeed in the long run they have much more control over the natural rate of interest than they do over the actual policy rate.
This is where my steering the car down the road analogy comes up short. The Fed can influence the expected rate of growth in nominal GDP, and hence they can influence the (nominal) natural rate of interest, which is positively correlated with NGDP growth. Using the road analogy, the Fed can move the road to where they wish to drive the car.
Let’s start with a simple example, the 2% inflation target. Moving the inflation target from 2% to 3% would tend to raise the long run path of nominal interest rates by one percentage point. Indeed, any credible change in the Fed’s inflation target would move the natural interest rate, at least to some extent. Adopting NGDP targeting would impact the natural rate, as would the adoption of level targeting.
On any given day, you can find people on twitter offering advice as to what the Fed should do next. In most cases, that advice takes the form of recommendations to adjust the fed funds target up or down. I have no interest in playing that game, as the Fed’s big mistakes in the 1970s, in 2008 and in 2021 were not caused by tactical errors. They were not caused by an inability to stay on the road (although that failure did happen). The biggest mistakes were caused by the Fed moving the entire road in a bad direction.
In the 1970s and in 2021-22, the Fed either explicitly or implicitly choose an excessively inflationary road. They did not even attempt to bring the level of NGDP growth back to the previous trend line, rather they allowed market expectations of very high NGDP growth, relative to trend. The Fed’s mistake in 2021 was not in setting the interest rate at the wrong level, it was abandoning its promise to engage in flexible average inflation targeting (FAIT), which would have required it to keep close to a 4% NGDP growth trend line. The Fed set rates at a level that it knew would dramatically overshoot the 4% pre-Covid trend line for NGDP.
If the Fed had actually adopted the FAIT it promised, then market expectations of NGDP growth in 2021-22 would have been much lower. This policy would have dramatically reduced the natural rate of interest in 2022. Surprisingly, the actual path of interest rates in 2022 would probably have been lower than what actually occurred, and inflation would also have been much lower. That’s right, a tighter policy in 2021 would have meant lower interest rates in 2022 and 2023.
This is why it is not possible to make meaningful statements about whether interest rates are too high or too low. The Fed’s most important tool is not moving its policy rate above or below a stable natural rate of interest, it is moving the natural rate of interest by adjusting its policy target for NGDP growth. In other words, moving the road. The exact same interest rate today might be either expansionary or contractionary depending on what sort of forward guidance the Fed is providing about how much NGDP growth it will allow.
I could not care less what Kevin Warsh thinks about interest rates. Tell me what sort of goal he has for inflation and/or NGDP, and whether he supports level targeting or a “let bygones-be-bygones” approach that fails to stabilize NGDP. That will determine the path for interest rates.
PS. Slightly off topic, I recently read Mark Koyama’s review of a new book by Tyler Goodspeed. I particularly liked this passage:
Goodspeed shows that British and American expansions do not resemble Dorian Gray, looking beautiful but hiding an inevitable accumulation of malinvestments (objectively bad investments that are destined to fail) and distorted decisions (mistaken economic decisions taken on the basis of bad regulation or flawed prices) that make a correction inevitable. If they did so, he argues, one would expect that as expansions get longer they get more and more likely to end. In his data, however, the relationship between the age of an expansion and the probability of death is essentially zero. Nor do measures of increased investment during the boom correlate with the severity of a downturn. Nor do longer expansions have longer recessions after them.
This is why recessions remain essentially unpredictable. Any perceived regularity is likely to be a statistical illusion. Goodspeed shows that attempts to forecast recessions such as inversions of the yield curve (where long-dated government bonds have lower interest rates than short-dated ones) or the Sahm rule (which says a recession is likely underway if the unemployment rate spikes high above its recent lows for three months) are overfitted to US data and don’t work for the UK. The same proved to be true of the Phillips Curve, a strong correlation between unemployment and inflation that existed in British data between 1860 and 1960, which broke down after governments attempted to target it and fine tune the economy in the 1960s.
In fairness, Claudia Sahm has argued that her “rule” is not inevitable, rather it is a useful tool for policymakers to avoid repeating the mistakes of the past. I’ve made somewhat analogous arguments in pointing out that whereas the US doesn’t have any mini-recessions (until now?), countries such as the UK do have them on occasion.
This is also music to my ears:
Not all shocks are necessarily exogenous in nature. Chapter 7, entitled ‘Firefighters and Arsonists’, notes that while policymakers can play a vital role in smoothing shocks and responding to a crisis, they have often themselves acted as arsonists.
The actions of the Federal Reserve during the Great Depression are a famous example. Wary of speculative finance, the Fed allowed the money supply to fall precipitously and failed to halt the banking collapse. The shock here was hardly exogenous to the economy itself but the type of unforced error that is sadly not unusual in the historical record.
Similarly, conventional accounts at the time of the Great Recession of 2008 emphasized financial malfeasance in the housing market with subprime mortgages being repackaged to unsuspecting lenders. But why should these issues in the banking sector produce a worldwide recession? Moralizing accounts that emphasize the greed of bankers can be politically and emotionally satisfying but they don’t explain the scale of the downturn. The vast majority of the homes built during the bubble between 2002-2006 turned out to be entirely consistent with subsequent demand.
I wrote a 392-page book that provides additional support for that argument.
In November, Starcloud sent a small satellite called Starcloud-1 into orbit via a SpaceX launch. The 60-kilogram spacecraft was the first to carry a compute system with an NVIDIA H100 […]
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Europe has proposed reserving two-thirds of 2 gigahertz mobile satellite spectrum up for renewal next year for European operators, complicating SpaceX’s direct-to-device ambitions and the outlook for Viasat’s European Aviation Network.
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In things I write here in the Editors’ Blog, I am both critical of mainstream news conventional wisdom and also interested in it as a political artifact in itself. Whether it is accurate, fair, quality journalism, it is a fact of the political geography on its own. So it’s important to understand, and I spend a lot of time trying to analyze and place it on that basis.
On that front I wanted to return to a point I’ve alluded to a few times recently, which is that just in the last week or so there’s been a shift in that elite news conventional wisdom toward what we and others have been saying for a couple months. And that is a new focus on the disconnect, really the chasm opening up between Donald Trump’s political fortunes and his political actions. It’s not simply that Trump isn’t adjusting or repositioning as a more conventional politician might. Trump’s never been that way. It’s out of character. But he’s accelerating into the most toxic parts of his presidency. In addition to general discontent about the economy and the very unpopular Iran War, he’s pushed things like his ballroom and his slush fund to the very top of the political agenda, even short-circuiting or delaying other parts of his agenda to further them.
