
The large language models (LLMs) that have captivated the world are among the most powerful tools ever built. Many can give PhD-level answers to virtually every discipline under the Sun. They are revolutionary. But for all this brilliance, they are, in a fundamental sense, blind. They know the world the way a scholar locked in a library knows it: deeply, but without any lived experience. For all their brilliance, they are largely disconnected from the physical world.
The marvel of human intelligence and consciousness, however, did not arise from computation alone. They arose from computation coupled to sensing and interacting in a physical environment. The feedback loop between organism and environment is foundational; we humans learn, adapt, and become self-aware in substantial part because we have bodies that receive a constant, high-bandwidth stream of physical reality.
Though it may sound like science fiction, we are on the verge of providing this exact grounding to AI. By converging the vast, continuous visual memory of our planet captured by satellites and other real-world sensors with artificial intelligence, we should soon have Large Earth Models (LEMs). While LLMs have consumed the internet's text, LEMs will consume visual data from imaging satellites, weather sensors, drones, cameras, and more. This architecture will function structurally as a kind of embodiment, giving AI the equivalent of a sensory nervous system connected to the entire Earth. I call it “Planetary Intelligence.”
Planetary Intelligence could ground AI in the physical world and, in so doing, create a new and incredibly powerful tool with a myriad of applications from farming and floods to energy and insurance. Imagine a fire chief responding to a rapidly growing wildfire. She queries her LEM to understand the situation. The LEM combines historic and recent satellite data with a verbal description of the fire. It could incorporate near-real-time weather data and projections, and reference the latest population and structural data from the county website. Within minutes, the fire chief would know where the fire is moving and which communities to evacuate.
Planetary Intelligence offers one of the most genuinely hopeful visions for AI today: applying these technological breakthroughs to solve the tangible, physical problems of real people in the real world.
What’s more, it may be key to aligning AI with humanity. For AI brings existential risks. And it's all about the speed of innovation. In roughly two centuries, humanity has moved from the age of steam power to the age of nuclear power. This transition caused society to contend with both the benefits and dangers of our new technology. But now, we are entering the age of AI. Unfortunately, our societal capacity to govern AI has not kept pace with its advancement.
AI alignment cannot be treated as a narrow technical problem. How do we ensure increasingly capable artificial systems prioritize human lives and share the values of human flourishing and the preservation of life? Today, AI developers rely on abstract approaches: constitutional frameworks, reward modeling, and interpretability. These are important, but they may overlook one of the most powerful alignment levers: embodiment.
In other words, to ensure that AI is invested in helping humans flourish, we must ensure that it understands humanity. And to protect humans from the dangers of AI, we must make sure it can actually feel our world. To save us from AI, we must give it senses.
This is because understanding and valuing are not as separate as we sometimes assume.
I learned this lesson firsthand when I became an avid bird watcher. I discovered that memorizing the marks and songs of birds did not merely inform me about them; it made me value them. Perhaps the same could be true for AI.
A Planetary Intelligence that has watched the Okavango Delta in Botswana change through thousands of daily images, or that has witnessed the devastating physical toll of military engagement, may not be indifferent to humanity and nature in the way a purely text-trained system could be. We must give these models a reason to care about life by giving them a direct, continuous, high-fidelity experience of it.
This is why AI developers should prioritize ingesting sensory data. The task is not simply to make AI useful or safe, but to ensure that intelligence, biological and artificial alike, remains connected to the world it has the power to transform.
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Telstra outage reported to be cause of Victoria train stoppage
There is a long list of cancelled trains on the official V/line site, but the TL/DR is that Victoria’s regional train network has ground to a halt.
Due to a radio network fault affecting the network, services are currently unable to operate …
Passengers are advised to defer travel where possible.
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ИИ-агенты упираются не только в цену модели, но и в лишний контекст: длинные ответы, раздутый код, большие логи и JSON. Разбираю Caveman, Ponytail и Headroom как три разных слоя токенной диеты для агентной разработки.
Читать далееKneeland died by suicide in 2025 after police chase
Researchers determine he was in stage one of four
Brain disease can be diagnosed only after death
Former Dallas Cowboys defensive end Marshawn Kneeland, who died by suicide in November 2025 after a high-speed chase with police, had early stage chronic traumatic encephalopathy, a brain abnormality linked to repeated concussions, his family announced Tuesday.
The Boston University CTE Center, which investigates the long-term consequences of repetitive brain trauma in athletes and others, analyzed Kneeland’s brain tissue after his death. Researchers determined Kneeland, who was 24, was in stage one of four of CTE.
