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Self-driving legs to walk me to the office

When we end up voluntarily ceding control of our own body parts to AI (for example so we can automatically walk around the grocery story while simultaneously catching up on boxsets on a VR headset) I wonder what that will feel like.


The underlying tech is currently in research phase.

What I mean is that humanoid robots are coming (as previously discussed).

And while robots are a mechanical challenge and a software challenge, some people are asking: what if you took that software part and pointed it at something else? Like, not a robot shaped like the human body but the human body itself.

For example: you can directly drive the muscles using Electrical Muscle Stimulation (EMS).

Here’s a new wearable called Human Operator which won MIT Hard Mode 2026.

Human Operator is a human augmentation tool that allows AI to briefly take control of your body to help you learn and do things you normally cannot do. To do this, it uses a Vision-Language Model for human motor control through Electrical Muscle Stimulation (EMS). Vision-based commands are generated via open-ended speech input through the Claude API to control finger and wrist stimulation for intuitive on-body interaction.

So you wear this augmentation over your arm. It looks like white fish scales.

Then you talk to it. And it zaps your muscles to play the piano: "AI stimulates fingers in sequence to play melody."

That’s the link to the GitHub page in case you want to build it yourself.


Cognitively, zapping your muscles to perform a task frees up your brain to do other stuff!

Here’s a paper that studies this:

Nith, R., Ho, Y., & Lopes, P. (2024). SplitBody: Reducing mental workload while multitasking via muscle stimulation. In Proceedings of the CHI Conference on Human Factors in Computing Systems (CHI ‘24) Article 81, 1-11. Association for Computing Machinery.

The authors point out that mostly EMS is used for tasks the subject is already focused on, e.g. "playing a musical instrument."

And also EMS is distracting, either because it "causes a tingling" or generally it will "decrease the user’s sense of agency".

But despite that, would it be possible to perform two sub-tasks, such as:

continuously stirring the pot to make caramel (a repetitive muscle movement) and writing an essay (a cognitively-demanding task).

The researchers called their EMS implementation SplitBody. It looks like a cigarette packet strapped to your upper arm.

Results:

We found that with SplitBody, participants reported less physical-demand (decrease of 31%) and less mental-demand (decrease of 26%) than when performing the task by themselves. Moreover, the performance increased by 35% (averaged over both tasks), including the task that was not automated by EMS, which increased by 18%.

i.e. if you’re on a work call and cooking at the same time, you should let yourself get electrocuted to do the cooking because, although it tingles, you’ll end up doing better at the work call and the cooking too.

Multi-tasking!


Electrical Muscle Stimulation is step one.

You could go direct to the brain?

Like, you can have robot cockroaches:

There’s a backpack that you can install on cockroaches that drives them around by zapping the neurons in their antennas with electrical pulses.

It was a Kickstarter in 2013: The RoboRoach: Control a living insect from your smartphone!

There’s also a technique called transcranial magnetic stimulation that you can use with humans: you zap your brain with a whopping great big magnet, and if you point it at your motor cortex then it can move your arms and legs.

Apparently it feels like free will.


Every so often I dream of a transcranial magnetic stimulation helmet that can walk me to the shops (2015):

That way your can check your email and Skype your mum, while the Walking-Down-The-Street Hat takes care of the tedious job of moving your legs, and collision-detecting your way around obstacles like buses and humans.

Whenever I meet someone who I reckon could genuinely build me a TMS helmet (I met such a person the other month at a lab in New York) I pitch the idea so it lives in their head.

And it turns out that, when you propose a special hat that automates your legs so you can walk to work while you’re also doomscrolling or whatever, they look at you like you’re loopy. Especially if you also act it out.


We have this image of ourselves as being singular, right? We do one thing st a time.

Yet I don’t consciously think about my legs when I stand up and walk, and I’m clearly multi-threaded in my thinking otherwise ideas wouldn’t develop in the background and pop up in the shower later, and I delegate my way-finding cognition to Google Maps and my memory to my notes.

It’s just an extension of that.

But I wonder whether it will feel alarmingly alienating, like voluntary disassociation as soon as you hit that button of the app that walks your legs to the office (it will inevitably use an app); or will it feel like being in the back of a cab where you can chat with your friends instead of thinking about driving?

And, as we get accustomed to running multiple embodied tasks in parallel, will we start feeling comfortable with renting our parts of ourselves on demand, just casual you know, and somehow it won’t undermine our sense of self?


It’s not so much that I think that a bodily-automation helmet is a good idea, it’s that it feels like an economic inevitability – once possible.

For example:

  • Would you spend the price of a car on a home robot that can do the washing up and fold the laundry and tidy the kids room? Instead you could spend 10% of the money on an AI sleeve that takes over your arms to be the robot, and you can delegate your zombie limbs to do the chores while also attending your work zoom or winding down by doing your puzzles.
  • If I’m sitting around just watching TV, why not wear an Apple Vision Pro so I can carry on watching my programmes on the inside, and meanwhile people on the other side of the world can dial into my body and go touristing around my neighbourhood, experiencing it from their headsets? I wouldn’t even have to know.
  • Will a factory really bother investing in precision robotics to assemble their parts, or even time in training people to do the same, when they can strap workers with dextrous fingers into pre-trained software to do the job immediately – and the workers accept less pay because they are doing double-duty by working second tier call centre support jobs at the very same time.

Ok horrific.

But what extra could you do too?

Like, I wouldn’t trust myself to free-climb up El Capitan.

But maybe Electrical Muscle Stimulation could drive me up there safely, and I’d just be along for the ride as I (or whatever split body “I” am at this point) ropelessly ascend 3,000ft of sheer rock face, AI controlled hands and feet, high up in the fresh air of Yosemite, body tingling as a thousand tiny electric pulses zap me hour after hour through my fish-scaled cyborg bodysuit.


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Should you move to Argentina? (from my email)

My name is Josh Neuman, and I’m writing from Buenos Aires, Argentina where Peter Thiel’s move is all over the news here. He lives in [redacted], only a xx minute drive from my own apartment in Recoleta.

I want to pitch a piece…arguing that Thiel is right to be in Argentina, but wrong about why. The libertarian revolution he thinks he’s found simply doesn’t exist in the way it’s being advertised in the international press. Milei has accomplished some real things since December 2023, such as lower inflation and a fiscal surplus, in part underwritten by Washington. But the effect of many of his policies has been exaggerated by both supporters and opponents alike, with widespread pessimism across all parts of society.

Much of the Argentine status quo he sought to abolish remains intact, such as retenciones on agricultural exports, union control over the labor market, while many of his reforms have had little impact beyond Buenos Aires, particularly in the northern provinces still dominated by entrenched Peronista governors. Distrust of the peso remains high, while much of the economy is still black market, with the informal sector still being around 40-50% of employment. The lines outside the Spanish and Italian consulates of Argentines reclaiming European citizenship are as long as ever, while major business figures like Marcos Galperin still live in neighboring Uruguay. Peronism as I’m sure you know has mutated several times throughout its history to each contemporary crisis, and will prove far more durable in the long run as a social identity as much as a political machine.

Argentina’s retenciones are export taxes levied on agricultural commodities like soybeans, wheat, and corn at the point of sale, before producers receive any income, which goes towards the government, and is how Argentine governments (especially Peronista ones) have historically paid for the country’s welfare state. The system also functions as a price mechanism because by taxing exports, the government keeps more supply in the domestic market, suppressing local food prices. The retenciones are deeply unpopular among the crop producers and landowners, and Milei campaigned on eliminating them. He has largely kept them, because he needs the revenue to maintain the fiscal surplus that is the centerpiece of his program.

But I think there’s a deeper cultural dynamic that I’m not sure Thiel understands. Argentine youth aspire much more towards la dolce vita than towards Weber’s protestant work ethic. They essentially want their country to be like Spain or Italy, with a chill work-life balance,  high leisure and consumption, underwritten by a generous welfare state, even if that model is becoming fiscally and demographically unsustainable in Europe. I think it’s a completely reasonable and in many ways admirable goal, but companies like Paypal, Palantir, and Facebook did not come out of Spain or Italy.

Among my Argentine peers, I hardly meet anyone who aspires to move to the United States. When I tell friends that the American economy has been growing at twice the rate of Europe in recent years, I am met with genuine disbelief. I think Thiel may have been captivated by a small teleological elite in Milei’s inner circle who do not necessarily represent the country they govern. The average Argentine who voted for Milei did not vote for Austrian economics or for a libertarian revolution. They voted out of exhaustion with Peronism, as many of Milei’s supporters were former Peronists themselves, much as many Trump supporters in the American Rust Belt were former Obama voters.

Argentina’s genuine case for Thiel rests on things that have nothing to do with Milei: a younger demographic than Europe, world-class human capital, abundant lithium and rare earths, and geographic isolation from great power conflict. He may be right for entirely the wrong reasons, on a longer timeline than he expects, through considerably more turbulence than the current narrative suggests. Argentina’s laid-back mentality is precisely what makes it exciting to foreigners. But as a project for civilizational renewal? Unless you’re talking about surviving a nuclear war, absolutely not.

I’m an Argentine-American master’s student in international relations at Universidad Torcuato Di Tella…

Best,
Joshua Raoul Neuman

The post Should you move to Argentina? (from my email) appeared first on Marginal REVOLUTION.

       

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Collections: Pre-Modern Armies for Worldbuilders, Part I: Why They Fight

This week I want to try something a little different. Rather than taking apart a particular fantasy military system, I thought I might try to lay out a more general sense of how military systems tend to map on to societies, both because such general historical frameworks are handy for thinking about the past, but also because they make useful rules of thumb for imagining fantastical societies. So essentially here we are asking: how do societies end up with the sort of armies they have?

This is going to take a few posts to get through because there are actually quite a few key components to cover: the why and how of recruitment (both ‘why do these people feel obligated to serve’ and ‘how do you get them into the army’), how a society pay for that (or doesn’t), who leads it and how, and how once formed any army coheres in the field. Finally, we’ll wrap up with some historical ‘archetypes’ to show how these different facets link together with the underlying civilian society and also how that shapes what they look like on the battlefield (including weapons and tactics).

This series is also going to be a bit unusual because in some ways its purpose is to link up and summarize a bunch of other posts. We’ve had a lot of posts and series over the years which examined this or that historical or fictional military and discussed the ways in which their militaries reflected civilian society and I wanted to pull a lot of that together in one place. As a result in this series – more than most – the links are going to be ‘load bearing.’ Likewise a lot of the heavy bibliography here is going to live in the links, although I think for someone looking to get a handle on how pre-modern societies and pre-modern militaries come together, the two key readings I would suggest are P. Crone, Pre-Industrial Societies: Anatomy of the Pre-Modern World (1989) and then J. Landers, The Field and the Forge: Population, Production and Power in the Pre-Industrial West (2003). Also well worth reading as an overview is Azar Gat, War in Human Civilization (2006).

Now we’re going to restrict ourselves a bit here in that we are going to stick to pre-modern or more correctly pre-industrial armies. The rules change a lot for industrial and post-industrial armies, though by the same token we really don’t have nearly the same range of examples for industrial armies either: we really have a single dominant model for industrial armies that emerged in Europe from 1914 to 1945 and then a bunch of reactions to that model (along with what we might term an industrial ‘transitional’ period from ~1800 to 1914). It is thus hard to build a complete typology, because the industrial sample size is so small.

By contrast, the sample for pre-industrial agrarian armies is really big, so it becomes a bit easier to spot recurring patterns of organization and structure as different societies stumble on to the same solutions for generating force. So that’s what we’re going to do this week: look at some of the patterns, keeping in mind that these are general rules with many complications and exceptions. In the process, we’re going to pull together a lot of the individual discussions of specific systems – historical and fantastical – as examples.

Fans of fictional worlds will have often run into the most egregious examples of the failure to think in these terms. Professional or seemingly professional armies employed by societies that lack the administrative structure to manage them, armies that are too large or too small for their parent societies, ‘guards’ that seem to spring out of holes in the ground rather than organically fit into society anywhere and so on.

But first, as always, recruiting and maintaining large pre-modern armies is expensive! Much like many of those pre-modern armies, this project is supported by devolving the costs of my ruinous book-buying habit on to recruits readers. You can help by spreading the word to new readers and by supporting this project over at Patreon. If you want updates whenever a new post appears or want to hear my more bite-sized musings on history, security affairs and current events, you can follow me on Bluesky (@bretdevereaux.bsky.social). I am also active on Threads (bretdevereaux) and maintain a de minimis presence on Twitter (@bretdevereaux).

Armies and Societies

I have written this maxim a few different ways, but it is worth writing again: no army can help but recreate its civilian social structures on the battlefield.

When analyzing a historical army or creating a fictional one, everything must begin with that idea, that military systems grow out of and reflect their ‘civilian’ societies or – for societies that lack civilians as such – reflect the civilian side of the lives of their members. That means that armies tend to recreate civilian hierarchies, with similar – often identical – lines of status between the two.

So to understand what kind of military our society might come up with, we first need to ask some key questions about the civilian society.

First: is this society agrarian? Which is to say, are they farmers? In most cases, the answer will be yes because with only a handful of exceptions, if they’re not farmers you’re not going to have cities or states and most settings have those. That said, if your society consists of nomads – either hunter-gatherers or pastoral nomads – they aren’t going to have a state (which is a creature of the agrarian world) and so you want to think about non-state forms of military organization, which is going to channel them towards some specific solutions to our problems below.

Next: is this a state? Is military force in this society collected into a single political entity or is it fragmented among many different centers of power? One odd choice I see in a lot of fantasy settings is to have huge, sprawling cities with non-state systems of organization (power informally divided among a bunch of different groups that all wield force), but that’s not a pattern we see often historically. Instead, the more urban a society is, the more likely it is that military power is concentrated into a single political entity – the state. At the same time, non-state polities may lack a single political entity with a monopoly on the use of force, but that doesn’t mean they lack a military system, it just means that power is fragmented in that system.

Third: what kind of aristocracy does this society have? Every society has a socio-economic elite, but there are different kinds. Does aristocratic wealth mostly flow upwards from large landholdings or flow downwards from employment in a royal bureaucracy (the former is much more common)? Likewise, to what degree does this society have a bureaucracy as such and how much power does it wield? It can be easy to assume modern bureaucratic administrative structures, but these are rare in pre-modern societies: power is often wielded by local grandees than by employed representatives of the state and if the power is wielded by those grandees, the military system is likely to run through them to some extent as well as well.

Your aristocrats are going to assume that – since they lead society in peace – they lead society in war, but how they do so depends on their self-conception. Here, I distinguish sometimes between military aristocrats – aristocracies who understand their primary purpose is warfare generally (often leadership), as distinct from religious or bureaucracy aristocracies that might be of a non-military character – and warrior aristocrats, who understand their primary purpose in society as personally fighting in a specific way (usually but not always mounted).

Note that while warrior aristocrats’ legitimacy in claiming aristocratic status comes from their personal practice of violence, the source of their power is almost invariably wealth from large landholdings: they’re not aristocrats because they’re good at fighting. Instead, they’re aristocrats because they’re rich and then to justify the wealth and power they wield, they practice a certain form of direct, personal kind of warfare. A guy who is really good at fighting but is poor and without title is not a knight; a guy who has wealth and title but is terrible at fighting is a bad knight, but a knight nonetheless. Warrior-elites are thus elites-who-are-warriors, not necessarily warriors-who-are-elite-at-war, though since their social class places a lot of emphasis at being good at fighting, they’re often very good at fighting (in a specific way, again, usually but not always mounted).

Fourth: how do the regular farmers (who are 90+% of the population) connect to the aristocracy? Are they mostly free-holders who own their own land, but are economically dependent on the Big Man? Or does the local Big Man – that is, the aristocrat who is nearest them – own their land itself? Or does the king (or state, in some other form; it might be a temple!) own their land, in which case the aristocrat they engage with is an administrator rather than a land-owner?

For the aristocracy to exist (and for the state to exist, if it does), it has to be siphoning agricultural production from these smaller farmers, so consider how that happens as well. Aristocrats collect rents on the lands they own or control. The state may collect taxes, but in many pre-modern states, royal revenues are dominated by the lands the king owns rather than taxes. Naturally, if taxes are being collected, that implies some kind of bureaucracy collecting them, which non-state societies may not have and which may be underdeveloped in weak-state societies.

What we’re trying to get with all of these questions is thinking about how the peasantry and the aristocracy relate to each other and how that relationship is understood and justified. Those questions are important because civil society comes first – armies are built out of existing subsistence systems and social structures, not usually the other way around – and because the structure of a society limits the possible military systems it can house.

Recruitment Principles

Once we have a sense of our civilian society, the next thing we need to think about is how do we get recruits?

Landers (op. cit.) breaks down recruitment systems based on the principle they function on, distinguishing between general compulsion (conscription by force, levies), the entitlement principle (service as the flip-side of the coin for some set of rights or status), the vocational principle (standing armies or military aristocracies that served because that was their role in society) or devolution (devolve the problem downward onto vassals, communities or households). That’s a useful framework, but I want to shift it around somewhat for our purposes, because I want to separate clearly why the recruits fight from how you get them (and because I think ‘general compulsion’ is actually not the most useful category here).

So we can start with what I am going to call the recruitment principle (as distinct from the recruitment method), which is the why of your recruitment: why do these fellows feel like they must or ought to serve. A lot of historical fiction or fantasy settings fail to address this particular question or else answer it with a very crude ‘because they have to’ (that is, compulsion) but that’s not usually how this works. After all, this society is about to give these fellows weapons, so without some broader social structure that encourages or constrains them to remind at the standard, there is very little preventing them from deserting or revolting. Compulsion can get me into the ranks, but it struggles to keep them there.

The first place most modern folks’ mind goes, of course, is to pattern this task off of their own jobs and so to assume that these fellows are under arms because they are paid to be, which I am going to term the employment principle (separate from the vocational principle). We may sum it up with, “recruits show up purely as an economic transaction: service for money” – it’s a job. These may be foreign troops (in which case they’re mercenaries) or domestic troops, but the key thing here is that the bond which holds them to the army is monetary: they get paid.

The problem is this is not actually the most common recruitment principle. Indeed, while many armies may employ mercenaries as auxiliary troops or maintain some small standing employment-based component (like non-noble professional retainers, for instance), it is fairly rare for pre-modern armies to function purely ‘as a job.’ The exceptions are professional armies, but professional armies are the exception, not the rule: the later Han dynasty, the Roman Empire (but not the Republic) and early modern Europe feature professional armies, but otherwise these are uncommon. Crucially – and we’ll come back to this as we move along – professional armies require a strong state with a capable bureaucracy and extensive revenues, because the state is taking on the whole administrative and financial burden of maintaining the army. Early modern European states famously struggled horribly under those burdens, while the Roman Army of the imperial period consumed well over half of the state’s budget.

Note that warriors and soldiers recruited by other principles might also get paid (although often not as much), the difference is that there is some other social connection that is underlying their recruitment.

Instead, it is more common that the core of military forces in pre-modern societies arise out of three basic sets of principles (two of which I am borrowing from Landers): the entitlement principle, the vocational principle and what I am going to call the clientage principle. All three share an element in that what ties an individual to recruitment is who they are which in pre-modern societies that are generally extremely low social-mobility societies, is almost invariably a product of what family they were born into.

In entitlement principle recruiting, liability for military service is an expectation that corresponds to a set of social rights and privileges, most often citizenship. Note that we’re not talking about citizenship as a reward for service, but rather service as a requirement of citizens. Naturally, for an entitlement system like this to really function, there needs to be some socially valuable position, with connected rights and privileges, available for common folk (we’ll talk about aristocrats in a second). That tends to make entitlement principle service a creature of smaller citizenship-based communities: A Greek polis recruiting hoplites, the Roman Republic recruiting its legions, or medieval town and commune governments establishing a service requirements amongst the townfolk (the burghers), whose citizenship in the town marks them apart from the regular peasantry.

Via the British Museum (1837,0609.74), an Attic kylix (c. 500BC) showing a hoplite donning his armor (in this case for a race, the hoplitodromia, a race in hoplite armor). Note that these young men have their own equipment they are using here, because purchasing it was an expected part of being a well-to-do citizen.

The great advantage of entitlement principle systems is that, because social status and military service are tightly interconnected, getting soldiers to muster and keeping them in the ranks is relatively easier. Think about a Roman citizen soldier in the Middle Republic: if he deserts, where does he even desert to – his hometown where everyone knows he’s supposed to be with the army and where he and his family’s entire social identity is tied up with his liability for military service? The system creates really strong social pressures that make this easier.

The limitation of such systems is that they require that entitlement in the first place and that entitlement almost always comes with the expectation of a political voice through some kind of voting or communal consensus decision-making. That may not sound like a tradeoff to you, but it certainly is to the elites of this society: to recruit on this basis they have to cede power to the commons to some degree in order to create the political entitlement worth fighting for. In practice, it should be noted, the systems don’t generally seem to form that way: they are not grants from the aristocracy to the commons (‘fight for me and I’ll let you vote!’) but rather concessions wrested from the aristocracy by the commons through collective action (‘let us vote or we won’t fight!’), which then acquire the heavy reinforcement of becoming the traditional rights and privileges of the citizenry.

Via Wikipedia, Banquet of Members of Amsterdam’s Crossbow Civic Guard (1533) by Cornelis Anthonisz, showing an Amsterdam crossbow guild. These guilds were, in effect, a voluntary civic militia which supported the town government and provided a defensive military presence. They too are an entitlement system: the Schuttersgilde (‘schooter’s guild’), composed of well-off burghers, were the same sorts of men who ran the town government and indeed guild membership was often a necessary stepping stone to political office. You could thus get these men to defend the town government because they were the town government, in a corporate sense.
For more on these voluntary shooter’s guilds, see L. Crombie, Archery and Crossbow Guilds in Medieval Flanders, 1300-1500 (2016).
As an aside, this is one case where the fantasy-style ‘large city with fragmented internal power structures’ that one sees frequently in high fantasy RPGs (thinking places like Baldur’s Gate or Defiance Bay), though notably in the low countries, these guilds were subject to a higher political authority, be it a town government or a noble.

The next option is what we can call (following Landers) the vocational principle, which also connects service to who you are, but rather than connecting it to your place in a political order, it connects service to a place in the broader social order: the vocational principle is one in which a certain class of people fight because they are the warrior class, typically because you were born into the warrior class.

The vocational principle can come in two forms. First, in many non-agrarian, (hunter-gatherer or pastoral nomads (like Steppe nomads)), or relatively less complex ‘horticultural‘ societies, it is often the case that the entire free adult male population is part of the ‘warrior class.’ These are, after all, generally very small clan- or tribal-based societies with a lot less social stratification so ‘everybody’ (that is, all free adult males) fights. For men, participating in communal warfare is a core component to belonging to the tribe, camp, clan or village.

Via Wikipedia, warriors of the Dani people from the central highlands of western Papua New Guinea. At least until large-scale warfare among the Dani was largely discontinued in the late 1960s, this was the sort of early agricultural society in which functionally all adult males were warriors. Towards the end, we’re going to come back to the kind of ‘first system warfare’ these societies tend to engage in, because it is a mistake to assume that the somewhat ritualistic set-piece battles are the whole of it.

The mistake one sees in a lot of speculative fiction (and also certain reactionary political movements) is assuming that this sort of ‘everyone is a warrior’ social structure can be transplanted to more complex societies with greater degrees of specialization. The reductio ad absurdum of this are some portrayals of Star Trek’s Klingons: an entire post-industrial multi-planet empire that can design starships (and so must be hyper-specialized) but where also somehow everyone is a warrior trained in close-combat weapons. Real societies do not train their starship designers (or their blacksmiths) to also be master swordsmen because that isn’t worth anyone‘s time.1 But they pretty clearly can’t: the moment a society begins specializing its labor (required to achieve high population densities), ‘fighting’ becomes to one degree or another a specialized role too.

The thing is, as we’ve discussed, while non-specialized ‘all warrior’ societies can sometimes overwhelm highly specialized agrarian societies by and large since the advent of farming the most resource-rich parts of the world have been dominated by complex, stratified and specialized agrarian societies, because of their higher population densities – pre-modern agrarian societies can get into the 30-70 people per square mile range, compared to something like 0.5 person per square mile for hunter-gatherers outside of very resource rich zones and something like around 2-5 per square mile for nomadic pastoralists. It usually doesn’t matter if everyone in your tribe is trained to be a warrior if those farmers over there can triple your numbers by mobilizing just 10% of their peasants. There are exceptions, of course, but they’re rare.

Instead in more specialized societies we see the second form of the vocational principle: a warrior class in which a distinct specialized class in society are warriors (or military leaders), usually by birth (because, again, these are low social mobility societies). In essence, this is a case where in the more complex society, just as ‘farmer’ and ‘blacksmith’ and so on have become both specialized jobs and also basically hereditary classes (because who is picking ‘subsistence farmer’ if ‘pampered noble’ is an option?), ‘warrior’ becomes just one more specialist social class, defined largely by heredity.

Via WIkipedia, a detail of the Bayeux Tapestry depicting William of Normandy’s army departing for England prior to the Battle of Hastings (1066). Note that we have our vocational warrior aristocrats on horseback with their retainers following carrying their weapons and supplies. These two groups are not recruited the same way, nor do they fight for the same reasons – a single army may use (and indeed, for pre-modern armies, usually does!) multiple recruitment principles for different troops.

That can take a number of forms, the most common of which is the military aristocracy. The aristocracy – or some part of it (there may be a parallel civic or religious aristocracy) – has as its justification for its existence that it is the part of society that fights or at least that specializes in warfare. These fellows are aristocrats, to be clear, because they’re rich, not because the fight well – but to be a member of the aristocratic class in good standing with the disproportionate access to prestige and resources that implies also requires being a military specialist and so they develop those skills and are available for privileged military positions (like cavalry or command). We’ll get into, in a later part of this series, the differences between warrior aristocracies and what I’m going to call officer aristocracies (does the noble primarily fight or lead?).

That said, this category also includes some other ways of structuring a military vocation for a society. One we’ve discussed only a little bit are military slaves (like the Mamluks)- a low status class of vocational warriors, though these fellows have a habit of not remaining low-status or slaves for very long, because – of course – they have weapons.

Alternately, conquering empires might seek to create a vocational military class by putting soldiers on plots of land (complete with laborers) in the expectation that they and their children will remain liable for an elite kind of military service. These we call military settlers and they are usually a feature of a regime moving in – societies usually do not impose military settlers on themselves. The ‘Macedonians’ in Hellenistic kingdoms make for a good example of this, as do Arab garrison cities in the Rashidun Caliphate. For ‘everyone is a warrior’ societies that do end up overrunning larger, more complex agrarian societies, this is often what happens: the tribal ethnic group becomes a military aristocracy settled as overlords over the resource rich land of the conquered.

Finally, we have clientage principle recruitment, where the recruiting principle is that the men being pulled into the ranks are – in their civilian society – dependents of the fellows recruiting them. In this case military service is part of the obligations of the dependent towards their superior. That may seem strange in some cases – as a condition of giving the local Big Man a chunk of your food, you also sometimes have to fight for him? – but its important to remember that these societies do not see the exchange that way. Instead, they’d frame it that, as a condition of having the Big Man’s protection and being able to farm his land, you give him a chunk of the produce and are also expected to fight for him. It’s important to remember that these principles for recruitment are not laws about the physical universe, but fundamentally questions of psychology and culture: if the entire culture agrees that the land belongs to the lord or the king or the temple and you are paying (in a way) for the privilege of farming it, then that is the reality for all concerned.

Dependents here can come in a few varieties. The highest status such dependents might be retainers, men maintained in an aristocrats household as full time ‘muscle.’ While these fellows might be paid mercenaries, in a lot of societies they’re not getting paid in cash but rather in status and a living: they get to live as part of the Big Man’s household, they get their food and other necessities and they’re a more important person than the peasantry. Crucially, retainers of this sort are not ‘free agents’ to the highest bidder, but often tightly bound by formal ties (clientage, hospitality, familial bonds, homage and so on) to a specific aristocrat.

Below that, a Big Man might expect that as part of the unequal reciprocal exchange of clientage, his clients – the poor farmers around him – might owe him support which would include following his lead in warfare. At the same time, as we’ll see, we can flip this sort of thinking around and say that for the community, the Big Man forms a natural leader around which the community, if it is under threat, can rally (and the flipside of that, the Big Man is probably a vocational warrior, as above). Finally, the dependents here might be some form of non-free persons – not usually slaves, but rather tenants or serfs. Often the package of obligations these folks owed their overlord included corvée labor of some sort, so military service as such an obligation makes some sense.

We can see these sorts of systems at work with the Carolingian general and select levies or the Anglo-Saxon fyrd. In both the Carolingian and Anglo-Saxon system, there was a ‘general levy’ of all free men called up as a local defense militia, but households were also brigaded together and required collectively to furnish a man for the select levy to provide a standing or expeditionary force. It is striking how these systems required the active participation of local magnates in order to act as focal points for organization and leadership. As a result, these systems tend to be fundamentally local: while the king has the authority to call up a whole bunch of regional select-levies or fyrds to make up a field army, in practice these are local units, not a ‘national’ conscription system. Notably, Charlemagne’s effort to impose a royal bureaucracy on the Carolingian levy using royal officials (the missi, ‘those having been sent [by the king]’) emerges as a kind of last-gasp effort to keep this system running as it comes apart and never quite works as a centralized system.

That said, this sort of system could be centralized and extended to form a ‘national’ conscription system, with the example that springs to mind being the early Han dynasty (202BC-220AD) military system in China, which emerged out of the mass conscription systems of the Warring States period, where very large armies were raised for specific campaigns against peer competitor states. Notably, as the Han dynasty’s primary security challenges lay with holding frontiers (the Qin dynasty having already removed all of the peer competitors before being replaced by the Han), the Han system steadily transformed into a professional standing army composed of a mix of paid professionals and military settlers. That said – and we’ll come right back to this next week – mass conscription requires record-keeping, bureaucracy and state centralization that relatively few pre-modern polities have. Still it certainly is possible to have a society with at least the notion that the common peasant is simply obligated to perform some amount of military service.

Putting Society and Principle Together

So to recap, we can list our recruitment principles with a very rough sense of how common they are and where:

  • The Employment Principle (because they get paid): frequently used to supplement armies that have a core recruited another way but only rarely the main recruitment principle. Where it is used as such (professional armies), it requires a strong state with a lot of revenue and state capacity. Examples: Imperial Rome, the later Han Dynasty, some early modern European armies.
  • The Entitlement Principle (because it is the converse of some set of rights these fellows have): common for city-states or other sorts of republics, but requires having a legal/political status like citizenship which is valuable enough to fight for. Troops recruited on this principle can be expected to basically recruit and arm themselves in many cases, but they’re ‘paid’ in political rights as much as cash. Examples: The Roman Republic, Greek polis-armies, medieval town militias.
  • The Vocational Principle (because it is their social role/class):
    • All-Warrior Society (every free adult male is a warrior): common in largely non-specialized societies – hunter-gatherers, nomadic pastoralists, very early agriculture. Troops recruited on this basis arm, organize and largely recruit themselves, but these societies tend to be small, low population density and comparatively poor. Examples: Plains Native Americans, Steppe nomads, hunter-gatherer societies.
    • Warrior Class or Officer Class (specialized society with a dedicated fighting or military-leadership class): extremely common among complex agrarian societies, a military aristocracy of some sort is practically the default mode of leadership in such societies, but note that warrior-aristocrats and officer-aristocrats may have very different expectations of what that means. Often the fellows provide the leadership for otherwise employment-, entitlement- or clientage-based armies or alternately a core of specialist warriors around which such levies are grafted. Examples: Almost too numerous to provide – non-state Gallic aristocrats, medieval European knights and nobility, the Roman Senate (an ‘officer class’ example!), and so on.
    • Military Settlers (an imposed military aristocracy of fighters given land in exchange for future service): a fairly common solution for consolidating conquest (especially for societies which simply lack the bureaucratic infrastructure for direct governance), creating a new upper-stratum of military-aristocrats that are often ethnically distinct from the ruled. Examples: Macedonian military-settlers after Alexander’s conquests; the garrison-cities of the Rashidun Caliphate.
    • Military Slaves (a subordinate class of specialist warriors): a relatively uncommon and historically unstable system, but hardly an unknown one, heavily dependent on the availability of an ethnically distinct class of warriors available to be enslaved. Examples: Mamluks, Janissaries.
      • We might also put Prisoner Armies (recruitment as punishment for a crime) in this category. These tend to be somewhat more stable, but their military performance is not always stellar. Example: the armies of the Song Dynasty.2
  • The Clientage Principle (because it is an obligation they have towards social superiors)
    • Retainers and Clientage (little men have specific ties of loyalty to Big Men who can call them to arms): as far as I can tell, the primary way complex non-state societies raise military force. Because it relies on personal ties, it tends to stay fragmented. Examples: non-state Gaul and Spain, but also vassalage-based medieval polities.
    • Universal Military Service (little men owe military service to their lord, king or the state): common although rarely as universal or centralized as the name implies. Often takes the form of regional militias agglomerated into a larger army (examples: Carolingian select-levy, the Anglo-Saxon fyrd), but there are rare examples of truly mass conscription systems, particularly in China (examples: Warring States period, Qin Dynasty, early Han Dynasty).

What I hope emerges from this quick comparison is how sensitive these principles are to the structure of the underlying society: for most societies, the options whittle down to just a handful almost immediately. A fragmented state with a weak central bureaucracy will almost inevitably need to reply on military aristocrats, their retainers and clients because it hasn’t the revenues or the political structure for anything else, for instance. A society with specialized economic roles isn’t going to be able to set up as an ‘all warrior’ society and a society without specialized economic roles isn’t going to be able to use any other system. A society without a tradition of universal military service is going to have a hard time conscripting its peasantry and a society without a citizenship-like legal/political status is going to have a hard time recruiting on an entitlement basis. Likewise, if a society lacks a large warrior-aristocrat class, then it lacks a large warrior-aristocrat class and cannot recruit on that basis.

Next week, we’ll look at putting these principles into action, thinking about how armies are raised and paid for.

Are Fitness Programs Worth It? What to Know Before Subscribing

The popularity of online fitness programs has grown rapidly over the last few years. Today, users can choose between hundreds of workout apps, coaching platforms, and fitness programs online that promise weight loss, muscle gain, better health, or improved fitness levels.