This is the big political fact and perhaps the big question of the political moment. Why is this happening? Does Trump simply not care? Does he have a trick up his sleeve? Is he so coddled and insulated at this point that he truly thinks he’s all-powerful?
The New York Times put the matter this way in the sub-headline of a news analysis piece on May 23: “President Trump continues to act like he’s politically all-powerful, even in the face of indications that he is not.” The headline of the same piece provided the context: Defiant After Bad Week, Trump Pushes Ahead on Politically Unpopular Ideas. It’s the piece two days later that further got my attention: Trump’s Self-Indulgence Deepens G.O.P. Fears in Midterms. Here the story is more clearly elaborated. Trump is doubling down on the most unpopular parts of his agenda — or things like the ballroom and slush fund that strain the term “agenda” — as his Capitol Hill majorities are going onto life support. A Politico PM piece that came out minutes before I published this post brought Trump himself in to make the point. “Trump: ‘I don’t care about the midterms’”. It is a feature of the moment that requires an extra-political explanation — either a secret election-gaming fix, as some imagine, or something within Trump himself or his perceptions of the world around him that has pulled him outside of the conventional math of political calculation.
We’re seeing this now because the evidence in front of us has become so overwhelming. On another level, though, his political weakness has taken the juice out of his constant razzmatazz of political domination — the stunts, the takedowns, the cartoonish public choreography, the ritual slayings of former allies. Trump has always used these spectacles of power to keep alive the idea that he always has the last say, that he’s always the strongest, toughest guy in the room. He punishes; others endure, as sure as gravity pulls objects down rather than up. But the scale of the unpopularity and political weakness is just too great. They’ve reached a critical mass where the whole carnival of power isn’t resonating in the same way, or maybe not at all. The change is both being driven by and driving his deteriorating hold on Capitol Hill. These stunts and antics are a kind of ideational gerrymandering, aimed at holding perceptions of Trump’s power — and thus to a real degree the reality of his power — in place. But like an electoral gerrymander, in the face of sufficient unpopularity they become brittle and can break suddenly. And that’s what appears to be happening.
This map of the United States shows the most recent land disturbance detected in Landsat satellite imagery between 1988 and 2022, revealing patterns of both wild and human-directed change.
NASA Earth Observatory/Lauren Dauphin, based on data from Qiu, S. et al.
The land is always changing, sometimes by human hands: cities are built, farms expanded, and forests logged. Other changes lie mostly outside people’s control: wildfires burn through communities, and hurricanes reshape coastlines. For most of the past four decades, observations from the Landsat satellite record show that humans have dominated changes to the U.S. landscape. Recent research revealed a shift in that trend, suggesting that disasters might be catching up.
In a NASA-funded study published in Nature Geoscience, scientists analyzed nearly 35 years of data from NASA/USGS Landsat satellites to better understand what has been shaping the continental U.S. landscape. The researchers, led by former Landsat science team member Zhe Zhu, found that “human-directed disturbances” like logging, agricultural expansion, and construction have declined, while “wild disturbances” like wildfires and hurricanes—disasters that can be influenced by human activity but are not controlled by people—have risen in frequency and intensity.
Robert Emberson, associate program manager for the NASA Disasters program and not affiliated with the study, said that understanding the forces transforming the U.S. landscape is critical for future planning. “If you know what’s causing them, you can begin to plan around disasters,” Emberson said. “Any understanding of causal factors impacts the adaptation strategy.”
This research is especially useful for policymakers working to prepare communities for resilience, he said. For example, a region expecting to see increased wildfires could strategically perform prescribed burns, remove brush or dry grass around homes, and construct new buildings with fire-resilient materials.
Reno, Nevada, expands into the previously undeveloped desert landscape in this animation composed of Landsat images acquired between 1985 and 2025.
Landsat Project Science Support/Ross Walter
Between 1988 and 2022, 18 percent of the land area in the continental U.S. was disturbed at least once, the researchers found. Adding repeated disturbances, the cumulative area disturbed rises to almost 700,000 square miles, equivalent to nearly one-third of the continental U.S. Humans drove more than half of that change, clearing or developing over 446,000 square miles of land—that’s bigger than the size of Texas and California combined. For example, the animation above, composed of Landsat images from 1985 to 2025, shows the expansion of Reno, Nevada, into a previously undeveloped desert landscape.
Meanwhile, wild disturbances—disasters like wildfires, hurricanes, and landslides—drove much of the remaining change, transforming more than 165,000 square miles of the continental U.S. The Landsat images in the animation below show areas burned by wildfires in Eldorado National Forest west of California’s Lake Tahoe from 1985 to 2025. Major fires in 1992, 2014, and 2022 cleared large swathes of forest, leaving behind bare ground that slowly reforested.
Areas burned by wildland fires in California's Eldorado National Forest west of Lake Tahoe are visible in this animation composed of Landsat images from between 1985 and 2025.
Landsat Project Science Support/Ross Walter
Although human activity has disturbed a larger cumulative area than wild events, the trends over time are moving in opposite directions. That is, land disturbance caused directly by people has been decreasing, while wild disturbance has been increasing.
Specifically, human-directed land disturbances decreased by nearly 232 square miles (600 square kilometers) each year over the course of the study period. Researchers attribute this change to declines in construction, agricultural expansion, and logging, likely brought about by a combination of policy changes, technological improvements, and the 2008 financial crisis’s effect on construction.
In contrast, land affected by wild disturbances increased by more than 77 square miles (200 square kilometers) per year. Fire, drought-related stress, and wind disturbances all became more frequent, likely due to climate warming and other environmental factors, the study authors wrote.
“What this study basically tells me is that what we’ve been doing is not working,” said Ramakrisna Nemani, a retired NASA scientist and co-author on this study. “We have to go back and come up with new strategies on how to deal with these natural disturbances.”
The study’s findings drew on the deep archive of Landsat data, which has long been a key resource for detecting change on Earth’s surface. Think of it like a “spot-the-difference” game. Historically, identifying differences between images required scientists to manually identify the source of the change; for example, using ground observations combined with satellite imagery to determine whether a bare spot resulted from wildfires or logging. For this study, scientists trained a new machine-learning algorithm to do that differentiation work for them.
They fed the algorithm 40 years of land-change data acquired by satellites, manually inspecting and identifying changes at 50,000 locations. After a decade of work, they developed a product that achieves more than 75 percent accuracy across most disturbance types.
The resulting product details the causes of disturbance across the continental U.S. over the course of nearly 35 years. With this information, communities can analyze the past to better plan for the future. “The USA is entering a new era of disturbance,” the study authors wrote. “The challenge now is to transform our relationship with disturbance from one of control to one of coexistence.”