In the US, you can call or text the National Suicide Prevention Lifeline on 988, chat on 988lifeline.org, or text HOME to 741741 to connect with a crisis counselor. In the UK and Ireland, Samaritans can be contacted on freephone 116 123, or email jo@samaritans.org or jo@samaritans.ie. In Australia, the crisis support service Lifeline is 13 11 14. Other international helplines can be found at befrienders.org
Continue reading...Pochettino awaits talks over future with US team
Federation backs coach but leaves door open
Spend any time around US men’s national team head coach Mauricio Pochettino and you’ll likely notice a medallion hanging from a bracelet on his right wrist. It is emblazoned with an engraving of Saint Christopher, the patron saint of travelers.
It’s a detail that feels appropriate for Pochettino, or any high-level manager, really, all of whom are inherently nomadic. The Argentinian has enjoyed stability at a handful of stops but has also done his share of moving, having shepherded five different clubs prior to his arrival in the United States about 22 months ago.
Continue reading...Exclusive: Latest Guardian revelation about gift from cryptocurrency tycoon comes as Reform UK leader forces byelection
The £5m gift to Nigel Farage by a cryptocurrency billionaire was reported to the National Crime Agency by bankers who were concerned it may have been laundered money, the Guardian can reveal.
The disclosure will put further pressure on the Reform UK leader, who is awaiting a decision by the standards commissioner over whether his failure to declare the money breached parliamentary rules.
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The Democratic Socialists of America have notched some impressive primary wins over the past couple of weeks. In New York, two DSA members beat Democratic establishment candidates — including the sitting chair of the Congressional Hispanic Caucus — in House primaries. In Colorado, Melat Kiros beat out a 30-year incumbent in another House primary. All of that is on top of the ascendancy of New York Mayor Zohran Mamdani, who’s looking like a Democratic kingmaker after his endorsed candidates triumphed last month.
It’s been a long journey for the DSA, which began its current rise a decade ago with Sen. Bernie Sanders’ 2016 presidential campaign. Since then, the party has slowly amassed popularity with the left wing of the Democratic Party, building a brand as “fighters” with a populist economic message.
Megan Romer is a national co-chair of the Democratic Socialists of America. She joined Today, Explained co-host Noel King to break down what the DSA stands for and how it got here — plus, some of the controversies surrounding its candidates.
Below is an excerpt of their conversation, edited for length and clarity. There’s much more in the full podcast, so listen to Today, Explained wherever you get your podcasts, including Apple Podcasts, Pandora, and Spotify.
The DSA has had big primary wins in New York; in Colorado; in the mayoral race in Washington, DC. Why do you think DSA candidates are doing so well in elections right now?
I think there’s the kind of rage that people have about seeing any remnants of our social safety net be dismantled. I think they see their wages stagnating while inflation continues to go up and cost of living continues to go up, and I think that has people really on edge.
I also think that they’re looking for answers, and for solutions, and for things that are actually going to change their lives for the better. When we talk about expanding child care for all, or Medicare for all — child care debt, and medical debt, those are very real issues to real people. So I think they’re excited to see someone not just saying, “Well, the other [option is] worse,” but really saying, “Look, we’re going to rethink some of these things and come up with solutions together.”
Your economic message seems to have caught fire for Americans who really do feel like life is too expensive, but the DSA’s positions on some domestic issues like borders, like policing, open you up to claims that the DSA is just too extreme for regular Americans. I know that you’re aware of this charge. How do you respond to that?
A lot of the charges come from documents or, sometimes, panels where they’re clipping people talking about this long-term view, because we’re not just trying to fix little problems. We’re trying to really get to the root of these societal problems and think about what life could look like and what society could look like if we change them.
Things like abolishing the carceral state as we know it — people say, “So you’re just going to fire all the police?” Well, no, the goal is free child care, free health care, free college, these sort of things that will actually make there be less crime. We know crime is inextricably linked to poverty. We’re not saying, “Yes, let murderers run free in the streets.” We’re saying, “If we have eliminated, in this long-term vision, a lot of these crimes of poverty, crimes of desperation, what can the system look like?” And it will have to be different.
Even in a much better world, people will still murder other people. This is an unfortunate fact. And voters hear “abolish the carceral state,” whether it’s next week or 50 years from now, and they sense that you are not where they are.
Working class voters in the last election moved toward President Donald Trump, in part because, as we understand it from polling, many people felt like the Democrats had gotten too pie-in-the-sky. Right? They were too extreme on cultural issues. And so, I wonder whether the DSA considers that while the economic platform is very appealing, abolishing the carceral state simply isn’t.