But are fitness programs actually worth paying for?

The answer depends less on marketing promises and more on how well a program fits a person’s goals, lifestyle, and level of consistency. Some users benefit greatly from structured support and personalised plans, while others lose motivation quickly because the program feels unrealistic or difficult to follow.

Before subscribing to any fitness training programs, it is important to understand what really matters and what factors can influence long-term results.

Generic Plans vs Personalised Fitness Programs

One of the biggest differences between fitness programs is the level of personalisation.

Many free or low-cost online fitness programs use generic workout plans. This means every user receives nearly the same exercises, schedules, and recommendations regardless of fitness level, experience, goals, or physical limitations.

For some people, especially experienced gym users, generic plans may still work well. However, beginners often struggle with programs that feel either too difficult or not challenging enough.

Personalised fitness programs usually take a different approach. Most start with questions about fitness level, goals, schedule, available equipment, training experience, and physical limitations. The program then adjusts based on those answers and may continue adapting as progress changes over time.

Generic Workout Plans

Personalized Programs

Same plan for most users        

Adjusted to individual goals

Limited flexibility        

More adaptive over time

Often cheaper or free        

Usually subscription-based

May not match fitness level        

Better suited for beginners

Basic progress tracking        

More detailed guidance and support

This is why many people find personalised fitness programs easier to follow consistently. A program that feels realistic and manageable is more likely to become part of a long-term routine.

Why Consistency Matters More Than the “Perfect” Plan

Many users spend too much time searching for the perfect app or training system. In reality, consistency usually matters more than finding the most advanced program.

Even well-designed fitness programs will not deliver results if they are difficult to maintain for more than a few weeks.

The most effective fitness programs online usually focus on:

  • Clear workout structure.
  • Realistic schedules.
  • Easy navigation.
  • Progress tracking.
  • Sustainable routines.

Workout apps that feel confusing or overly intense often lead to frustration and loss of motivation.

This is why usability matters more than many people expect. A simple program followed consistently will usually produce better results than a complicated plan that constantly gets abandoned.

Coaching Features and User Support

Not all online fitness programs provide the same level of support.

Some fitness apps include access to trainers, exercise demonstrations, habit tracking, or coaching features that help users stay accountable. Others rely almost entirely on automated notifications and pre-recorded content.

Before subscribing, it helps to evaluate what kind of support is actually included. For beginners, especially, clear instructions, structured guidance, and easy-to-follow workout plans can make fitness programs feel much more manageable and motivating.

Nutrition Support Is Often Overlooked

Many people focus only on workouts while ignoring nutrition. However, exercise alone is rarely enough to achieve long-term body composition or fitness goals.

Good fitness training programs often include at least some level of nutrition support. This may involve protein recommendations, calorie tracking, hydration reminders, or general healthy eating guidance.

The goal is not necessarily strict dieting. Instead, nutrition support helps users maintain better energy levels, recovery, and consistency over time.

Subscription Transparency Matters

One of the biggest concerns users have about workout apps involves subscriptions and billing practices.

Searches related to phrases such as “ MadMuscles scam ” are often connected less to workout quality and more to concerns about cancellations, auto-renewals, or unclear subscription terms. This is common across many digital subscription services, not only fitness apps.

Before paying for any fitness programs online, users should always check whether subscriptions renew automatically, how cancellation works, and whether refund policies are clearly explained.

Trustworthy fitness programs usually make this information easy to find inside the website or app settings.

Realistic Expectations Lead to Better Results

Many workout apps market fast transformations and dramatic short-term results. In reality, sustainable fitness progress usually takes time.

Visible changes depend on consistency, workout quality, recovery, nutrition, sleep, and overall lifestyle habits. Most users begin noticing meaningful progress after several weeks of regular effort rather than after only a few workouts.

This is why realistic expectations matter. Fitness programs work best when they support long-term habits instead of promising instant results.

Final Thoughts

Online fitness programs can absolutely be useful when they match a person’s needs, schedule, and goals. The best fitness programs are not always the most expensive or the most advanced. Often, the most effective option is simply the one that feels realistic, easy to follow, and sustainable long term.

Before subscribing, it is important to evaluate personalisation, usability, coaching features, nutrition support, pricing transparency, and overall user experience.

Workout apps and fitness training programs can provide structure, accountability, and motivation. But long-term success still depends on consistency, healthy routines, and realistic expectations rather than quick fixes or marketing promises.

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Why Golden Crown Casino Won’t Let Me Withdraw Money: Real Reasons

You hit that withdrawal button at Golden casino , your heart pounds, and then… nothing. Days pass. Your “under review” status stays frozen. You’re not alone, and you’re not crazy—this is a systematic pattern. As an iGaming compliance analyst who has dissected hundreds of these cases, I’ve seen the same hidden traps and trigger-happy algorithms that keep your cash locked. Forget the generic “be patient” nonsense. This article gets straight to the real, coded reasons your Golden Crown Casino withdrawal is blocked and exactly how to force a payout.

The Verification Trap: Why Your Documents Are Never ‘Good Enough’

You email your scanned driver’s license, a current utility bill, and a screenshot of your credit card to Golden Crown Casino, expecting a quick payout. Then you wait. And wait. The rejection email reads, “Documents do not meet our KYC requirements.” It looks like arbitrary malice, right? It’s not. It’s a deliberate, multi-step casino KYC verification process designed to fail on first submission, pushing you to just give up. The trap is minor mismatches: your address on the ID says “Apt 3B,” but the utility bill says “Flat 3B.” That’s an automatic document rejection. A name misspelling by one letter? Another identity verification fail. They even check the date—your bill is two months old, but the policy demands it’s within 30 days, a classic Golden Crown Casino documents trick. Here’s the actionable checklist for perfect submission: use a PDF or high-res JPEG, match exactly what they hold in their system, keep your utility bill current, and double-check the printed name against your identity card. Anything less is a trap.

Why a ‘Selfie’ With Your ID Often Gets Blocked

Taking a selfie with your ID sounds simple, but your camera can betray you. A selfie verification fail happens because of technical thresholds: the lighting must be neutral with no shadows on your face—bright window light causes automatic casino face scan problems. No hats, no sunglasses, no weird angles. Take the photo against a white wall in natural daylight, holding the ID steady. A major ID photo rejection trigger? Using a phone screenshot of your ID instead of a fresh photo. That’s an instant fail. Snap a real picture of the physical card, not a digital copy.

Bonus Abuse Algorithms: Turning Wins Into ‘Illegitimate’ Play

You hit a nice jackpot. The slot reels lined up, the celebration music played, and your balance jumped. Then—nothing. Withdrawal denied. The reason? “Irregular play.” This isn’t a human decision. It’s a casino algorithm flag triggered retroactively by automated software that scanned your entire session. The system doesn’t care that you used a welcome bonus legitimately. It sees patterns and punishes them.

The casino’s AI is trained to sniff out bonus abuse detection like a bloodhound. It hunts for specific behaviors: max betting allowed with bonus funds, betting on low-risk outcomes such as red/black in roulette, or never cashing out after a win. One real scenario: a player landed a massive slot jackpot after playing two hours straight without leaving the game. The algorithm flagged him for “continuous play without breaks”—a supposed sign of bot activity. He lost his withdrawal because his play looked too linear, too machine-like.

These irregular play withdrawal flags are brutal. The software doesn’t understand human fun. It just sees a deviation from “normal” gambling curves. To avoid triggering withdrawal blocks, you must simulate a chaotic, human-like pattern. Vary your bet sizes. Take breaks. Cash out small wins occasionally. And above all, always check wagering requirements and the casino’s hidden clauses before you spin. The algorithm is watching.

The ‘Maximum Bet’ Rule: The Most Common Trap

Here’s the trap that catches more players than any other: the casino max bet rule. When you’re playing with bonus funds—whether from a deposit bonus, cashback, or even free spins—there’s almost always a hard cap on your bet size. That number is often just 5 EUR/USD. Break it once, and the system instantly voids the bonus. Example: You deposit €100 for a 100% bonus, giving you €200 to play. You place one single €8 bet. The machine flags it as a wagering violation. Your bonus disappears, and you can only withdraw your original €100—your winnings are gone. The rule is buried deep in hidden casino terms. Always use the in-game bet limit feature before spinning. That little slider saves your payout.

The ‘Pending Review’ Black Hole: How Long is Too Long?

Standard casino withdrawal times are predictable: e-wallets clear within 24 hours, credit cards take 3–5 days. But when a withdrawal gets stuck “under review” for five days or more, you are no longer in normal processing territory. That indefinite pending status is often a deliberate delay tactic—a psychological squeeze designed to frustrate you into contacting support or, worse, making a new deposit to keep playing. The “review” itself is usually a manual check by a risk team that conveniently does not work weekends, meaning a simple verification can stretch from Friday to Tuesday without a single action taken.

From experience: I have seen cases where a withdrawal was pending for 14 days simply because the player emailed support, who then “escalated” the case—effectively restarting the entire review timer. The moment you ask nicely, your ticket gets moved to a different queue, and the clock resets. The key is to never cancel a pending withdrawal, because every cancellation resets the clock to zero.

After day five, stop waiting. Use this escalation script: email compliance@directly (find the address on the casino’s licensing page) with a polite but firm request for a specific timeline. CC the licensing authority—often the Malta Gaming Authority or UKGC—on that same email. Do not ask for favors; demand a deadline. Casinos hate having regulators see a customer asking “how long for casino withdrawal?” because it exposes the delay. If you click “cancel” out of impatience, you lose your place in line and give the house exactly what it wants: your money back on their terms.

The Dangerous Trap: ‘Cancel and Play More’ Buttons

The UI is deliberately unbalanced: a huge, glowing green “Cancel Withdrawal and Play” button sits next to a tiny, grey “Keep Waiting” link. That green button is not a courtesy—it is behavioral manipulation. Every click restarts the review timer from scratch. Studies from inside the industry show that 40% of players who cancel a pending withdrawal end up losing their entire balance and making another deposit within the same session. You are not making a rational choice; you are playing against a team of behavioral psychologists who designed that button to exploit your impatience. Do not click that button. It is the fastest way to turn a pending payout into a deposited loss.

Payment Method ‘Limitations’: Why Your Credit Card Won’t Work

So you hit a decent win, hit that withdrawal button, and … nothing. Or worse, the casino flips your payout back to “pending” or cancels it outright. Nine times out of ten, the casino isn’t the villain here. It’s your own bank or e‑wallet provider pulling the plug. Banks in jurisdictions like the UK, Australia, and parts of the US automatically block transactions that carry a Merchant Category Code for “online gambling.” The moment your Visa or Mastercard sees that code on a withdrawal attempt—even if it’s your own money coming back—fraud detection goes haywire. Example: You try to withdraw $500 to your Visa card. The bank’s automated system flags the MCC, rejects the transfer, and the casino’s software logs it as a failed withdrawal. Next thing you know, your account is on hold and you’re filing support tickets. The fix? Ditch the card. Use cryptocurrencies or e‑wallets like Skrill or Neteller where possible; they don’t carry the same gambling‑related flags. If you absolutely must use a card, call your bank ahead of time and ask them to whitelist the casino’s merchant ID. It’s a pain, but it cuts the blockage rate dramatically.

Chargeback Prevention: Why Casinos Delay Crypto Withdrawals

This one trips up Bitcoin and Ethereum users constantly. The math is simple – a player deposits $100 via credit card (a reversible payment) and wins $10,000 in crypto (irreversible). The casino’s risk engine holds the crypto payout while it checks for potential chargebacks on the original deposit. That holding period can stretch hours or even days. The advice? Match your deposit method to your withdrawal method. If you deposit with a card, withdraw to the exact same card number – that alone cuts review time by roughly 70%. Pro tip: never mix reversible deposits with irreversible withdrawals if you want speed. It’s not malice, it’s mathematics.

The Account ‘Security’ Lock: When a Win Triggers an Investigation

So you hit it big. A $25,000 jackpot on a progressive slot. The screen explodes with confetti. You log in to withdraw, and instead of a payout button, you get a message: “Account Under Review.” That’s the silent system trigger. Most casinos have internal “Red Flag” policies—any withdrawal request over $5,000 gets yanked from the standard queue and shoved into a separate “Risk & Compliance” team. Their mandate? Find any reason, real or fabricated, to void the payout. A player won exactly that amount; the casino claimed he used a VPN (which he didn’t) and demanded three different forms of address proof—utility bill, bank statement, even a passport with a recent date stamp. This can drag on for weeks, even on fully verified accounts. Pro tip: when chasing big wins, record every gaming session with screen recording software. No exceptions. If your account gets locked, skip the heated live chat arguments—they go nowhere. Instead, go straight to the formal complaints procedure of the licensing body: Curacao eGaming, UKGC, MGA. That’s the only path that actually moves the needle.

The ‘VPN’ Excuse: How Casinos Invalidate Legitimate Players

Here’s the dirty trick: casinos love the “VPN detected” claim because it’s hard to disprove. But IP geolocation databases are often plain wrong—maybe your ISP routes you through a data center IP, flagging you as a restricted country. Before ever registering, check your own IP at whatismyip.com. If the casino falsely accuses you after a win, demand their “session log” or “netstat log” showing the VPN connection. Insist on technical proof. Most operators back down fast when you push for hard data. Better strategy: draft a formal letter citing your country’s consumer protection law, and CC the licensing authority right in the email. That one move usually kills the VPN accusation within 24 hours.

The Only Three Ways to Actually Get Your Money Out

Forget the forum myths. The “tricks” that promise easy access to your cash are usually just a fast track to a flagged account. There isn’t a secret button. There is no special code. There is only a system. And the system works for those who understand the three rigid gates every payout has to pass through. This is the real playbook, the one compliance officers use to either greenlight a withdrawal or lock it in pending review purgatory. Get this right, and you join the top 5% of players who pull their funds without a single pushback.

Step 1: The Night Before – Clean Up Your Mess

You do not request a withdrawal on impulse. The night before you hit that button is when the real work happens. Your account history is a minefield of rule violations you didn’t know you were making. First, pull up every document they might ask for. ID. Utility bill. Proof of deposit method. If your address on the utility bill is one letter off from your casino profile, fix it now. They will reject the payout just for that typo. Next, scan your play history for pattern violations. Did you place a maximum bet on a bonus without checking the terms? Did you skip a wagering requirement by 0.01%? These tiny errors are automatic denial triggers. Finally, set a withdrawal limit. Do not request the full balance in one shot. It flags the system. A smaller, standard request looks normal. It passes the sniff test.

Step 2: The Withdrawal Request – Play It Boring

Now you request. This step is about minimizing suspicion. Use the exact same method you used to deposit. If you put money in via a Visa debit card, do not request a withdrawal to a cryptocurrency wallet or a bank wire. That creates a “source of funds” mismatch that triggers immediate manual review. Keep the amount standard. Under $5,000 is the sweet spot. Requests above that often require an account manager’s signature, which adds 48 hours of lag at best, or a full audit at worst. Fill out the form cleanly. No notes in the comment box. No demands. Just the raw request. A professional request looks like someone who knows the rules. An amateur request looks like a problem waiting to be stopped.

Step 3: The Escalation – Make Noise the Right Way

The clock starts ticking. If the withdrawal status shows “pending” or “processing” for more than five days, you are not being ignored. You are being stalled. This is where the quiet player loses and the smart player wins. Send a direct email to their compliance department. Not live chat. Live chat agents have zero power to release funds. Your email needs three things: your withdrawal ID number, the exact date you requested it, and a clean, factual summary of your play. “I deposited $200 via Visa on X date, fulfilled the 40x wagering requirement on Slots, and requested a $4,000 withdrawal on Y date. Please process or provide a specific reason for the hold.” Do not argue. Do not threaten. Just facts. If you get no response within 72 hours, escalate formally. Go straight to the licensing body and file a complaint with your attached screenshots. That step wakes up the casino’s executive team. They hate regulatory complaints. It costs them money and time.

The Golden Rule:  Screenshot everything. The moment you click “withdraw,” capture that screen. Every single chat log. Every email you send. Every response you get. Build a paper trail that a judge could read and understand in five minutes. Most players never do this. They rely on memory. Memory is useless in a dispute. Follow these three steps—perfect KYC, boring compliance, and formal escalation—and you move from being a “compliance problem” to a “processed payout.” It is that simple and that unforgiving.

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Choosing Industrial Equipment That Holds Up Under Constant Outdoor Use

Outdoor industrial equipment faces a completely different reality than machines used in controlled indoor environments. Sun exposure, rain, mud, dust, vibration, uneven terrain, and temperature swings slowly wear down components in ways product photos rarely reveal. Equipment that looks durable online can start failing surprisingly quickly once it spends months exposed to real outdoor conditions every day.

That difference matters because downtime becomes expensive fast in industries depending on constant operation. Waste management crews, outdoor maintenance teams, marine operators, construction workers, and industrial cleaning companies all rely on equipment that can survive repetitive environmental stress without becoming a constant repair project.

The strongest outdoor equipment usually is not the flashiest or most aggressively marketed. It is the equipment built around durability, maintenance access, and long-term reliability under repetitive strain.

Outdoor Conditions Expose Weak Construction Fast

One reason outdoor equipment fails so quickly is that environmental stress compounds constantly. Moisture creates corrosion. Dust settles into moving parts. Heat weakens seals and hoses. Vibration loosens fittings gradually. Small weaknesses that seem insignificant during short-term use become major operational problems after months of exposure.

This is especially true in industries involving sanitation, waste removal, and heavy-duty cleaning where machines face constant moisture, chemical exposure, and abrasive debris daily. Equipment designed as an industrial pressure washer for waste management  must handle far more than basic cleaning performance alone. Reliability under continuous outdoor operation matters just as much as raw power.

The best systems are usually designed with maintenance practicality in mind from the beginning because outdoor operators cannot afford constant breakdowns once equipment enters full-time service.

Simpler Equipment Usually Lasts Longer

One pattern experienced operators notice quickly is that overly complicated systems tend to create more long-term problems outdoors. Excessive electronics, difficult-to-access components, or unnecessary design complexity may look advanced initially while becoming frustrating once repairs or maintenance become necessary in rough conditions.

Outdoor environments reward simplicity because simpler systems generally tolerate dirt, vibration, moisture, and heavy usage more effectively. Equipment built around straightforward durability often survives longer than machines relying heavily on delicate components exposed constantly to environmental stress.

This does not mean modern technology lacks value. The issue is whether the system was designed realistically around actual field conditions rather than ideal showroom conditions.

The strongest outdoor equipment usually prioritizes reliability over visual complexity.

Corrosion Resistance Matters More Than Appearance

Photograph illustrating this sponsored article

One of the biggest differences between short-term and long-term equipment satisfaction is how materials age outdoors. Paint quality, coating protection, stainless components, sealed wiring, and weather-resistant fittings all matter heavily once machines spend years exposed to moisture and changing weather.

Corrosion usually starts gradually enough that buyers ignore it initially. Then fittings begin seizing, electrical issues appear, structural weakening develops, and maintenance costs rise sharply.

People working around marine environments understand this especially well because water exposure accelerates deterioration quickly. Equipment used for navigation, fishing, or outdoor marine operation must survive constant moisture, UV exposure, and vibration without losing reliability.

That durability focus explains why outdoor operators evaluating systems such as lowrance trolling motors  pay close attention to long-term operational reliability and weather resistance rather than appearance alone. Outdoor equipment either handles environmental stress consistently or becomes expensive frustration surprisingly fast.

Maintenance Access Quietly Determines Long-Term Value

Another thing buyers underestimate is how important maintenance accessibility becomes over time. Equipment requiring complicated disassembly for ordinary service usually creates operational frustration once daily workloads increase.

Strong industrial systems are often designed so operators can inspect, clean, replace, or repair high-wear components quickly without losing entire workdays. Outdoor equipment experiences more frequent wear simply because conditions remain harsher constantly.

Machines that are difficult to service may still perform well initially, but maintenance downtime gradually becomes a major operational problem later. This is one reason experienced crews often care more about practical serviceability than aggressive styling or extra features.

Reliability is not only about preventing failure. It is also about recovering quickly when normal wear eventually happens.

Real Outdoor Equipment Needs Operational Stability

People working outdoors usually value predictability more than maximum performance claims. Equipment that functions consistently every day under changing conditions becomes more valuable than systems producing impressive numbers only under ideal circumstances.

Operational stability creates calmer workflows because crews stop worrying constantly about breakdowns, overheating, electrical issues, or weak structural components. Reliable systems allow workers to focus on the job itself instead of managing equipment problems throughout the day.

This emotional side of reliability matters more than many companies realize. Constant equipment uncertainty increases stress and slows work even before actual failure happens.

The strongest industrial equipment quietly earns trust through consistency rather than dramatic marketing claims.

The Best Equipment Stops Drawing Attention to Itself

Ironically, the equipment people appreciate most long term often becomes the least noticeable during daily operation. Reliable systems fade into the background because they simply keep functioning without demanding constant attention.

Weak equipment creates the opposite experience. Operators constantly monitor noises, vibrations, leaks, loose components, or electrical inconsistencies because confidence in the machine never fully develops.

Outdoor industrial environments expose shortcuts quickly. Weather, dirt, moisture, heat, and repetitive use remove the illusion created by polished marketing. Equipment that survives long term usually does so because it was engineered around practical field realities rather than showroom presentation.

The best outdoor systems are rarely the ones that look toughest online. They are the ones still working reliably years after daily exposure begins.


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From Your Roof to Your Lawn: How Shifting EPA Rules Are Rewriting the Rules of Home Sustainability

For homeowners trying to live more sustainably, the rules of the game have been changing fast. Federal energy policy has shifted, EPA programs have been reshaped, and regulations governing everything from solar incentives to the chemicals you put on your lawn are in active flux. Some of these changes make sustainable choices more expensive; others tighten the rules around what’s allowed in your yard and how. The result is a moment where homeowners who pay attention can still come out ahead, but those who assume the landscape looks the same as it did a few years ago are getting caught off guard. Here’s a practical look at what’s changing from your roof down to your lawn, and what it means for the decisions you’re making this season.

Solar Took a Major Hit at the End of 2025

The biggest shift for sustainability-minded homeowners arrived with the One Big Beautiful Bill Act (OBBBA), signed in July 2025. The law abruptly ended the federal Residential Clean Energy Credit (Section 25D), which had provided a 30% tax credit for homeowner-purchased solar systems. There’s no step-down or phase-out, installations completed on or after January 1, 2026 are no longer eligible for the federal residential credit, full stop. The companion Energy Efficient Home Improvement Credit (Section 25C), which supported things like heat pumps, insulation, and electrical panel upgrades, expired on the same date.

This changes the math on residential solar significantly, but it doesn’t make it uneconomical, it just shifts where the value comes from. State incentives, utility rebates, net metering arrangements, and direct equipment savings now do more of the heavy lifting. For homeowners weighing a system, working with a knowledgeable supplier matters more than ever. Outfits like https://thesolarstore.com/  offer off-grid solar kits, panels, batteries, and inverters that let people build systems suited to their actual needs and budgets, which becomes especially important when you’re sizing a project around state-level incentives rather than a universal federal credit. Anyone considering solar in this new environment should price systems carefully, check what’s available locally, and run the numbers without assuming the old federal credit is part of the equation.

What’s Happening With Lawn and Garden Chemicals

The picture on the lawn side has been shifting just as actively, though more quietly. The EPA has moved on multiple fronts that affect what homeowners can use and how. In 2024, the agency issued an emergency order banning DCPA (Dacthal), a pesticide previously used on lawns and certain crops, a reminder that products considered routine can become restricted relatively quickly when new safety data emerges.

For homeowners feeding their lawns and gardens, the practical impact is twofold. First, the regulatory pressure on synthetic inputs continues to rise, and second, the market is responding with more options that work within the new landscape. Choosing the right product for your soil and your plants, and reading the label carefully, matters more than ever. A category like plant fertilizer  covers a wide range of options, from conventional to more sustainable formulations, and the right choice depends on your specific lawn, your local rules, and what your plants actually need. Many states and counties also have their own restrictions on fertilizer timing and phosphorus content to protect waterways, so checking local guidelines before applying anything is part of being a responsible homeowner.

EPA’s New Pesticide General Permit Takes Effect in Late 2026

Photograph illustrating this sponsored article

A bigger structural change on the chemical side is coming with the EPA’s 2026 Pesticide General Permit (PGP), which takes effect October 31, 2026 and runs through October 2031. The permit governs point-source discharges of pesticides into U.S. waters, covering categories like mosquito control, weed and algae control, animal pest control, and forest canopy applications. While the permit primarily affects operators and applicators rather than individual homeowners, the downstream effects shape what products and services are available locally and how they’re regulated.

Bilingual labeling is another change rolling out in phases starting in late 2025, requiring Spanish translations on pesticide labels in a sequence that begins with Restricted Use Pesticides and expands to all products by 2030. EPA also launched its MyPest digital system in early 2025 to modernize pesticide registration. None of these changes radically alter a typical homeowner’s choices, but together they signal a regulatory environment that’s becoming more transparent and more carefully managed, which, for a homeowner trying to make informed choices, is broadly a good thing.

State and Local Rules Are Now Doing More of the Work

With federal residential incentives shrinking on the energy side and the EPA’s role being actively reshaped, state and local rules carry more weight than they used to. Some states still offer their own solar tax credits, sales tax exemptions, property tax exemptions, and net metering programs that meaningfully change the economics. Cities and counties often have their own fertilizer ordinances, watering restrictions, and rules on what can be applied and when.

The practical takeaway is that “what’s true at the federal level” is no longer the whole story for sustainability-minded homeowners. Check what your state and your utility actually offer before you commit to a solar project, and check your local ordinances before you spread fertilizer or apply pesticides. The patchwork is messier than it used to be, but for homeowners willing to do a little homework, the savings and the legal clarity are real.

What Homeowners Can Still Do to Save Money and Reduce Impact

Even without the federal credits, plenty of high-impact home sustainability moves remain on the table. Energy efficiency upgrades, better insulation, sealing air leaks, smarter thermostats, LED lighting throughout, pay for themselves through lower utility bills regardless of any tax credit. Switching to ENERGY STAR appliances when existing ones wear out is still one of the most cost-effective long-term decisions a homeowner can make.

On the lawn and garden side, sustainable practices often save money outright. Smarter irrigation, native plantings, soil testing before fertilizing so you only apply what your lawn actually needs, and composting all reduce inputs and ongoing costs. The cheapest fertilizer is the bag you didn’t need to buy because your soil already had what your plants required. These moves don’t depend on any federal incentive surviving; they depend on attention and a little planning.

How to Stay Informed Without Getting Overwhelmed

The regulatory environment will keep moving, and homeowners who want to make good choices need a way to keep up without drowning in policy news. A few reliable sources, your state energy office, your local extension service for lawn and garden rules, and the EPA’s own program pages for federal updates, go a long way.

Before any major sustainability purchase, take an hour to check what current incentives apply, what local rules govern the project, and whether any new restrictions affect the products you’re planning to use. The rules will keep shifting. The homeowners who do best are the ones who treat staying informed as a small, ongoing habit rather than a one-time check, and who match their choices to the landscape as it actually is now rather than as it was a year or two ago.


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The post From Your Roof to Your Lawn: How Shifting EPA Rules Are Rewriting the Rules of Home Sustainability appeared first on DCReport.org.

The Side-Income Obsession Changing How Americans Think About Work

For a long time, work in America followed a relatively predictable structure. A person found a stable job, stayed there for years, moved upward slowly, and built financial security around consistency. That idea has not disappeared completely, but it no longer feels realistic to a growing number of people. Rising living costs, burnout, layoffs, and the pressure to stay financially flexible have changed the emotional relationship people have with employment.

The result is a culture where side income no longer feels optional. It has become part of how people think about security itself. Conversations that once focused entirely on promotions or salaries now drift toward digital storefronts, investing, freelancing, content creation, online marketplaces, and second streams of income that exist outside traditional employers. Even people with stable careers quietly spend evenings researching additional ways to earn money, not necessarily because they hate their jobs, but because depending on a single paycheck feels increasingly fragile. Studies and investing platforms tracking retail trader behavior have also noted rising interest in self-directed investing and speculative markets during periods of economic uncertainty.

Side Hustles Started Feeling More Serious

There was a time when side income carried a certain stigma. It suggested financial instability or temporary struggle. Now it feels normalized across almost every profession. Teachers sell digital resources online. Nurses run small ecommerce brands. Office workers flip furniture, trade stocks, edit videos, or manage subscription-based communities after work.

Part of the shift comes from visibility. Social media exposed people to the reality that income no longer needs to come from a single source. Someone scrolling online can see creators discussing print-on-demand stores, dividend investing, freelance design, AI-generated products, or niche consulting businesses all within the same hour. The idea of earning money independently stopped feeling distant.

Financial tools also became easier to access. Investing platforms, educational trading software, and stock analysis services lowered the barrier to entry for people curious about market participation. Someone searching for https://www.vectorvest.com/  is not necessarily trying to become a Wall Street trader overnight. In many cases, the interest comes from a broader desire to understand how money works outside a paycheck. Resources explaining penny stocks, brokers, and trading systems have gained visibility alongside the rise in retail investing.

People Want More Control Over Their Time

Money matters, but flexibility has become just as important. A growing number of workers are less interested in climbing traditional corporate ladders if the tradeoff involves constant stress, rigid schedules, or limited autonomy. Side income represents possibility more than luxury.

That possibility changes how people tolerate difficult jobs. Someone with freelance clients, investment income, or a small online business experiences workplace pressure differently than someone fully dependent on one employer. The psychological effect can be significant. Even modest secondary income creates a feeling of leverage that did not exist before.

This mindset has also changed what younger workers expect from employers. Salary alone no longer guarantees loyalty. Workers now pay attention to remote flexibility, scheduling freedom, burnout prevention, and benefits that support long-term stability. Human capital management firms such as Sunrise HCM  operate in a work environment where companies are under growing pressure to rethink how they attract and retain employees whose expectations around work have changed dramatically.

The relationship between employers and employees feels less permanent than it once did. That uncertainty pushes more people toward income streams they can control themselves.

Burnout Changed the Definition of Success

Photograph illustrating this sponsored article

One of the most noticeable cultural shifts is how differently people now define career success. Prestige and titles still matter to some extent, yet they no longer dominate conversations the way they once did. Plenty of workers would rather earn slightly less money in exchange for flexibility, lower stress, or more ownership over their daily routines.

Burnout played a major role in that change. After years of blurred work-life boundaries, nonstop notifications, and economic instability, people started reevaluating how much emotional energy they wanted to give employers. Side income became attractive partly because it offered a path away from total dependence on corporate structures.

There is also a strong emotional appeal in building something personal. Selling handmade products, running a small online brand, managing a niche newsletter, or learning active investing creates a feeling of ownership that traditional employment sometimes lacks. The work may still be stressful, but the psychological experience feels different when people are investing effort into something that belongs to them.

That emotional shift explains why side projects continue even after they become profitable enough to stand alone. For many people, the appeal goes beyond money itself.

The Internet Changed What Feels Possible

Previous generations had fewer opportunities to monetize skills independently. Today, nearly every interest can become a small business under the right circumstances. Video editing, gaming, fitness coaching, financial education, digital templates, coding, photography, language tutoring, and product reselling all exist within online ecosystems capable of generating income.

This constant visibility changes expectations. Someone working a standard office job may spend lunch breaks watching creators discuss monthly earnings, passive income systems, or trading strategies. Even when people remain skeptical, the exposure plants the idea that alternative income streams are attainable rather than unrealistic.

Retail investing became one of the clearest examples of this cultural shift. Interest in speculative assets, active trading, and microcap stocks surged as more individuals explored self-directed investing platforms and educational tools. Analysts continue warning about the risks tied to volatility, low liquidity, and stock manipulation in penny stock markets. Yet despite those warnings, curiosity around investing remains deeply tied to the broader desire for financial independence.

The internet accelerated that curiosity by turning financial information into everyday content rather than something reserved for professionals.

Traditional Career Paths Feel Less Predictable

Another reason side income became so culturally dominant is that stability itself feels harder to trust. Layoffs happen unexpectedly. Entire industries shift rapidly. Technology changes job requirements faster than companies can adapt. Even well-paid workers increasingly describe feeling replaceable.

That uncertainty changes long-term planning. Instead of relying entirely on pensions, promotions, or company loyalty, workers diversify income sources the same way investors diversify portfolios. The logic feels similar: depending entirely on one source creates vulnerability.

This mindset affects personal identity as well. People now introduce themselves differently. Instead of defining themselves entirely through one job title, they describe combinations of roles and interests. Someone may simultaneously identify as a project manager, content creator, reseller, investor, and freelance designer. Careers feel more fragmented but also more personalized.

The broader cultural effect is difficult to ignore. Americans are not just searching for extra income anymore. They are rethinking what work is supposed to provide in the first place.


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How to Find AI Fitness App Development Companies for Personalized Development

Building a fitness app used to mean hiring a generic mobile dev shop and hoping they understood the wellness space. That approach still exists, but it tends to produce generic results. If your product depends on smart, adaptive workout recommendations, you need something more specific: a team that understands both machine learning and how people actually train.

The market has grown fast enough that specialization now exists. The global fitness app market is projected to reach $33.6 billion by 2033 . That growth is driven in large part by AI-powered personalization, not general-purpose apps, but tools that learn, adapt, and deliver results. Looking for AI fitness app development companiesto bring your idea to life is a different challenge than finding any software vendor. Here’s how to approach it.

Each AI fitness app  treats its technology as the functional core of what makes it useful. Without it, a workout app is basically a static library with a timer. With it, the app becomes something closer to a coach.

The Rise of Personalized Workout Solutions

Nowadays, nobody is ready to compromise on customization options. According to McKinsey , 71% of customers expect personalized interactions from the products they use, and 76% report dissatisfaction when they do not receive them. This trend can be translated into the world of fitness: users expect workouts adjusted to their timetable, physiology, goals, and progress. If you get into fitness mobile app development  and want to create fitness software  that stands out in the market, you definitely need to focus on AI-based personalization.

Key Features of AI Fitness Apps

The best performing AI fitness apps  generally have some common characteristics, such as:

  • Adaptive training plans that progress with user performance
  • Computer vision for real-time form correction
  • Natural language interfaces for coaching interactions
  • Wearable integration for biometric tracking
  • Predictive recovery tools

All of these features require different machine learning competencies to be created, so you need a fitness app development partner that’s experienced in implementing such.