NASA Earth Observatory image by Lauren Dauphin, based on data from Qiu, S. et al. Animations by Ross Walter, Landsat Project Science Support. Story by Madeleine Gregory, Landsat Project Science Support.
Tyler and Toby cover how Alexander took over the empire almost without a fight, why Alexandria became the Manhattan of the ancient world, whether the era was as philosophically fertile as it was scientifically, whether your ancient doctor’s visit had positive expected value, what Egypt was actually exporting and selling, whether living standards rose above subsistence or stayed Malthusian, how the ethnic divide between Greek rulers and Egyptian subjects shaped society, what constrained the Ptolemaic Empire from becoming the next Rome, whether Cleopatra has been overhyped, what Julius Caesar was really thinking when he sided with her over her brother, the new frontiers in archeology, whether Herodotus can be trusted, what ancient Egypt knew about Israel and India, when Egyptian jewelry peaked and why, what triggered the sudden emergence of civilization across the ancient world, why a six-year-old Tyler knew King Tut better than Napoleon, and much more.
Excerpt:
COWEN: Either technologically or institutionally, what is it that the Persians had that the Egyptians did not?
WILKINSON: The Persians had a pretty formidable army. Their military technology was certainly superior to the Egyptians at the time that they conquered Egypt originally in the 6th century BC. Like many empires, I suppose, throughout history, they overreached themselves. They overextended themselves, and they found it increasingly hard to hold together this empire stretching all the way from the Aegean to the borders of India. Bits of the empire started to fragment and pull away. Egypt had always had this very strong sense of its own identity. When it had a chance to throw off the Persian yoke, it took it.
COWEN: Let’s think about some of the achievements of Ptolemaic Egypt as an era. Infrastructure. What did they do that was most impressive?
WILKINSON: Build Alexandria. Alexandria the city was a new foundation established by Alexander the Great to bear his name. Unlike all previous ancient Egyptian cities, it was a city built from the outset for commerce. It was a city built on the Mediterranean coast with a great natural harbor, with facilities for loading and offloading ships. It had a great lighthouse guarding the entrance to its harbor, which became one of the wonders of the world. The whole city was really designed from the get-go as a great commercial center looking outwards to the Mediterranean, rather than inwards to the rest of Egypt.
COWEN: Canals, artificial lake. What else did they do?
WILKINSON: They built a city quite unlike anything previously seen in the valley of the river Nile. In fact, any inhabitant today of a modern city would recognize the grid iron pattern of streets. Streets intersecting at right angles, that was something completely unheard of until this point in Egypt with vast public buildings. This was the Manhattan of the ancient world, if you like, in scale, in grandeur, and in the level of commercial activity.
And:
EN: What were the main exports of the Alexandria region? What are they selling, making?
WILKINSON: Oh, the two big exports that account for the lion’s share of Egypt’s wealth at the time are gold and grain. Gold has been mined in Egypt for millennia up to this point, but it’s still the place in the ancient world that produces large quantities of gold. Of course, gold has always been a great currency of international commerce.
Then Egypt is famed as the breadbasket of the ancient world. It produces a superabundance of grain thanks to the fertility of the Nile and the benign climate. It produces more than it needed for its own consumption, by comparison with poorer agricultural regions in Greece and Asia Minor, which struggled to produce enough food. Yes, gold and grain were the absolute engine of Egyptian prosperity.
COWEN: There’s metalwork, there’s glass. What else is there, manufacturing, as we would call it today?
WILKINSON: Oh, yes. There’s a big ceramics industry, so producing not just pots, but terracotta statues and votive objects. There’s glassmaking, as you’ve said. There’s advanced metallurgy, goldsmithing, ironworking, copper and bronze foundries. There’s what we might call the decorative arts, so sculpture, painting. All of these things thrived in ancient Alexandria.
COWEN: Do they have living standards sustainably above subsistence, or is this a Malthusian equilibrium, where they get some wealth and then more people survive and the wage falls again, and it doesn’t get much above what is required to keep people alive?
So I waked by 3 o’clock, my mind being troubled, and so took occasion by making water to wake my wife, and after having lain till past 4 o’clock seemed going to rise, though I did it only to see what she would do, and so going out of the bed she took hold of me and would know what ailed me, and after many kind and some cross words I began to tax her discretion in yesterday’s business, but she quickly told me my own, knowing well enough that it was my old disease of jealousy, which I denied, but to no purpose. After an hour’s discourse, sometimes high and sometimes kind, I found very good reason to think that her freedom with him is very great and more than was convenient, but with no evil intent, and so after awhile I caressed her and parted seeming friends, but she crying in a great discontent. So I up and by water to the Temple, and thence with Commissioner Pett to St. James’s, where an hour with Mr. Coventry talking of Mr. Pett’s proceedings lately in the forest of Sherwood, and thence with Pett to my Lord Ashley, Chancellor of the Exchequer; where we met the auditors about settling the business of the accounts of persons to whom money is due before the King’s time in the Navy, and the clearing of their imprests for what little of their debts they have received. I find my Lord, as he is reported, a very ready, quick, and diligent person. Thence I to Westminster Hall, where Term and Parliament make the Hall full of people; no further news yet of the King of France, whether he be dead or not.
Here I met with my cozen Roger Pepys, and walked a good while with him, and among other discourse as a secret he hath committed to nobody but myself, and he tells me that his sister Claxton now resolving to give over the keeping of his house at Impington, he thinks it fit to marry again, and would have me, by the help of my uncle Wight or others, to look him out a widow between thirty and forty years old, without children, and with a fortune, which he will answer in any degree with a joynture fit for her fortune. A woman sober, and no high-flyer, as he calls it.
I demanded his estate. He tells me, which he says also he hath not done to any, that his estate is not full 800l. per annum, but it is 780l. per annum, of which 200l. is by the death of his last wife, which he will allot for a joynture for a wife, but the rest, which lies in Cambridgeshire, he is resolved to leave entire for his eldest son. I undertook to do what I can in it, and so I shall. He tells me that the King hath sent to them to hasten to make an end by midsummer, because of his going into the country; so they have set upon four bills to dispatch: the first of which is, he says, too devilish a severe act against conventicles; so beyond all moderation, that he is afeard it will ruin all: telling me that it is matter of the greatest grief to him in the world, that he should be put upon this trust of being a Parliament-man, because he says nothing is done, that he can see, out of any truth and sincerity, but mere envy and design.
Thence by water to Chelsey, all the way reading a little book I bought of “Improvement of Trade,” a pretty book and many things useful in it.