We think it’s important to connect those two things. The reason you do something matters too. [If] they say, “Well, you want to abolish the police,” it’s like, well, we are not doing that right now, but we have invested in “Care not Cops” programs, because the long-term goal is to stop prosecuting people for crimes of poverty. It’s not to make you less safe; it’s to make you more safe. Because, right now, the system as it works does not make us more safe.
There are real concerns about some candidates who are affiliated with the DSA. Darializa Avila Chevalier just won a big election in New York City. She said in posts on X at one point that she wiped her dirty hands on an American flag, because she didn’t have napkins. She suggested that white people shouldn’t be in interracial relationships. There’s a lot more. She has apologized and, independently, she deleted her X account. She told my colleague Astead Herndon that she finds it better to not spend too much time online.
But, I wonder: If you are working with anti-establishment candidates, there is a level of vetting that it just isn’t going to be the same as with establishment candidates. Do you think you’re going to have difficulty finding candidates who are strong on your economic message, but don’t have to issue these embarrassing apologies?
That is an interesting spot we’re in. We’re not forming our candidates in a lab, right? We’re not raising perfect Model UN children and sending them to—
Oh, come on. Perfect model UN children? White people shouldn’t be in interracial relationships?
No, I agree. No, that is way out there. What I’m saying is: We are dealing with imperfect, messy people, for sure. And I don’t know why she tweeted that. I am imagining she had a bad breakup and was just tweeting too close to the sun or some terrible thing.
That’s a bad tweet. She apologized for it. Trump did bad tweets this morning, right? That is going to be the reality of running candidates who did not come into adult life thinking they were ever going to be a candidate.
I want to ask you about an issue that’s become very sensitive over the past few years. The DSA’s focus on Israel strikes some people as obsessive, possibly even tipping into antisemitic.
Let me give you a couple of examples that I see cited frequently. On October 7, after Hamas attacked Israel, the DSA released a statement expressing solidarity with Palestine. It did condemn the killing of all civilians, but it added, “This was not unprovoked.” Mayor Mamdani recently set some Jewish leaders on edge when he referred to AIPAC as “monsters.” He said he was quoting the philosopher Antonio Gramsci. A DSA candidate in Colorado who had a big win last night, Melat Kiros, was recently asked by a reporter whether a firebombing attack on a peaceful Jewish gathering in Boulder was an act of antisemitism. And she said, “I don’t know what’s in the perpetrator’s heart.”
Now, there’s an argument that these types of things taken together illustrate that there is antisemitism within the DSA. There’s also a more nuanced argument that says the DSA isn’t antisemitic, but you’re fostering a culture that allows your members to talk in ways that are. What do you say to American Jews who think the way that DSA-affiliated politicians talk about Israel goes beyond taking issue with foreign policy and into something darker?
That is something that we think a lot about, but what we see is that Israel is perpetrating a genocide. People are mad and should be mad. It’s a genocide. We don’t equivocate on that definition or on that understanding of the events. We see an apartheid state. We see people being in an open-air concentration camp, essentially, in the Gaza Strip.
People are mad. And sometimes, yeah, people are mad and they’re going to not nuance their words as much as they should. I do think it’s very important, obviously, that we stand against antisemitism in all its forms, but I do not see the state of Israel as something that we should be defending on any grounds. It’s a genocidal apartheid state, and I am not apologizing for that.
In 2024, the DSA rescinded an endorsement of Alexandria Ocasio-Cortez — a fierce critic of Israel — after she attended a panel with Jewish leaders on antisemitism. A lot of people looked at that and said, you have a fierce critic of Israel who votes as a fierce critic of Israel, who attended a panel on antisemitism, and the DSA rescinded their endorsement of her. You can see the math here. You can sort of see where the brain goes from here. Why did the DSA rescind its endorsement of AOC?
That was actually a complicated process. We didn’t actually rescind our endorsement of AOC in that way. What we did was we made an endorsement that came with some strings attached, which was the first time we’d ever done that.
We said, we want you to pledge to not fund Israeli military anything — not defense, not offense, no weapons for Israel. We want you to not sign on to any of that. I think she voted present on the Iron Dome. We want her in the same voting line as Rashida Tlaib, who is one of the most fearless defenders of Palestine and the Palestinian people in Congress. So AOC had voted present on some, and she had equivocated on some. And so we said, okay, you can’t do that anymore. AOC has since pledged to vote no on all funding of any kind for the Israeli military.
So ultimately, she came around to your point of view? The pressure worked?
Yeah, yeah.
The DSA, we are told, and you can confirm it, wants to run a presidential primary candidate in 2028. Tell me what that means about your ambitions.