Why Choose Specialized AI Fitness App Development Companies

Not every development firm is equipped for this kind of work. The gap between a company that has built fitness apps and one that truly specializes in AI fitness app development  is significant, and it will show up in your product.

Benefits of Partnering with Experts

AI fitness app development companies  have expertise in areas that are hard for generalists to grasp. These include choosing machine learning models that will provide accurate workout load prediction, overcoming obstacles specific to creating a data pipeline when integrating wearable devices, and ensuring HIPAA/GDPR compliance for health data rather than software data. What’s more, they’ve tried and tested all the approaches that didn’t work for them, meaning no more costly experiments for you.

Common Challenges in AI Fitness App Development

The most frequent pitfalls are:

  • Low-quality data
  • Poor model accuracy
  • Inability to retain users.

Creating a personalization model implies having sizable, labeled training sets, something most startups lack initially. Form recognition based on live video feed through the camera is resource-intensive. Finally, the AI fitness app  can’t be successful unless there’s an excellent user experience that encourages regular usage. An experienced health and fitness app development company will have solutions for these concerns ready.

Steps to Find the Right AI Fitness App Development Company

The process is more involved than a standard vendor search. Here’s a practical sequence that actually works.

Define Your Project Requirements

Be clear about the type of AI you have in mind. Do you mean adaptive programming? Voice coaching? Injury prediction? Each would require a different set of capabilities. Vagueness leads to vagueness. Start defining your requirements before contacting fitness app development experts . Document the features that you must have, your platform targets, expected number of users, and data sources.

Research and Shortlist Potential Companies

You should consult several channels. Clutch and G2 provide credible reviews, while GitHub gives credibility signals related to coding skill and experience. Direct searching can help you find those who have documented case studies on the development of sports mobile applications. Select AI fitness app development companies  that describe their solutions in detail, and not just say that they use machine learning. A list of five to eight vendors should suffice.

Evaluate Company Portfolios and Case Studies

A portfolio tells you what a company has done. A case study tells you how they think. Ask for both, and read the case studies critically. Do they describe specific technical decisions, outcomes, and trade-offs? Or is it mostly marketing language? The best fitness mobile app development  firms will be able to walk you through specific AI architecture choices they’ve made and why.

Assess Technical Expertise and AI Capabilities

It is important that you look for experience in designing your own machine learning model, and not simply in implementing someone else’s solution. This is an important difference that will show itself when your AI fitness app  scales. On-device inference can prove quite helpful in some cases, such as form feedback.

Check Client Reviews and Testimonials

Don’t rely only on the testimonies offered by the firm on their website. Look for clients on LinkedIn, and reach out to them directly. An hour-long conversation with an ex-client will be worth much more than several dozen testimonials. Ask the ex-client questions about how their fitness app development partner  dealt with technical issues and the timelines they set.

Request Proposals and Conduct Interviews

A good proposal for an AI fitness  project should include a technical approach section, not just a timeline and price. Interview the actual engineers who will work on your project, not just the sales team. The gap between what’s sold and what’s delivered is often a personnel gap; for example, the senior engineers pitch, the junior ones build.

Essential Qualities to Look for in AI Fitness App Development Companies

Beyond technical capability, there are a few qualities that tend to separate reliable AI fitness app development companies  from risky ones.

Experience in AI and Machine Learning

While each of these areas requires different competencies, a fitness app development  company can be good at computer vision and lack experience with NLP and recommendation systems, and vice versa. In this regard, request information related to the particular application area in which you plan to employ the technology.

Understanding of Fitness Industry Trends

It goes without saying that fitness app development experts  who regularly monitor trends in the industry create more advanced fitness software  solutions. The AI in the fitness and wellness industry is expected to grow to $57.8 billion by 2035 , and they need to understand why and how to be a part of this movement.

Commitment to Data Security and Privacy

Biometric and other types of health-related data are particularly sensitive. Therefore, it is vital that any AI fitness app development company  adheres to strict security measures when developing solutions involving such data, including data encryption, anonymization of training data, and data deletion procedures.

Post-Launch Support and Maintenance

The AI fitness app developed by your partner will deteriorate if its predictions become obsolete due to changes in user habits. For this reason, ensure that any agreement with a partner implies terms related to monitoring and model training.

Questions to Ask Before Hiring an AI Fitness App Development Company

Some of the most revealing questions to ask would be:

  • What datasets do you rely on in your training processes?
  • How do you approach the cold-start problem?
  • Can you share some details about model monitoring?
  • What about the fitness AI app cost, with respect to both AI-based and non-AI-based features?

Conclusion: Choosing the Best AI Fitness App Development Partner  for Personalized Workout Solutions

When choosing between various AI fitness app development companies , it may be useful to check whether they have real experience in addressing complex technical challenges. The right fitness app development partner  won’t just build what you describe; they’ll push back when the approach is wrong and flag problems before they get expensive. Talk to references, press on the technical details, and choose a team that treats your product like a real engineering challenge.

Photo: Ketut Subiyanto via Pexels


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Friday 5 June 1663

Up and to read a little, and by and by the carver coming, I directed him how to make me a neat head for my viall that is making. About 10 o’clock my wife and I, not without some discontent, abroad by coach, and I set her at her father’s; but their condition is such that she will not let me see where they live, but goes by herself when I am out of sight. Thence to my brother’s, taking care for a passage for my wife the next week in a coach to my father’s, and thence to Paul’s Churchyard, where I found several books ready bound for me; among others, the new Concordance of the Bible, which pleases me much, and is a book I hope to make good use of. Thence, taking the little History of England with me, I went by water to Deptford, where Sir J. Minnes and Sir W. Batten attending the Pay; I dined with them, and there Dr. Britton, parson of the town, a fine man and good company, dined with us, and good discourse. After dinner I left them and walked to Redriffe, and thence to White Hall, and at my Lord’s lodgings found my wife, and thence carried her to see my Lady Jemimah, but she was not within. So to Mr. Turner’s, and there saw Mr. Edward Pepys’s lady, who my wife concurs with me to be very pretty, as most women we ever saw. So home, and after a walk in the garden a little troubled to see my wife take no more pleasure with Ashwell, but neglect her and leave her at home. Home to supper and to bed.

Read the annotations

Unusually active June jet stream energizes late season low pressure before giving rise to broad and strong ridge by mid-June, with significant PacNW/NorCal heatwave possible

An unusually strong Pacific jet persists, driving continued unsettled West Coast weather into June The May and early June weather pattern across the West Coast has been–and remains–a changeable one. Repeated late season trough and low pressure sequences, bringing both unusually late-season showers as well as periods of fire weather-elevating dry north winds–have been the […]

The post Unusually active June jet stream energizes late season low pressure before giving rise to broad and strong ridge by mid-June, with significant PacNW/NorCal heatwave possible first appeared on Weather West.

Links 6/5/26

Links for you. Science:

Galton’s Grandma: The long road to Jaishankar et al
Big Trouble in Little Human Genetic Diffence-Worshipper Land
UNC-Chapel Hill Coronavirus Researcher Ralph Baric to Retire
An epic humble brag
Deadly fungal storms are now sweeping the US – and spreading a disease few doctors recognise
They Cut $2.7 Billion from Medical Research. You’re About to Pay for It.
Why the Ebola and Hantavirus Outbreaks Have Confounded Scientists

Other:

Lewis George leads D.C. mayoral race, but 1 in 4 are undecided, poll finds
Musk Attacks Nyong’o For The Same Reason Hitler Attacked Jewish Art
THAT CONSENT WON’T MANUFACTURE ITSELF
A GOP dirty tricks operation, exposed
Cambridge vote calls for ShotSpotter gunfire detection to be turned off and dismantled within 90 days
Trump will regret endorsing Ken Paxton in the Texas Senate primary
Department of Labor Tells Employees to Report Anyone Prioritizing DEI. An email reminds workers they can report behavior that predates Donald Trump’s second inauguration. One employee tells WIRED it felt like a “reminder to narc on your coworkers.”
Dr. Harry Edwards on the NAACP’s Call to Boycott Gerrymandering States. The 83-year-old sociologist and activist reflects on what is missing in the current effort to organize athletes politically.
Teslas are now telling users that Jews are orchestrating the downfall of society, the Holocaust is fake, and that the Final solution is what’s needed to fix the west
White House proposes NDAs for federal workers to crack down on leaks to journalists
Trump plots to muzzle federal workers’ First Amendment rights
Tired of leaks, the Trump administration wants federal workers to sign NDAs
D.C. Spent $1 Million Hiring Humans to Yell ‘Fire!’ in Government Office
Trump administration proposes NDAs for all federal workers
If enough other companies report the same, the bubble pops.
Andy’s Pizza Owner: “urging the D.C. Council to pass the RESALE Act now, to protect consumers and support the local businesses that make our district the vibrant city that it is.”
Some of Texas’s oldest barbecue joints close as meat prices skyrocket (Trump take brisket)
The Despair of the Professor in the Age of A.I.
Tax Me If You Can. Oligarchs are robbing America blind, and the IRS is powerless to stop them.
Americans Are About to Pay Even More at the Grocery Store (Trump take food)
AI Isn’t Management. Try Explaining That to Matthew Prince. At last we have created the Corporation That Eliminates Middle Managers from classic management text Don’t Eliminate the Middle Managers!
Woman fired by Indiana university over Charlie Kirk post to receive $225,000 settlement
The Hard Truth My Party Needs to Face
Trump is Haunted by Barack Obama
Reflecting Pool Contract Has ‘Inflated’ Profit Margin, Government Analysis Finds
AI Just Isn’t Right. Can AI do fact-checking? A WIRED fact-checker fact-checks.
Three out of five Americans said they had to alter their grocery list because of rising prices, poll finds
The Sucking Up Done In Trump’s Cabinet Meetings Is Unparalleled — And There Are Numbers To Prove It
The media’s desperate search for ‘moderate Nazis’
John Cornyn Lost With His Boots Off
US Law Enforcement Warns of ‘Anti-Tech Extremism’ as AI Hatred Grows

Jerry Rocha was a real one.

This is a story that has nothing to do with local politics, but I want to tell it.

So, last December, I received a DM via Instagram. It was from a comedian I’d never heard of, concerning another comedian I’d never heard of.

This is what it said …

And it turns out Jerry was being treated in Orange County, at City of Hope. So instead of just sending a video message, I asked if, perhaps, I could visit in person.

Which is what I ultimately did.

From jump, Jerry was special. You could see it and feel it. Even ravaged by cancer and largely bedridden, he had a light and a pep. He was funny, interesting, curious. He loved Weird Al and superheroes and the Dallas Cowboys and baseball cards and figurines. He was a brilliant stand-up comedian whose work included this, this and this. My first visit turned to a second, a second to a third, a third to a … I dunno, maybe seventh or eighth. One was at the hospital. Most were at the home of Jerry’s fiance’s parents (the most wonderful people). We texted frequently. Sometimes about cancer. Oftentimes about sports and Trump (who Jerry loathed) and comedy and random stuff …

Jerry asked if he could write something for this website, and three posts followed (here, here and here). I always looked forward to seeing Jerry and Andrea, his fiance. They were a magical couple. He hated that she had to dote on him. Even in the most trying of times, she loved doting on him. They had a banter you had to dig. Fun. Light. Quirky. Lotta reality TV and pop culture and boy band chatter.

•••

The wife and I were scheduled to go to Europe two weeks ago. Before we left, I stopped by to see Jerry. He was in bed—weak, emotional. He reached to shake my hand, told my how much my friendship had meant—“In case I don’t see you again …” We were both choked up. I insisted I would see him again, because I would purchase him a pink beret in Paris, and he needed to be alive to wear it.

I returned home to California on Tuesday. Jet lag hit me hard, and that first night I woke to check my phone. I had wanted to visit Jerry, so I’d texted Andrea to ask when would be a good time.

At 11:11 pm, her reply began with, “Jeff, I’m so sorry for the late text …”

Jerry had passed away.

I am gutted. Truly gutted.

Jerry Rocha wasn’t just a dude to me; some guy who read my books. He was a golden soul with heart, with passion, with kindness, with decency, with empathy, with a light. The outpouring of affection and heartbreak on social media tells the story of a person who was uber loved. Every so often, someone like that enters your universe, and you desperately want them to stick around and make you a better human.

You want them in your life.

Jerry Rocha was 48.

#RIP

PS: Jerry gifted me with a pair of New York Jets cards (at one point. I accidentally gave them back and felt like an idiot). They are now framed on my shelf, so that I will look at them and think of the man …

June 4, 2026

The wheels are wobbling on the Trump administration bus.

The administration has always been an alliance of groups and people that oppose the so-called liberal consensus: the idea that the U.S. government should regulate business, provide social welfare programs, promote infrastructure projects, protect civil rights, and support a rules-based international order.

Republicans had embraced that ideology since the 1980s, but for all their celebration of tax cuts and deregulation, leaders recognized that the modern American state depended on the free trade and defensive security systems of the international order, and that the American people liked infrastructure and social welfare programs.

Trump upended that system, promising to get rid of the federal government built around the liberal consensus, the government his voters thought they hated because they thought its protection of equality before the law gave Black Americans, Brown Americans, women, and gender or religious minorities a leg up on white Christian men. Or they thought funding for science wasted their money on the research that right-wing influencers mocked for wasting their money and intruding on their freedom. Or they thought the U.S. contribution to the North Atlantic Treaty Organization (NATO) and U.S. participation in alliances did not put “America First.”

In 2024, Trump cobbled together enough groups who thought that way to win the White House, and as soon as he took power, he set out to destroy the liberal consensus government with the help of loyalists he installed in key positions. In its place, he sought to establish an authoritarian government with himself and his family at its head.

Now the effects of his plans on the American people are filtering through to those who weren’t paying close attention. Trump’s initial tariffs of April 2025—his so-called “Liberation Day” tariffs—destroyed the foreign markets for U.S. agricultural products, while Trump’s war on Iran has sent the price of the diesel fuel farmers need skyrocketing and put the cost of fertilizer out of reach. Today Secretary of Agriculture Brooke Rollins testified before the House Agriculture Committee, where she made the national cost of a government of loyalists determined to destroy the federal government clear.

Minnesota’s Representative Angie Craig, the top Democrat on the Agriculture Committee, grilled Rollins, who did not appear to know much about the industry she oversees. As Ron Filipkowski of Meidas+ reported, when Craig asked Rollins how many farms we lost in the U.S. last year, Rollins said about 315 had gone into bankruptcy. While the number of bankruptcies is correct, it does not reflect the loss of smaller farms to consolidation. That number, as Craig pointed out, is 15,000.

Craig continued to hammer Rollins with statistics: farm diesel has gone up 95% in the last year, to $5.41 a gallon; farmers lost $28 billion last year; 70% of farmers say they cannot afford fertilizer because of Trump’s war on Iran. Representative Jim McGovern (D-MA) added that farmers in his district “have been totally screwed over by this administration. They are livid, they are mad, they are pissed off.”

He continued: They “can’t afford fertilizer; it’s at record highs because of your administration. They can’t afford diesel because of this president’s reckless, illegal war. They can’t afford farm equipment—it’s more expensive than ever because of the stupid tariffs.”

And now New World screwworm, a parasitic fly larva that had been eradicated in the U.S. since the 1960s, is back. In March 2025 the Trump administration cut funding for disease control and prevention, including that of New World screwworm. Today, news broke that the New World screwworm has been found in Texas for the first time since 1966. The screwworm burrows into the living flesh of animals—most maggots feast on dead flesh—and can kill them. Screwworms are a serious threat to livestock and can hurt food production.

“If we all work together and follow the animal treatment protocols and movement restriction guidance, there is no reason to believe that this incursion will result in an establishment of the pest in our country,” Rollins said last night.

Meanwhile, Jamie Smyth of the Financial Times reported yesterday that U.S. oil reserves are at their lowest level in twenty-two years. The administration has released them to try to control oil prices that are skyrocketing after Trump’s war on Iran prompted the closure of the Strait of Hormuz, through which about 20% of the world’s oil passed before the war. Oil industry analysts warned that oil prices will shoot higher if the crisis isn’t resolved.

Today President Donald J. Trump appeared to fall asleep again at a meeting in the Oval Office.

But Trump’s interest in profiting off the presidency remains clear. Jonathan Edwards of the Washington Post reported today that 14 of the 27 known donors to Trump’s $400 million ballroom project have won new or expanded federal contracts totaling over $50 billion since they made their donations.

As the results of the Republican destruction of the liberal consensus become clear, Democrats are speaking up to defend it and to chart a different course for the nation. Today, for example, Democrats called out the $187 billion in cuts Republicans have made to the Supplemental Nutrition Assistance Program (SNAP) in their budget reconciliation bill of last July, the one they call the “One Big Beautiful Bill.”

House Democrats criticized Agriculture Secretary Rollins’s repeated boasts that she has pushed more than 3.5 million people off SNAP, claiming that such cuts are a way to reduce “fraud” in the program. Representative Craig noted that Rollins appears to confuse the program’s error rate, which measures underpayments or overpayments, with fraud. Craig noted that SNAP has “the lowest fraud rate in any program in America.”

Although Congress itself makes the same distinction between error rates and fraud rates Craig did, and says that “SNAP fraud is rare,” Sydney Carruth of MS Now reported that Rollins told Craig: “You can’t be serious.”

More and more, Democrats are anchoring their opposition to MAGA Republican governance in their opposition to its extraordinary corruption that siphons taxpayer money into the pockets of a small group of wealthy elites and their loyalists. On Sunday, Georgia senator Jon Ossoff reminded an audience of Trump’s deal with his appointees at the Department of Justice to establish a slush fund of $1.776 billion to pay his supporters for their claims that the Biden administration “weaponized” the legal system against them by indicting them for crimes.

Ossoff called out Trump’s frantic pace of outlandish social media posts, then said, “[W]hen not posting, he’s been trying to rob us. Have you seen it? He sued the U.S. government he commands for $10 billion. Then he settled the suit with himself to create a $1.8 billion slush fund so he can cut checks to cronies and Jan[uary] 6 foot soldiers, the same men who sacked the Capitol to seize the presidency for Donald Trump, who beat police officers with flagpoles, built a gallows on the Capitol lawn, and hunted the vice president to lynch him. Donald Trump’s brownshirts. He pardoned them, and now he wants you to pay them.”

Ossoff continued: “He promised to bring down prices on day one. Instead, prices are soaring. Ground beef’s up 25% since Trump was sworn in. Coffee, 40%. The price of gas, 33%. Groceries, rent, health care, and the power bill hit their new all-time highs last month. And while you pay more for everything, Donald Trump wants your tax dollars for what many are calling the Jeffrey Epstein Memorial Ballroom.”

Representative Alexandria Ocasio-Cortez of New York called out how the corruption of the administration perverts the nature of government by stealing from everyday Americans for the vanity projects of a leader. She told Scott MacFarlane of MacFarlane News that “when people see a ballroom and they see at the same time their health insurance getting cut off, they know that they are paying for that ballroom with no healthcare, higher grocery prices, and increasingly impossible-to-afford housing.” “[P]eople are pissed off about it,” she said, “and they should be. It’s wrong. This is a complete theft of our money.” Rather than paying for Trump’s ballroom or his splashy renovations in the nation’s capital, taxes should pay for “[b]etter roads, healthcare, more affordable housing.”

And when the Texas Democratic nominee for the U.S. Senate, James Talarico, spoke to supporters in the home county of his opponent, Ken Paxton, he made it clear that the corruption of MAGA Republicans must not stand. He noted that “Paxton’s mugshot was taken just a few miles from here at the Collin County courthouse, where he was indicted for investment fraud. He convinced his own friends to invest hundreds of thousands of dollars into a tech company. But what he didn’t tell them was that he was making a commission off their investments. He was scamming his own friends. If Ken Paxton will sell out his own friends for a quick buck,” Talarico asked, “what makes you think he won’t sell you out in the United States Senate?”

In a telling echo of a different sort of rally almost a decade ago, the audience began to chant, “Lock him up! Lock him up!”

“Listen,” Talarico said. “Ken Paxton has escaped accountability, but accountability is coming on November 3rd.”

Notes:

https://farmpolicynews.illinois.edu/2026/02/number-of-u-s-farms-shrank-by-15000-in-2025/

Meidas+
Today in Politics, Bulletin 393. 6/4/26
… Trump fell asleep again today at a press event in the Oval Office as EPA Administrator Lee Zeldin was speaking. His last few Truth Social posts were just after 1:00 AM where he was raging that the CA election was being stolen…
Read more

https://www.cnn.com/2026/06/03/health/new-world-screwworm-case-texas

https://kbhbradio.com/usda-cuts-budget-staff-for-animal-disease-control-suspends-imports-of-live-cattle-from-mexico-again/

https://www.ft.com/content/d0be73c8-b8d8-4ffd-874e-e97a6ecffef7?syn-25a6b1a6=1

https://www.washingtonpost.com/politics/2026/06/04/donors-won-50b-contracts-after-giving-trump-ballroom-project-report-says/

https://abcnews.com/US/usda-confirms-detection-new-world-screwworm-texas/story?id=133576447

https://www.ms.now/news/rollins-grilled-by-house-democrats-over-snap-cuts-iran-war

https://www.congress.gov/crs-product/IF10860

Bluesky:

atrupar.com/post/3mnifquh3d523

atrupar.com/post/3mn6hipny2k2y

jamestalarico.bsky.social/post/3mndpmnflik2b

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Politics Chat, June 4, 2026

Politics Chat, June 4, 2026

A Vast Grab for Power

‘Microsoft and OpenAI Broke Up — Now They’re Ready to Fight’

Hayden Field and Tom Warren, writing for The Verge (gift link):

This year’s Build had the vibe of a freshly single divorcée posting a thirst trap on Instagram. “It’s always fun to be at developer conferences in times of great change,” Microsoft CEO Satya Nadella said onstage Tuesday, adding that events like this are about “coming to grips with the new opportunity.”

AI chief Mustafa Suleyman, in an interview with The Verge, put it even more bluntly.

“The goal is to prove that we can become one of the top four labs in the world,” Suleyman said. “There’s three labs that matter, Google DeepMind, OpenAI, and Anthropic. We are not one of them at the moment, and that’s always been my intention. It’s why I came here. I want to build the very best frontier models in the world, fully multimodal, and in order to do that, we have to prove that we can do everything that we need to from the ground up, and we’re not just going to take from others.”

Refreshingly blunt.

But hasn’t that been Microsoft’s plan for Bing since it was announced in 2009? I mean I guess you can say that Bing is one of the top four search engines in the world. Maybe you can even say it’s one of the top two. But it’s irrelevant and uncompetitive with Google Search.

 ★ 

Observations on ‘The Search for Technosignatures: A Review of Possibilities’

I don’t usually post comments at the top of the site, but I’m making an exception here for a couple of reasons. The recent paper I reviewed by Clément Vidal and colleagues covering technosignatures and strategies for detection is a significant work, the kind of consolidation of resources the field needs as the original radio and optical-oriented SETI expands into new realms. We now have options calibrated for intelligence via archival and observational detection of megastructures, planetary or stellar engineering, or other projects far beyond our own level of technology. Dean Zierman’s thoughts on the Vidal paper open a number of issues and highlight assumptions we’ll always need to examine. Dean is a telecommunications expert specializing in radio frequency communications, one who has been deployed to over 150 disasters and dangerous events including earthquakes, hurricanes, tsunamis and the 9/11 attacks on the United States. He has served as a subject matter expert on communications in hostile or austere environments for multiple agencies and organizations. Herewith his thoughts on the technosignature hunt and the recent review paper, which I hope will feed further energy into our conversation.

by Dean Zierman

Observations in relation to this paper. I’ll be quoting frequently from the document.

“Another limitation is the meaning of the lifetime L of a civilization. What does it mean for an interstellar civilization seeding life or colonies, or for galactic colonization models? Some colonies might go extinct, while others could transform so much that the link with parent civilization or others would be lost.”

This does not consider how long a specific technology lasts.

It also does not consider how different types of technology interact with each other or with civilization. To be fair, these ideas have not yet been covered in the literature.

“This galactic and stellar context shows that there is ample time for advanced civilizations to have explored the galaxy systematically.”

“It means that there could have been up to 4500 opportunities for visitation by one single spacefaring civilization over the lifetime of the Earth.”

The windowing issue remains unaddressed. Specifically, it is necessary to determine the duration during which an advanced civilization might explore or be detectable within the Earth’s solar system, as well as the period during which an Earth based civilization has existed in the solar system. It is also important to assess whether there is any temporal overlap between these two windows.

“Even before searching for traces of past extraterrestrial visitation, we can ask whether we are the first advanced civilization in the geological history of Earth. It turns out that traces of a civilization –even one going through an anthropocene phase– would be very challenging to detect because of erosion dynamics such as surface weathering or plate tectonics. These constraints are discussed through the Silurian hypothesis (Schmidt and Frank 2019), and the authors conclude that artefacts or fossilized examples of a population older than 4 million years (Ma) would be unlikely to be found.”

“Still, what could be searched for in this 4 Ma window? Here are a few examples. We could look for evidence of large scale agriculture that would have led to a disruption of the soil nitrogen cycle. Another line of research could look for evidence of mining, such as anomalous geological structures 7 that would be indicative of large mining operations.”

This suggests that on Earth, a civilization eventually produces enough pollution to be noticed. In the past 12,000 years, about 70 civilizations have collapsed.

These might be the same technological signs we could detect on planets outside our solar system.

“According to Schmidt and Frank (2019), all of the pollution of the anthropocene would fit within 1 cm of sediment layer, which makes sense given how short our industrial civilization has existed on geological timescales. This explains why even if there was a pre-human civilization which went through its own anthropocene, we might not have noticed it in our sediment analysis yet, while also leaving open the possibility that we could discover such a layer in the future.”

Over the last 12,000 years, only a few have reached a level where they may have produced detectable pollutants. Of those, only the most recent may have caused changes large enough to be detected in isotope ratios or radioactive isotope production.

“This makes sense if we look at the Barrow scale that proposes that civilizations progress by increasing their ability to manipulate, manufacture, and control smaller and smaller scales (see Barrow 1998, Vidal 2014, and the Barrow scale section 4.1.0).”

Another way to look at this is that as a civilization’s ability to manipulate and manufacture at smaller scales increases, it becomes less necessary to do the same thing at larger scales. This smaller scale also means that what is built at a larger scale is likely much more efficient and harder to detect at interstellar distances.

“Although there are reports of unidentified flying objects (UFO) dating back over millennia (Stothers 2007), the first modern sighting to popularize UFOs was reported by Kenneth Arnold in 1947:”

“How many reports are really unidentified or anomalous? Out of 12,000 reports analyzed in Project Blue Book, 6% of them remained unexplained. How are UAP reports categorized? 90%-95% end up as (1) explained phenomenon. The remaining 5-10% of reports could end up (2) unexplainable due to lack of credible data. Those that do have credible data imply either (3) an unknown physical mechanism, or (4) an unknown manifestation of extraterrestrial intelligence (see Fig. 4).”

This would seem to be a straightforward method for looking for UFOs, or the modern term UAPs. Unfortunately, due to the rise of our own technology, the noise level is rising exponentially faster than our ability to screen it out of any possible signal. This is similar to the phenomenon of using radio to look for SETI.  Given that we are generating UAPs with our own technology, the technology we’re using is also generating more noise.
 
It has been observed, somewhat jokingly, that the resolution of our digital cameras has greatly increased, leading one to believe that the resulting pictures of UAPs would be much clearer and thus more definitive.  What has happened is that we have increased our ability, with the increase in the number of possible detectors, to detect more UAPs, which are also at the edge of their detection resolution.  In short, we have many more fuzzy, questionable photos.

“Villarroel et al. (2021, 2022a) conducted an analysis of 1950s archival photographic plates from the Palomar Observatory Sky Surveys (POSS-I, 1948-1958 and POSS-II, 1980s-1990s).”

This is another example of our technology generating noise that is becoming impossible to filter out. If it weren’t for all the “stuff” we have sent into space, this would be a straightforward and definitive technique. But we have already FUBARed this to a near hopeless extent. The latest ground-based telescopes coming online should be able to detect these objects if they existed. Oops, I guess that’s not happening.

An idea occurs to me. The massive array of Starlink satellites has started using their star trackers to look for other satellites above them and track them for collision avoidance. It might be possible for someone to obtain copies of this data and, using modern algorithms, identify satellites in much higher orbits that are ignored for tracking, and that could be ETI satellites’ orbits.

“To sum up, many present and future observational facilities such as the Vera Rubin Observatory or the Nancy Grace Roman Space Telescope as well as planned missions in the solar systems that together with machine learning techniques have the potential to enable a much more systematic and comprehensive search for anomalies and possibly artefacts in our own solar system (see also Haqq-Misra et al. 2022c).”

Almost definitionally the search for anomalies is the 1st step in the scientific process. So just searching for anomalies should be considered an adequate scientific reason to perform many of the studies discussed.

The issue with the Kardashev scale, and even more so with the Barrow scale, is that they do not focus on what a civilization is trying to achieve with its technology. For example, in Larry Niven’s novel The Ring World Engineers, a civilization spends vast resources and time building a single massive structure. But do they really need something that big? Another problem is that you can’t use the structure until it’s finished. Since it’s just one structure, everything depends on it, so if it fails, everything is lost. It’s like putting all your eggs in one basket. If the goal is just to have more space, wouldn’t it be smarter to build several Banks orbitals? Or maybe it would make more sense to create a lot of O’Neill cylinders inside asteroids. These cylinders could even be used as slow ships to travel to other star systems.

The whole question of Big Dumb Objects begs the question of why build a BDO?  Almost anything you could think of as a reason to build them, you could do much better with other technology. BDO’s then become the ultimate SETI MacGuffin. Just because somebody can build something doesn’t mean that they would build it, especially when there are better ways to accomplish the same thing. All of this leads one to speculate that more advanced civilizations would not appear high on the K scale but would be much higher on the B scale, with smaller, very efficient, and dispersed objects with low radiation indexes that are hard to find.  This just means we should be looking for smaller, darker objects rather than the big, bright, flashing ones.

4.2. Surface Technosignatures
4.3. Atmospheric Technosignatures
4.4. Orbital Technosignatures

These sections, in my opinion, show the paper’s biggest limitation. The information is technically correct but lacks a clear framework for how technology creates civilizations that then modify technologies, which in turn change civilizations. It misses an important time and scale element.

As I mentioned above, civilizations and their interdependent technologies have risen and fallen. The vulnerability of civilizations and technology to collective and cumulative risks creates a myopic view of the detectability of these technologies in both time and scale. For 10,000 years, you would’ve been looking for just fire on earth, for example.  How would you be able to tell the difference between civilization and a natural phenomenon?

As technology advances, detection actually becomes harder. For example, we once had FM radio stations that broadcast in all directions with over a megawatt of power in the hundred megahertz range. This created a window of about 60 to 80 years when this technology could be detected. Now, we use higher frequency cellular systems that offer two way communication for many more people at much higher data rates. Instead of a few powerful narrowband transmitters that could be picked up with large antennas (perhaps on the backside of the moon), we now have many low power wideband transmitters. These blend into the background noise, making them much harder to detect.

Many technologies can be detected during their rise and fall, sometimes even within the short lifespan of a single civilization. One example not covered in the paper is the development of laser communications between satellites and ground stations. Although this technology is just emerging, it is unclear how long we will remain detectable. Among the technologies discussed, this type of laser communications may offer the best chance to find evidence of technological activity. It could be the easiest to detect and might be picked up by current or future detectors. It may also have the longest detectability period and the largest scale compared to the other technologies mentioned.

4.2. Surface Technosignatures
4.3. Atmospheric Technosignatures

Many of these might have such short detection windows that they approach the probability asymptote.

4.4. Orbital Technosignatures
4.5. Exoplanetary System Technosignatures
4.6. Multiplanetary Systems and Terraforming
5. Stellar Technosignatures

This brings up concepts the same as BDO’s becoming more SETI MacGuffins.
SETI MacGuffins with low detection windows that approach the probability asymptote.

6. Interstellar Technosignatures

I found this section to be the most interesting and comprehensive. That’s not surprising, as this is the field I’m most familiar with, other than resisting the fall of civilization: communications.

Although the authors were very comprehensive, I did notice two aspects of communication they did not discuss. The mentioned modulation schemes, but they did not mention encoding or spread-spectrum schemes. These are actually related.  For example, you could use a frequency-hopping system to spread your data over a wider bandwidth, which can give you some advantages in certain propagation conditions. You could also use direct-sequence spread spectrum, which has its own advantages, and you can combine the two.
 
The authors also mentioned at the beginning that it was assumed that all communications would be essentially noiseless. In reality, that doesn’t exist. All modern communication systems either have inherent resistance to this noise or incorporate some form of error correction into the modulated data. This could be bidirectional error correction, which is what is used mostly on the Internet, for example, but would be impractical at interstellar distances, or more likely, some form of forward error correction.

I am a little disappointed but not surprised that they did not raise the issue of toxic information, as that concept is the antithesis of most scientists’ ideologies.

7. Travel Technosignatures

Although interstellar travel is often downplayed, aside from the time window problem, it might be the most likely technical signature to be detected. Sadly, it is usually dismissed as impossible by those who want to show their supposed intelligence over others’ ignorance. This mostly shows them cherry-picking facts and lacking imagination. The time window problem is discussed further up, as in when they have visited while we could also observe them. In this particular case, it’s when they are traveling that we can observe them.

“In comparison to chemical rockets, a nuclear fission source of energy is ∼ 105 more efficient, a nuclear fusion ∼ 106 and the absolute theoretical maximum, matter-antimatter annihilation is ∼ 108 times more efficient (Mallove and Matloff 1989). This means that crossing the threshold from chemical rockets to nuclear fission propulsion leads to a gain of 5 orders of magnitude in efficiency, while going from fusion to matter-antimatter means ’only’ gaining 3 orders of magnitude.”

I hadn’t come across this fact before, and it’s pretty interesting. It suggests that interstellar travel might not require matter-antimatter after all. Maybe it could be done with technology we already have or are close to developing.

I wish the authors had extended the year scale further. That way, it would be easier to see where the Starshot project fits on the growth line.