So walked to Little Chelsey, where I found my Lord Sandwich with Mr. Becke, the master of the house, and Mr. Creed at dinner, and I sat down with them, and very merry. After dinner (Mr. Gibbons being come in also before dinner done) to musique, they played a good Fancy, to which my Lord is fallen again, and says he cannot endure a merry tune, which is a strange turn of his humour, after he has for two or three years flung off the practice of Fancies and played only fidlers’ tunes. Then into the Great Garden up to the Banqueting House; and there by his glass we drew in the species very pretty.
Afterwards to ninepins, where I won a shilling, Creed and I playing against my Lord and Cooke. This day there was great thronging to Banstead Downs, upon a great horse-race and foot-race. I am sorry I could not go thither.
So home back as I came, to London Bridge, and so home, where I find my wife in a musty humour, and tells me before Ashwell that Pembleton had been there, and she would not have him come in unless I was there, which I was ashamed of; but however, I had rather it should be so than the other way.
So to my office, to put things in order there, and by and by comes Pembleton, and word is brought me from my wife thereof that I might come home. So I sent word that I would have her go dance, and I would come presently. So being at a great loss whether I should appear to Pembleton or no, and what would most proclaim my jealousy to him, I at last resolved to go home, and took Tom Hater with me, and staid a good while in my chamber, and there took occasion to tell him how I hear that Parliament is putting an act out against all sorts of conventicles, and did give him good counsel, not only in his own behalf, but my own, that if he did hear or know anything that could be said to my prejudice, that he would tell me, for in this wicked age (specially Sir W. Batten being so open to my reproaches, and Sir J. Minnes, for the neglect of their duty, and so will think themselves obliged to scandalize me all they can to right themselves if there shall be any inquiry into the matters of the Navy, as I doubt there will) a man ought to be prepared to answer for himself in all things that can be inquired concerning him.
After much discourse of this nature to him I sent him away, and then went up, and there we danced country dances, and single, my wife and I; and my wife paid him off for this month also, and so he is cleared.
After dancing we took him down to supper, and were very merry, and I made myself so, and kind to him as much as I could, to prevent his discourse, though I perceive to my trouble that he knows all, and may do me the disgrace to publish it as much as he can. Which I take very ill, and if too much provoked shall witness it to her. After supper and he gone we to bed.
Yes, I will be doing a Conversation with him. Richard does have a new book coming out, Kakistocracy: Why Populism Ends in Disaster. While I liked the book (and blurbed it), I do not feel our conversation about the book would be that interesting — too much beating up on the stupidities of other people, which is an activity not in short supply. So we agreed to (mostly) discuss Joseph Conrad’s Nostromo instead. Given that, what should I ask Richard?
Out this month from Black Dog & Leventhal: Power Lines: Maps That Shaped the Way We See the World by Peter Keating. From the publisher: In this book, award-winning journalist Peter Keating has assembled dozens… More
A closeup shot of SpaceX’s Super Heavy booster, tail number Booster 19, during the initial moments of ascent on the Starship Flight 12 mission on May 22, 2026. Image: SpaceX
FAA requires SpaceX-led mishap investigation before resumption of Starship launches
The Federal Aviation Administration made the determination after analyzing the results of Starship Flight 12, which took place on Friday, May 22.
The Federal Aviation Administration said that SpaceX needs to complete a mishap investigation into the 12th flight of its Starship-Super Heavy rocket before it can launch Flight 13.
In a statement shared on Wednesday, the FAA said that it completed a “thorough assessment of the operation” of the Starship Flight 12 mission, which took place on Friday, May 22. It determined that the off-nominal performance of the Super Heavy booster, tail number Booster 19 “resulted in a mishap.”
“The FAA is requiring SpaceX to conduct a mishap investigation,” the agency said. “The FAA will oversee the SpaceX-led investigation, be involved in every step of the process, and approve SpaceX’s final report, including any corrective actions.”
During the ascent phase of the mission, one of the 33 Raptor V3 engines on the Super Heavy booster, tail number B19, went out about 1 minute and 42 seconds into the ascent. Less than a minute later, at about the 2 minute, 22-second mark, SpaceX began intentionally shutting down engines as it progressed towards stage separation.
The staggered shutdown brought the booster from 32 down to five engines burning and then stage separation began. SpaceX’s on-screen graphics representing the engine status showed 12 out of 13 center engines were ignited at the 2 minute, 32-second mark, but as the outer ring started re-igniting several engines were shown to be out, which was not the plan.
“We are not seeing as many booster engines ignited as we expected for boostback, but we are seeing six good engines on ship,” said Dan Huot, a member of the SpaceX communications team, during SpaceX’s broadcast. “It looks like we just had an early boostback shutdown.”
SpaceX’s first Starship Version 3 rocket takes off from Pad 2 at Starbase during the Flight 12 mission on May 22, 2026. Image: SpaceX
In a post-mission write-up on its website, SpaceX gave an early assessment of what it saw at that point in flight.
“Following stage separation, the Super Heavy booster performed a directional flip maneuver and attempted its boostback burn. It was unable to light all planned engines and performed a partial boostback burn that ended early,” SpaceX wrote. “Super Heavy attempted to reignite its engines for the landing burn before experiencing a hard splashdown in the Gulf of America.”
While one of the three Raptor Vacuum engines on the Starship rocket’s upper stage (tail number S39), SpaceX was able to maneuver that part of the rocket to the intended splashdown site in the Indian Ocean. Teams determined during the mission that they would forego a planned re-ignition of one of the Raptor engines on S39 during its coast phase.
The FAA did not identify the engine issue on S39 as a driving factor for the SpaceX-led mishap investigation. Such an investigation is triggered by a determination from the FAA as part of its oversight role for commercial spaceflight to help ensure public safety.
The agency lists nine potential causes for such a review, including the following:
Impact of hazardous debris outside of defined areas
Failure to complete a launch or reentry as planned
Malfunction of a safety-critical system
In its statement on Wednesday, the FAA confirmed that there “are no reports of public injury or damage to public property.” The agency didn’t state specifically which piece of SpaceX’s 14 CFR (Code of Federal Regulations) Part 450 launch license was violated during the off-nominal performance of B19, but noted that the FAA needs to gain assurance that a return to flight would not adversely affect public safety.
Grounded again
This is not SpaceX’s first rodeo though when it comes to mishap investigations. The company completed similar assessments following the first four launches of Starship-Super Heavy, when it was in its Version 1 configuration, and three mishap investigations following Flights 7-9, which consisted of Version 2 rockets.
This latest pause from launching will cause SpaceX to take a closer look at its Raptor 3 engines, which made their debut on Flight 12. While no public announcement has been made, the combination of a failed boostback burn with the booster combined with an engine out on the ship upper stage make it unlikely that SpaceX will attempt an orbital launch with Flight 13, which would also preclude a catch of the ship with the chopstick arms on the launch tower.