The Bernie Sanders campaign changed the face of the American left a bit. He was the first person who went out there on stage and said, “I am a democratic socialist.” And it felt like it gave a lot of people permission to say it out loud. It broke the dam a little bit on using that big scary S-word. So if we run a presidential candidate, we can at least make sure that there was a voice in the primary holding people to account.
When Bernie was in the primary, standing strong for Medicare For All, got a bunch of the other candidates to sign a Medicare For All pledge — those things are good. And so, we would love to win the presidency. We would also, at the very least, love to move the needle by having an actual democratic socialist voice in the debates — fighting for working families, fighting for labor unions, fighting for healthcare for everybody, and fighting against the military-industrial complex.

У тебя на столе жирный вордовский файл на 30 страниц - курсовая, отчет за квартал или методичка, которую шеф прислал со словами «перекинь в слайды до обеда». А до дедлайна - вечер, кофе и стойкое ощущение, что верстать это руками ты будешь до утра. Знакомо?
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NPR's Steve Inskeep speaks with Democratic strategist Joel Payne about prominent Democrats on the national and state levels urging Graham Platner to withdraw from Maine's U.S. Senate race.
(Image credit: Laura Brett)
The purchase comes as the Department of Homeland Security has moved to scale up its capacity to detain immigrants without relying as heavily on private prison corporations.
Ron DeSantis’s Stop Woke Act suffers another legal setback, with the state accused of ‘puppeteering’
A federal appeals panel struck down a significant chunk of Ron DeSantis’s so-called Stop Woke Act on Tuesday, delivering another rebuff to the Republican Florida governor’s efforts to stifle free speech in higher education.
In a scathing order, judges of the 11th circuit court of appeal said by a 2-1 majority that the higher education component of the law – which prevented college and university professors teaching or sharing thoughts on concepts of race and gender – breached the free expression rights guaranteed under the US constitution’s first amendment.
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The Lionel Messi World Cup obits were starting to be written. It’s a good bet that some were finalized. Egypt led Argentina 2-0 in a World Cup quarterfinal Tuesday afternoon, in the 79th minute. A new World Cup champion would be crowned. Fold Cristiano Ronaldo into the piece. On back-to-back days, the two defining players of the past 20 years would exit the World Cup stage, most likely for good, given their ages. End of an era.
Idiots. (Present company included.) All scribes who had to scrap their stories got what they deserved. Haven’t we all watched enough of Messi in our lifetime?
An amazing, wondrous Argentina comeback unfolded on the pitch in Atlanta. And as well as Egypt played in almost pulling off a monumental upset, and as sympathetic we can all feel for the players and fans of the Pharaohs, Messi’s continued presence at this World Cup, after that breathtaking 3-2 Argentina victory on Tuesday, feels like divine intervention.
At age 39, Messi now has eight goals in this World Cup, more than any other player entering the quarterfinals. He started the tournament off with his first career World Cup hat trick and has now bookended his effort with a goal that, if Argentina should go on to win back-to-back World Cups, will be revered in Buenos Aires and beyond for generations.
Yasser Ibrahim scored for Egypt in the 15th minute to give the Pharaohs the early advantage. Egypt keeper Mostafa Shoubir denied Messi a penalty kick goal in the 21st minute, making Messi the first player to miss two penalties in the same tournament (excluding shoot-outs). Despite that setback, Argentina kept knocking on the door going into halftime. But some stellar saves from Shoubir kept the Pharaohs ahead.
In the 67th minute, Mostafa Zico finished off an Egypt downfield charge, on a brilliant counterattack to Argentina’s desperate press. Egypt, a team that hadn’t gotten out of the group stage in three prior World Cup appearances, now enjoyed a 2-0 cushion. The Pharaohs could feel the quarters.
But in the 79th minute, Messi—who else?—delivered a beautiful ball onto the head of Cristian Romero, who knocked it past Shoubir, who got his left hand on the ball, but not enough to stop the shot. Egypt’s advantage was cut in half. Then, four minutes later, the big one: Argentina’s Gonzalo Montiel kneed a deflected ball toward Messi, who was open inside the box. His rocket could not be stopped. Tie game.
An eruption in Atlanta. Elation for the Argentine side, who could now breathe, all momentum in its favor. The winning goal, before the end of stoppage time, now seemed inevitable for Argentina. And indeed, in the 92nd minute, Enzo Fernández headed in a cross from Lautaro Martínez to finish off the all-time comeback.
After the final whistle, Messi’s teammates tossed him into the air. Argentina plays the Switzerland-Colombia winner on Saturday, in Kansas City, in the quarterfinals. It's a beautiful thing for the beautiful game. Because this weekend, and into this World Cup’s final phase, Messi may have more in store.