“As Heller (2017) noted, reaching 0.1c would not happen before 150 years from now, assuming this exponential growth continues unabated. In that sense, the project might have been a few centuries ahead of its time!”

I have some doubts about Heller’s projection. It assumes that a project like Starshot would face the same energy limits as missions that are restricted by the rocket equation.

“In the case of directed energy, Lubin (2016) proposed a general search for directed energy beaming activities, and Guillochon and Loeb (2015) proposed to look for leakage from a light sail spacecraft traveling between planets of a given stellar system. This search can be done in synergy with optical laser SETI searches. However, note that if the beam matches perfectly with the size of the sail, then there is no leakage to detect, so we would be looking for leakage from a system designed to minimize it, which may be hard.”

This idea assumes that leakage only happens in the forward direction. However, a system like this would actually have a lot of leakage in the backscatter, since the light needs to go that way for the system to function. It could also be harder to detect if the launch trajectory is directly opposite the launching star system.

7.4. Ramjet
7.5. Planet engines
7.6. Stellar engines
7.7. Newtonian gravitation for propulsion

More SETI MacGuffins.

7.8. Spacetime manipulation for propulsion Spacetime – Bubble Propulsion System -Traversable Wormholes

These ideas might turn out to be possible one day, but right now they are beyond what physics can explain. Since they do not fit into our current knowledge, guessing whether we could ever detect them is just speculation. For now, they are as unlikely as Harry Potter’s magic wand. Still, it is fun to imagine and share stories about them. After all, dreaming about the impossible has sometimes helped us turn fantasy into reality.

8. Galactic and Beyond

“Given the tremendous distances involved, the magnitude of energy usage that could feasibly be observed by astronomers here on Earth would have to be immense, implying that such technosignatures would have to be produced by Type III civilizations or beyond.”

This puts the whole concept firmly in the realm of SETI MacGuffins with low detection windows that approach the probability asymptote. If a civilization like that existed, we wouldn’t need to search for them because we would already be part of it.

8.4. The Simulation Hypothesis

In the end, all of this is really about the idea of living in a dream. This is more of a philosophical view, since if reality were a simulation, we could only notice it if the simulation let us.

9. Discussion
9.1. Biosignatures and technosignatures

“Technological fossils—traces of a previous civilization on Earth (see Section 2)—or technological trash, such as inactive, broken probes in our solar system, broken Dyson spheres (Loeb 2023), and as Holmes (1991) noted more generally, rubbish, debris, defunct equipment, and defunct spacecraft are also potential technosignatures. For attempts to quantify this longevity factor of technosignatures, see Lingam and Loeb (2019) and Ćirković et al. (2019).”

This might be our best chance to find signs of previous advanced civilizations on earth. It is also among the best chances to find ETI. The chances of finding anything on earth due to geology and environmental factors become vanishingly small as you approach deep time.

“This is a blind spot in traditional natural sciences that seeks to study causal effects in a detached and objective way, and thus neglects or avoids the complexities of modelling agents (see Frank et al. 2024).”

“Thomas Kuhn (1996), who wrote in his foundational The Structure of Scientific Revolutions: “If all members of a community responded to each anomaly as a source of crisis or embraced each new theory advanced by a colleague, science would cease. If, on the other hand, no one reacted to anomalies or to brand-new theories in high-risk ways, there would be few or no revolutions.”

This issue affects all areas of science. Science operating as a business rather than a method often discourages ideas that challenge current thinking. As a result, the business side of science is a major reason our understanding of the world has not progressed much in the last 50 years and is becoming stagnant.

This section offers useful information on different ways to detect anomalies. In the end, finding ETI anomalies among all the noise will probably be the most important part of SETI.

“Arguably the ‘purest’ approach to signal analysis involves the use of Turing machines (Turing 1937) that represent the most general and universal of all computational devices.”

Science fiction

“The role of imagination is key to the scientific process. The core difference between science and science fiction is that science fiction aims to create emotional and engaging stories for human entertainment, while science tries to gain new insights, knowledge, and understanding, highly constrained by its methods and criteria. A systematic study of major science fiction novels to derive technosignature strategies would be worthwhile, although outside the scope of this paper. There is a rich interplay and synergy between science and science fiction (see Nováková et al. 2023): many new ideas start in science fiction and inspire scientists, while new scientific theories and discoveries inspire hard science fiction authors. However, science fiction is a double-edged sword for academic SETI. On the negative side, it contributes to the “giggle factor,” creating implicit associations between entertainment and serious science. On the positive side, science fiction addresses the question of extraterrestrial life and intelligence, which is so popular and fascinating that it is a huge opportunity for science education and outreach to draw people of all ages towards science.”

Scientists need to get over themselves and leave their ivory towers. The ivory towers are not reality, and they must stop hiding behind the business of science. This is where Carl Sagan excelled and did more than anyone before or since to draw people of all ages toward science. They need to build real world baloney detectors as Carl Sagan advised, not ones based on the business of science or their view from ivory towers. With a real world baloney detector, they would be equipped to understand and distinguish between something to giggle at and something to investigate.

Checking in on Perplexity

Yours truly, last August:

I can’t see why Apple would want to get involved with a company like this though. Gurman’s report makes it sound like his sources are inside Apple, but man, this “Apple + Perplexity” thing feels more like something Perplexity would be seeding than one that Apple executives would be leaking.

Perplexity is still occasionally in the news (often not in good ways), but it seems to me they’ve slipped into the “afterthought” tier of AI startups — which is exactly why they started leaning into clownish stunts last year. Everyone who previously suggested Apple should — or even might — buy them has gone silent.

 ★ 

Some People Rooted for The Empire in ‘Star Wars’, Too

Ed Morrissey, writing for Hot Air, thinks Scott Pelley got what he deserved and Bari Weiss is doing a good job running CBS News:

And Pelley forgot the Golden Rule: He who has the gold makes the rules. Instead, Pelley convinced himself of his own virtue and torched his own position — and if Bilton’s letter is accurate, in as mean-spirited and conceited a manner as possible. Pelley could have chosen a dignified resignation under protest, but instead pulled a power move in an attempt to intimidate Bilton, Weiss, and Ellison, only to discover that no one feared his absence. In fact, they’re probably happy to cut him loose.

There’s always at least one person in these situations who thinks they’re untouchable. A wise executive knows to start by making an example of that person, and then see how many other people think they’re indispensable. It’s not as if TV news jobs are expanding these days, after all. Pelley’s going to find out the hard way that no one’s paying $5 million a year to emote into a camera from other people’s copy.

It doesn’t even enter this man’s little mind that Pelley wasn’t concerned about his job, wasn’t concerned about his salary, but was concerned only with the integrity of the institution to which he’d committed decades of his career, and that he saw as his duty the need to stand up for his remaining and former colleagues. That Pelley himself has integrity. To the Trump lickspittles, everything is performative. They don’t just lack integrity, they don’t believe integrity is real.

Katie Notopoulos:

The Scott Pelley story to me is a lesson in how if you work hard enough in your career to get Fuck You Money, the real reward is the day you need to say it, you can.

 ★ 

‘The Insider’

All this Sturm und Drang surrounding 60 Minutes has me thinking about a re-watch of The Insider, Michael Mann’s great 1999 movie. Letterboxd’s synopsis: “A research chemist comes under personal and professional attack when he decides to appear in a 60 Minutes exposé on Big Tobacco.” It’s a great movie, and feels apt AF at the moment. Here’s the original segment on 60 Minutes, which ran an entire half hour.

What’s going on today is like if — instead of getting shady, threatening, and litigious — the tobacco companies had just purchased CBS, purged the staff at 60 Minutes, and hired a bunch of pro-cigarette stooges to replace them.

 ★ 

Friday assorted links

1. Rob Wiblin interviews Rohin Shah, who leads AGI alignment/safety at DeepMind.

2. Books Arnold Kling has reread.

3. Wemby and Star Wars.

4. Even (especially?) for ontologists, supply is elastic.

5. SSRN is getting worse.

6. Major layoffs at The New School.

7. New forthcoming Ethan Mollick AI book.

8. “Scientists at Columbia University have edited the DNA of early human embryos with unprecedented accuracy, an achievement that could open the way to babies engineered with particular characteristics.” (NYT)

9. How much is AI boosting productivity anyway? (FT)  A much-needed dose of sanity.

The post Friday assorted links appeared first on Marginal REVOLUTION.

       

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A Designated Spokesperson for Democrats?

There Are Ways Democrats Could Focus and Amplify Their Message

The Democrats need a designated spokesperson. President Trump can get his message of the moment covered in news and media because he is president. One person, speaking as head of the government and head of his party. One person for media to cover. One person all media know that if they cover what he’s saying they’ll get lots of hits from people checking it out. Both those who will like what he says and those who won’t.

On the other hand if, say, the candidate for governor of California, whichever one is running second in the polls, says something about what Democrats should do if they regained the House or the Senate, or both, or the presidency too in 2028, a relatively few people will check it out. Likewise if it is the governor of some middle-sized state, or the second in line on the Congressional Ways & Means Committee (ranking member of the minority party), or even the head of the Democratic organizing committee. Some people would pay attention but most would not know who these people are, or would assume they have no authority other than in their own domain, or that what they say is just their opinion and can’t be taken with confidence that that’s what Democrats would do.

It’s difficult for either party to have a focused message when they don’t have a president in their party to make statements. The only other time that works is when the presidential election is coming up and some leading contender has become the default spokesperson for the party.

So how to overcome that? Designate a spokesperson. One person designated by the party to make as much of a news splash as possible, as often as possible. Every other day if possible. Go to the border and talk about how the wall is a waste of money. Go to Minneapolis and talk about how any deportations that should happen, should happen in a just and humane way. Go to Alabama and talk about how Democrats would not have just redistricted black voters out of being able to elect their own choice. Go to some place in the middle of the country where there have been large layoffs due to AI and declare what Democrats would do to make AI help workers rather than replace them.

A caveat here. Of course, Democrats, if in power, would have to be effective at delivering on those issues, whereas generally they have not been taken as effective in those ways. Although until Trump reversed a lot of things there is a lot to be said for what Biden did on many of these issues. In any case Democrats have to first make their case, then have that lead to regaining power, then follow through. Step one could be greatly helped by a designated spokesperson.

They would have to be someone who is not running for an office anytime soon so the party is not playing favorite to someone. They would have to have some credibility like perhaps a retiring member of Congress. Dick Durbin, the retiring senator from Illinois, would be an option. Someone with the charisma to convey a message. (Durbin would be middling in that regard.)

They would have to stick to general themes. To take one issue, say the wealth tax, some elected Democrats, or ones running for office, would support that and some wouldn’t, so you can’t promote that as something Democrats agree on. But they could talk about making taxes fairer, and about making the whole economy more focused on how well the people doing the work are doing in it. There are also things that are non-negotiable. For instance, that all policies of the government should give full respect to all people, white and black and brown, gay and straight, everyone.

It would take time for such a spokesperson to be at it until the media becomes convinced this really is the voice of the party and so cover them regularly. The president will always get more coverage, but this could add up to a strong boost to an alternative message. Certainly better than the messaging happening now.

I’ve tried to talk to some Democratic leadership about this idea to get their reaction and have either gotten no expressions of support or even criticism insisting that they don’t need any messaging improvement. I’ll write more about all of that later.

So why aren’t they doing this? Why aren’t they using every means available to stir up support? Well, if you’re a Democrat or a supporter, maybe you should send this along to your Representative and ask them that.


“FREEDOM OF THE PRESS IS NOT JUST IMPORTANT TO DEMOCRACY, IT IS DEMOCRACY.” – Walter Cronkite. CLICK HERE to donate in support of our free and independent voice.

The post A Designated Spokesperson for Democrats? appeared first on DCReport.org.

AI enthusiasts are in a race against time, AI skeptics are in a race against entropy

AI enthusiasts are in a race against time, AI skeptics are in a race against entropy

Charity Majors neatly captures the dynamic between AI enthusiasts and AI skeptics, both of whom are trying to build great software, often in the same teams:

The enthusiasts are not wrong. We are starting to see real, non-imaginary, discontinuous leaps in capabilities from teams that lean in hard to working with AI. And this does not feel like a normal technology cycle where you can wait for the dust to settle; teams that sit this out while competitors are hustling could be out of business before the dust settles. That’s a real, existential threat.

The skeptics are also not wrong. When you ship code faster than engineers can read it, in domains where nobody has full context, you are making withdrawals from a trust account that took years to build. Reliability degrades, institutional knowledge evaporates. You end up with systems nobody understands, products burbling into incoherence, and on-call rotations that grind people up and spit them out. That is ALSO a real existential threat.

Charity recommends treating this as both a leadership challenge and an engineering challenge. The key issue:

There is no natural feedback loop connecting enthusiasts with skeptics.

Designing feedback loops to help "mend the gap in shared reality" between the two groups is a fascinating organizational design problem.

Via Lobste.rs

Tags: ai, charity-majors, agentic-engineering

Quoting Emanuel Maiberg, 404 Media

After this story was published Google's spokesperson reached out and asked us to publish a slightly different version of that statement. The new statement no longer stated that "it's critical that we maintain humans in the loop."

Emanuel Maiberg, 404 Media, Google Employees Internally Share Memes About How Its AI Sucks

Tags: ai-ethics, journalism, ai, google

Congress Wants To Put Down China’s Robot Dogs

Congress would like you to know that the China-made humanoid robots wandering the streets and warehouses of America might be spying on us.

The Guarding the U.S. Against Adversarial Robotics Dominance (GUARD) Act was introduced last week by Rep. John Moolenaar, who chairs the House Select Committee on China, alongside Reps. Jay Obernolte of California and Jennifer McClellan of Virginia. In a press release published Wednesday, they warn that China-made humanoids and quadrupeds contain backdoors the People’s Liberation Army can fling open at will — a threat one endorser compares to the plot of the 1984 film Red Dawn. Here’s Molenaar’s take:

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After 11 years at Mars, NASA's MAVEN spacecraft went out with a whisper

NASA's MAVEN spacecraft was in excellent shape when it disappeared behind Mars on December 6 of last year. The routine passage, called an occultation, was supposed to last less than an hour, but ground teams didn't hear from the spacecraft when it was supposed to regain contact with Earth.

The loss of communication triggered contingency plans for engineers to try to restore a link with MAVEN, which orbits Mars more than 200 million miles from Earth. To no avail, they listened for faint signals and uplinked commands in the blind. Hopes of saving the mission faded over time, and NASA officials announced Wednesday that they're giving up on it.

"NASA has ceased efforts to search for the MAVEN spacecraft and are beginning activities to decommission the mission," said Mike Moreau, MAVEN's project manager at NASA's Goddard Space Flight Center in Maryland. 

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The world is bigger than you can imagine

This post will begin with some silly dorm room philosophy, but eventually I’ll extend the idea to something that I’m actually qualified to discuss—the macroeconomy.

It has become an overused cliche that the universe is so vast that the puny human mind is unable to even imagine its scale. So let me begin with a claim that might be more controversial; a human life is so vast that a person cannot reasonably evaluate their own life. Try to sum up your life? It’s probably impossible.

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It sounds a bit arrogant for me to tell other people that they cannot evaluate their own life, so I’ll stick to my own example. If it doesn’t apply to you, that’s fine. I won’t try to press the point. Perhaps I’m different.

In your vision, there is a blind spot that you don’t notice. The brain sort of fills in the gap, making it seem like you see the entire field of vision. I suspect that life is sort of like that. My mind gives me the impression that I can look back on my entire life, but all I’m seeing are a few tiny fragments.

When I was nine years old, time seemed to go by very slowly. My age nine life must have been vastly richer than my age 70 life, with lots more happiness and pain, boredom and drama. It was one of the most important parts of my life, at least in “utility” terms. And yet I recall almost nothing of that year, perhaps just one or two dozen events. But that’s not even a single day for a nine-year old!

Here’s another way of looking at things. I sometimes try to categorize my life by type of event. But the more I look, the more I see. You have school, and work, and time spent with friends. Then there are the days where you are sick. There are days spent traveling. That includes both lots of vacations and lots of travel for work. And time spent at work is itself quite diverse, featuring lectures, research, office hours, committee meetings, lunch conversations, commuting time, etc. And those are just the tip of the iceberg.

At age 70, I will occasionally recall some important past event that I had completely forgotten. Clearly, I had not completely forgotten it, but the memory was inaccessible most of the time, including those times when I try to look back and evaluate my life. The sudden recollection of one of those deeply buried memories triggers a feeling analogous to deja vu, but different. It triggers the feeling that life is much bigger than I had thought, that much more has happened to me than I can recall at any one time. The Dictionary of Obscure Sorrows coined the term “sonder” for this feeling.

There’s also a vast amount of time spent on things that are more passive than play, work and school. Thus, I’ve read many books and seen even more films. How should I think about the part of my life immersed in alternative worlds through the narrative arts? This is from the Taiwanese film YiYi, which I’ve seen twice:

Pangzi: My uncle says we live three times as long since man invented movies.

Ting-Ting: How can that be?

Pangzi: It means movies give us twice what we get from daily life.

I occasionally think about those medieval peasants that were not able to go into a dark theatre at age 12 and have their minds blown by the film 2001: A Space Odyssey. (Substitute Star Wars if you are a decade younger, or The Matrix if you are Gen X.) I’ve spent a lot of my life immersed in films, many of which are far more engrossing than my “real life”. How should I think about that time?

When most people evaluate their lives, they probably think about career success or failure and their family life. That’s fine, but is it possible that we underrate the importance of all the time we spent on hobbies like collecting stuff or watching sports or listening to our favorite music in college or using drugs or hiking in the wilderness or lots of other “trivial” pursuits? Are we actually evaluating our life, or are we evaluating the official version of the most important parts of life? In some ways, artists like Borges, Conrad, Velazquez, Cezanne, Kubrick and Dylan seem more real to me, a bigger part of my life, than many casual friends I’ve had over the years.

The film It’s a Wonderful Life probably describes the way that many people visualize looking back on their lives. But an honest appraisal of my life would have to include It’s a Wonderful Life. The two hours spent watching that film (big screen of course) was much more engrossing than the two hours right before of after I watched the film, when I probably did something boring and eminently forgettable. If someone asked me to “look back on my life”, I would not start by saying “Well let’s see, I watched It’s a Wonderful Life”, as that film portrays someone else’s life. But it’s also a part of my life!

After writing this, I started to recall all sorts of minor things I’d overlooked. For instance, initially I thought of “work life” as my 35 years at Bentley University. But then I recalled that I also spent lots of time doing physical labor, especially when young but to some extent throughout my life. I suspect that I did at least an order of magnitude more physical labor than most other college professors—so that’s also an important part of my life.

Some stuff that I recall seemed normal at the time, but weird in retrospect. At age 13, I would see my (divorced) dad every few weeks. We’d sit at the bar, and I’d drink soda (then called “pop”) while he consumed six or eight scotch and waters, and we’d talk about all sorts of stuff. Then he’d drive me home! (Blood alcohol level? Don’t ask.) He’d occasionally give me 40 cents to buy him a pack of Kents from the cigarette vending machine. Or at the same age, hanging around the rail yards at night with my friends, dodging the police while collecting flares to use in making fireworks. That’s part of my life too.

I honestly don’t know what sort of life I’ve had. If I look back on it when I’m feeling down, I see a vastly different life from when I look back on it when I’m happy. So, which is true? What if both are false?

Again, perhaps this agnosticism about life is just me, maybe I’m weird. But now let’s look at two issues where I do have some expertise, evaluating economic problems and evaluating economic policy regimes. Most of the bad analysis that I see in these two areas ultimately derives from a single mistake—vastly underestimating the size of the economy. Not in the sense that GDP is larger than measured due to the underground economy, rather in the sense that the economy is far more complex and diversified that it seems at first glance. I’ll illustrate the two claims, one at a time:

Part 1: There’s a great deal of ruin in a nation

I received an email from The Economist magazine, which had the following admission:

For the past year America has been running a giant experiment. What happens when you take one of the world’s most successful economies and put in place two big growth-busting changes: tariffs and a sudden stop in immigration? Many observers—including us—thought the impact would be unambiguously negative. Yet America’s economy is still the envy of the rich world. The country’s GDP grew faster than that of any other G7 country last year. Its stockmarkets have repeatedly hit record highs over the past 15 months. What is going on?

In this week’s cover story, which will be published tomorrow, we offer an answer. We have crunched the numbers. An artificial-intelligence boom, soaring stockmarkets and some of Donald Trump’s own measures have boosted the economy. But by our calculations, the president’s chaotic policymaking, sweeping tariffs and mass deportations are, in fact, hurting growth—a drag we call the “MAGA tax”. Our calculations suggest that without the MAGA tax, America’s economy would have grown more than half a percentage point faster.

I suspect that many people overestimated the negative impact of Trump’s policies because they forget how complex the economy is. If Trump’s policies reduced real output by $300 billion, they would be enormously destructive. But that’s only one percent of GDP and could be easily obscured by offsetting effects related to monetary policy changes, an AI boom, and other factors. We saw this in 2007, when the US economy continued to expand despite a dramatic collapse in home construction. Even at its peak in early 2006, homebuilding was only 6% of GDP.

In general, people tend to overestimate the impact of any single real factor on the US economy. But there is one type of shock that people underestimate—nominal (monetary) shocks. Because wages and prices are sticky, nominal shocks affect not just a single sector like homebuilding, rather they impact all markets. That’s why almost all recent US recessions (apart from Covid, which only lasted 2 months) have been caused by contractionary monetary shocks.

This also explains why there are so many false alarms, forecasts of recession that don’t pan out. People wrongly assume that a problem facing one particular sector will cause a decline in the overall economy. In a large and diversified economy, that is rarely the case. Again, Covid being a notable exception.

The fact that there is a great deal of ruin in a nation has implications for a wide range of issues. In a post entitled “Supply is elastic, installment number 1637”, Tyler Cowen cites the fact that our policy of murdering suspected drug smugglers in the Caribbean does not seem to have slowed the supply of cocaine, and the cutoff of oil from the Persian Gulf did not cause the European airline industry to shut down in 6 weeks (as had been predicted). Numerous other examples of surprisingly elastic supply could be cited, such as the almost universal failure of “sanctions” to have their desired effect. Doomsday resource depletion or overpopulation scenarios are often the result of an excessively simplistic view of the economy.

Do you recall the maxim that the best forecast is usually more of the same (which has allowed Bryan Caplan to win almost all his bets)? This is because the vast size and complexity of the economy results in no single factor having much effect.

Part 2: Policy regimes are more complex than they appear

It isn’t just the overall economy that is really big, economic policy regimes are also very large and complex. In previous blog posts, I’d occasionally point out that Singapore has one of the freest market economies in the world. They are number one in the Heritage ranking and number two (slightly behind Hong Kong) in the Fraser ranking. Commenters occasionally responded that Singapore’s government is highly interventionist, citing numerous examples. So, who’s right? Queue the “Why not both?” meme.

I asked AI Overview to estimate the number of regulations in the US:

Because there is no single agreed-upon definition of what constitutes an "economic regulation," researchers estimate there are well over 1.1 million distinct federal regulatory restrictions, filling roughly 130,000 to 190,000 pages in the Code of Federal Regulations (CFR). [1, 2, 3]

And that’s not even accounting for state and local regulations such as rent controls, zoning rules, minimum wage laws, occupational licensing laws, building codes, etc., etc.

I wonder how many regulations there are in North Korea? If the answer were 800,000, would you conclude that North Korea has a less regulated economy than the US? I hope you see my point. Modern economies are very difficult to summarize as “free market” or “socialist”. Not all regulations are equally important.

Most economies are very large and complex, and even relatively free market economies have extensive government intervention. This complexity allows people to find evidence to support almost any position on the question of optimal policy regimes. In a country that is viewed as relatively successful, it is almost always possible to find a few examples of policies that you favor. Then you merely need to claim that these policies explain the success of your chosen example.

Similarly, in a country that is widely viewed as economically unsuccessful, it is almost always possible to find specific policies that you disagree with. Then you can claim that these bad policies explain why the country is doing poorly. Due to motivated reasoning, I suspect that we usually overestimate the impact of any single policy on a country’s overall policy regime.

You can think of the wealth of a country as being due to three factors:

  1. Natural resources.

  2. Human capital.

  3. Economic system (taxes, property rights, regulations plus cultural traits such as corruption, interpersonal trust, etc.)

Beyond oil and gas, natural resources don’t seem to have a dramatic impact on per capita GDP. Student scores on international exams provide a rough estimate of the average level of human capital. The third factor is the hardest to estimate. How in the world do we measure the extent to what a policy regime encourages wealth creation? If the US has 1.1 million regulations, how can we possibly make sense of such a complex picture?

I don’t know whether I have any persuasive answer to this question but FWIW, I rely on two primary pieces of evidence, natural experiments and basic economic theory. I look at what happens when countries undertake major changes in their policy regime, and I look at what economic theory predicts about the relationship between economic regimes and wealth creation. For instance, I notice that:

  1. The sluggish West German economy took off after ending price controls in 1948.

  2. The sluggish South Korean economy took off after removing some barriers to trade in 1964-65.

  3. The sluggish Chinese economy took off after improving property rights in rural areas after 1979.

  4. The sluggish Polish economy took off after extensive privatization in 1990.

  5. The sluggish Indian economy took off after significant deregulation in 1991.

And there are many other similar examples.

I also look at the predictions of economic theory. In most cases, theory predicts that efficiency results from having prices freely move to a competitive equilibrium. Theory predicts that low marginal income tax rates on labor and capital encourage wealth creation. Theory predicts that free trade is more efficient than protectionism. Theory predicts that wealth creation will improve if people have secure property rights over their land and physical assets. This is roughly the package of policies that are labeled “economic freedom” by Heritage and Fraser.

So, we have a set of economic models that mostly (not always) predict that freer markets are more conducive to wealth creation, and we have lots of historical examples of economies taking off after reforms increased “economic freedom”. But it’s complicated, as a country like Denmark scores extremely high on free markets but also has a large welfare state. Intervention is multidimensional.

It is also important to avoid motivated reasoning. In some cases (such as Chile), it took a long time for free market reforms to produce higher output. As Marcus Nunes recently discussed in an excellent post, Milei’s reforms in Argentina have thus far produced only very small gains. Economies are quite complex and it is not always clear whether any single reform, or set of reforms, will prove to be truly transformative. There’s a lot we don’t know.

Let’s conclude with a few other examples of things being bigger than we imagine:

Physical size of Earth: I few years ago, I visited “Africa” and went on a safari, staying at four different hotels. Well, actually just one of Africa’s 54 countries—that’s more countries than America has states. After the trip, I looked on the map and saw that the seemingly vast area I covered was just a tiny part of Tanzania, up near the Kenyan border. I know nothing about the rest of Tanzania. And did I even see that small region? Land travel is basically two dimensional, along the narrow thread of a road. To the right and left you could travel 10 miles, 20 miles, or 50 miles, and there would be thousands of villages that I never saw, untouched by tourism.

But hey, I’ve been to “Africa”!

[I traveled in the rectangular area northwest of Arusha.]

People occasionally do European vacations. (If It’s Tuesday, This Must be Belgium.) More sophisticated travelers will visit a single country, say Italy. I once knew a couple that vacationed in Italy once a year, seeing just one province on each trip. But can you even do Tuscany in one trip? Isn’t it better to do Florence on one trip, then Siena & Arezzo, then Lucca & Pisa, then the hill towns, then Etruscan sites, etc. And even Florence might be too much. Spend one trip exploring the buildings and statues designed by Brunellesci and Michelangelo, another closely examining paintings in the Uffizi and Pitti palaces.

Life: The diversity of plant and animal life is almost beyond comprehension. Not just in big countries like the US and China; even medium size countries like Colombia have an amazing variety of local ecosystems.

Culture: People often say, “The Japanese are basically like this” or “The Italians are basically like that.” No, they are like 100 different things, often seemingly contradictory.

History: History is full of stuff to support almost any perspective. At one time, it was believed there was a Dark Age from 500 to 1000. Then revisionists found evidence suggesting there was no Dark Age. Then even more evidence was found, suggesting that yes, there was a Dark Age after all. Genetic research into man’s past keeps making the picture look more and more complex. You could spend your entire life reading only history books and never run out of surprising new information.

Literature: Read all the classics? The deeper you look, the more great writers you find.

Film: There are at least 50 to 100 films deserving of being in the top 10.

At least 1000 films deserving of being in the top 250. In other words, try as hard as you might in developing your list of the top 250, and I’ll easily find another 750 that are better than many films on your list.

The internet: How many great substackers have I yet to discover?

Here’s a recent Bloomberg headline:

Odd Lots: How the Invention of Rope Gave us Modern Civilization

How many words can you think of to replace “rope”, which leave the claim roughly equally plausible? The wheel? Farming? Writing? Printing press? Gunpowder? Steam engines? Banks? Roads? Sailing ships? Cement? Religion? Steel?

How many more? A hundred more? A thousand more? I can only estimate the number that immediately come to mind, not the vastly larger number that don’t immediately come to mind.

We only know what we know and vastly underestimate the universe of things that we don’t know.

PS. Here’s Scott Alexander:

I acknowledge that my inability to marvel at a live Caruso opera in Naples has cost me something deep and beautiful. But I cannot wish that the phonograph was never invented. Does the increased variety and quantity of music compensate for the decreased profundity of each musical experience? Surely this is part of it, but I would never accept this excuse in other areas that have not yet been cheapened. A thousand moderately pleasant one-night-stands cannot equal one passionate love affair.

I certainly would agree that the thought of a thousand moderately pleasant one-night-stands cannot equal the thought of one passionate love affair.

But the reality? Again, we only know what we know, and vastly underestimate the universe of things that we don’t know.

How about a thousand and one night stands, each accompanied by a clever story?

The Pursuit of Happiness is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

My Hummingbird Roommate

Last week we discovered a baby hummingbird on the ground in the garden. Marina located the nest, which was tiny and artfully disguised. The remaining bird in the nest seemed to take up all the space, so I figured it was overcrowded and this one got pushed out.

Note camouflage on nest

Upon the advice of local birdmeister Keith Hansen, I put it back in the nest, and it eventually snuggled down alongside its sibling. The mother didn’t seem to come back, so I brought the nest, with the two babies, into the house — under light for warmth at night. I started feeding them sugar water — started with brown sugar, switched to white (per Keith’s advice) with an eye dropper.

By this time Foster and Lillian had arrived from Up North for a big wedding we were going to that weekend, and we all focused on keeping the birds alive. I read that baby hummingbirds need protein as well as sugar, and Lillian discovered aphids on fava beans in the garden. We mashed up the aphids and also flies and mosquitoes to feed them. (Imagine being glad to find aphids!)

Pretty soon, the hummingbird shown above at the left died, but the other one was very much alive and alert. Hummingbirds need to eat every half hour, and also, I’d get up every couple of hours at night to feed her. Each time I’d come into the room, she’d be sitting on the edge of the nest, bright-eyed and mouth open. Tiny heart beating.

Periodically, she’d try to fly and would take some buzzing flaps before landing on the table. A fierce desire to not only survive, but to thrive.

Lillian made a basket of flowers from the garden. The hummingbird’s feathers here are somewhat caked with sugar that dripped from the eyedropper., but she seemed happy with her surroundings.

I was getting attached to this little creature —my tiny roommate, but one that needed constant attention to survive. After five days, I was exhausted, and took her over to Wildcare in San Rafael, a wonderful outfit that specializes in keeping abandoned or distressed wild creatures alive.

Live From California with Lloyd Kahn is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber.

About 2 weeks later, the hummingbird lady (who nurtures hummingbirds in her home) called to say that not only was she (an Anna hummingbird) alive, but she was flying around in the aviary. The practice was to release hummingbirds in the area where they were found, so Saturday morning she showed up with the hummingbird in a little box, took the lid off, and zoom! — up she accelerated into the sky. I was so excited! (Proud.)

Above, look at how she is flying in this tiny space.

Up up and way away!

Here are a few fascinating hummingbird factoids from Perspetive AI:

“HUMMINGBIRD FAST FACTS

At about 2.25 inches (5 centimeters) long and weighing 0.07 ounces (2 grams), the Bee Hummingbird (Mellisuga helenae) is the smallest living bird in the world.

A hummingbird’s heart beats up to 1,260 beats per minute (a resting human heart beats 60-100 beats per minute!). When sleeping, a hummingbird can enter a state of torpor where its heart rate drops to as low as 50 beats per minute in order to slow its metabolism and conserve energy.

Hummingbirds flap their wings around 20-80 times per second, allowing them to hover in midair and making them the only bird that can fly backwards.

Hummingbirds lap up nectar with their tongues rather than use their beak as a straw and can lick 10-15 times per second while feeding.”

-Audubon


Then I asked Perspective if the Bee Hummingbird was smaller than an Anna’s:

“Yes! The Bee Hummingbird is significantly smaller than an Anna’s Hummingbird. Here’s how they compare:

Bee Hummingbird Anna’s Hummingbird

Length ~2.2 inches (5.5 cm) ~4 inches (10 cm)

Weight ~1.5–2 grams 3–6 grams (0.1–0.2 oz)

Where found Cuba only Pacific Coast of North America

The Bee Hummingbird is not just smaller than an Anna’s — it’s the smallest bird in the entire world. At barely over 2 inches long, it weighs less than a dime, while the Anna’s Hummingbirds you see in Bolinas are roughly the size of a ping-pong ball and weigh about as much as a nickel.

The Bee Hummingbird is so tiny it’s often mistaken for an actual bee. Its eggs are about the size of a coffee bean, and the female builds a nest barely an inch across. Since it’s endemic to Cuba, you won’t spot one at your feeder in West Marin! “

-Audubon

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America, the Inessential Nation

Trump said Zelenskyy 'does not have the cards'. But how well is he playing  his own hand? | Olga Chyzh | The Guardian

On Feb. 28, 2025 Donald Trump berated Volodymyr Zelenskyy, president of Ukraine, for what he claimed was failure to show sufficient respect. “You’re not in a good position,” Trump declared. “You don’t have the cards right now.”

It was a spectacle that shamed America — Trump engaging in petty bullying of the leader of a nation fighting for its life against tyranny. If you have time, read the transcript or watch the video to see just how sickening it was. But worse was to come. Trump and his minions proceeded to cut off all financial aid to Ukraine:

They also began blocking shipments of U.S. weapons, even when other nations were willing to pay for them. And in August Trump held a meeting with Vladimir Putin in which, as the Russians see it, he offered to broker a deal that would give Russia control of a crucial fortress belt on Ukrainian soil.