Additionally, SpaceX may also choose to forego a catch of the Super Heavy booster on Flight 13 as well and decide to repeat the soft splashdown in the Gulf planned for Flight 12.
In its financial filing ahead of an anticipated initial public offering, SpaceX said that it aimed to begin deploying its Starlink Version 3 satellites in the back half of 2026. It hasn’t offered additional specifics as to when exactly that may happen.
“Our growth strategy depends on our ability to increase our launch cadence and payload capacity, which is dependent on the successful development of Starship at scale,” SpaceX wrote in its S-1 prospectus document.
“Unexpected design modifications, supply chain disruptions, anomalies, environmental issues, and other unforeseen technical challenges could result in delays or failures to deploy Starship on our anticipated schedule, which would delay or impede our ability to achieve our other business objectives, such as the deployment of our next-generation satellites, the expansion of our satellite-to-mobile connectivity services, and deployment of in-orbit AI compute infrastructure.”
SpaceX does have hardware in flow for Flight 13, which is expected to consist of Ship 40 and Booster 20. The company noted that it moved at least 10 Raptor engines from Booster 20 to Booster 19 after a 10-engine static fire test in March ended abruptly due to a ground-side issue.
It highlighted that test during the first episode of its new in-house docu-series about Starship, which was published in the weeks leading up to Flight 12. A release date for the second episode hasn’t been announced as of May 27.
“Reason is, and ought only to be the slave of the passions, and can never pretend to any other office than to serve and obey them.” — David Hume
If you’re of a certain generation,1 you’ve probably seen the movie Office Space. If you haven’t, I strongly recommend it, both because it’s funny as heck, and because it’s a perfect encapsulation of a certain time and place in the world. The movie hearkens back to the big technology companies of the 1990s, when — according to the mythology, at least — nerdy engineers did all the real work while know-nothing middle-management types took all the credit. (You’ll also recognize this as the culture that gave rise to Dilbert.) The iconic character representing the backwardness and inefficiency of the 1990s corporation was Bill Lumbergh, the suspender-clad boss whose main function was to pester engineers to fill out useless paperwork.
A lot of nerdy types watched Office Space and assumed — or at least hoped — that in the end, the smart engineer types would take over corporate America from the plodding Lumberghs. And in fact, something like this happened in the 2010s — as Big Tech eclipsed much of the old economy, engineers became extremely highly paid, and began to fill the ranks of middle and upper management. It was the Revenge of the Nerds, the age of human capital, the triumph of humans who actually knew how to do difficult technical things.
But just as with the highly paid artisans of early 18th century Britain, the scarcity of human capital spurred a wave of automation. This year, AI found its killer app — Claude Code and other agentic coding tools that allow AI to do much (though not all) of the hard mental work that the much-put-upon engineers in Office Space were doing by hand. Although AI has not yet replaced many professions, the rapid progress has lots of people wondering what exactly humans will be useful for in 10 or 20 years. If AI does replace coders and mathematicians, what chance do any of the rest of us have?
Although some people in the AI industry still think that humans will be rendered economically irrelevant, that answer is increasingly unsatisfying. Realizing that a popular backlash against their industry is underway, many AI leaders and AI boosters are actively looking for the answer to the question of “What will humans be useful for?”. So far, the most popular answer, advanced by folks like Alex Imas, is that humans will be useful simply because they’re human:
The idea here is that it will become a sign of prestige and social status — which are always in short supply — to have humans do something for you instead of AI. No matter what else machines can do, they can never replace the knowledge that it’s a real human being making your sandwich.
I kind of have my doubts about this thesis — I’ve seen a lot of people pay extra to have a Waymo drive them instead of an Uber, so they didn’t have to sit with a human driver in the car. But maybe Imas is right; we’ll have to see.
But I have a slightly different answer to the question of “What will humans do?”. I think humans will continue to be required for something beyond simply being their beautiful human selves. I think there will be an increasing demand for human labor in the all-important job of maintaining AI alignment.
“Alignment” can mean many things in the AI community, but one basic definition is “ensuring that AI’s goals are the same as humans’ goals”. This is something that AI labs try to do before releasing their products to the world. But as AI becomes more and more agentic — as we turn over more complex and longer-lasting tasks to intelligent machines — it’s going to be harder and harder to keep them aligned with what humans actually want. And if there’s one thing humans will always have a comparative advantage at, it’s knowing what we want.2
In other words, it’s the lumbering Lumbergh, rather than the technically competent engineers, who I believe represents the ultimate future of human labor. He may seem boring and pointless, but by forcing engineers to file their TPS reports and do other seemingly useless tasks, Lumbergh is — however approximately and inefficiently — keeping the engineers’ goals aligned with those of the company they work for.
In the far future — maybe 10 or 20 years from now — this will mean that humans’ main productive function is to make sure that increasingly autonomous AIs stay on task instead of “reward-hacking”, rewriting their own utility functions, going rogue, or otherwise slacking off. Over the next few years, though, I expect human work to gently shade from technical work into alignment work, as we spend our hours verifying the output that AI delivers us.
Slopocalypse Now: why “verification” and “alignment” are the same thing
Generative AI has dramatically decreased the cost of many kinds of output. With the touch of a button, you can write an essay, turn a data set into an academic paper, write a report for your boss, and so on.
Everyone is doing this, and the result is that our society is currently being overwhelmed by a wave of AI output of questionable quality — in other words, what has come to be known as “slop”.
5. “Chinese battery manufacturer Calb has broken ground on a €2 Billion gigafactory in southern Portugal which is expected to represent more than 4% of the country’s GDP when in full swing.” Link here.
While in principle I don’t like gerrymandering, when fascists are willing to use extreme gerrymandering to hold power, we’re left with no alternative (if the worst we have to do to stop the fascists is gerrymander temporarily, we will have been very fortunate). And usually, when I think about the actual consequences of gerrymandering, it’s something along the lines of an anonymous fascist or fascist collaborator will lose their seat.
But not in Maryland. In Maryland, the Republican who would lose his seat is Republican Rep. Andy Harris. Harris hates D.C. residents, and the feeling is mutual. In Harris’ case, I will rejoice when he is no longer able to harass the residents of the mainland colony known as the District of Columbia.
Also, never underestimate the utility of spite for defeating fascists.
" I’m writing now as I thought you might be interested in the results of this survey, which was inspired by reading your recent Wash Post column."*
Below are the three questions they asked, and the results to each one. At the survey link above you can find the responses of the individual economists surveyed.
Only one economist appeared to be skeptical about kidney exchange, and I was surprised at who it was (respondents may answer these questions very quickly...).
The next question concerns the End Kidney Deaths Act, which was introduced to the respondents at these links:
Yesterday, federal agents from Immigration and Customs Enforcement pepper-sprayed Senator Andy Kim (D-NJ) along with demonstrators outside Delaney Hall, a 1,000-bed detention center in Newark, New Jersey.
In February 2025 the administration signed a 15-year, $1 billion contract with the GEO Group, which operates private prisons, to expand the Delaney Hall facility dramatically as an ICE prison. New Jersey officials have argued in federal court that GEO Group does not have the required permits to operate the expanded facility, yet the facility opened about a year ago.
In February, twenty-five detainees at Delaney Hall signed a letter distributed by the national advocacy group for undocumented immigrants, Cosecha, as “Our Cry: A Letter from Inside Delaney Hall.” In the letter, they apologized “for the way we entered the United States,” explaining that “we were experiencing safety circumstances that endangered our lives and the lives of some members of our family.” They emphasized that they had surrendered to border authorities and continued to work within the system, attending check-ins, getting work permits, and paying taxes, before being seized by ICE agents.
They explained that they have not been afforded the legal hearings guaranteed by the U.S. Constitution and are being pressured to self-deport under threats of being sent not back to their country of origin, but rather to third countries like Uganda. They noted that ICE agents have arrested children, the elderly, and people with medical issues and that the facility is overcrowded.
In a second letter, Delaney Hall detainees expanded their picture of their circumstances, noting that some of them have lived in the country for more than a decade, have citizen children, and were complying with legal requirements. They noted that detainees with HIV, cancer, diabetes, and heart conditions are not receiving proper medical attention.
In the second letter, signed by nearly 300 people, the detainees pleaded with “Senators, Congress members, foundations, and organizations that collaborate with immigrants” for help. In big letters at the bottom of the document they wrote: “S.O.S.,” the international distress call.
As Sophie Nieto-Muñoz of the New Jersey Monitor reported, about 300 detainees at Delaney Hall began a work and hunger strike on Friday over the conditions and treatment there. From inside, they called their family members outside, who shared their stories of worm-infested food, crowded conditions, and pressure to self-deport until guards cut their access to phones and tablets. Their goal, they said, was the immediate release of young detainees, the elderly, and those who are medically vulnerable, and to bring attention to the fact that immigration judges are ignoring their cases.
On Saturday, Kim and Representative Rob Menendez Jr. visited the facility.
Kim posted on social media that the detainees had accurately represented conditions there. He said he found an eighteen-year-old high school student crying and saying she just wanted to graduate; a pregnant woman without full OBGYN care; a woman who had suffered a miscarriage and had no medical care; a mother who was largely separated from her four-month-old baby, the husband of an American citizen wife and child; spoiled food; a court docket showing one judge with 74 cases to handle in one day, allowing the judge about five minutes per case; a man from South America being threatened with deportation to Congo, where there is an active Ebola outbreak; and so on.
Kim concluded: “Spending tens of billions of dollars from American families to perpetrate cruelty against people who aren’t violent criminals or felons is a waste of money and wrong…. Our government should focus on helping Americans afford their lives, not lock people up in for-profit detention centers where corporations like GeoGroup and CoreCivic make billions. No profiting off of human misery.”
On Sunday evening, dozens of protesters blocked the entrances to Delaney Hall after it appeared that guards were trying to move Martin Soto, one of those who announced the hunger strike. His wife, Gabriela Soto, has been organizing protesters on the outside. “The people inside Delaney Hall are fathers and mothers, sons and daughters, and members of our community,” she told Ryan Mancini of The Hill. “In New Jersey, we believe in the rule of law and that everyone deserves to be treated with basic dignity. We have a duty to safeguard the rights, health, and well-being of everyone within our borders.”
On Monday, New Jersey governor Mikie Sherrill, a Democrat, was denied entry to the facility. She said that refusal raised “serious questions about what they are trying to hide from public view.” A spokesperson for the Department of Homeland Security (DHS) said that Sherrill’s visit was “nothing more than a political stunt on Memorial Day when visitation is currently suspended due to riots outside in the facility.”
DHS also insisted that Democratic lawmakers were “spreading smears” about ICE and Delaney Hall. It denied that there was a hunger strike underway, and claimed that “ICE has higher detention standards than most U.S. prisons that hold actual U.S. citizens,” although nearly 50 ICE detainees have died. It claimed Democratic concerns were “a political stunt” and insisted those it is detaining are “the worst of the worst.”
On Monday, Kim, Sherrill, and New Jersey representatives Nellie Pou and LaMonica McIver were back at the facility along with about 150 protesters when federal agents sprayed the crowd with pepper balls and pepper spray. In a statement, DHS said: “No individuals were directly struck by pepper ball projectiles.” It then went on to call the protesters “dangerous rioters” and said their obstruction of the way out of the facility—preventing Soto’s removal—was “a federal crime.” It added that “assaulting law enforcement is a felony.”
In fact, far from being a dangerous rioter, then-representative Kim was caught on film in the evening of January 6, 2021, picking up the trash the actual rioters left behind in the Capitol.
On Monday afternoon, a DHS spokesperson said they had moved Soto to a different facility.
Representative McIver responded to DHS today, saying: “I was at Delaney Hall yesterday. Everything the detainees wrote in their S.O.S. letter is 100% correct. DHS is lying to keep their abuses from being exposed. And to make things worse, they pepper sprayed[Senator Andy Kim] and are lying about it to cover their tracks.”
The administration’s deportation policies were back in the news this weekend after the U.S. Citizenship and Immigration Services (USCIS), an agency within DHS, announced sweeping changes to policies for obtaining permanent residency in the U.S. Before this administration, about 800,000 people a year applied for a green card, and half of them applied from within the U.S. Now those people apparently will have to leave the country and apply through consulates abroad.
Aaron Reichlin-Melnick of the American Immigration Council explained that the new policy will “force people to leave their jobs, homes, and families for weeks or months, all at their own expense,” decisions made at consulates are “virtually unchallengeable” in court, and backlogs will get even worse than they already are. He notes that about half of all green cards go to people applying from within the U.S.: “everyone from spouses and children of US citizens to skilled professionals getting a green card through an employer.”
Law professor Daniel Kanstroom told Rebecca Schneid of Time magazine that it appears “[t]his Administration is trying to make it as difficult as possible for as many people as possible to attain permanent resident status.” Referring to the spouses and family members of people who are legal residents or U.S. citizens, he added: “We’re focusing now on the group of people who potentially have the strongest reasons to stay in this country legitimately.”
Schneid notes that in the Immigration and Nationality Act, Congress explicitly allowed people to change their residency status from within the U.S.
David Bier of the libertarian Cato Institute told Schneid that DHS has already slashed green card approvals in half simply by failing to process the applications.