It was a shocking betrayal of a democracy fighting for its freedom — and, in so doing, fighting for the freedom of Europe as a whole. Even some Republicans are ashamed. Yesterday 18 Republican members of the House broke ranks with their leadership and voted for a bill that would restore aid to Ukraine and impose sanctions on Russia. But the bill has no chance of becoming law, because Trump is siding ever closely more with Putin in a war that is now well into its fifth year.

But a funny thing happened to Trump’s attempt to hand Ukraine over to his comrade in thuggery: the war has turned in Ukraine’s favor. The fighting remains a gruesome slugfest, but Ukraine’s superior flexibility and capacity for innovation have gradually given it the upper hand in the drone warfare that increasingly shapes combat. In fact, Ukraine is so proficient at drone warfare that the United Arab Emirates, Qatar and Saudi Arabia — which are facing drone attacks as a consequence of Trump’s disastrous Iran war — have signed agreements to draw on Ukrainian technology and expertise.

Zelenskyy, it turns out, does have quite a few cards, while Trump has far fewer cards than he imagined.

Before Trump, we were also a nation almost universally regarded as essential: Nations believed that they needed access to U.S. banks to do business, access to U.S. markets to prosper, access to U.S. weapons to defend themselves. But by breaking decades’ worth of international agreements — not to mention threatening allies and betraying Ukraine — Trump quickly forfeited the world’s trust. By failing so spectacularly against Iran, a far weaker military power, Trump has dispelled much of the world’s fear.

And now the fact that the world is managing economically despite Trump’s tariffs, while Ukraine is surviving despite Trump’s attempt to cut it off at the knees, has revealed that we are much less essential than everyone assumed.

NONMUSICAL CODA

June 5, 1944 — back when we were a reliable and essential ally of nations fighting for freedom.

Quoting Andreas Kling

We will no longer accept public pull requests. [...]

A substantial patch used to imply substantial effort, and that effort was a reasonable proxy for good faith. That assumption no longer holds. [...]

Whether code was typed by hand is beside the point. What matters is who is responsible for it once it enters the browser. Ladybird is becoming a browser for real users. The people introducing changes to it must be the people who decide those changes belong in the project, and who will answer for the consequences.

Andreas Kling, Changing How We Develop Ladybird

Tags: ladybird, ai-ethics, open-source, generative-ai, ai, andreas-kling, llms

NASA crew briefly shelters inside Dragon capsule as Russia addresses new space station leaks

A computer rendering of the configuration of the International Space Station as of May 17, 2026. Six spaceships are parked at the space station including the SpaceX CRS-34 Dragon, the SpaceX Crew-12 Dragon, Northrop Grumman’s Cygnus XL, the Soyuz MS-28 crew ship, and the Progress 94 and 95 resupply ships. Graphic: NASA

Previously unannounced repair work to stop new leaks onboard the International Space Station temporarily caused NASA to send all four members of the agency’s SpaceX Crew-12 mission as well as NASA astronaut Chris Williams into the Dragon capsule, Freedom, on Friday.

Cracks and leaks have popped up within the Russian segment of the space station within the Zvezda service module transfer tunnel, called the PrK, off and on over the past six years or so. However, NASA said the discovery of “new leaks” caused the Russian space agency Roscosmos “to proceed with a more extensive repair operation on Friday, June 5.”

“Out of an abundance of caution, NASA has directed all four of the agency’s SpaceX Crew-12 members and NASA astronaut Chris Williams to assume an elevated safety posture in the Dragon spacecraft while the repair is underway,” said NASA spokesperson Bethany Stevens on Friday.

However, at around 10:30 a.m. EDT (1430 UTC), the so-called “safe haven” plan was suddenly called off.

“Our Russian colleagues have elected to perform measurements only today,” Mission Control informed the crew. “So with that, we are comfortable backing out of the safe haven config.”

“We look forward to working with Roscosmos on a collaborative approach to address the leaks,” Stevens said in a statement shared to social media shortly before 11 a.m. EDT (1500 UTC).

The NASA statements didn’t address when these new leaks were discovered, state the leak rate, or when NASA decided it was neccessary to have the three Americans, one French astronaut, and one Russian cosmonaut shelter in place inside Dragon Freedom.

The crew reported around 9:40 a.m. EDT (1340 UTC) that the Node 2 hatch was closed. Node 2 is the formal name of the Harmony module, where Dragon spacecraft dock when delivering crew or cargo to the ISS.

The crew then worked to configure the Dragon spacecraft for Dragon-to-ground communications. NASA astronaut Jessica Meir, commander of the SpaceX Crew-12 mission, confirmed to the Mission Control Center that the pre-ingress work was completed.

“Thanks for all your quick work, you guys. Great job,” said a flight controller from Houston.

The Dragon has four seats that, in its current configuration, are outfitted for the four members of the SpaceX Crew-12 mission. Williams would have been an extra occupant had the crew needed to evacuate.

As NASA demonstrated during the Starliner Crew Flight Test saga, Dragon can be outfitted with makeshift seats to accommodate one or two additional personnel, if needed in an emergency. During the period of time in which Starliner was getting ready to depart, but before Dragon Freedom arrived as part of the SpaceX Crew-9 mission, makeshift seats were established for then NASA astronauts Sunita ‘Suni’ Williams and Barry ‘Butch’ Wilmore.

Rocket Report: Blue Origin explosion still making headlines; Impulse raises money

Welcome to Edition 8.44 of the Rocket Report! The news this week is decidedly weighted in favor of heavy-lift rockets, largely due to the fallout from last Thursday's explosion of Blue Origin's New Glenn on its launch pad in Florida. Blue Origin aims to resume launches at the badly damaged launch facility by the end of the year, but there's good reason to be skeptical of this timeline. With New Glenn grounded, will Blue Origin founder Jeff Bezos approach Elon Musk's SpaceX to launch his Blue Moon lander to the lunar south pole? It sure sounds like NASA is pushing for that.

As always, we welcome reader submissions. If you don't want to miss an issue, please subscribe using the box below (the form will not appear on AMP-enabled versions of the site). Each report will include information on small-, medium-, and heavy-lift rockets, as well as a quick look ahead at the next three launches on the calendar.

Spaceport development moves forward in Canada. There's been a lot of talk about the Canadian government's recent commitment to invest in a sovereign launch capability. There was the announcement last year of a federal budget of 182.6 million Canadian dollars ($131 million) over three years to establish a sovereign launch program. In March, the government said it would lease a dedicated launch pad at a commercially developed spaceport in Nova Scotia for national defense purposes, committing 200 million Canadian dollars ($144 million) to the deal. The agreement is a boon for Maritime Launch Services, which is developing Spaceport Nova Scotia after years of slow progress at the coastal site, SpaceQ reports.

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Safety officials finally have a good idea of what a big rocket explosion can do

Last week's explosion of a New Glenn rocket at Cape Canaveral, Florida, was clearly a setback for Blue Origin and NASA, but it was a learning experience for safety officials looking to open up the spaceport to hundreds more launches per year.

The launch base on Florida's Space Coast is gearing up for a flurry of new arrivals. SpaceX is building multiple launch pads for its super-heavy Starship rocket, which will operate within a few miles of launch pads operated by SpaceX rivals Blue Origin and United Launch Alliance. Two other companies, Stoke Space and Relativity Space, are also developing launch sites along a narrow stretch of coastline at Cape Canaveral Space Force Station.

All of them have, or will soon have, rockets burning methane or liquified natural gas, replacing legacy launch vehicles fueled by kerosene, liquid hydrogen, or solid propellants. There are good technical reasons for making the switch, but until last week, engineers had scant real-world data on the damage that millions of pounds of methane and liquid oxygen would cause if a fully loaded rocket exploded on the launch pad or soon after liftoff.

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Links 6/4/26

Links for you. Science:

‘Corpse Point’ In the Arctic Is Melting, Disturbing Centuries-Old Bodies
What The Fuck Is Happening With This Fish
American passenger feels ‘betrayed’ by federal order to stay in hantavirus quarantine
Foolish Humans! Gulls Are Not So Gullible After All
Warming oceans are wiping out kelp forests at alarming speed
Ebola outbreak now third largest recorded and “spreading rapidly”
No child deaths definitively linked to Covid shots, FDA says. The agency’s analysis contradicts claims made by former vaccine chief Dr. Vinay Prasad.

Other:

D.C. police complaints rose during heightened federal law enforcement presence
Trump’s War Is Staggering to an Incoherent Defeat
Donald Trump’s Ego-Driven “Excursion” Has Crashed Into Reality
DON’T BE SO SURE THAT TRUMP’S IRAN SURRENDER WILL BE A LOSS FOR HIM
Absent Congressman Calls Allies, but Stops Short of Public Appearance
Trump faces health questions ahead of another Walter Reed trip
Scenes from a personalist regime
Florida biologist awarded $485K after firing over Charlie Kirk post
Spokane ICE agent scrutinized over racist and transphobic social media posts in federal trial
Uber’s COO says it’s getting harder to justify the money spent on AI tokenmaxxing
Helsinki just went a full year without a single traffic death
A Chamber Filled With Degenerate Gamblers
D.C. Third-Party Power Customers Paid 70 Percent More Than Pepco Rates, Costing Households Millions
IATSE Says Kennedy Center Violating Its Contract, Using Temporary Closure to Permanently Cut Jobs and Services
The Revolution Cannot Be Streamed
The Iran War Is Coming for Your Diet Coke
The Gray Lady is a Trump fangirl
Private Profiteers: How ICE Detention Center Contractors Exploit Immigrant Detainees with $1 Per Day Pay
Donald Trump moves to gag the entire federal workforce
The other DC congestion pricing study
2020 Was Nothing Compared to Our New Era of Public Health Conspiracy Theories
The Dumpster Fire of the Vanities
‘BusPatrol’ Put AI Cameras in Tens of Thousands of School Buses. Now They Want to Give Cops Access
The Kardashians Explain It All
War Crimes With Drones, Social Media, and the Elusive Butterfly That is Shame
Taking the L … And Trump’s Long Iran Walk Into the Twilight
The Revisionist History Of Trump’s Impeachments
America is suffering a shortage of construction workers and sabotaging its ability to fill vacancies by wiping out the industry’s immigrant backbone
The ‘Vibecession’ Is Over. The ‘Permacession’ Is Here.
Revenge of The Business Idiot
Background checks for private firearm sales not happening, one month after bill’s emergency enactment (another loss of control over the internal security forces)

AI Worm

Researchers have prototyped an AI-powered internet worm.

The coolest thing about the prototype is that it carries its own LLM with it, and runs it on computers that have been broken into.

This is the closest to John Brunner’s original 1975 conception of a computer worm that I’ve seen.

Another Great Week for D.C. Crime Stats

Mostly. The great news is, as of 9am today, D.C. had another week without any homicides, keeping the total for the year at 32*. At this time last year, there had been 68 homicides, and in the surge year of 2023, over the same time period, there had been 97 homicides. Good job, D.C.!

That said, as some asshole with a blog noted a couple days ago, the effect of the National Guard occupation has been to decrease car-related crimes (theft from auto and theft of auto), along with robberies**, but we’re seeing a significant rise in those categories, though they’re still significantly lower than at the same time last year. I haven’t really been able to see an obvious geographic pattern to the rise either. It would not be good if we’re still saddled with an illegitimate Guard occupation that also has lost effectiveness.

We are still on pace for another 33 percent drop in homicides for the third straight year, not that one would know this based on news reporting. Because people’s attitudes about city crime are completely unfounded.

Anyway, here’s to a really good week.

*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).

**In terms of overall violent crime, much of the large decrease in robberies has been erased by the increase in assaults with a dangerous weapon, though I think the latter is largely due to changes in reporting.

US Attorney Corruption — Let’s Take It National!!

I’ve been bringing you updates on the U.S. Attorney’s office in Chicago, the current U.S. Attorney Andrew Boutros and the expanding grand jury misconduct corruption scandal enveloping the office. Of course, this is not limited to Chicago. It’s highly likely, though defense attorneys haven’t yet been able to pry free evidence, that the Broadview Six indictment came down under pressure from Washington, whether that was from the White House, Justice Department or the Department of Homeland Security. The deeper corruption of the DOJ is a story me and my colleagues have been reporting on for the last year and a half — cover-ups, retaliation against political adversaries, various flavors of corrupt and criminal conduct.

So it’s everywhere. It’s starts at the top and it trickles down everywhere. But in most cases we’re talking about corruption and misconduct directed from above, from Trump and his top fluffers. But the DOJ is a big, big institution. Lots of people. There are 93 U.S. Attorneys Offices. So there are many flavors of corruption. And I wanted to share with you a slightly different kind. This is courtesy of TPM Reader LS who shared this article from Bloomberg Law (which David also flagged in Morning Memo today). It’s about Sigal Chattah, the acting U.S. Attorney in Nevada’s single U.S. Attorney’s office. It’s a wild, wild article. Totally bonkers stuff I was surprised I hadn’t heard about before. But it kind of makes sense since it’s hard to get attention for wild levels of corruption and misconduct and simply absurd behavior in a semi-out-of-the-way U.S. Attorneys office when we’re seeing examples of the same every day at Main Justice.

Anyway, here’s the story.

As is often the case, Chattah first came to the attention of the MAGA world for her high profile anti-COVID public health policy activism. She was a national committeewoman on the Republican National Committee from 2023 until earlier last year. She has a long record of racist social media posts and calls for violence against her political foes. Unsurprisingly with that record, she was installed as an “acting” U.S. Attorney last year with no confirmation. When that term ran out, federal judges in the district declined to reinstall her, as they’re able to do. (That actually did happen with Andrew Boutros in Chicago. The judges reappointed him on their own. They seemed to reason that with Trump they could do a lot worse than Boutros.) That should have been the end of Chattah’s run leading the Nevada office. But she appealed their decision, so she’s still in place. For good measure, Chattah accused both Nevada senators of public corruption after they said they would block any attempts to nominate her as permanent U.S. Attorney.

It’s hard to capture the full chaos and craziness of this article. Some parts are just weirdy and Trumpy. Her introductory memo to office staff declared her goal of making the Nevada U.S. Attorney’s office the “sexiest” place to prosecute in the U.S. But the gist is that Chattah is not only full MAGA in the generic sense (she recently invited judicial fascism activist and Trump advisor Mike Davis to the office and he then went on Steve Bannon’s podcast and toasted her as “the warrior queen out in Nevada.”) She’s also full MAGA in her approach to public power. Being a “sexy” place to prosecute appears to mean prosecuting foes and letting pals off the hook. Her entire tenure in the office seems to have been a matter of getting cases dropped against her friends and friends of her friends and starting cases against her foes.

What makes her stand out is that all or almost all of the bad acts are tied to her personal grievances and connections. In other words, she doesn’t seem to be targeting Trump’s enemies or taking orders from Main Justice. They’re all her own pet grievances and enemies. She’s the King (or Queen, I guess) of the Nevada U.S. Attorneys office in the way Trump thinks he’s the King of America and owns the country. As the U.S. Attorney under the first President Bush, Rick Pocker put it — in what I hope was strategic understatement — “I don’t think she quite understands how you’re not supposed to use that office for personal or political purposes.” In fact, she appears to have routinely disregarded instructions from Main Justice to recuse herself from cases. That gives you a sense of the kind of character we’re talking about. The Bondi/Blanche DOJ has repeatedly said, don’t do this unethical and/or corrupt thing, and she’s just disregarded it and kept being her best corrupt self.

The most glaring example is that as soon as she got control of the office she started sic’ing investigators on the state’s attorney general Aaron Ford (D), who defeated her for the job in 2022. Relatedly, Chattah appears to be super racist. During their 2022 battle, a leaked text from Chattah said Ford, who is Black, “should be hanging from a fucking crane.” She also falsely claimed at a rally in 2022 that Ford was a “convicted criminal”, which is false. Ford is now the leading candidate to be the state’s next governor and Chattah’s “investigation” continues. Chattah also forced out an assistant U.S. Attorney named Thomas Colonna after he allegedly refused to go easy on her 2022 political consultant and campaign donor George Harris. An attorney in the office quoted in Colonna’s whistleblower complaint stated, “There has been a growing concern amongst civil and criminal AUSAs about USA Chattah’s interest in resolving cases in matters involving her associates.”

The article has example after example of her shutting down cases or standing them based on who she likes and doesn’t. But maybe the most damning thing is that reporter Ben Penn was able to get a long list of prominent Nevada lawyers, a history professor, a former Republican U.S. Attorney, the former head of the state bar’s disciplinary committee, a former DOJ professional ethics official and others to go on the record saying she’s wildly corrupt and should be removed from office. Technically, of course, she already has been (by the judges in her district). She just refused to leave. The assistant U.S. Attorneys working under her apparently assured she would not personally interfere with cases while her removal is being appealed. But she continued to do so. It’s not surprising that these folks think this. But even in the Trump era — maybe particularly in the Trump era given all the drummed up prosecutions — it takes a lot for people like this to say these things on the record.

Let me conclude by reminding you. I know there are more, many more cases like this around the country. If you know things — either an article you can send me or inside dope you know from the inside — please let me know. What interested me about this is the way it illustrates a different side of Trump-era corruption. There’s the way Todd Blanche and Trump and other top White House advisors are using U.S. Attorneys offices around the country as partisan bludgeons. But you have these other cases where they’ve just reveled in putting MAGA-loved hacks in charge of less prominent offices as political patronage gifts and for the pure pleasure of disruption and performative misconduct.

There are many more of these stories. We want to know about them. If you know of one, tell us.

TPM Video: Chris Mathias Breaks Down What Ex-CBP Commander Greg Bovino Was Up to at a European Fascist Conference

Former U.S. Border Patrol Commander-At-Large Greg Bovino is best known for his lead role in White House’s lethal immigration sweeps across America and for his famous Nazi SS-style trench coat. So it’s not exactly a surprise that he is spending his retirement doing interviews with avowed anti-semites and attending extremist conferences.

Still, it’s worth taking a close look at who, exactly, one of the people Trump selected as a top American immigration official is rubbing shoulders with, and what these people represent. Freelance journalist and author of “To Catch a Fascist” Chris Mathias broke down Bovino’s recent attendance at the “Remigration Summit” in Portugal with TPM publisher Joe Ragazzo on Substack Live.

As Chris said, “The dude who was in charge, the face of immigration raids in the U.S., has had an ongoing dialogue with one of the most famous neo-Nazis in the world, who helped inspire, had a correspondence with a man who murdered Muslims [at two mosques] in New Zealand. That’s the water Bovino is swimming in.”

For more from Chris, check out his full TPM piece on Bovino’s pals and an excerpt from his book that we ran earlier this year: “What an Antifa Activist Learned While Undercover With Patriot Front.”

Planetary Science

The research was overseen by the Institutional Review Board, which is what I named my surfboard.

Axiom Space adds more than $175 million to funding round

Illustration of Axiom Space’s proposed space station. Credit: Axiom

Axiom Space announced June 4 that it added more than $175 million to its latest funding round, with Japan’s largest bank joining the company’s investors.

The post Axiom Space adds more than $175 million to funding round appeared first on SpaceNews.

HASC NDAA markup challenges Space Force on satellite programs

House Armed Services Committee seeks to preserve a missile-warning satellite program the Pentagon wants to cancel. It also criticizes a recent tactical communications satellite procurement and GPS oversight

The post HASC NDAA markup challenges Space Force on satellite programs appeared first on SpaceNews.

AstroForge completes DeepSpace-2 spacecraft

DeepSpace-2

Asteroid mining startup AstroForge has completed assembly of its latest spacecraft for launch later this year, incorporating lessons from a failed mission last year.

The post AstroForge completes DeepSpace-2 spacecraft appeared first on SpaceNews.

Delian Asparouhov and Philip Johnston on making the case for orbital data centers

This episode of Space Minds is from SpaceNews’ recent event on orbital data centers. There, Jeff Foust talks with talks with Founders Fund’s Delian Asparouhov about why he’s warming to […]

The post Delian Asparouhov and Philip Johnston on making the case for orbital data centers appeared first on SpaceNews.

Qianfan constellation deployment hits 200 satellites with Long March 8 and 6A launches

Construction of the Shanghai-led Qianfan constellation continued to accelerate this week with a pair of Long March launches, following on from two recent experimental flights.

The post Qianfan constellation deployment hits 200 satellites with Long March 8 and 6A launches appeared first on SpaceNews.

Satellite maker Apex’s valuation rises to $2.3 billion after latest $200 million raise

Apex assembly line

Apex has raised more than $200 million to expand in-house satellite production capabilities, announcing a funding round June 5 it says nearly doubled the four-year-old manufacturer’s valuation to $2.3 billion.

The post Satellite maker Apex’s valuation rises to $2.3 billion after latest $200 million raise appeared first on SpaceNews.

The Exploration Company completes drop test of Nyx capsule

Nyx drop test

The Exploration Company performed a drop test of the Nyx spacecraft it is developing to transport cargo to low Earth orbit ahead of a 2028 test flight.

The post The Exploration Company completes drop test of Nyx capsule appeared first on SpaceNews.

How Long Does It Take to Plan a Bridge?

Bear Mountain Bridge in New York, via Wikipedia.

Many folks, including me, have observed that it seems to take much longer to build infrastructure in the US than it used to. People point to things like the rapid construction of the Empire State Building (one year) or the Golden Gate Bridge (just over four years) and note that for a modern infrastructure project it can take that long or longer to even get the permits or do the environmental studies.

Via Threads. Note that as of 2026 permit timelines for San Francisco housing have gotten much better.

But when doing these sorts of comparisons, it’s important to compare like with like: specifically, we shouldn’t measure the time spent planning a project (which would include doing the environmental studies and securing the permits) against the time spent actually building it. (The Golden Gate Bridge, for instance, was constructed in four years from 1933 to 1937, but planning for the project began around 1921.)

I wanted to get a sense of how planning times for major infrastructure projects in the US have evolved over time. To do this, I looked at planning and construction times for 67 major bridges built in the US since roughly the beginning of the 20th century. For each bridge, I noted the year that planning began, the year that construction began, and the year that it opened for service.1

As usual with an exercise like this, the results you get will be a function of the definitions you choose. “Started construction” and “opened for service” are relatively unambiguous — but what specifically do we mean by “planning begins”? People will often float the idea of a bridge for years before anything resembling formal plans is in place; the idea for the Brooklyn Bridge, completed in 1883, apparently dates back to 1804, but it doesn’t seem reasonable to consider that early discussion the beginning of planning. On the other hand, if you choose something like “the government formally announces the project” as your criterion, that might exclude years of serious efforts to get a project constructed.

I ended up choosing the “planning begins” date as the point when some organization connected with transit planning in some official capacity first announced or proposed the project. So for the Golden Gate Bridge, this would be 1921, when Chicago engineer Joseph Strauss and San Francisco city engineer Michael O’Shaughnessy prepared a joint proposal for the bridge. However, pinning these dates down was often difficult. Most bridges aren’t the Golden Gate Bridge, with lots of publicly available sources chronicling their design and construction. Often sources give a brief “planning begins” date without explaining what that meant specifically or what activities preceded it. And for some bridges, such as the New Tappan Zee Bridge, the decision to proceed with a bridge was preceded by years of studies on possible ways to expand transit capacity that considered many non-bridge options. For these, I tried to use the initiation of broader studies as the start of planning, but I suspect that these sorts of preliminary studies weren’t always documented. Overall I did my best to determine the dates, but I expect there to be errors and inconsistencies, and the results below should be taken with a grain of salt.

Those caveats out of the way, let’s look at the data. The graph below shows planning times for each bridge on the list. The horizontal axis is the year when planning began for a particular bridge, and the vertical axis is total years of planning.

And the graph below shows construction times for each bridge.

Because there’s a lot of variation in both planning times and construction times, it’s useful to look at trends by age bracket. The chart below shows average planning times and construction times for 20-year age buckets, with pre-1900 and post-2000 bridges each given their own bucket.

There are a few trends visible here. One is that bridge construction times fell from 1900 to the 1960s, but since then have risen. The average time to construct a bridge between 1980 and 1999 (6.5 years) was more than twice as long as the average construction time for bridges built between 1940 and 1959 (3.1 years). Construction times for bridges built between 2000 and 2025 are down from this peak (5.4 years), but they’re still well above the times of the 1920s through the 1950s.

Planning timelines, on the other hand, show a somewhat different trend. At a high level, we do see something that looks like the “times fall, then rise again” pattern we saw with construction times: planning times fell in half from over 12 years between 1900 and 1919 to 6 years between 1960 and 1979, before rising again in the 1980s. But the 1980-1999 period planning times look fairly similar to every other period other than 1960-1979. It’s not clear that modern planning timelines, which are on the order of 10 years on average, are all that different from most historic ones.

More recently, post-2000 planning times look even shorter (6.2 years on average), but this data is almost certainly biased downward because the bridges with long planning times haven’t been completed yet. A bridge that started planning in 2007 but has a 20-year planning timeline won’t start construction until 2027, and thus won’t show up in the data. A similar thing is probably taking place for pre-1900 bridges, which have planning times which are biased upward (since I was mostly picking bridges that were built after 1900). So we should be careful about drawing conclusions about planning times for these age brackets.

One notable thing about recent bridge construction is that a very large fraction of modern bridges are replacements for existing bridges. Of the 17 bridges on the list that were completed after the year 2000, 14 of them were replacement bridges. Some of these were for bridges that collapsed, like the I-35W bridge replacement in Minneapolis; others were for bridges that were damaged and at risk of collapse, like the Penobscot Narrows Bridge in Maine; and some were for bridges that were near the end of their design lives, like Florida’s Pensacola Bay Bridge. All else being equal, I’d expect a replacement for an existing bridge to get built more quickly than a completely new bridge, because people will react more viscerally and negatively to a major traffic route being removed than they will for construction of a nonexistent bridge getting delayed. This visible sentiment probably creates a sense of urgency to replace an existing bridge that doesn’t exist for a completely new bridge that people haven’t developed expectations for. One illustration of this dynamic is that collapsed highway overpasses often get rebuilt exceptionally quickly. When a highway overpass in Atlanta collapsed following a fire, it was rebuilt in just six weeks. We saw something similar with collapsed highway overpasses in Los Angeles and Pennsylvania. (The long time its taking to rebuild the collapsed Francis Scott Key Bridge in Baltimore thus may be something of an outlier.)

One other notable observation: there appears to be little relationship between planning times and construction times. Bridges that take a long time to plan might get built exceptionally quickly, and vice versa.2

Which bridges on the list took the longest to plan? Here are the bridges with the five longest planning timelines.

  • Bear Mountain Bridge, New York, 54 years — The Bear Mountain Bridge, a suspension bridge in New York, was first planned in 1868, after a bill was passed by the New York legislature. There were a series of attempts to construct the bridge over the next 30 years, but none of them was successful in building more than foundations, and construction on the current bridge didn’t begin until 1922.

  • Fremont Bridge, Oregon, 41 years — Planning for the Fremont Bridge in Portland dates back to 1927, when the City Council issued a “Major Traffic Street Report” which proposed a bridge across the Willamette River in the Fremont Bridge’s current location. The bridge was also suggested by the Oregon State Transportation Committee in 1933 and by Robert Moses in his 1943 planning study for the City of Portland. The site for the bridge was finally settled on in 1955, and construction began in 1969.

  • Queensboro Bridge, New York, 34 years — The earliest proposals for a bridge between Manhattan and Queens date back to 1804, but the first serious efforts began in 1867, when wealthy Queens residents formed the New York and Long Island Bridge Company to build the bridge. The company hosted a design competition for the bridge in 1876, but work was slow to begin, and in 1890 a state justice ruled the charter invalid. In 1900, the city took over the company’s franchise to build a bridge, and construction began in 1901.

  • Claiborne Pell Newport Bridge, Rhode Island, 32 years — Planning for the Claiborne Pell Newport Bridge in Rhode Island began in 1934 but was delayed until after World War II for unclear reasons. In 1948 the state created the Newport-Jamestown Civic Commission to explore ways to finance and construct the bridge, but construction didn’t begin until 1966.

  • Verrazzano Narrows Bridge, New York, 31 years — In 1928, the chambers of commerce for several New York boroughs announced that the Interboro Bridge Company had proposed a “Liberty Bridge” that would connect Brooklyn and Staten Island. However, a vote on the proposed bridge in the New York legislature was blocked by congressman and future New York mayor Fiorello La Guardia. This was followed by plans for a tunnel (which were then shelved), then another bridge, then another tunnel, until finally the plans for a bridge were approved in the late 1950s. Construction began in 1959.

Conclusion

Planning timelines for bridge construction in the US have not gotten obviously worse over the past several decades, though I suspect that the fact that most recently constructed bridges are replacing existing bridges is doing much of the heavy lifting here. This supports a vague notion I have that organizational success is often downstream of a culture of urgency — considering a problem important to actually solve and being willing to work hard on solving it. (You get the same sense of urgency when reading about how countries like Japan and Korea were able to build their commercial shipbuilding industries up from virtually nothing.) Perhaps the trick to making US infrastructure construction proceed more quickly is figuring out how to instill this culture of urgency in the agencies responsible for building it rather than relying on imminent infrastructure failure to create it.

1

I assembled this list by starting with the US entries for Wikipedia’s list of longest bridges and then removing entries that were causeways. I then supplemented this list by asking Claude Opus 4.7 which notable US bridges were missing.

2

If you limit this analysis to some age brackets, you can get some stronger correlations — bridges built between 1980 and 1999 have a negative correlation between planning times and construction times at R2 = -0.18 — but stretching out the windows of time tends to make these go away.

Some major themes in Moral Economics (posted by the Next Big Idea Club)

 The Next Big Idea Club asked me to summarize some of the themes in Moral Economics, and has now published them here:

A Nobel Economist Explains Why Some Markets Make Us Uneasy 

Below, Alvin Roth shares five key insights from his new book, Moral Economics: From Prostitution to Organ Sales, What Controversial Transactions Reveal About How Markets Work.

Alvin is the Craig and Susan McCaw Professor of Economics at Stanford University and the George Gund Professor of Economics and Business Administration Emeritus at Harvard University. A pioneering expert in the field of market design, he was awarded the Nobel Prize in Economics in 2012. He is also a member of the National Academy of Sciences and past president of the American Economic Association.

What’s the big idea?

There’s an old joke about economics and sociology that says economists try to understand the choices people make, and sociologists try to understand why people don’t really have any choices. Alvin looks at how societies try to decide whether to allow some choices and ban others.

Listen to the audio version of this Book Bite—read by Alvin himself—in the Next Big Idea App, or buy the book.

Moral Economics Alvin Roth Next Big Idea Club Book Bite

1. Morally contested markets.

There are lots of morally contested markets and transactions that some people would like to engage in, but others think shouldn’t be allowed. Often, the objections are stated in terms of moral or religious reasons. And the transactions that the opponents seek to ban don’t harm them personally—they might not even know the transactions had occurred unless someone tells them.

For example, same-sex marriage is a morally contested transaction: two people want to marry each other, and some other people don’t think same-sex marriages should be allowed—even though you can’t tell if someone is married unless they tell you, for instance, by wearing a wedding ring. For centuries, marriage was regarded as inherently heterosexual. But, after considerable controversy, the U.S. and many other countries have legalized same-sex unions.

This isn’t a unique situation. Lots of controversial markets are connected to reproduction. There have been bans at different times and places on contraceptives, in vitro fertilization, abortion, and surrogacy. That is, there have been laws enshrining opposing views about whether a woman should be able to prevent becoming pregnant during sex (by buying contraception), should be able to initiate a pregnancy without sexual intercourse (via IVF), or be able to terminate a pregnancy via abortion, not to mention being a surrogate or having a surrogate bear a baby. In the U.S., all those things have been through the courts multiple times and with different results.

Notice that reliable contraception and IVF involve modern disputes about modern technologies. Before reliable contraception, sex between a man and a woman often resulted in pregnancy, and before assisted reproductive technology, like IVF, sex was the only avenue to pregnancy. Many traditional laws and norms that attempted to keep sex within the bounds of marriage between a man and a woman were attempts to ensure that babies would be born into families. But if pregnancy becomes a choice, and if there are other ways to have a child than intercourse between a man and a woman, then the door opens to more expansive views about who can have sex with whom, and who can start a family. So, while expanding marriage to include same-sex couples doesn’t depend on modern technology, we can see that the changes in reproductive technology may have moved the needle on what kinds of marriages and related transactions receive social support.

Of course, bans on extra-marital sex, prostitution, or abortion never succeeded in making those things disappear, even though they raised barriers.

2. Bans on markets need social support to work well.

Some bans work well while others give rise to active black markets. For example, why is it so easy to buy drugs, but so hard to hire a hitman? U.S. laws aren’t so different for drug dealers and hitmen: if we catch them, we send them to prison for a long time. Yet our prisons are filled with drug dealers, and there have been years in which more than 100,000 people died from opioid overdoses. But murder for hire is so rare that it doesn’t even make it into the national crime statistics, and homicides from any cause are vastly fewer than drug overdose deaths.

At least some of the difference has to do with how people think about drugs and murder. If I told you I was looking to buy some heroin, you would be surprised, but you wouldn’t call the police (and if you did, they would tell you that they were busy with more pressing calls). But if I told you I was looking to hire a killer, you might very well call the police, and when you did, they would encourage you to tell me that I might find an available hitman at a certain bar, where I would find myself trying to hire an undercover detective. To put it another way, there are neighborhoods where drugs are readily available, and the neighbors look away, but not so many neighborhoods where killers are the norm, in part reflecting that the social norm against drugs is much more porous than against murder.

“At least some of the difference has to do with how people think about drugs and murder.”

I don’t know how we should best make progress in dealing with the markets for addictive, lethal drugs. Not only are we losing the “War on Drugs,” but it won’t even accept our surrender: experiments with decriminalizing drug use have shown the potential to make cities less livable. We’re going to need to experiment, to find better ways to proceed.

It’s worth noticing that we’ve learned to live with legal markets for tobacco and alcohol, even though each of those causes more deaths than are due to drug overdoses. And we’re wrestling with some other kinds of addiction, such as gambling (particularly on your phone, during a game).

The drug epidemic teaches us that well-intentioned policies can fail. By and large no one approves of heroin, but we haven’t succeeded in vanquishing it any more than we succeeded in making alcohol disappear during Prohibition.

3. Moral intuitions aren’t enough by themselves.

We need to gather and pay attention to evidence about the consequences of particular policies. This is hard when moral intuitions collide, partly because much moral argumentation rests on weak or no evidence. But we can’t afford to judge our policies just by their intentions. We have to at least look at their consequences, too.

Nevertheless, moral intuitions are important and consequential, so we need to understand them better. There are some things that many moral intuitions have in common. For example, concern about the possible exploitation of vulnerable people is often an issue.

4. Sometimes adding money to a transaction arouses repugnance.

For example, paying in cash is what turns sex into prostitution. Often, the objection to introducing money into transactions is that it might be an undue influence that could coerce the poor into transactions that they (or we) would prefer not to take part in. But that’s over-broad: many people work for financial pay at jobs they wouldn’t otherwise do. And many goods and services that we need wouldn’t be available if they couldn’t be paid for.

“Many people work for financial pay at jobs they wouldn’t otherwise do.”

Pharmaceuticals made from blood plasma are a good example. Many countries ban payments to plasma donors and try (almost always unsuccessfully) to generate as much as they need of the large amounts of plasma required to treat many diseases from unpaid donors. How do they make up for the shortfall? Fortunately, you can buy plasma and plasma-derived medicines from the U.S. We’re the Saudi Arabia of blood plasma, exporting tens of billions of dollars of plasma products each year, collected largely from plasma donors who are paid.

5. Religion remains important in many controversies.

It plays a large role in the growth of legal medical aid in dying, in the U.S. and elsewhere.

Overall, in pursuing moral economics, we have to keep in mind the maxim that ought implies can, and the things we feel morally obligated to do, whether by supporting them or banning them, have to be things that we can do. To understand those limits, we need evidence, including experimentation, to figure out how to proceed when we’re worried by all our options.

 

Tyler and Alex Speak to OpenAI

We were honored to speak to OpenAI about the economics of AI. Lots of good material here. Self-recommending.

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Western hemisphere fact of the day

Overall, the Western Hemisphere now produces more oil than the Middle East did before the crisis. Canada is the world’s fourth-largest oil producer. Brazil produces four times as much oil as Venezuela; and in Guyana, where production began only seven years ago, output almost equals Venezuela’s. In Argentina’s Vaca Muerta region, shale oil production has grown sixfold since 2020. The current disruption will propel more oil and gas investment in the Western Hemisphere and Africa.

Here is more from Daniel Yergin in the WSJ.

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   What is happening inside this unusual nebula? What is happening inside this unusual nebula?


Can You Run the Music Industry without Musicians?

It’s hard not to be impressed by online label Red Note Records—at least at first glance. The company launched on YouTube in November, and has already released more than two thousand recordings!

The company is staunchly committed to the jazz idiom, putting out hundreds of albums in just the last few weeks. But I know a bit about jazz—and I didn’t recognize the names of any of the musicians or bands.

As it turns out, none of them are real.

“Ensemble names and personnel listings in earlier releases function as formal and narrative devices,” according to the label’s YouTube page, “rather than documentation of specific recording sessions or individual performers.”


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Even so, the artist rosters still sound vaguely familiar—typical performers are called Miles, Hawkins, Coleman, etc. Jazz fans will recall actual music stars who bore those same names.

The album covers have a persuasive vintage look, even with some evident wear-and-tear on the margins, as if they had been part of a record collector’s personal archive for many years.

Sometimes the musicians even look familiar. When I saw Red Note recording artist “Jackie Donaldson” I couldn’t help but be reminded of Dave Brubeck. In fact, the entire cover design feels like a rip-off.

Dave Brubeck’s Jazz Red Hot and Cool album from 1955 on the left and a Red Note recording of ”Jackie Donaldson” on the right.

Or check out this Red Note artist, who bears and uncanny resemblance to modern jazz piano great Bud Powell, who died back in 1966.

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Fighting Fire With Fire

Several gray smoke plumes are visible drifting over a green landscape.
Smoke streams from fires in Australia’s Northern Territory in an image captured by the MODIS (Moderate Resolution Imaging Spectroradiometer) on NASA’s Aqua satellite on May 28, 2026.
NASA Earth Observatory/Michala Garrison

In May and June of most years, NASA satellites typically begin to detect large numbers of wildland fires throughout the Top End and Arnhem Land regions of Australia’s Northern Territory. On some days, especially in the afternoon, the blazes can resemble sizable wildfires in satellite imagery, spreading widely and producing expansive smoke plumes.

That was the case when NASA’s Aqua satellite acquired this image of smoke and fires on the afternoon of May 28, 2026. Often, however, fires burning in this area look smaller and less imposing. In the mornings just a few days earlier and later, for instance, NASA satellites detected little smoke despite observing many thermal anomalies, or hotspots, that indicated fire activity.

The pattern of burning, location, and timing are consistent with prescribed fires lit intentionally to manage the landscape. Land managers tend to light fires in the morning, and smoke builds over the course of the day. The process sometimes creates sizable plumes when there are updrafts and winds of moderate strength that carry smoke away from the fires, as happened on May 28 and again on June 2. The fires typically burn through the fire-adapted grasses, underbrush, and scattered trees in the region’s tropical savanna ecosystems.

Over the past few decades, the region’s land managers have combined deep-rooted Indigenous land management practices and modern technologies to establish large-scale landscape management programs such as the West Arnhem Land Fire Abatement project and Arnhem Land Fire Abatement. The goal of such efforts is to intentionally burn some of the savanna underbrush to create firebreaks and reduce fuel loads early in the dry season, reducing more destructive and emissions-intensive fires later in the season. The dry season generally begins in May and extends through September, according to Australia’s Bureau of Meteorology.

While research is ongoing, there are signs that the prescribed burning efforts are having the intended effect. Analysis of satellite observations of the fires suggests that prescribed burning efforts have shifted fire activity from late to early in the dry season, leading to a reduction in high-intensity fires and emissions.

NASA Earth Observatory image by Michala Garrison, using MODIS data from NASA EOSDIS LANCE and GIBS/Worldview. Story by Adam Voiland.

References & Resources

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Rubber rationing in World War II

When during the meetings the Americans offered that at most they could convert 15 percent of U.S. auto plants to military production, Beaverbrook replies that 100 percent of British automobile factories had been converted, and encouraged Roosevelt to aim higher.  He did, and on January 1 he ordered U.S. auto production halted by late Februrary.  Within weeks the dearth of new cars became moot when rubber, 90 percent of which came from Malaya and Indonesia, was rationed.  The U.S. had no synthetic rubber factories to make up the shortfall.  Americans soon learned what Britons had long known: without a spare tire or three stashed in the garage, the family car had a very limited range.  Passage by rail — where for fifty years the Pullmans had been Americans’ preferred means of conveyance — was soon limited to troops and businessmen on official war business.  And then the airlines — their routes and the national fleet of 434 aircraft — were commandeered.  By spring, gasoline ratioining, as a mean to preserve rubber more than oil, dribbed on to the Eastern Seaboard and in the following year spread nationwide, guaranteeing that Americans in the heartland could no longer take their vacations at east or west coast beaches even if their bald tires could carry them there.  That proved okay with most because by summer, oil and bilge tar and decomposing bodies — the U-boats’ harvest — regularly washed up onto America’s eastern beaches.

That is all from the excellent The Last Lion: Winston Spencer Churchill: Defender of the Realm, 1940-1965.  As I’ve said before, you can always keep on reading books about World War II and you will continue to learn interesting and important things.

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Thursday 4 June 1663

Up betimes, and my wife and Ashwell and I whiled away the morning up and down while they got themselves ready, and I did so watch to see my wife put on drawers, which poor soul she did, and yet I could not get off my suspicions, she having a mind to go into Fenchurch Street before she went out for good and all with me, which I must needs construe to be to meet Pembleton, when she afterwards told me it was to buy a fan that she had not a mind that I should know of, and I believe it is so. Specially I did by a wile get out of my boy that he did not yesterday go to Pembleton’s or thereabouts, but only was sent all that time for some starch, and I did see him bringing home some, and yet all this cannot make my mind quiet.

At last by coach I carried her to Westminster Hall, and they two to Mrs. Bowyer to go from thence to my wife’s father’s and Ashwell to hers, and by and by seeing my wife’s father in the Hall, and being loth that my wife should put me to another trouble and charge by missing him to-day, I did employ a porter to go from a person unknown to tell him his daughter was come to his lodgings, and I at a distance did observe him, but, Lord! what a company of questions he did ask him, what kind of man I was, and God knows what. So he went home, and after I had staid in the Hall a good while, where I heard that this day the Archbishop of Canterbury, Juxon, a man well spoken of by all for a good man, is dead; and the Bishop of London is to have his seat. Home by water, where by and by comes Dean Honiwood, and I showed him my double horizontal diall, and promise to give him one, and that shall be it. So, without eating or drinking, he went away to Mr. Turner’s, where Sir J. Minnes do treat my Lord Chancellor and a great deal of guests to-day with a great dinner, which I thank God I do not pay for; and besides, I doubt it is too late for any man to expect any great service from my Lord Chancellor, for which I am sorry, and pray God a worse do not come in his room.

So I to dinner alone, and so to my chamber, and then to the office alone, my head aching and my mind in trouble for my wife, being jealous of her spending the day, though God knows I have no great reason. Yet my mind is troubled. By and by comes Will Howe to see us, and walked with me an hour in the garden, talking of my Lord’s falling to business again, which I am glad of, and his coming to lie at his lodgings at White Hall again.

The match between Sir J. Cutts and my Lady Jemimah, he says, is likely to go on; for which I am glad.

In the Hall to-day Dr. Pierce tells me that the Queen begins to be brisk, and play like other ladies, and is quite another woman from what she was, of which I am glad. It may be, it may make the King like her the better, and forsake his two mistresses, my Lady Castlemaine and Stewart.

He gone we sat at the office till night, and then home, where my wife is come, and has been with her father all the afternoon, and so home, and she and I to walk in the garden, giving ear to her discourse of her father’s affairs, and I found all well.

So after putting things in order at my office, home to supper and to bed.

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Uprooted: 18 Months After Helene, Thousands in Western North Carolina Are Still Waiting to Come Home

Amid public funding chaos, post-Helene housing recovery has been slow, uneven and deeply community-driven.

Kim Pierce paid $387,000 in cash for the east Asheville townhome she moved into on Monday, Sept. 23, 2024. A divorced mother of six, the 57-year-old moved to the River Knoll community to downsize, slow down from work and spend more time with her grandchildren.

But she only slept four nights in that house. Tropical Storm Helene hit on Friday, flooding Pierce’s new home and destroying most of her possessions along with it. A year and a half later, she’s finally settled into another townhome, this time in east Asheville’s Hawthorne Villages complex about four miles west of River Knoll. She moved there in June 2025.


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“It’s still surreal,” she said of the experience. “I mean, I couldn’t wrap my brain around the loss of everything.”

Pierce is one of thousands who lost their house to Helene. According to estimates from FEMA, which were cited in Buncombe County’s 2025 housing needs assessment, approximately 19,951 homes were damaged by the storm, and more than 1,400 were wrecked to the point of needing replacement.

But even eighteen months later, many Western North Carolina residents are still not back to normal. Post-disaster housing recovery was always going to be slow, but it has faced additional delays due to federal funding chaos amid a new administration. The result is mounting frustration by a population already exhausted from the toll rebuilding takes on everything from bank accounts to mental health.

President Trump taking office four months after the storm “caused things to look different than what people who have done this for a long time told us to expect,” said Rachael Sawyer, the strategic partnerships director at Buncombe County and a former Helene recovery coordinator. Though Sawyer’s recovery work has been more administrative than political, she said that local and county government leaders have often had “to advocate to get things unstuck when they got stuck.”

Pierce knows this reality all too well. “I used to be a little bit able to tell my story without crying so much,” she said on a recent warm day in early spring.

She is still waiting for FEMA to start the process of buying out her lost home. But “it wiped me out more than anything I’ve ever been through [and] I get frustrated that it’s taken so long,” she said. “I also am trying to be realistic and understanding that I’m not the only person that’s in this situation.”

Kim Pierce stands in front of a dining room table she salvaged
Kim Pierce stands in front of a dining room table she was able to salvage from her flood-ravaged home. Photo credit: Claire Ogden
Pierce's grandmother's desk
Pierce’s grandmother’s desk is one of three pieces of furniture she was able to salvage from the wreckage. Photo credit: Claire Ogden

From transitional housing to recovery

For the first several weeks after Helene, government efforts were focused on disaster response, trying to make sure everyone had access to the essentials. This included temporary housing support from FEMA. At its peak in October 2024, FEMA’s Transitional Sheltering Assistance program was helping 5,284 households access temporary housing, according to the Buncombe County Helene Recovery Plan. That meant funding for things like temporary stays in hotels or trailers, help with rent and home repair. Since then, transitional housing support had been at risk of expiring in spring 2025 and again on April 11 of this year. Most recently, on March 16, FEMA announced a six-month extension for temporary housing and rental assistance.

Even amid emergency operations, local governments were already preparing for recovery. In January 2025, over $1.4 billion was allocated by HUD to North Carolina through the Community Development Block Grant Disaster Recovery (CDBG-DR) program. Asheville falls under the program’s “entitlement” jurisdiction, which means the city received an additional $225 million in CDBG-DR funds directly from the federal government. Asheville is putting $31 million, or 13% of those funds, toward housing recovery.

But support from churches and nonprofits has outpaced that from governments. Samaritan’s Purse, a Christian nonprofit headquartered in Boone, has replaced over 140 mobile homes, built 26 new homes and completed over 100 major home repairs — all at no cost to the recipients. In April, they also announced an expansion of their rebuilding program, adding 19 new locations in four different states.

Jack Bailey, a 60-year-old cook at Asheville’s downtown branch of Hotel Indigo, is one of many who has community organizations to thank for both his transitional housing and his new home. Early that Friday morning before Helene hit Asheville, Bailey left his Black Mountain home for work — not knowing he’d become homeless that day — then spent over a month living at the hotel and cooking for disaster response staff staying there. Meanwhile, his wife and 15-year-old son stayed with the wife’s sister in Atlanta, coming up only occasionally for visits.

By the time Bailey finally went back home, mold had infested the building after several weeks of no power. The house was condemned. Luckily, a local church gifted Bailey’s family a trailer, where they spent Christmas 2024 parked next to the old home. They lived in that trailer for over a year until they had a new house to move into the following December.

Despite losing his house, Bailey still owed $59,000 on the old mortgage. “Do you know anybody on this planet that would go and spend $59,000 to pay off a house that’s condemned?” he said. “That’s what we had to do.” He and his wife paid off the old mortgage on their 17th anniversary.

Though he cited frustrations with FEMA, Bailey did get some money from the agency, though he’s lost track of exactly how much. Yet it was community donations that helped him afford the new house. The nonprofit BeLoved Asheville gave Bailey a check for $48,000, and on June 3, 2025, Samaritan’s Purse gave him $134,575. Bailey is one of many WNC residents who have churches to thank for their new or repaired home.

Jack Bailey poses with a storm-damaged tree that still stands
Jack Bailey poses with a tree that was damaged by the storm but lives on. Photo credit: Claire Ogden

Bailey’s new house sits in the same spot as the old one, and it looks like the old house, too. It was prefabricated by Clayton Homes, a subsidiary of Berkshire Hathaway. It’s not perfect; walking around the new place, Bailey pointed to several areas where vinyl trim was improperly installed, exposing the nails it was meant to cover. And it has less storage than their old place.

“There’s not a lot of room like we’re used to,” Bailey said. “But still, we’re still not going to complain, because the house prices out here have gone up anyway.”

He looks around at his living room, which is filled with quirky furniture and knick-knacks, bought mostly from Habitat for Humanity. There’s a bright fuschia couch and a carpet with a unicorn on it. “She picked it all out,” he said of his wife.

Data visualization: Jack Bailey aid breakdown

Bailey is one of the lucky ones. As of late January this year, Blue Ridge Public Radio reported that hundreds of people displaced from Helene were still living in RVs. And while it’s difficult to measure exactly how Helene has affected the area’s homelessness crisis, the city of Asheville’s 2025 point-in-time count showed a 50% increase in the number of unsheltered people — or people living in tents, cars and the like — from March 2024 to March 2025.

While many are still displaced, local governments have moved on to recovery. By June 2025, Buncombe County had mostly transitioned away from emergency services, closing their emergency operations center on June 4.

By October 2025, the county hired Kevin Madsen, its first full-time recovery staffer. Madsen now manages a dedicated recovery team of three other employees. Their job is to manage progress on the county’s recovery plan, which consists of 114 projects divided among seven local governments that opted into and contributed to the plan.

The major housing programs at play, including single-family home repair through RenewNC and home buyouts through the Hazard Mitigation Grant Program, are federally funded but managed at the state and/or county level. Notably, federal housing recovery dollars are mostly for homeowners. Although the North Carolina legislature allocated $1 million in rental assistance and Asheville has beefed up that number using its CDBG-DR funding, it has still not met the need for an area that was already in a housing crisis pre-Helene.

Amid confusion over federal funding, local governments have tried to help constituents navigate the chaos. “We’ve tried to go above and beyond” what the federal government provided, said Sawyer. The county established a Helene Resource Center, where county officials were available to “be a liaison so they don’t have to go through all the alphabet soup” of various funding programs, she said. As of early March, though, the resource center is only open by appointment. Sawyer said Buncombe County was “thankful” the state was able to manage the hazard mitigation program, given the high volume of applications.

Likewise, Madsen said that although applications for the major housing rebuilding programs have closed, the Buncombe County Long-Term Recovery Group, of which the national nonprofit United Way is the fiscal agent, is still doing intakes for recovery case management.

Public funding confusion

For Nadja Simon, a personal trainer who lost her house in Swannanoa, the alphabet soup of public funding has been almost entirely fruitless. Ten miles east of Asheville and tucked away in a green house on a mountain, Simon always felt safe in the privacy offered by her Swannanoa alcove. But Helene changed that.

Nadja Simon points to the hillside where a landslide came down
Nadja Simon points to the hill where a landslide came down during Helene, destroying her house’s foundation. Photo credit: Ali Caudle

Though the media had dubbed the area a “climate haven,” the mountains actually played a part in bringing heavy rainfall to greater Asheville through a combination of atmospheric and geographic factors. In a process called orographic lift, mountains forced the air to rise, cool, condense and form clouds. The area had already been inundated with rainstorms in the days before Helene even came, which destabilized slope structures and created the perfect conditions for landslides. Simon’s house fell victim to one of the more than 4,000 landslides that hit the area during Helene, killing at least 23 people and damaging over 245 homes in Buncombe County alone.

Several trees fell down next to Simon’s house, while two separate landslides sent a mess of tree stumps and debris barreling toward the building. Mercifully, it stopped right next to the house but didn’t enter.

Simon had just gotten a new sliding glass door, which she thinks saved her life. “It’s a miracle it didn’t come inside the house,” she said.

“My phone was going off, like, ‘get to higher ground,’” she said. “But we are on higher ground.”

The destroyed foundation of Nadja Simon's house
Landslides destroyed the foundation of Nadja Simon’s house, making the parcel of land it sits on unlivable. Photo credit: Ali Caudle

Standing at that sliding glass door, Simon, 58, looked out at the mass of tree stumps and debris that still sit right outside the window, 18 months later. She hasn’t lived there for over a year, but she’s still paying about $200 a month on an electric bill to prevent mold growth. She was able to get a forbearance on her mortgage for a year, but she recently started paying that again at $750 a month. That’s on top of the $1,200 in monthly rent for her new apartment in south Asheville.

Since the storm, Simon has applied to every form of government relief she could find, like FEMA’s individual assistance program and the several opportunities available for homeowners, including Renew NC and the Hazard Mitigation Grant Program. The former helps rebuild and replace single family housing, while the latter is FEMA-funded and gives property owners the option to rebuild with future disaster preparedness in mind, or to have their property bought out by the government.

Simon said that Renew NC came out and inspected her property in fall 2025, but that she hasn’t heard anything from them since. She also has yet to hear back from the Hazard Mitigation Grant Program. “The frustration of not hearing anything and not knowing what’s happening gets kind of wearing,” she said.

At first, FEMA sent Simon a letter denying her application for individual assistance, since they had incorrectly determined her house was still livable. “I lost my shit,” she said. “I cried on the phone and they apologized.” Simon eventually got $42,000 from FEMA for the damages, but “It’s been a lot of back and forth with them,” she said.

In the meantime, she has had to handle much of the cost of her former house, plus costs for renting a new apartment. “I don’t get to walk away from that,” she said.

Data visualization: Nadja Simon aid and expenses breakdown

Though Simon’s house still looks intact, she said the landslides “carved out a whole new path” for water on the slope she lives on — meaning any future storms would just go straight through her house’s current foundation. “There’s no repairing this house,” she said. “There’s no fixing this mountain.”

Simon pointed to the underbelly of the house, where several bricks have fallen away from the foundation. “The whole thing is sitting on chocolate pudding, essentially,” Simon said. “So this could all just go.”

Downed trees still surrounding Nadja Simon's house
More than 18 months later, downed trees still surround Nadja Simon’s house. No volunteer organization has had the capacity or equipment to clear the area. Photo credit: Ali Caudle

Though government support has been slow to arrive, Simon has gotten a lot of help from friends and family, her synagogue and even strangers. A colleague created a GoFundMe that raised over $13,000 for her, and she did get $31,000 from her synagogue, Temple Beth HaTephila. She also got around $42,000 from FEMA for repair, storage and some rental assistance. Simon credits Pisgah Legal Services with helping her put in the work required to get the FEMA funds.

Despite the challenges, Simon has no intention of leaving the area. “My business is here,” Simon said. “I’m rooted here. I love it here.”

Simon has taken refuge in her community as well as her job at Allon Health and Wellness, a personal training studio that she founded and owns and operates in North Asheville. Though she lost the house, her gym was luckily untouched.

“I’ve been through some things,” Simon said, “and you know, you just put one foot in front of the other. You just keep going, right?”

Hazard mitigation grant program

While Simon has yet to hear back about the Hazard Mitigation Grant, Pierce was recently told that her application passed at the county level, and will go to the state and then FEMA next.

On the evening of March 4, North Carolina’s Emergency Management division and Buncombe County government hosted a kickoff meeting for owners of the 47 properties that were recently approved to be acquired by the county through the program. Those property owners are in the first of three groups; letters of intent were due on Oct. 31.

At that March meeting, property owners met the contracted vendor who will help them through the entire acquisitions process, which could take several years. In that process, they’ll get the property value surveyed and appraised; then, the owners will be given an offer for purchase and negotiations can begin. Upon acceptance, the property will be closed and the contractors will manage the process by which the property will eventually be returned to the local government and remain green space in perpetuity.

Pierce is in group two of the HMGP, so she said it could be eight to nine months or more before her official kickoff even takes place. She’s under no illusions that the HMGP will cover the full extent of her need, but her hope is that she can at least pay her mortgage off.

“Do I get frustrated that it’s taking so long?” Pierce said. Yes, but she knows “there are far worse people off. I’ve tried to be thankful for what I do have.”

Data visualization: Kim Pierce recovery timeline

According to Sawyer, “Disasters are generally not political,” she said, “because everyone in a place is impacted.” Even so, recovery procedures have frequently collided with politics post-Helene.

“FEMA already has, when they’re following regular process,” she said, “so many steps that it snakes down the page.” That means political effects — like the funding delays that a report by Senate Democrats attributed to former Department of Homeland Security secretary Kristi Noem’s extra scrutiny of FEMA funding — can delay an already arduous process.

For the Hazard Mitigation program, the properties the county acquires “are going to be a great opportunity, but also a burden to be managed,” Sawyer said. “None of that will be easy.”

Housing recovery has fallen prey to several political stoppages and confusion over funding timelines. Shortly after the hazard mitigation kickoff meeting, the secretary rejected Buncombe County’s recovery plan, citing DEI as the reason. Transitional housing support — another FEMA-funded program — was supposed to end in March 2026, but FEMA announced a six-month extension two weeks before its expiration.

While long-term recovery efforts continue — with all their fits and starts — regular people are still rebuilding, every day. That work doesn’t get to wait.

Something old, something new

Over in east Asheville, Pierce reflected on her own journey. A little while ago, a team of volunteers at Baptist on Mission came to her house in River Knoll to help get all her belongings out of the house and assess the structural integrity of the building. “We had to get it down to the studs,” she said, “to see if structurally it had been compromised.”

It turned out that the engineer who came to survey the damaged house was actually the same person who had inspected it when Pierce was about to buy it pre-Helene; he had seen what it looked like before and after. “He walked in my garage and started crying,” Pierce said. “There’s just no words, the amount of mud, the amount of dirt, the amount of moisture” that was on everything.

A sink full of dried mud in an abandoned Swannanoa home

A wrecked bedroom in an abandoned Swannanoa home
Mud covered many of the houses that were condemned after the flooding, making homes like Pierce’s, Bailey’s and Smith’s unrecoverable. In these photos, taken in an abandoned home in Swannanoa 18 months after the storm, a sink full of dried mud and a wrecked bedroom illustrate the kind of damage residents experienced. Photo credit: Sydney Woogerd

Pierce didn’t want to get her hopes up, but her mother kept saying she thought some of Pierce’s belongings could be salvaged. It turned out that was true. After a long time spent washing and money spent restoring some belongings, Pierce was able to save a bunch of plates and teacups, as well as three pieces of old furniture — all family heirlooms.

The most meaningful one for Pierce was a chandelier made from her grandmother’s set of teacups that her mother made as a Christmas present about 20 years ago. Each individual cup had to be washed, and Pierce’s mother had to get the chandelier totally redone, a process that cost $700. It now sits over her dining room table, just like it did in River Knoll.

When Pierce looks at that chandelier — and thinks about all she went through to get it back — she sees the hand of God. “It’s totally grace,” she said. “It doesn’t feel earned or deserved, and it’s a beautiful picture of people loving other people.”

Kim Pierce's salvaged chandelier made from her grandmother's teacups
With the help of her mother, Kim Pierce was able to salvage this treasured chandelier, made with her grandmother’s teacups, from the mud that covered the inside of her house. Photo credit: Claire Ogden

This article is part of Caught in the Current: Helene Recovery in Asheville and Beyond  a project that we have partnered on with the School of Journalism at Northeastern University.  Their enterprising students took on the story of Asheville, North Carolina, a community still dealing with the devastation of Hurricane Helene, 18 months later. As part of our mentoring program, we’re amplifying their efforts by sharing the amazing work produced by their students. Visit the official interactive magazine for the project HERE.


“FREEDOM OF THE PRESS IS NOT JUST IMPORTANT TO DEMOCRACY, IT IS DEMOCRACY.” – Walter Cronkite. CLICK HERE to donate in support of our free and independent voice.

 

The post Uprooted: 18 Months After Helene, Thousands in Western North Carolina Are Still Waiting to Come Home appeared first on DCReport.org.

I'm kind of over the whole "Anti-monopoly" movement

For many years, I was a big proponent of the idea that increased market power was harming the U.S. economy in various ways. In the 2010s, in the economics world, circumstantial evidence began piling up that implicated increased industrial concentration as the culprit in a variety of recent negative trends. Here’s what I wrote in 2017, after reading a bunch of that evidence:

[B]asically I see the case of the Market Power Story - or any big economic story like this - as detective work. We’re collecting circumstantial evidence, and while no piece of evidence is a smoking gun, each adds to the overall picture. IF the economy were being throttled by increased market power, we’d expect to see:

1. Increased market concentration (Check! See Autor et al.)

2. Increased markups (Check! See De Loecker and Eeckhout)

3. Increased profits (Check! See Barkai)

4. Decreased investment (Check! See Gutierrez and Philippon)

5. Decreased wages in concentrated markets (Check! See Azar et al.)

6. Increased prices following mergers (Maybe! See Blonigen and Pierce)

7. Weakened antitrust enforcement (Check! See Kwoka)

8. Decreased output (Maybe not? See Ganapati)

So, as I see it, the evidence is piling up from a number of sides here.

Some of this is micro evidence, demonstrating some of the pieces of the causal chain that some economists think leads from lax antitrust to bad economic outcomes. The Azar et al. (2017) paper shows that labor market concentration hurts wages. The Blonigen and Pierce (2016) paper shows that mergers raise prices.

The rest is macro evidence and macro theory. Economists see some trend in the economy — a lower labor share of national income, or decreased business investment, or fewer new companies being formed — and they think about whether something like monopoly power could explain those trends.

Just because a single story can explain the trends, of course, doesn’t mean it does. Ultimately you need a whole lot of micro evidence — not just a few papers — to prove each link in the chain of causality from weak antitrust enforcement to higher prices, lower output, lower wages, and so on. But in this case, the market power explanation was very tantalizing, because it had the power to explain so many of 21st century America’s dysfunctions at the same time.

This is why at Bloomberg, I wrote consistently in support of the idea that market power was making the American economy both less efficient and more unequal, and that stronger antitrust enforcement was a good solution to try. (However, I did note that antitrust wasn’t guaranteed to be a remedy, and that Big Tech companies were a bad target for antitrust enforcement.)

When Biden was elected, I was optimistic. His appointment of people like Lina Khan showed that antitrust was finally being taken seriously in Democratic Party circles. Finally, it seemed, the growing clamor of economists was going to result in some real efforts at reform:

In that post, I revisited some of the important recent papers about market power, and I also noted that prominent economists were increasingly putting their reputations on the line by writing popular books advancing the thesis that market power was hurting our economy:

[Economists] have also raised the alarm about corporate power in other forums — Thomas Philippon’s book The Great Reversal: How America Gave Up on Free Markets, John Kwoka’s book Mergers, Merger Control, and Remedies and his 2017 report on mergers, and various speeches sounding the alarm at Federal Reserve conferences. (Update: I was remiss in not mentioning Jason Furman’s briefs on market power when he was chair of the Council of Economic Advisers under Obama! They were very influential. I also neglected the interesting and often-overlooked role of sports economists, who have been complaining about market power for quite a while!)

I concluded that the Biden administration’s shift toward antitrust was a healthy example of ideas making their way from academic economics to the halls of power:

Economists have been suspicious of excess profits ever since Adam Smith complained about “the bad effects of high profits” and declared that “people of the same trade seldom meet together…but the conversation ends in a conspiracy against the public, or in some contrivance to raise prices.” The idea that competition should reduce profits to a low level in a well-functioning economy is Econ 101, as is the theory of monopoly. Biden’s tweet about capitalism and competition might sound like bold populist rhetoric, but it also could have come right out of an econ textbook…

What this means is that economists are included in the vanguard of this revolt against American corporate power…Economists make unlikely crusaders, but here they are, taking on the biggest companies in the country.

I wasn’t always happy with the Biden administration’s antitrust actions — the government lost most of its cases against Big Tech, and the vendetta against Meta seemed misplaced. But overall, a lot of action seemed to be happening in the prosaic, boring sectors of the economy where market power has probably been eroding the foundations of capitalism for years. In meat processing (multiple times), in publishing, in insurance brokering, in pharma, in medical care provision, and so on, Biden’s FTC and DOJ notched up real wins — not enough to reverse the U.S. economy’s trend toward greater concentration, but possibly enough to create a “chilling effect” that would restrain the trend toward megacorporations-in-everything.

And yet over the last couple of years, I’ve had increasingly serious doubts about the antimonopoly movement. I’m still concerned about corporate power itself — in fact, in many ways, I’m more concerned than I was a decade ago, because of the advent of AI and the unprecedented corruption of the Trump administration. But I’m increasingly unenthusiastic about the ability of the antimonopoly movement, as it currently exists in the Democratic Party, to make useful headway in curbing or balancing corporate power.

Antimonopoly is simply too important to leave to the antimonopolists.

Antimonopoly should be a tool, not an obsession

Speaking about Milton Friedman, Robert Solow once quipped: “Everything reminds Milton of the money supply. Well, everything reminds me of sex, but I keep it out of the paper.” I am starting to feel that way about the antimonopoly folks.

Jonathan Chait has a long and very damning article about the antimonopoly movement, focusing on its crusading founder, the former journalist Barry C. Lynn. Until I read Chait’s article, I had never even heard of Lynn; this demonstrates that I’m very much out of the loop when it comes to D.C. policymaking and thought leadership, but it also shows how Lynn has escaped scrutiny compared to more popular figures like Lina Khan, Elizabeth Warren, and Matt Stoller.

In any case, from Chait’s description of Lynn, he is not the type of person whose movement I would want to follow. First of all, he seems monomaniacally obsessed with monopoly power:

“It is vital to understand,” Lynn wrote in his 2020 book, Liberty from All Masters, “that monopoly is not one of many economics problems but rather the political economic problem of our time,” causing “just about every ill in our society today.”

When he says that he holds corporate consolidation responsible for just about every problem, he means it. A list of social ills Lynn has attributed to monopolists includes not just the cost of goods and services but also: “The vast and growing inequality of wealth, political power, and control. The rise of the radical right. The surge in racism and homophobia. The attacks on reproductive choice and marriage. The collapse of our news media.”…

Anti-monopolization, Lynn argues, is “an all-encompassing framework for seeing and shaping power in every corner of our democratic republic.”…Lynn sees American history as a struggle against monopolization…A profound crisis must have profound causes, and Lynn was offering a totalistic account of social decay.

This monomania is obviously just silly. A lot of these links are just incredibly tenuous, requiring heroic leaps of assumptions about society, politics, culture, and economics. If you want to say that corporate concentration is responsible for racism, for example, you have to believe that:

  • racism has risen recently (highly doubtful)

  • the rise in racism, if it exists, is caused by economic factors (doubtful)

  • those economic factors are primarily — not just slightly — due to corporate concentration (highly doubtful)

Even the economics papers that find measurable effects of corporate concentration on low wages, for example, find that the effect differs enormously by geographic location. If monopsony power is responsible for low wages, then minimum wages should increase employment rather than decreasing it; in some areas, this does seem to happen, while in other areas minimum wages decrease employment, consistent with a greater amount of competition in the latter areas.

Furthermore, several credible research teams — Rossi-Hansberg et al. (2021), Rinz (2022), Autor et al. (2023) and others — have found that employer concentration has actually decreased in local markets in recent decades. This means that not just racism, but any social ill that Barry C. Lynn and his followers want to ascribe to labor monopsony, should have decreased over that period.

Another example is inflation. Antimonopoly crusaders like Elizabeth Warren were quick to blame corporate greed for inflation in 2021-22. There was extremely little data to back this up. Here’s what I wrote at the time:

Alvarez et al. (2025) found that markups — i.e., the amount that companies charge for things above and beyond what those things cost to produce — stayed constant during the post-pandemic inflation, meaning that companies weren’t actually able to use the inflation to gouge consumers…Leduc et al. (2024) and Bouras et al. (2023) found the same. And Jose Azar found that industries with higher markups — implying more market power — actually passed on less of their costs to consumers during the post-pandemic inflation…Greedflation, in other words, is not a real thing.

These are just two examples of the shaky chain of reasoning and evidence that backs up expansive claims like Lynn’s. There are many more, if you want to go looking for them. More sober antitrust types absolutely know that monopoly power is not a Grand Theory of Everything Bad in America. From Chait’s article:

Diana Moss of the Progressive Policy Institute [and] a former head of the American Antitrust Institute…told me the neo-Brandeisians’ error is to view antitrust policy “not as law enforcement but as a broad policy tool for fixing a lot of problems—economic, political, and social.” Antitrust enforcement isn’t that powerful, for the simple reason that corporate concentration is not the root cause of every problem.

This is good. But this reasonable, moderate perspective doesn’t seem to be what’s animating the modern antimonopoly movement. Chait details a telling exchange between Ezra Klein and Zephyr Teachout:

Last year, the New York Times columnist Ezra Klein asked Teachout on his podcast if she could think of any issues that cannot be solved by smashing corporate concentration. At first she ventured, “I don’t think that anti-monopoly can solve significant problems of racism in this country,” but quickly retracted even this concession. “Having said that,” she continued, “there’s a reason that Frederick Douglass and [W. E. B.] Du Bois were so concerned about monopoly power.”

Admittedly, these are words, and not actions. Chait may have also cherry-picked them from among antimonopoly movement leaders’ more reasonable statements, in order to make his point.

But when you look at the movement’s actual actions, you can clearly see the obsessive, all-encompassing nature of the belief system. For example, consider the movement’s choice of targets. These include some industries with high profit margins, but also some with very low margins. These include grocery stores, airlines, and health insurers. Grocery stores and health insurers both consistently have much lower profit margins than American corporations in general, often hovering near the zero mark. Airlines are a cyclical industry that sometimes sees some very profitable years, but generally hovers below the average:

Sources: NAIC, FMI/Food Industry Association, BEA/FRED, BLS/FRED via GPT-5.5

The causal chain that runs from weak antitrust to all sorts of social harms necessarily runs through profits. If companies aren’t making profit, they aren’t controlling the market. Yet Elizabeth Warren blamed high food prices on grocery stores’ market power during the post-pandemic inflation, despite the fact that these stores make very little profit, and their margins actually declined as inflation accelerated. You could see that exact same misplaced focus in Lina Khan’s blockage of the Kroger/Albertsons merger.

As for airlines, the Biden administration’s blockage of the Spirit/JetBlue merger resulted in Spirit Airlines simply going out of business entirely. Corporate concentration was achieved after all — but it was achieved with disorder, corporate failure, and 17,000 unemployed workers rather than with an orderly merger that would have preserved some of Spirit’s routes and workers. Not exactly a resounding success for the antimonopoly movement — but that’s what happens when you try to use antitrust tools against companies in low-margin industries.

Then there’s the case of housing. The antimonopoly people have eagerly embraced the idea that corporate landlords buying up rental properties and jacking up the price is a major cause of high rent. Democrats and Republicans have both embraced this piece of “slopulism”, despite the fact that the percent of homes owned by corporate landlords is tiny and there’s some evidence showing that corporate landlords tend to charge lower rents. Supply constraints — failure to build more housing — is actually the reason for high rents, so the antimonopoly movement is distracting us from solving the real problem.

The movement’s obsessive monomania — its conviction that corporate concentration is the root of all of America’s problems — is causing it to pick the wrong targets and hurt workers. That doesn’t mean bigger corporations are better, or that there aren’t industries where we need stronger antitrust. But the antimonopolists’ totalizing obsession causes them to ignore the evidence of where and when their ideas are needed, because they assume that their ideas are always the top priority in every situation and should be applied in a blanket way to any target they choose.

The science on monopoly power isn’t settled

Richard Feynman once said of science that “Of all its many values, the greatest must be the freedom to doubt.” Now you can respond that economics and politics aren’t “science”, but that makes the freedom to doubt even more important; the less conclusively that any one data set can answer your questions, the more important it is to look at a wide variety of data sets and consider a variety of explanations and theories.

From Jonathan Chait’s description of Barry C. Lynn, he doesn’t seem like the kind of guy who’s inclined to look at evidence that goes against his ideas:

[Lynn] believes that “most prices are entirely arbitrary and political in nature.”…More expansively, Lynn believes that “market forces”—which he places in scare quotes—do not exist. His indictment of economics is neither mild nor limited. He has compared the discipline to Lysenkoism, a pseudo-scientific fad under Stalin. “The ‘science’ of economics today … ,” he wrote in his 2011 book, Cornered, “has become a form of madness, a dream of human imagination we mistake for a pattern of the world.”

Lina Khan has also written that “There are no such things as market ‘forces’.” Statements like this certainly don’t do much to refute Chait’s allegation that the antimonopoly belief system “is more like a religion than an economic theory”.

First of all, as an aside, we should consider what it would mean for market forces not to exist and prices to be determined by politics. It would mean that grocery stores carefully calculate exactly how much they can charge for a cucumber or a package of napkins without Senators giving them an angry call or the working class rioting, or something like that. That’s kind of preposterous. It would also mean that small businesses would charge lower prices, because they’re less politically powerful than big businesses. But in fact, it’s big businesses that charge lower prices for the same goods. So the “prices are determined by politics” idea is just abjectly ridiculous, except maybe in a few special cases or where explicit regulation is involved.

But more to the point: Market forces obviously do exist. When you include sales taxes on price tags — reminding people that prices are higher than they had thought — they buy less, proving that demand curves exist and slope downward. When there is bad weather at sea, the price of fish goes up. When you charge electricity customers more, they use less electricity.

And so on. Market forces are not easy to observe in all cases, and they’re not always the most important determinant of prices. But their existence has been proven so thoroughly, by so much careful empirical observation, that to deny their existence requires a deep level of mysticism and blind faith.

If you’re not the kind of person to believe in empirical economics, then of course you’re not going to care if economists find evidence against your worldview. But once we move out of the realm of willful faith-based belief and into the real world of evidence and observation, we find that the science on monopoly power is far from settled.

First of all, there is the evidence I cited before about decreasing concentration in local labor markets (even as concentration increases nationwide). The monopsony wage penalty might be very high, but it was probably even higher in the past; this leaves room for antitrust action to help workers, but it should make us question whether monopoly power is at the root of slow wage growth.

But more fundamentally, the entire story about creeping market power being responsible for a bunch of different ills in the modern American economy is under serious dispute.

For example, the whole story about monopoly power increasing in recent decades relies on the idea that price markups have increased — if companies can’t charge higher prices relative to their costs, they must not be very powerful. Economists like De Loecker and Eeckhout find that markups have increased a lot, but there are plenty of economists who disagree with that finding! There are tons of measurement issues involved in trying to estimate markups across the whole economy. Some economists claim that essentially the entire increase in markups is due to the finance sector.

There are plenty of other pieces of the monopoly power story that are also disputed. Shapiro and Yurukoglu (2024) summarize a bunch of these. It’s hard to define what each “market” is over time, because the boundaries of the categories are arbitrary, and the nature of products themselves keeps changing. It’s hard to choose the region over which local concentration should be measured (when is one store in the same “market” as another?). Companies’ costs are hard to measure for many reasons — for example, companies sell lots of different things, and researchers don’t necessarily have the data to determine which costs are for which products. Profits are hard to measure because the cost of risk is hard to assess. And so on. In general, choosing a different set of assumptions can get you wildly different results regarding how much monopoly power has actually risen in America.

The point here is not that De Loecker and Eeckhout, or the other economists who concluded in the 2010s that monopoly power is a big deal, were wrong. Maybe they were, maybe they weren’t. Nor should you conclude that economics is just a game of “he said, she said” where everyone contradicts each other and nobody really knows anything. The correct takeaway here is that these questions are very subtle and difficult, and the most careful, serious researchers will take a long time to hash out the correct answer. In the meantime, we must live with uncertainty.

A big problem with the antimonopoly crusaders is that they don’t just refuse to live with uncertainty — they insist that you don’t live with uncertainty either. If you say “Hey dudes, maybe corporate landlords actually lower rents”, they won’t debate the finer points of causal estimation with you — they’ll simply label you as a corporate shill and dismiss you.

Don’t let the factionalists win

It’s this last bit — the anathematization of anyone who disagrees with them — that really warns me away from the antimonopoly movement. Chait describes in his article how anyone who tries to buck the antimonopoly people gets accused of being a paid corporate hack:

“We’ve largely won the intellectual debate,” [Lynn] told me matter-of-factly, allowing that the only remaining liberals who disagree with him are “those who are paid to do so.”…

When Biden considered appointing Susan Davies, a former deputy White House counsel under President Obama, to the Justice Department’s top antitrust post, a slew of articles savaged her as a corporate shill. Her candidacy died. [emphasis mine]

This tactic was clearly on display when the antimonopoly people leapt to savage Ezra Klein and Derek Thompson’s book Abundance. Matt Stoller wrote a post entitled “An Abundance of Sleaze: How a Beltway Brain Trust Sells Oligarchy to Liberals”. Dylan Gyauch-Lewis1 called the Abundance movement “The new centrist push to regain control of the Democratic Party, with corporate money”. Barry C. Lynn said that Abundance wants “to cozy up to good oligarchs, so they can shelter us until the MAGA storm blows over.”

First of all, claiming that anyone who disagrees with your ideas must be on the payroll of nefarious forces is blatant intellectual dishonesty. It also signals how weak your argument is if you have to accuse every critic of being a bad actor.

But beyond that, the antimonopoly crusaders’ reaction to Abundance shows how utterly factionalist they are. They could have simply said “Yes, we want abundance too. Guess how you get abundance? By breaking up monopolies!” Or something like that. They could have easily tried to co-opt the energy behind Abundance and treated Ezra Klein and Derek Thompson as potential allies. Instead, they leapt instantly to the attack with maximum savagery.

This is the behavior of factionalists, for whom ideas and policy are less important than building power for a clique of favored allies and fellow-travelers within the Democratic Party. Klein and Thompson were a threat not because their ideas contradicted those of the antimonopoly clique, but simply because they were not beholden to the patronage or the intellectual legacy of that clique. They were not on the team, so they were the enemy.

In my view, it is very dangerous for any political party to allow itself to be entered and captured by a clique or faction like this. I’ve spent a long time being very favorable to the ideas being put forward by the antimonopoly people, but their behavior with regards to the Abundance liberals — and the shoddy reasoning, baseless accusations, and backroom arm-twisting that they employ in these debates — has given me what the Zoomers call “the ick”.

A problem with economic policy is that it is very vulnerable to intellectual pseudo-cults. Economics research is very hard to understand, isn’t always useful, and rarely offers clear-cut answers. So policymakers and writers seeking certainty and a reason for decisiveness often fall victim to charismatic gangs of intellectuals who claim that economics is solved and that they have it all figured out. On the GOP side, these include the “supply-siders” in the 1980s and the “national conservatives” today. On the Democratic side, it includes the MMT people.

But MMT failed — essentially no one listens to people who say infinite deficits are good. The antimonopoly faction, on the other hand, appears to have succeeded in winning enormous power and prestige within an increasingly epistemically closed progressive movement. Elizabeth Warren was basically a one-woman Organization Department2 for the Biden administration, popular Democrats like AOC are going around claiming that “market power” is what produces billionaires, and every major progressive publication now platforms the antimonopoly people’s intellectual output.

Given my writings about the problems of corporate power in the past — and my fear of the overwhelming power that AI companies might achieve — it would be relatively easy for me to join this movement. But I can’t, because monomaniacal obsession, epistemic closure, anti-empiricism, and intense factionalism are the kinds of things I just can’t sign on to.

Corporate power is a real problem in our society. But we need more reasonable programs, and more reasonable people, to fight it effectively. Banning corporate landlords, calling for price controls, attacking the grocery store industry, forcing airlines out of business, and making accusations against anyone who calls for deregulation of housing supply are just signs of an approach that’s going to lead nowhere good.


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When I had GPT proofread this post before publication, it flagged the name “Dylan Gyauch-Lewis”, but its only comment was: “This unusual spelling appears to be correct.”

Code is Cheap(er)

There is no getting around the fact that, in the last year, code has gotten much cheaper to create. AI is able to generate reams and reams of code, often of reasonably decent quality, incredibly quickly. There is no point in pretending that this isn’t the case.

At times, when confronted with this admittedly uncomfortable fact, I have seen people I respect say something like “coding was never the problem.�

While I appreciate the sentiment, I don’t completely agree with that: certainly coding was at least part of the problem.

And that part of the problem has shrunk significantly with the advent of effective AI coding tools.

So what does raw coding becoming less important mean for software developers, people who, in the past, prided themselves (and often compared themselves) on their ability to code?

Understanding is Expensive(er)

One thing I see is that it means that understanding code has become more expensive. This is because when reams and reams of code are generated, rather than emerging painfully from a particular programmer’s fingers, there is no understanding of that code.

In as much as understanding that code needs to exist, it has to be done after the code is written, by reading the code.

Note that conventional wisdom is that reading someone else’s code is harder than writing your own code.

Some AI enthusiasts say “Who cares, you don’t understand the output of compilers.�

I think that is a category error for multiple reasons:

  • Compilers are deterministic; LLMs are, by design, not
  • Compiler workflows retain their original source code; LLM workflows typically do not
  • Compiler output is to a narrowly constrained domain (machine code); LLM output is not (generalized software)

I maintain that, in most cases and certainly for mission-critical software, developers still need to understand the underlying code even if it is generated by an LLM.

And if code is generated by an LLM there is a stark danger: the LLM can produce code far faster than you, or anyone else, can understand it. This is why I recommend incremental use of LLMs rather than allowing them to generate massive changelists that neither you, nor anyone else, can understand.

(There are times when this can be appropriate, such as in a mechanical refactor, but it is extremely dangerous when new semantics are being introduced into a code base.)

The Sorcerer’s Apprentice Trap

One movie scene that has been consistently coming back to me as I have watched AI garner more and more attention is The Sorcerer’s Apprentice from Disney’s movie Fantasia.

In this scene the apprentice decides to use magic to assist in the drudgery of cleaning. He enchants a broom which then proceeds to start cleaning things up. Things appear to be going swimmingly for a while, until the broom starts cleaning more and more vigorously, reaching a point where things start going swimmingly literally.

The chaos is resolved when the Sorcerer reappears and asserts control over the situation, glaring at the apprentice for his foolishness.

This seems like an apt metaphor for the AI era: you want to be a sorcerer and not an apprentice.

And a sorcerer has to understand the code.

Complexity: Still Bad

Humans, generally, have a poor grasp of geometric and exponential curves.

(This is why they believe in fairy tales such as compound interest.)

The core danger of code being cheap is complexity, which I assert, without proof, tends to grow at least geometrically and often exponentially with the size of a system.

Before LLMs there were prolific human coders.

Perhaps you have worked with one: they can write a lot of code.

I have seen prolific coders who lack a proper fear of complexity heap more and more code on top of an existing problem until the whole system collapses into an unmodifiable steady state, where any change creates as many bugs as it fixes.

LLMs are incapable of fear of complexity, and are prolific coders.

Seems dangerous to me.

The Subtractive, Constraining Engineer

To address this danger of LLM-generated code, I propose the subtractive, constraining engineer:

This engineer says no, closely examines LLM output, suggests simplifications and generally retains a firm hand when dealing with LLM-generated code.

Rather than priding themselves on the code they create, they pride themselves on the code (and layers) they remove from or prevent from entering systems.

This ethos is more sculptor and less builder.

Where the builder ethos still applies, to an extent, is at the system design level: a good engineer will need to know how to compose components effectively to create systems. However, even here, I think that the subtractive mindset will be useful: removing unnecessary components and system boundaries to simplify system deployment and inter-component interactions, etc.

The subtractive engineer is a different kind of engineer than most coders have been in the past. I will admit that I have always been sympathetic to the subtractive engineer mindset: I don’t mind saying no, I don’t mind polishing existing systems rather than heroic rewrites, etc.

But, admitting my own biases, I believe this approach is a productive way to engage with LLMs that retains the art of computer programming and properly acknowledges a dual reality: code has gotten much cheaper to create and complexity remains our apex predator.

NASA head urges new launcher for Blue Origin’s moon landers to meet Artemis mission deadlines

An artist’s rendering of Blue Origin’s Blue Moon Mark 1 lunar lander on the surface of the Moon. Graphic: Blue Origin

In the wake of the catastrophic explosion of Blue Origin’s New Glenn rocket, NASA wants to find an alternative launcher for the first of the company’s Blue Moon landers.

In an interview with FOX Business on Thursday, NASA Administrator Jared Isaacman described a “whole of government response” to the May 28 incident, which badly damaged Launch Complex 36 at Cape Canaveral. “We are also de-coupling the lander from the launch vehicle and the pad itself,” he said.

“NASA is laser focused on the lander because we’re laser focused on our mission to return astronauts to the surface of the moon before 2028, and we’re gonna be able to keep that lander in development, progressing, so it’s available for our test mission in 2027, which is Artemis 3, and potentially available to meet our landing objectives in 2028,” Isaacman said.

“It’s a setback that happens in this business. It’s incredibly complicated. A rocket is a controlled explosion, whether you’re going to Earth orbit, 17,500 miles an hour, escape velocity, 25,000 miles an hour, it’s an awful lot of energy, things will happen. We have to learn from it and be ready to move forward.”

An agency spokesperson confirmed to Spaceflight Now that NASA would like to see the launches of the Blue Moon Mark 1 cargo lander and potentially the Blue Moon Mark 2 crewed lander move to a rocket that’s not New Glenn.

The New Glenn static fire anomaly triggered what was “the largest explosion” seen at Cape Canaveral Space Force Station, according to Col. Brian Chatman, the commander of Space Launch Delta 45, which encompasses Cape Canaveral and Patrick Space Force Base. Chatman and officials with Blue Origin confirmed the night of the explosion that there were no injuries or fatalities as a result of the blast.

Isaacman and several senior engineers at NASA traveled to Florida the following day to speak with Blue Origin engineers and to survey the damage directly. At the time, Isaacman pledged NASA’s support of Blue Origin in helping to find the root cause and get back to launching New Glenn rockets “as soon as safely possible.”

“We have been saying for months at NASA that we are not going to sit on our hands and wait for the capabilities necessary to achieve the nation’s most pressing objectives,” Isaacman wrote in a post on X. “We are going to take an active role alongside our partners, just as we did in the 1960s, to overcome setbacks, remove obstacles, and deliver the intended outcomes.”

An aerial view of Launch Complex 36 at the Cape Canaveral Space Force Station showing the aftermath of the New Glenn explosion last Thursday. The rocket itself virtually disintegrated in the blast leaving its transporter-erector in wreckage on the concrete pad’s surface. The large gantry suffered structural damage near its base while the mangled remains of a lightning tower are visible to the right of the pad surface. A large processing hangar (at left) came through the blast without major damage, as did propellant tanks and distribution systems. Image: Adam Bernstein/Spaceflight Now

On Monday, June 1, Blue Origin CEO Dave Limp also took to social media to share with the public that the pads propellant storage tanks were “all in good shape” and that the large support tower “can be repaired in place rather than torn down and replaced.”

Limp concluded his post by stating, “We will fly again before the end of this year.”

Not fast enough

Just days prior to the explosion at Launch Complex 36, Isaacman and others at NASA held a news conference to tout multiple missions that will help either directly build or test technologies needed to support a Moon Base at the south pole of the Moon.

Multiple missions were awarded to Blue Origin and its Blue Moon Mk.1 cargo lander, including the delivery of lunar terrain vehicles to the lunar surface to allow greater mobility for future astronauts on Moon landing missions, like Artemis 4, which is planned for 2028.

The Blue Moon Mk.2 crew lander, a larger version of the Mark 1 lander that includes a crew habitation volume, is slated to launch as part of the Artemis 3 mission as soon as mid-2027. NASA wants to see both it and SpaceX’s Starship lander dock with the agency’s Orion spacecraft to help buy down risk for future lunar landings.

An artist’s impression of an Apollo-era lunar module (left) and moon landers being built by Blue Origin (center) and SpaceX (right). Graphic: NASA Office of Inspector General

Blue Origin officials have said that the Blue Moon landers were designed and optimized to fly as a payload on the New Glenn rocket.

“One of the best things about that was being able to work with the New Glenn Team. Having the launch vehicle as the same company’s vehicle as the lander has allowed us to optimize the entire stack, the entire design,” said John Couluris, senior vice president of Lunar Permanence at Blue Origin during it’s NG-3 launch broadcast in April. “So we’ve gotten a lot more performance out of our lander thanks to New Glenn.”

During an appearance at CNBC’s CEO Summit earlier this week, Isaacman said the mass and volume of the Blue Moon landers leaves few options for alternative vehicles. “In terms of heavy lift, you know, real heavy lift, you’ve got, SpaceX and Blue Origin, and obviously one of them is down a pad right now.”

The Blue Moon landers were tailored to fit within the seven-meter diameter fairing of a New Glenn rocket. The Falcon Heavy payload fairing has a diameter of 5.2 meters and although the company has developed a taller version, it has not revealed any wider options. Additionally, SpaceX’s launch pads are not equipped to service a hydrogen-fueled lander like Blue Moon.

My twenty-minute AI talk for the Swedish company Sana

The post My twenty-minute AI talk for the Swedish company Sana appeared first on Marginal REVOLUTION.

       

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Another Gem From the Annals of Nick Bilton Jackassery

I look forward to pseudoscience like this finally getting some airtime on 60 Minutes. For 58 long years the program has been hopelessly biased toward actual science.

 ★ 

If There’s One Thing Nick Bilton Knows, It’s Television

Back in 2011, when he was a tech columnist at The New York Times, Nick Bilton figured out that Apple was soon going to launch an Apple branded-television set, with no remote control. You’d just talk to it. This made no sense of course, as I pointed out.

Bilton closed his column thus:

The company is now close enough that it could announce the product by late 2012, releasing it to consumers by 2013.

It is coming though. It’s not a matter of if, it’s a matter of when.

Maybe it’ll launch in time for Bilton’s first season at the helm of 60 Minutes this fall, with his all-new lineup of correspondents.

 ★ 

Scott Pelley on Leaving ‘60 Minutes’: ‘Incompetence and Unprofessionalism in the New Management Have Wreaked Havoc’

Scott Pelley, in a statement posted on Instagram (which I’ll quote in full, as the original is locked behind a dickwall if you’re not signed in to an Instagram account):

There has never been anything in America like 60 Minutes.

The Sunday tradition is the most successful program of any kind in history. For more than a decade, its innovative growth on every major online platform has extended its reach to countless millions around the world. This spring, at the end of our 58th season, 60 Minutes grew rapidly with an unheard-of 9% jump in viewers on CBS.

“60” has been the number-one program in America for decades because our beloved audience finds integrity, quality, and humanity in our stories. When stewardship of the program passed to my colleagues and me, our responsibility was to expand energetically into a new age of media technology while preserving the values our audience expects. Now, the new owner of our network is casting this legend aside, apparently to curry a moment of favor with the Trump administration.

The waste is heartbreaking.

Last month, 60 Minutes lost its DNA when our entire senior leadership and two of our best on-air correspondents were cruelly fired without cause. Good people were silenced because they stood up for our audience. They stood for fairness against the forces of political bias; they stood for professionalism against chaos.

For my part, new management has instructed me to inject falsehoods and bias into a politically sensitive story. I’ve been told to include assertions that are unverified. To date, in every case, I have managed to ignore these instructions or refuse them.

Recently, politicians have been invited to choose correspondents for interviews on the broadcast. Giving politicians control over 60 Minutes interviews is not how honest journalism is done. Finally, incompetence and unprofessionalism in the new management have wreaked havoc. In a case involving one of my stories, the entire program came within 19 minutes of not getting on the air at all.

At 60 Minutes, we have fought harder than anyone knows to save the program that became an American icon. We owed that to our millions of viewers. I am deeply moved by the thousands of wishes we have received to “keep up the good fight.” Most of my colleagues at CBS News are still in that fight. But now the collapse of values at the top has become untenable. The leadership of 60 Minutes is no longer recognizable. The principles I hold dear are gone, and so I must leave as well.

I depart after 37 years at CBS with one emotion — a heart brimming with gratitude for the men and women of CBS News who encouraged and enriched my work, very often at the risk of their own lives. I pray for a day when those people and their ideals are honored again — a day when sanity, competence, and courage return.

 ★ 

Lingon and Lingon Pro 10

Peter Borg:

Lingon makes scheduling apps, scripts, shortcuts, and commands feel simple. Create a task in minutes, run it on a schedule, and stay in control.

Lingon helps you run whatever you want whenever you want without living in Terminal. Schedule apps, scripts, shortcuts, and commands with a clear, friendly UI.

Run tasks at specific times, on intervals or at login. Optional notifications make it easy to keep control.

Two separate apps. Lingon is the simpler Mac App Store version and free to use, while Lingon Pro is the advanced one-time purchase with extra power.

Lingon and Lingon Pro are great apps. I’ve been meaning to recommend them for a while.

Back in 2023 I wrote about a problem I was having with Maestral, the incredible “works like Dropbox in the old days” open-source Dropbox client, where Maestral would just silently crash once in a while and I wouldn’t notice for a while. Then I would notice, manually re-launch Maestral, and have to wait while Maestral synced. Or, worse, I’d put a podcast recording in a shared folder and walk away from my computer, and my editor would never get the file because Maestral wasn’t running. My write-up described how I solved the problem with a Keyboard Maestro macro that runs once an hour — it checks if Maestral is running, and if it isn’t, launches it (and writes to a log, to satisfy my own curiosity). Borg wrote to me after I posted that and — very politely — explained that Lingon would make that much simpler.

In addition to creating your own scripts and rules that run periodically, Lingon is great for inspecting all the login items and background agents on your system — whether they’re from Apple or third parties. Poking around at everything Google Gemini installed is what made me think to recommend Lingon today. At the very least you should install the free regular version. It’s just a great Mac utility from a great Mac developer. There’s nothing else like it.

 ★ 

Remember When Chrome Went Bad on MacOS?

Loren Brichter, back in 2020:

Short story: Google Chrome installs an updater called Keystone on your computer, which is bizarrely correlated to massive unexplained CPU usage in WindowServer (a system process)[1], and made my whole computer slow even when Chrome wasn’t running. Deleting Chrome and Keystone made my computer way, way faster, all the time.

Long story: I noticed my brand new 16” MacBook Pro started acting sluggishly doing even trivial things like scrolling. Activity Monitor showed nothing from Google using the CPU, but WindowServer was taking ~80%, which is abnormally high (it should use < 10% normally).

Doing all the normal things (quitting apps, logging out other users, restarting, zapping PRAM/SMC, etc) did nothing, then I remembered I had installed Chrome a while back to test a website.

I deleted Chrome, and noticed Keystone while deleting some of Chrome’s other preferences and caches. I deleted everything from Google I could find, restarted the computer, and it was like night-and-day. Everything was instantly and noticeably faster, and WindowServer CPU was well under 10% again.

Not all Mac users, but many, found that just having Chrome installed slowed down their Macs dramatically. Completely uninstalling Chrome — and its pernicious background agents — solved the problem. This years-old “Chrome Is Bad” saga came to mind when I wrote about Google’s Gemini Mac app’s background agents.

It seems as though Google eventually fixed these Chrome bugs — or Apple changed something in a MacOS update that fixed the bugs for them — but I’ve never seen a full explanation of the problem and eventual solution. Does anyone know what happened here?

The main point is it never should have happened in the first place. A third-party app should just be a third-party app — not add components to your system software just so it can update itself when it isn’t running. Background agents and extensions are sometimes necessary to the functionality of a product. Checking for software updates to a browser or AI chatbot, when those apps aren’t running, is not necessary. The golden rule applies: imagine if every app on your system installed its own background agent to check for software updates. Chrome is a popular browser on the Mac, but it’s just a web browser. Other web browsers do just fine checking for updates from the browser itself when they’re running. If the user is actually using an app regularly, it’ll get plenty of chances to check for updates when it’s running. If the user isn’t regularly using an app, why in the world should that seldom-used app have software running all the time in the background?

This sort of chaos is why Apple keeps iOS locked down. There are no third-party login items on iOS that run in the background — let alone ones with no option to disable. No third-party app can do anything that causes the iOS window manager to consume 80 percent of the CPU while ostensibly idle. There are obviously trade-offs here. I rely on a Mac for my workstation because the Mac gives me the power to potentially shoot myself in the foot. But one major reason why iOS is an order of magnitude more popular than MacOS is because you cannot shoot yourself in the foot with it, even though that means you can’t use it to do things that would require that power.

 ★ 

Google’s Gemini Mac App Is Native, in a Distinctly Google Way, But Annoyingly Presumptuous

Two months ago Google launched a new native Mac app for Gemini. I’ve been trying it, on and off, since. It’s ... not bad. Certainly better than Claude’s Electron shitbox. But the Gemini app isn’t all that good, either. I’m sticking with ChatGPT, which remains far and away the best native Mac client to an LLM. (And ChatGPT is not that great of a Mac app — it’s just the closest to good of the bunch.)

The thing that really turns me off about the Gemini Mac app is Google’s gall. The Gemini app installs a background helper named “GeminiAppLauncher” in your login items. It also installs “GoogleUpdater” as a process with the privilege to launch in the background whenever it wants. Gemini never asks for permission to install either of these, and, most arrogantly, if you, as an informed user, remove either of them, the Gemini app silently adds them back. There is no setting in Gemini to disable this. There’s a mindset from some big companies that your system is theirs to play with at the system software level. Fuck that. Michael Tsai’s post on the Gemini Mac app links to this thread on MacRumors regarding this pernicious auto-installed and auto-reinstalled login item. Here’s another on Reddit.

Google’s approach to its Mac software is disrespectful and entitled.

I’d have been happy to keep the Gemini app installed if it just sat in my Applications folder when I wasn’t using it. But it doesn’t, and Google shows no signs of caring, so I just deleted it and uninstalled its background launch agents (in ~/Library/LaunchAgents/). Feels great, like I took a much needed shower.

(Sidenote: The Gemini Mac app is a native Mac app, but it is ... weird. Gus Mueller poked around at it and found that it’s the product of a Java-to-Objective-C converter that Google made, and much of it was originally written for Android.)

 ★ 

The AI-Driven Resurgence of Native Mac App Development

Jason Snell at Six Colors, looking ahead to WWDC next week:

These days, I’m getting emails pitching me for an endless stream of new Mac apps. It’s quite remarkable because there was a period five or ten years ago when it seemed like all app development on Apple’s platforms was focused on iOS. Even more interesting, these are all indie Mac apps that seem to be built using native Mac frameworks, not the product of big corporations that are just rolling their cross-platform development system out everywhere. These apps seem to have a point of view and are focused on the Mac.

Of course, it’s happening because of AI. [...]

Mac users — some of them developers, some of them people who have never written software in their lives — are building apps that fulfill their imaginations.

We now live in an era where, if you can dream an app, you can probably build it. Especially Mac utilities. And who cares more about native Mac software than Mac users? Certainly not those companies that gave up on Mac development and focused all their energies on giant cross-platform code bases to attract venture investment and big payouts.

There are pros and cons to everything, but on the whole, AI-assisted programming has rejuvenated Mac development. It wasn’t moribund, but it was stagnant. And stagnation is the first step toward decline. Now it’s resurgent, and that’s a fun thing to see. And, I think, genuinely important for the future of the platform. I’ve been concerned for years that the biggest problem the Mac faces is that so many new apps for the platform weren’t Mac apps. The Mac has never faced a decline in popularity, but truly native Mac application development (and the skills) did. Now it’s turning around. Mac users are thirsty for Mac apps, and with AI, they can quench their own thirst and tell the dullards promulgating Electron bundles to pound sand.

(And Snell, it turns out, has joined the party.)

 ★ 

June 3, 2026

Last night, in an unsigned opinion, the U.S. Supreme Court expanded its finding in the recent Louisiana v. Callais decision. That decision overturned decades of law to declare that states could not construct majority-minority voting districts, as they had done under Section 2 of the 1965 Voting Rights Act to ensure Black voters had the opportunity to elect members of Congress who would represent the interests of the Black community.

After handing down the Callais decision, the Supreme Court sent a case involving Alabama’s map back to the state. One lower court had ruled the 2023 map unconstitutional because it violated the Fourteenth Amendment and, in diluting Black voting by spreading Black voters across three districts, eliminated a majority-Black district in violation of Section 2 of the Voting Rights Act.

As Lawrence Hurley of NBC News reported, on May 26 a panel of three judges reaffirmed that the map showed intentional discrimination and was unconstitutional. The state took the case to the Supreme Court, and last night the right-wing justices allowed the state to use the 2023 map, saying it was likely to win its case that the map was lawfully drawn.

And so, Alabama will likely replace a Black Democratic lawmaker with a white Republican, using a map that previous courts have said violates the Fourteenth Amendment to the Constitution.

Republican lawmakers currently in power appear to be trying to grab as much power as they can as President Donald J. Trump deteriorates both personally and politically.

Today, a day after visiting the Walter Reed National Military Medical Center for what the White House said was a six-month physical that he said went “PERFECTLY,” the nearly 80-year-old Trump appeared in public for the first time since May 27. He seemed tired and vague.

In the House of Representatives, where Secretary of State Marco Rubio was testifying before the Foreign Relations Committee about Trump’s 2027 budget requests for the State Department, Representative Ted Lieu (D-CA) played a video of Trump sleeping in two Cabinet meetings as Rubio was talking, and asked how the president could make good decisions about war if he couldn’t stay awake even during public events.

Rubio insisted he had never seen Trump asleep in a meeting, although in the instances Lieu showed, the president was sleeping in a chair directly beside him. Lieu accused Rubio of lying to Congress.

The weekend’s promises of an end to the war on Iran have fizzled, and the economy is slowing under the pressure of higher oil prices. The administration announced on Monday that it is dropping tariffs on imported farm and construction equipment from 25% to 15% to ease prices, proving—as critics have maintained all along—that the tariffs are in fact raising prices.

On Sunday, when Shannon Bream of the Fox News Channel asked Director of the National Economic Council Kevin Hassett about a Wall Street Journal report that delinquent credit card balances are at their highest level in 15 years as people use their credit cards for necessities, Hassett centered not the American people but the credit card companies. “We talk to the CEOs of the credit card companies all the time, and we do see some increased stress like the numbers that the Wall Street Journal quotes, but for the most part…there’s not any kind of…financial threat to the credit card companies.”

Americans trying to navigate rising prices by putting necessities on their credit cards were not likely to be concerned about how their financial pain might hurt credit card companies.

As Trump and the administration falter, the MAGA leaders Trump has installed in the government are pushing their agenda as fast as they can. Russell Vought, the co-author of Project 2025 who directs the the Office of Management and Budget and who therefore has the power—although not the authority—to ignore the laws Congress has passed for the expenditure of money, proposed last Thursday, May 28, that political appointees in his office should have final say over research grants, including those for the National Institutes of Health, the National Science Foundation and other governmental science agencies.

The proposal promises to root out “a ‘woke’ policy agenda that deliberately favor[s] certain identity groups over others.” In addition to submitting scientific research to political approval, the new rules would also stop international research collaboration unless it was approved by political appointees.

Aligning with Project 2025, which criticizes federal science programs for paying too much attention to climate change, the Trump administration is also tearing out a $368 million deep-ocean observation system along the Pacific and Atlantic Coasts that monitors marine ecosystems, coastal environments, and the ocean currents that affect climate change. Eric Niiler of the New York Times reported that the U.S. began operating the system in 2016 and expected it to continue for 25 years.

Democrats have pledged to fight the plan to tear out the observation system.

While those empowered by his 2024 win are pushing through their agenda, Trump himself appears to have abandoned any pretense of governing and is focusing on his Ultimate Fighting Championship ring in front of the White House—today he suggested making it permanent—and the painting of the Reflecting Pool in front of the Lincoln Memorial. Today he showed to reporters images of how the Reflecting Pool is longer than skyscrapers are tall and that he is having it painted “American Flag Blue.”

He is also trying to cement control over the government. Today Trump signed an executive order stripping nearly 10,000 career civil service workers of their protected status, making it possible for the president to fire them at will. This move was introduced late in Trump’s first term but rescinded under President Joe Biden, and was a key part of Project 2025.

Trump’s announcement yesterday that he is nominating the head of the Federal Housing Finance Agency, William Pulte, as acting director of national intelligence (DNI) illustrated that he is willing to pervert one of the most important positions in the U.S. government to his own whims. Pulte has no experience in intelligence, but he has demonstrated a willingness to persecute Trump’s perceived political enemies. By making him an acting director, Trump can get around the requirement for Senate confirmation.

But lawmakers who will have to face the voters in November appear to be getting queasy at being tied to Trump’s actions. Pulte’s nomination could be a bridge too far. The nomination threatens the renewal of the Foreign Intelligence Surveillance Act (FISA), which expires on June 12. Right-wing influencer Jack Posobiec has called for Pulte to take control of the Office of the Director of National Intelligence to “start digging in on the domestic side of terrorism as well as the international,” and Democratic lawmakers have said they will not renew the controversial Section 702 of FISA with Pulte as DNI.

Section 702 permits intelligence agencies to collect the communications of foreigners operating outside the U.S. without a judicial warrant. But in the process of that collection, the communications of U.S. citizens often get swept up. As Joseph Gedeon of The Guardian notes, the FBI used Section 702 to investigate protesters in the 2020 Black Lives Matter protests.

Senator Ron Wyden (D-OR), who has led the charge against renewing FISA without significant protections for American citizens, warned that Pulte could use Section 702 as a political weapon, abusing surveillance powers for purposes of blackmail, smear campaigns, or attacks on lawmakers, nonprofits, or activists. Legal analyst Joyce White Vance added that Pulte could use his position to seize ballots or election equipment. Wyden urged lawmakers to refuse to reauthorize FISA “without strong new safeguards for Americans’ rights.”

Mark Warner (D-VA), the senior Democrat on the Senate Intelligence Committee and the person who can deliver the necessary Democratic votes for the renewal of FISA, warned that Pulte’s nomination could doom the measure’s reauthorization. Even Republicans, including former Senate majority leader Mitch McConnell (R-KY), are objecting to Pulte, citing his lack of intelligence experience, which the law requires for a DNI head, as a deal-breaker.

House Republicans are also starting to balk at the administration’s actions.

Meredith Lee Hill and Calen Razor of Politico reported today that House leaders had to push back votes today when Republicans didn’t show up from their holiday week. The House has been at work 43 fewer days in this congressional session than the Senate has as Speaker Mike Johnson (R-LA) has avoided pushback against Trump in the House by keeping members away from Washington. The Republican majority in the House is so slim that attendance issues have forced Johnson to delay votes to prevent Democrats from defeating bills. Now that members don’t want to go on the record either against Trump or for him, the ability of the House to get through the work it needs to is in jeopardy.

Johnson’s slipping control over the House showed today when the House voted to pass a resolution, introduced by Democrats, telling Trump either to stop further strikes against Iran or to get congressional approval for them. Johnson sent House members home early before the Memorial Day holiday to keep such a measure from passing, but today it did, by a vote of 215 to 208. Although Johnson warned that the resolution was “very dangerous” and would “weaken” Trump’s ability to find a way out of the conflict, members passed it, likely noting that according to a recent New York Times–Siena College poll, 64% of registered voters think Trump’s decision to go to war was wrong, while only 30% approve of it.

Shortly after passing that measure, the House rebuked both Trump and Johnson a second time when it advanced a measure that would aid Ukraine in its war to repel Russia’s invasion by a vote of 218 to 204. If the measure now passes the House and then the Senate, it will provide $8 billion in loans and $300 million in security aid.

Trump does not appear to be taking his loss of power well, retreating to the traditional Republican position that anyone who disagrees with him is a communist. This afternoon, he posted on social media: “Communists always do well with the Voters or, as they would say, THE PEOPLE, in the Early Years! But, in the end, the Country, State, or City, GOES TO HELL! Great Violence proceeds at levels never seen before, and the entity dissolves into Poverty, Squalor, and Crime. Remember, breathtaking ‘Popularity’ first, and then, guaranteed DEATH AND DESTRUCTION! President DONALD J. TRUMP”

Notes:

https://www.nbcnews.com/politics/supreme-court/supreme-court-allows-alabama-congress-map-eliminate-black-district-rcna346920

https://www.the-independent.com/news/world/americas/us-politics/trump-schedule-health-white-house-missing-b2989050.html

https://thehill.com/video-clips/5907518-watch-live-rubio-house-foreign-relations-committee-state-department-fiscal-2027-budget-iran-war-ebola/

https://www.farmprogress.com/farm-policy/u-s-cuts-tariffs-on-farm-and-construction-equipment-to-15-

https://www.scientificamerican.com/article/white-house-proposes-new-rules-giving-political-appointees-final-say-on-research-grants/

https://www.nytimes.com/2026/06/01/climate/ocean-observatories-initiative.html

https://www.govexec.com/workforce/2026/06/trump-federal-employees-schedule-f/413945/

https://www.wyden.senate.gov/news/press-releases/wyden-statement-on-appointment-of-bill-pulte-as-acting-director-of-national-intelligence

Civil Discourse with Joyce Vance
If You Thought Tulsi Gabbard Was A Problem…
Today, Donald Trump appointed Tulsi Gabbard’s replacement as Director of National Intelligence (DNI) in a social media post…
Read more

https://www.theguardian.com/us-news/2026/jun/03/trump-intelligence-chief-fisa-surveillance-program

https://www.politico.com/news/2026/06/03/house-calendar-mike-johnson-00947763

https://thehill.com/homenews/senate/5906007-republican-bewilderment-trump-dni/

https://punchbowl.news/article/senate/pulte-dems/

https://www.washingtonpost.com/politics/2026/06/03/house-passes-war-powers-resolution-push-trump-end-iran-war/

https://www.nytimes.com/2026/06/03/us/politics/house-vote-trump-iran-war-powers.html

https://www.nytimes.com/2026/06/02/climate/trump-ocean-monitors-climate-research.html

Bluesky:

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Esther Kim Varet can f--- off

So, with the CA-40 race pretty much a wrap, here’s a final message of kindness, decency, compassion from Esther Kim Varet, Los Angeles’ finest OC savior.

She posted it on her socials …

And here are the things I wanna say:

• 1. This is, without fail and without surprise, the least-classy “I’ve lost” message I’ve ever seen. And it 100 percent meets the standards of the crumb who wrote it. Some people just … suck. They’re entitled and tone-deaf and without a sliver of self-reflection.

• 2. Esther, you were never the best candidate in this race. Only the wealthiest.

• 3. Esther, you inflicted endless cuts upon yourself with your rudeness, your cattiness, your tone-deafness, your arrogance, your impulsiveness. The only reason you gave people to vote your way was money. That’s it—money. Otherwise, you just presented as a unique-level asshole. Which this final post reinforced.

• 4. Esther, calling Lisa the “enemy from within” says it all about you. One. Hundred. Percent.

• 5. Esther, nobody liked you. Which is remarkable. Nobody. Liked. You. And, initially, I thought, “It’s a matter of messaging. That can be fixed.” Nope. Nobody liked you because you’re not likable. You’re the mean kid in school. The bully. The child who shows up in Dior sneakers and mocks those wearing Keds. You didn’t lose because other candidates took out your knees. You lost because you took out your own knees. You behaved as if all of this was beneath you; as if this election should have been handed to you; as if we were fortunate to have you.

• 6. Esther, do you at all find it curious that—despite spending roughly four times the amount of money—you barely finished ahead of Lisa? Isn’t that a bit strange? A tiny bit weird. Maybe, just maybe, if winning was THE thing, you’d have donated all your funds to Lisa’s campaign and stepped out of the way.

• 7. Esther, it’s time to return to LA. Your political standing here is zero. Less than zero. It’s over. I hope one day, maybe decades from now, you’ll muster up enough introspection to look in the mirror and understand what happened; why this happened. Regional political candidates don’t necessarily have to be humble, but they do need to at least present humility.

• 8. Esther, how many campaign managers did you run through? Was it four, five or six? I lost count.

• 9. Esther, how many social media randos did you attack? Was it 50, 60 or 100? I also lost count.

• 10. Lisa Ramirez, keep your head up. You ran a noble campaign. When I mentioned you last night at a meeting in Irvine, people applauded. Literally applauded. You put up a good fight as an underdog, and you have a future in this business. Be proud.

• 11. Esther, good news. This is the last time your name will ever appear on this site. You’re cold product. You’re Vanilla Ice at the Freedom Concert. You’re the Alf puppet.

Don’t let the door hit you …

Chris Kluwe is The Guy

Just watch, then realize leadership isn’t dead.

It’s just been hijacked by assholes.

Here’s Chris’ website in his run for Assembly. If you have some spare bucks, he’s a most worthy dude.

Illegal Tariffs, Round 3

Trump Liberation Day tariff anniversary - Bloomberg

Remember tariffs?

Fourteen months ago, Donald Trump announced that he was starting a trade war by imposing sweeping tariffs on almost every nation in the world. His move caused shock waves, and not just because of the economic impact.

The Trump tariffs were clearly illegal — taxes imposed not via proper legislation, but by invoking an obscure existing law intended to deal with economic emergencies, even though no emergency existed. Also, by imposing these tariffs unilaterally, Trump was violating many decades’ worth of solemn U.S. agreements with other nations, including our closest allies. So “Liberation Day” marked the end of rule of law at home — goodbye separation of powers, hello a monarchical system in which the president does whatever he wants. And it also marked the transformation of the United States into a rogue nation that holds its erstwhile allies in contempt and can’t be trusted to honor its promises.

The initial shock has faded, largely because there have been so many outrages since, from pogroms at home to the disastrous war in Iran. And the Supreme Court, after dragging its feet for many months, eventually, grudgingly, ruled that the illegal tariffs were, in fact, illegal, and will have to be refunded.

But Trump officials kept many of the tariffs in place using another obscure law, this one intended to deal with balance of payments emergencies, although again no such emergency existed. This invocation of “Section 122” will probably also be ruled illegal at some point, but in any case the law sets a 150-day time limit on such tariffs, so the Trumpists needed another dodge.

Yesterday it came in the form of “Section 301” tariffs on 60 trading partners, including the European Union and Japan. Section 301 is titled “Relief from Unfair Trade Practices.” So what are the unfair practices the Trumpists say the whole world is engaging in?

The answer is that the Trump administration is accusing other countries of “failure to impose and effectively enforce a prohibition on the importation of goods produced with forced labor.”

Notice the wording. They aren’t accusing the European Union itself of employing slave labor. Even the Trumpists aren’t willing to lie that shamelessly (yet). No, the claim is that the EU isn’t doing enough to stop countries that do employ slave labor from selling their goods in Europe.

Everyone, and I mean everyone, understands that the alleged justification for these tariffs is a lie. There is absolutely no reason to believe that the EU is less diligent about opposing the use of slave labor than the US. For that matter, there is no reason to believe that Trump and his minions have any particular objection to slave labor. This is nothing but a transparently, one might say sneeringly, bogus rationale for continuing to flout both US law and international agreements.

Why do Trump’s minions keep using legal tricks and lies to impose tariffs? There is, after all, no reason they couldn’t simply ask Congress to impose tariffs through normal legislation. But doing so would run into three problems, from Trump’s point of view. First, Congress might balk. Second, at minimum an attempt to pass legislation would require hearings, in which the weakness of the administration’s arguments would become obvious. Third, one of the reasons Trump loves tariffs is that he gets to issue decrees at will, none of this pesky nonsense of consulting with the legislative branch; having to follow the Constitution would spoil his fantasies of omnipotence.

So here we go again, with another round of tariffs that will probably be ruled illegal some months from now.

Why doesn’t Trump just back down? After all, the tariffs aren’t achieving their stated objectives. Remember how Trump was going to revive US manufacturing?

The tariffs are also deeply unpopular, with an overwhelming majority of Americans believing, rightly, that they have raised prices:

But for Trump, backing off on the tariffs would amount to admitting failure. And if you believe he’s going to do that, I have a quick, easy victory over Iran you might want to buy.

Thursday assorted links

1. Does banking consolidation harm households?

2. Some comments on the new federal framework for AI regulation.

3. This guy is skeptical about doing things in space.

4. Is Chairman Mao underrated, and why did India not get rich too?

5. “Between 1985–2023, MIT’s faculty grew 9%. Administrative staff grew 189%.

6. “What it means for the Korean economy and people when Samsung and SK Hynix are about to pay $430 BILLION in taxes in FY26-28. That’s half the Korean public debt.

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A scene from the cycling path in Switzerland

A section of trail in Switzerland

May was a big month! The highlight was a cycling trip around Lake Konstanz, passing through Konstanz, Bregenz Austria, Stein am Rhein in Switzerland, and Meersburg.

Scene from Bodenseeufer in Germany

A farm in Bodenseeufer, Germany

We passed a lot of operating agriculture, growing apples, strawberries, and other fruits.

The route is very continuous, mostly flat, and popular with retirees. It's very idyllic riding: lots of protected and separated lanes. There are some interesting regional differences in the riding. Swiss drivers were noticeably more aggressive and gave a lot less space to bikes, but the Swiss infrastructure was really nice when it was off-road. Also it was interesting to see that the vast majority of other cyclists on most of the route were on ebikes. This only changed when we were close to hip cities and we'd notice more young people on high-end road bikes.

Münster St. Maria und Markus

Münster St. Maria und Markus

Taking the ride in 40-60 mile days left a lot of room for checking out the towns, food, and views. It was very easy being vegan in Germany, and significantly harder in Austria and Switzerland. Some highlights:

  • KERVAN Imbiss in Konstanz: cheap, delicious vegan kebabs
  • Insel Mainau: beautiful botanical garden on an island, recommended to follow up with Biergarten St. Katharina, a beer garden in the woods
  • The Pile Dwelling Museum in Uhldingen-Mühlhofen-Unteruhldingen: very aesthetic museum plus recreations of pile dwellings
  • In Zurich: the Swiss National Museum was gigantic and featured the best-integrated high-tech exhibits I've seen
  • On the final evening we took a cable car up to Panorama Restaurant Falsenegg and it delivered on the name

Reading

I read The Technological Republic the book by Alex Karp and one of his employees. It was terrible as expected: part sales-pitch, part standard-issue MAGA cultural critique, part implied defense of just war. The last part was the most interesting to me, because Karp spends so much time grandstanding about his intellectual background and telling protestors to quiet down and have a real discussion, and this book confirms that he can't actually have that conversation. He has nothing to say about the moral complexity or justification of war.

It's surprising that the only critical reviews I could find of the book are from other right-leaning sources. Providence, an American Christian Realist magazine, found it too weak. The Independent Institute didn't like it based on their Libertarian principles. I guess it's just so far from any left-wing thought that nobody bothers to read it.

Democratic governance rests on a bargain so old we’ve forgotten it’s a bargain at all. The governed have something the governors need: labor, tax revenue, military service, consumer spending. This dependency is the source of democratic leverage. The whole system functions because power is distributed, and it’s distributed because the people at the top need something from the people at the bottom.

I'm still trying to avoid writing about AI, but this piece by Owen McGrann was worth the time. It takes a lot of points that I've long agreed with and stitches them together into a coherent but miserable whole.

On the bright side, I'm just finishing reading Intermezzo and it's wonderful. A totally rejuvenating and inspiring novel.

Listening

Cheekface is a ~9 year old band in the tradition of Cake, They Might Be Giants, etc. They've got some great hits - part sardonic and ironic, part euphoric and ultra-light pop choruses.

Watching

Adam Neely's talking about AI and music again, and like always, it's very worth watching. The generational element is especially interesting here: just like the commencement speakers getting booed, there's a consistent theme where Gen Z (and millennials, to some extent) are rejecting the AI hype while older generations are optimistic and coincidentally in a position to benefit from it.

A.I. helps re-identify anonymized data-- how it worked in the case of a censured judge

  Above the Law has the story of how the judge in question was successfully re-identified:

Judiciary Tried To Hide ‘Sex In Chambers’ Judge’s Name. ...  For all their efforts, both the Eleventh Circuit and Judicial Conference left a lot of clues.  By Joe Patrice  

"despite the severity of the allegations — an affair that raised serious blackmail risks, attending openly partisan events, and lying to investigators when caught — the Eleventh Circuit and the Judicial Conference both concealed the judge’s identity. They even adjusted the very minor sanction to allow the judge “to word the letters of apology vaguely so as to ensure that a letter could not be ‘used against [the Subject Judge] in some way.’” 

...

"The Eleventh Circuit thought it had been so clever in anonymizing its report. The reports don’t include a name or a district, and refer only to “Subject Judge” throughout. The reports even assiduously avoid identifying the judge by gender, proving that even conservative judges can figure out how pronouns work with minimal effort. And yet the reports failed to obscure a number of details that made working out the judge’s identity possible. 

 ...

Handing the reports into two different AI models and turning on all the “deep research” modes, the bots churned for several minutes comparing the reports to publicly available information. Both models delivered lengthy reports reaching the same conclusion. So how did these models do it? 

...

"the models instantly filtered out the entire state of Florida. The official reports are littered with references, in varying contexts, to the office of “District Attorney.” Florida uses “State Attorneys” for its local prosecutors. After that, the bots noted that the sanction barred the judge from ever serving as chief judge of their district — meaning the judge was not senior status and not currently the chief judge. The report indicates that investigators spoke with clerks dating back to 2020, disqualifying anyone elevated after that. Discussing the judge attending a DA’s primary victory party, the bot pointed out that the judge had claimed to know the candidate based on their time at the office, narrowing the scope to judges with state prosecutorial experience who overlapped with a sitting DA who won a primary. And had martinis at the victory party. The AI models decided that matched with Atlanta’s Fani Willis. [as the DA]

Once it narrowed the list down, the bot also searched the dockets of possible judges to match the claim in the reports that the high-ranking law enforcement officer did not materialize into a conflict because no cases involving that police department showed up on the judge’s docket.

For good measure, the bot went ahead and took a guess at the officer’s identity too.

In about 10 minutes of work, the AI unraveled all the work these judges put in to keep this confidential. With nothing but a couple of published court documents and the open web. In the time someone might brew a cup of coffee, the most basic possible workflow defeated the Eleventh Circuit’s entire anonymization strategy."


 

European electricity markets have too much powerÂ

They must learn to deal with it

Some billionaires pay too little tax

But the case for levies on wealth is unconvincing

Gen-Z socialism, from Zohran to Zack and beyond

The world’s leftists are embracing a new set of economic ideas

Hacking Meta’s AI Chatbot

Hackers are convincing Meta’s AI support chatbot to let them take over other peoples’ accounts:

A video posted on X showed the step-by-step process to hack someone’s Instagram account. The hacker allegedly used a VPN to spoof the targets’ presumed location to avoid triggering Instagram’s automated account protections. Then, the hacker opened a chat with Meta AI Support Assistant and asked the bot to add a new email address to the target’s account. The chatbot can be seen sending a verification code to the email address provided by the hacker; the hacker then shares the verification code with the chatbot, which prompts the chatbot to show a button to “Reset Password.” The hacker enters a new password and takes over the victim’s account.

[…]

On Monday, Instagram spokesperson Andy Stone said in a reply to Wong’s post and others that the issue was now fixed. It’s unclear how many Instagram users had their accounts improperly accessed.

It’s not that easy. Probably this particular tactic is now blocked. But there are others, many others, and they cannot be blocked as a class. The real problem is that LLM chatbots are not trustworthy enough for this application.

Another news article.

Sign of the Times

Observed on Logan Circle NW, D.C.:

Untitled

Indians can now bet on the monsoon

Heatwaves may be more important

Areas of Severe Thunderstorms and Excessive Rainfall Through This Weekend

CA Logic

In California a 17 year-old can drive a car but can’t ride alone in an Uber or a Waymo.

I long for the days when you could put a kid in the post. We have weakened as a civilization.

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NASA working to streamline development of nuclear electric propulsion demo mission

SR-1 Freedom

NASA is working on a streamlined management approach for a nuclear electric propulsion demonstration mission the agency wants to launch in two and a half years.

The post NASA working to streamline development of nuclear electric propulsion demo mission appeared first on SpaceNews.

China builds institutional framework for space computing push

China is establishing an industrial policy framework to support a push to build space-based computing infrastructure, with the emergence of influential coordinating bodies.

The post China builds institutional framework for space computing push appeared first on SpaceNews.

SpaceX to raise at least $75 billion in IPO

Starship Flight 12 liftoff

SpaceX plans to raise at least $75 billion in its initial public offering, valuing the company at more than $1.75 trillion.

The post SpaceX to raise at least $75 billion in IPO appeared first on SpaceNews.

NASA declares end to MAVEN Mars mission

MAVEN

NASA has formally ended a Mars mission that has been out of contact for six months while the investigation into the spacecraft’s demise continues.

The post NASA declares end to MAVEN Mars mission appeared first on SpaceNews.

Laboriously keeping track

I’ve just added a couple of new charts to the self-absorbed Stats section of the site. Both are on the money page, and those will be updated at the end of each year.


§ First I’ve got one showing how much I’ve spent each year on music over the past 30 years: CDs, downloads, and streaming. Here’s an image of the current state of it:

A stacked bar chart showing spending for each year from 1996 to 2025 for CDs, Downloads and Streaming. The CD spending is around £200-£300 most years until 2007 when it halves, and has vanished by 2010. Spending on downloads starts in 2006 with £42, growing to make up most of the shortfall on CDs, ending up between £150 and £200 in recent years. Streaming begins in 2010, was £60 for several years until 2022 when it was £120, then dropped to £77 in 2025
Amount spent on music listening per year

This doesn’t include spending in cash, which I didn’t track, and was more common in the early years when buying CDs. I mainly made this chart because I wondered how my spending now compared to previous years. I’m kind of pleased it isn’t really less that it used to be (the missing cash spending aside).

I didn’t include spending on gigs, or contributions to radio stations, because while they’re music, they feel like a different kind of thing than buying music to own (sorry, I mean buying a licence to play files).

Of course, if we take inflation into account, my spending has dropped: the £299 I spent on CDs in 1997 is the equivalent of £605 now. But then the cost of an album has dropped too – new CDs back then were costing me around £12-£14, or £24-£28 now, compared to an MP3 download today being more like £8-£12.

I stopped paying for Spotify last year, and I’m not sure my spending on downloads has increased proportionately. We’ll see. I’m sure you can’t wait.


§ The other chart, inspired by wondering about the missing data for buying CDs with cash, is of how much I withdrew from bank accounts in cash each year:

A bar chart with a bar for every year from 1996 to 2025. In the early years cash withdrawals were running betwen about £2000 and over £4000 per year, dropping to more like £1000 to £2500 from 2003 to 2011, when they dropped to around £1000. In 2020 they dropped to almost nothing.
Amount withdrawn in cash per year

Unsurprisingly this has dropped to practically zero because, despite being slightly resistant to the decline of cash at first, I very rarely use it now.

But I was surprised how much cash I was taking out years ago – averaging £89 per week in 2002 (£170 today)! I’m not sure if the drop after that is a result of switching more to card payments and/or reducing my spending in general, which I did a bit after buying my first flat around then.


§ The data for both charts only starts in August 1996 so that year is underreported.

I think I started recording this data when I got an Apple Newton MessagePad 120, then a 2000. I think I used the PocketMoney program which is still going today on various platforms. In 2001 I got a Palm Vx from work and think I continued with the same app, transferring data across.

At some point I switched to using Moneydance on my Mac, managing to import the PocketMoney data into that. I’m still using Moneydance today to laboriously keep track of my spending, savings and investments. It’s a reassuring habit at this point and I’d feel adrift if I didn’t input data from my statements or banking app each month.


Read comments or post one

Should we recriminalize marijuana?

That is the topic of my latest Free Press column.  Here is one excerpt:

The present and also future of mankind is a world where reasonably high levels of self-discipline are needed to do well. The journalist Daniel Akst pointed this out in his 2011 book Temptation: Finding Self-Control in an Age of Excess, and we are now living it full force.

I would rather cope with that world than face the full nanny state, backed by modern, AI-intensified surveillance techniques to boot. Concentrating more power in political authorities hardly solves the basic problem. If marijuana and sports gambling can manipulate weak individuals, so can unscrupulous political leaders. A greater realization of individual weakness does not translate into a case for more government action; if anything, it suggests the opposite. Better to allow our social problems to fester in a more decentralized fashion, rather than reinforce our social pathologies through a manipulative and dysfunctional leader at the very top.

In the longer term, we may need to look to medications, such as GLP-1 drugs and their offshoots, which seem to curb some forms of addictive behavior beyond the appetite for food. Alternatively, some individuals may choose self-surveillance, with self-imposed penalties for bad or addictive behavior. Perhaps your AI, or a hired third party, docks your bank account every time you puff on a joint. I am not convinced such services ever will become popular, but that should be taken seriously as an indicator of what people really want to do. We can at least give them better options for self-constraint. If they rarely choose such options, then perhaps for many of those people, marijuana consumption is not a matter of weakness but a very well-established preference, whether we like it or not…

In short, it is time to realize that paternalism is far less workable than in times past. Our government does not have the credibility, the control over information, or the control over our lives to pull it off.

I do understand that is in some significant ways bad news, as voluntary choice is overwhelming some of us with bad outcomes.

My response is to start by accepting some steps backward, holding paternalist tyranny at bay, and hoping some longer-run cultural and technological adjustments will make this all more workable.

If you have a better solution, I would love to hear it.

Recommended.

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Law professors prefer AI over peer answers

Large language models (LLMs) are increasingly promoted as educational tutors, yet most evaluations focus on domains with a single ground truth. Many disciplines, however, hinge on judgment: reasoning, weighing ambiguity, and reaching defensible conclusions. Law provides a sharp test. We conducted a blinded evaluation of short-answer tutoring in contracts courses with sixteen U.S. law professors. Participants created 40 representative questions, wrote answers, and judged 2,918 anonymized comparisons between human and LLM responses. Professors rated LLMs far higher than their peers (average win rate = 75.33%), with models performing similarly to the best instructor. LLM responses were also rarely flagged as harmful (3.53%, vs 12.06% for professors). Preferences for LLM answers were consistent across evaluators and reflected shared professional standards. Our evaluation can be reliably extended to additional models by employing a separate LLM as a judge, rendering expert agreements an effective, scalable method to evaluate AI tutors in judgment-rich domains.

“far”.  That is from a new paper by Alejandro Salinas, et.al.  Via Andrew Curran.  And via John Chamberlain:

Artificial intelligence (AI) and large language models (LLMs) tools are capable of mass-producing academic finance papers that are nearly indistinguishable from human-authored research, according to a new study published in the Journal of Economic Literature.

C’mon people, get ready.  I know it is difficult to admit when your human capital has been devalued, but that time is upon us.  In particular, being prolific is no longer such a comparative advantage in academia.  You might run to the “but I know what questions to ask” cope, but I implore you to solve for the equilibrium.  What is the equilibrium wage for merely asking questions?

Of course academic life and projects will continue, but the real rewards will go to people doing new, innovative, and hitherto impossible projects with AI.

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A Moonlit Earth as Seen From Artemis II

Earth’s full disk is seen through the window of a spacecraft. The glow of aurora, a sliver of the Sun, and fuzzy zodiacal light surround the planet, and city lights are visible on the continents.
April 2, 2026

One of the first images transmitted back to Earth from the Artemis II mission was a stunner. In a single image, Earth’s full disk appears amid celestial phenomena that illustrate its place in the solar system. And although the visible hemisphere appears to be awash in sunlight, it is actually lit by moonlight. The astronauts’ vantage point provided a rare opportunity to capture nighttime features—most notably lights from human habitation—from a new perspective.

An Artemis crew member captured the photo from the Orion spacecraft after it completed the translunar injection burn, which sent the spacecraft out of Earth orbit and on a trajectory toward the Moon. In the photo, Earth eclipses the Sun from Orion’s perspective, leaving only a small sliver of its bright light visible around the bottom right edge. Green auroras, caused by charged particles from the Sun interacting with Earth’s upper atmosphere, glow around the north and south poles (lower left and upper right, respectively).

The Sun’s light also produces the fuzzy glow, known as zodiacal light, that appears to the lower right of Earth. This phenomenon comes from sunlight reflecting off interplanetary dust. Skywatchers on Earth may see it at certain times of year around dawn or dusk as a faint column of light extending up from the horizon. Data collected by NASA’s Juno spacecraft on its journey to Jupiter suggest that Mars may be a significant source of the dust particles that produce zodiacal light. Earth’s other planetary neighbor, Venus, appears as the bright object in the bottom right of the image.

Earth’s full disk is seen through the window of a spacecraft. Various features are labeled. The glow of aurora, a sliver of the Sun, and fuzzy zodiacal light surround the planet, and city lights are visible on the continents.
April 2, 2026

On Earth itself, city lights are evidence of human activity. Bright areas appear in Spain, Portugal, and northern Africa (lower left), sub-Saharan Africa (center left), and Brazil (center right). Digital camera technology—with help from the illumination of a full Moon—made it possible to see these and other details of Earth’s surface and atmosphere in low light. The crew set the camera’s ISO to 51,200 to make it highly sensitive to light. For comparison, an ISO setting of 100 or 200 is common for daytime photography.

Previous nighttime views of Earth taken from spacecraft may look very different from this photo but have also inspired and enlightened. For instance, the Apollo 12 crew photographed Earth eclipsing the Sun in 1969; astronaut Alan Bean would go on to depict his impressions of the event in paintings.

More recently, astronauts aboard the International Space Station have photographed the planet at night from low Earth orbit, while NASA’s Black Marble nighttime lights product suite uses satellite observations to produce science-quality records of nighttime lights at daily, monthly, and yearly time scales. Those programs provide sustained data records, while the Artemis II photo is distinctive as a single human-captured full-disk view showing many low-light features at once.

Cindy Evans, senior exploration scientist in the Astromaterials Research and Exploration Science Division at NASA’s Johnson Space Center, was working in the Science Evaluation Room during the Artemis II mission and was one of the first people on Earth to see the image. Evans was struck both by its beauty and the perspective revealed by all the visible solar system features. “I love the image so much because it was taken with Earth in moonshine, and shows Earth as a solar system body, a dynamic planet interacting with the solar wind, and a place harboring life,” she said.

The image is scientifically valuable, as well, said Miguel Román, Deputy Director for Atmospheres and Data Systems at NASA’s Goddard Space Flight Center. “It speaks powerfully to the breadth of what NASA does across science and human exploration,” he said. Román studies artificial light at night, as viewed from space, as a measurable signal of human activity.

“[This photo] reminds us that Earth at night is visually compelling, physically complex, and scientifically underexplored,” Román said. “I see this image as a glimpse of what Earth science can become in the future.”

NASA images prepared for Earth Observatory by Lauren Dauphin. Story by Lindsey Doermann.

References & Resources

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The Talk Show Live From WWDC 2026: Tuesday in San Jose

Location: The California Theatre, San Jose
Showtime: Tuesday, 9 June 2026, 7pm PT (Doors open 6pm)
Special Guest(s): For sure
Price: $45

The annual live audience episode of The Talk Show during the week of WWDC. If you can make it, you should come. You’ll even enjoy the prelude, mingling with fellow DF readers and listeners.

 ★ 


Central North Pacific 2-Day Graphical Outlook Image
Central North Pacific 7-Day Graphical Outlook Image






Atlantic 2-Day Graphical Outlook Image
Atlantic 7-Day Graphical Outlook Image






Eastern North Pacific 2-Day Graphical Outlook Image
Eastern North Pacific 7-Day Graphical Outlook Image





A darkened and mysterious north polar region A darkened and mysterious north polar region