On Friday, Judge Waverly Crenshaw of the U.S. District Court for the Middle District of Tennessee dismissed the criminal charges against Kilmar Ábrego García. After wrongfully deporting Ábrego García to El Salvador, the administration facilitated his return only after securing an indictment against him for human smuggling, based on a 2022 traffic stop, saying he is a member of the Salvadoran gang MS-13.
Ábrego García had not faced charges from the traffic stop initially, and Crenshaw said the Justice Department’s reopening of the old case to prosecute Ábrego García after he had successfully challenged his deportation to El Salvador showed vindictive prosecution. “The evidence before this Court sadly reflects an abuse of prosecuting power,” Crenshaw said.
Sergio Martínez-Beltrán of NPR reported that DHS called Crenshaw’s decision “naked judicial activism” and vowed that “this Salvadorian is not going to remain in our country.”
In a statement, Ábrego García said, “Justice is a big word and an even bigger promise to fulfill; and I am grateful that today, justice has taken a step forward.”
Representative Maxwell Frost (D-FL) posted today that he had just visited so-called “Alligator Alcatraz,” which appears to be in the process of shutting down. He suggested that Florida governor Ron DeSantis and Trump haven’t wanted to admit it was closing because they have spent a billion dollars of taxpayer money on the site in less than a year.
But, Frost said, “we can’t allow this place to just shut down and then not talk about it anymore. That’s what they want because they used a billion of our dollars to enrich private contractors that built and operated the place. They want us to move on because they don’t want us to talk about the human rights abuses and civil rights abuses that happened there and in other facilities as well…. We have to continue to push for accountability and consequences for people who broke the law and misused our…money, meant for hurricane preparedness, to kidnap and cage our neighbors.”
I posted this on my blog a few years ago, and still can’t believe it. Here’s an article published in The Mirror (UK) by Chiara Fiorillo, News Reporter:
“A hermit may have lived in a precarious house perched on the side of a cliff in California for the past 10 years — but nobody seems to know who the man actually is.
A dilapidated three-storey structure, made of driftwood, was first spotted at Devil’s Slide in the San Francisco Bay Area in December 2022, when it was filmed by a drone. Stunned onlookers said the intriguing home was partially destroyed during the rainstorms that hit the Bay Area earlier this year but has since been rebuilt.
(Above: turn off the intrusive soundtrack.)
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Drone operator @ParallaxEffect, who posted footage of the driftwood shack on YouTube, said he was hiking along the California coast with some friends when they noticed the property, which he described as ‘one of the most incredible human structures I’ve ever seen’.
The shack appears to have several rooms and is located on a steep San Mateo County rock face. The video shows wood and ropes in the structure as well as a boxing punching bag, several buoys, some old signs, and what appears to be a fully enclosed room.
On Google Earth, the shack appears to have a rope rising from it, which is linked to the Devil’s Slide trail above — and it may possibly be used as a means of entry and exit. A Google Maps satellite image also seems to show the structure intact as waves crash onto the rocks beneath it.”
If you look at the left, there appears to be a cave or tunnel. When blown up, there appears to be a pathway of rocks leading into it.???
(This was below Highway One, driving from San Francisco to Santa Cruz, in the vicinity of the Devil’s Slide tunnel.)
Daniel Stenberg on the unprecedented level of pressure the curl team are facing right now thanks to the deluge of (credible) AI-assisted security issues being reported.
The rate of incoming security reports is 4-5 times higher than it was in 2024 and double the speed of 2025 -- meaning that on average we now get more than one report per day. The quality is way higher than ever before. The reports are typically very detailed and long. [...]
For the first time in my life, my wife voiced concerns about my work hours and my imbalanced work/life situation. I work more than I’ve done before, but the flood keeps coming. [...]
This is a never-before seen or experienced pressure on the curl project and its security team members. An avalanche of high priority work that trumps all other things in the project that is primarily mental because we certainly could ignore them all if we wanted, but we feel a responsibility, we have a conscience and we are proud about our work.
The good news is that curl is a very solid piece of software, so the vulnerabilities people are finding tend not to be of high severity:
What is also a good trend: almost no one finds terrible vulnerabilities. All vulnerabilities found the last few years in curl have all been deemed severity LOW or MEDIUM. I'm not saying there won't be any more HIGH ever, but at least they are rare. The most recent severity high curl CVE was published in October 2023.
This is a more general version of the healthcare point. AI will generate so many new ideas and hypotheses, including for drugs and medical devices, but not only. Become a tester. Test new battery designs, new educational techniques, or new methods of conserving valued wildlife.
The demand for experiments will rise sharply, and most of those cannot be done by robots, at least not anytime soon.
Principle six: Gather data.
AI is a marvelous tool, but it relies on knowing lots about the world. That can stem from reading the internet, watching videos of people folding clothes, and hearing recordings of voices, among many other ways of absorbing information.
The more powerful the AI, the higher the returns from feeding it data, because it will make smart and useful inferences from those data. But most data in our world have never been put into AI models. Just consider corporate records, historical archives, referee reports for failed scientific papers, accounts of lab procedures, and much more. Most of that remains virgin territory.
The next few decades will bring an immense investment in feeding more data into the AIs. So there will be new jobs in gathering environmental data, job safety data, construction site data, corporate and management data, public health data, agricultural data, education data, and much more. Those jobs could be yours.
An ash-rich volcanic plume streams from the volcano on May 13, 2026, in this image captured by the OLI (Operational Land Imager) on Landsat 9.
NASA Earth Observatory / Lauren Dauphin
In May 2026, the Global Volcanism Program reported nine actively erupting volcanoes in Indonesia—more than any other country at the time. Such activity is typical for the Southeast Asian archipelago, where eruptions have occurred at 55 volcanoes since the 1960s—the highest total for any country. Japan ranks second with eruptions at 40 volcanoes over that time period, followed by the United States with 39, according to Global Volcanism Program data.
Even for such an eruption-prone country, the persistence of activity at Mount Dukono stands out. The remote stratovolcano, located at the northern end of Halmahera Island, has been erupting nearly continuously since 1933, with near-daily rumbles and frequent emissions of ash and volcanic gases. The volcano routinely flings hunks of semi-molten rock, known as volcanic bombs, hundreds of meters from its vent.
This sort of activity at Dukono turned deadly on May 8, 2026, when ash and volcanic bombs rained down on a group of hikers. In the days following the tragedy, the mountain remained highly active. Indonesia’s volcanological survey reported an average of 52 eruptive events per day between May 9 and 16, with ash plumes rising 400 to 4,300 meters (1,300 feet to 14,000 feet) above the summit.
NASA and other U.S. government satellites detected thermal anomalies, ash plumes, and sulfur dioxide emissions in recent days. Indonesian authorities have set the alert level at 2 (on a scale of 4) and warned the public to stay at least 4 kilometers (2 miles) from the crater.
NASA Earth Observatory image by Lauren Dauphin, using Landsat data from the U.S. Geological Survey.Story by Adam Voiland.
Downloads
May 13, 2026
JPEG (4.34 MB)
References & Resources
Center for Volcanology and Geological Hazard Mitigation (2026) MAGMA Indonesia. Accessed May 26, 2026.
This is mostly a podcast about Benjamin Britten, and in particular his War Requiem, with Rebecca Lowe (former singer and conductor, in addition to philosopher and also her current role at Mercatus).
LOWE: Yeah, so we should think about what it means for a conscientious objector to have written this work, which is supposed, in some sense, to maybe pay tribute to the soldiers. Maybe, in some sense, it’s supposed to play some role in the British response to the war. At a time when, of course, conscientious objectors had been seen as maybe betraying the nation. There are very interesting, tense questions about the choice of Britten to compose this work.
COWEN: AndBenjamin Britten himself, he described the work as a reparation.
LOWE: Yes.
COWEN: Paid to the dead soldiers.
LOWE: That’s right.
COWEN: I think in some ways, he always had World War I more in mind than World War II. But other parties involved, of course, didn’t see it that way.
LOWE: That’s true.
COWEN: But Wilfred Owen was a World War I poet. And that was the formative experience for him, was World War I. And also, the Spanish Civil War influenced him greatly. So, he wanted to do this work, and I’m not sure he ever found a way to make it succeed with World War II. That, to me, is one of the drawbacks of the work.
Definitely recommended, it is fresh material throughout. Can you find a better podcast on Britten and his War Requiem, arguably his greatest work? And here is the Rebecca Lowe Substack and podcast more generally.
An artist’s rendering of a Blue Origin Blue Moon Mark 1 lunar lander deploying Astrolab’s Crewed Lunar Vehicle (CLV-1) on the surface of the Moon. Graphic: Astrolab
NASA’s vision for a future, long-term sustained presence on the Moon gained more clarity on Tuesday as the agency announced a series of contract awards for future robotic missions.
The agency announced that two companies developing lunar terrain vehicles (LTVs), Astrolab and Lunar Outpost, would each be receiving contracts valued at about $220 million each to finish their designs and get them to the Moon’s surface.
Astrolab’s Crewed Lunar Vehicle (CLV-1) takes after its original design, called FLEX, and Lunar Outpost’s Pegasus vehicle takes heritage from its earlier Eagle design. NASA previously put out a call for LTVs that would be capable of surviving on the Moon for up to 10 years, but revised its requirements to have more readily available options to augment earlier astronaut missions.
Connected to that, NASA also awarded the LTV delivery contract to Blue Origin, using it’s Blue Moon Mark 1 lander in a contract that’s worth $234 million for each LTV delivered.
“Since the beginning, Blue Origin has been committed to Lunar Permanence,” wrote Blue Origin CEO Dave Limp in a post on X. “Thank you, @NASAadmin, for sharing that vision. We’re ready to make it a reality.”
The announcement came during a news conference at NASA’s headquarters in Washington D.C.. NASA Administrator Jared Isaacman said these and other upcoming missions, scheduled to begin in the back half of 2026, that will lay the early ground work for an enduring presence on the Moon’s South Pole.
“As we announced during the Ignition event, we intend to take an iterative approach, sending a demand signal to industry for a lot of landers and rovers and tech demonstrations and all the scientific payloads these missions can accommodate,” Isaacman said.
“We are leveraging the NASA playbook from the 1960s, figuring out what works and what doesn’t in this epic science of survival because the Moon Base is as beautiful as it is hostile.”
In these early days of crewed landings during the Artemis era, LTVs will need be deployed at a safe distance from the Human Landing System (HLS) landers being provided by SpaceX and Blue Origin. They will kick up quite a bit of lunar regolith during their landing burns, which could damage an LTV if it’s too close.
“Protecting for [plume surface interaction], we plan to keep the LTVs approximately 2 km away when the landers land,” said Ryan Stephan, NASA’s acting director for cargo landers. He previously served as the Commercial Lunar Payload Services (CLPS) Technical Deputy based at Glenn Research Center.
“They’ll traverse in, be able to pick up the crew, and then do missions up to like 10 km during the crewed period and then uncrewed, like Carlos said, a total of like 400 km throughout the lifetime.”
Moon Base Program Executive Carlos García-Galán said NASA envisioned footprint of the Moon Base to be “hundreds of square miles with different assets, all building up to the objective of permanent lunar presence on the Moon.”
An artist’s rendering of Firefly Aerospace’s Elytra Dark spacecraft deploying NASA’s MoonFall hopper drones on the Moon. Graphic: Firefly Aerospace
The first piece of the pie, dubbed Phase One, extends from now through 2029 and was the focus of Tuesday’s briefing. In addition to the lander and rover contracts announced, García-Galán also unveiled Firefly Aerospace as the recipient of a $75 million subcontract awarded by the Jet Propulsion Laboratory to deploy a series of lunar drones on the MoonFall mission.
During this technology demonstration, which will take place in 2028, one of Firefly’s Elytra Dark spacecraft will fly to the Moon over the course of 45 days before it enters lunar orbit. It will then de-orbit and deploy the drones about 50 km above the Moon’s South Pole.
These hopper drones are designed to last one lunar day (14 Earth days) and will test out the basic technology as well as performing imaging and scouting for future sites of interest.
“High-resolution imagery across all mission phases, including the deployment, the landing, and nominal operations of staying in-situ or hopping around,” García-Galán said. “It will continue image collect during an extended mission and it will analyze different sites for unprecedented detail and basically allowing us to build our understanding of soil mechanics, the terrain, the lighting conditions in-situ of wherever we want to go.”
The MoonFall drones can also have the capability of setting up what García-Galán called a “Moon Base perimeter” that would go on the corners of areas “where we think we have either key scientific objectives or we want to build up the Moon Base.”
Asked whether such a perimeter would act as a keep-out zone for nations not party to the Artemis Accords, an agreement for Deep Space best practices and understanding, Isaacman said it lent to the importance of reaching the Moon first before nations that the U.S. sees as adversaries, like China.
“I think the idea that there are areas of great interest on the lunar surface, we do want to get there and explore them and we also obviously want to be very mindful of the Outer Space Treaty, so that we are respectful of other nations that are putting assets on the lunar surface and we would expect that to be reciprocal,” Isaacman said.
Three missions that were formerly part of the original CLPS program were redesigned as Moon Base Missions 1-3: