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The AI industry's profit problem is getting bigger, Goldman Sachs says
Chip companies have captured outsized profits, while companies above them in the AI supply chain have yet to show comparable economic returns.
Taylor restaurant inspectors find roaches and other problems
Recent health inspections in Taylor found roaches, improper glove use and temperature violations at local spots.
Caitlyn Jenner sounds alarm on ‘big problem’ in California politics
Fox News contributor Caitlyn Jenner voices a lack of faith in California's voting system on ‘The Story.’
Why you need to future proof your brain in middle age and how to start
Ages 40 to 65 see a period of turmoil in the brain that has previously been overlooked. But identifying problems during this time can protect your cognitive health for decades to come
How Science Works
The 2nd Weather and Climate Livestream is now underway. It is organized by a group of early-career researchers concerned about declining funding for the field and eager to demonstrate how weather and climate research makes a difference in our lives. Last year’s event was a great success, drawing terrific press coverage including a piece in the NY Times. This year features a strong lineup of talks aimed at a general audience — I highly recommend tuning in. Share I gave a talk yesterday about How Science Works in Three Steps. You can see the short presentation here (I’ve appended a transcript below): And please tune into the livestream here. It runs through tomorrow at 6 pm ET. Thanks for reading The Climate Brink! Subscribe for free to receive new posts and support our work. Subscribe Cleaned up transcript: Thank you, and thanks to everyone tuning in. I want to talk about something I think a lot of people don’t really understand: how science actually works. Arguments over any scientific topic — climate change, vaccines, you name it — revolve around competing claims. For climate change, the claims are: Is the Earth warming? Are humans to blame? What will the impacts be? Over the last 150 years, the scientific community has developed a remarkably robust method for sorting out which claims are true and which aren’t. That method is what I want to walk through. So how does science generate knowledge? If you ask a high schooler, they’ll give you the version they learned in ninth grade: an individual scientist forms a hypothesis, runs an experiment, and draws a conclusion. That’s more or less what happens at the individual level, though in practice it’s more iterative — you design, test, and refine all at once, landing on a slightly different idea each time until you reach a conclusion about whatever hypothesis you’ve ended up with. But this isn’t science. It’s only step one. Any individual scientist can make mistakes — scientists are human. Maybe there’s a bug in the code, maybe there’s an error in the experiment. Just because someone ran an experiment and reached a conclusion doesn’t mean it’s right, and scientists don’t treat a single result as settled truth. Step two is peer review, the first layer of quality control. The scientist writes up what they did and submits it to a journal, which sends the paper to other experts in the field. Those experts judge whether the methods are sound, whether it properly references prior work, and whether the conclusions actually follow from the data. Ask any scientist and they’ll tell you peer review is miserable — the comments come back brutal, often harsh, and you have to revise and resubmit, sometimes multiple times, before an editor finally accepts the paper. Peer review catches an immense amount of bad science, but it can’t catch all of it. Reviewers get sloppy or overworked, they miss obvious mistakes, and they can’t catch hidden errors — a bug in the code, a misread instrument. So a peer-reviewed paper making it into a journal doesn’t mean the paper is right. Nobody treats a single paper as the final word. That’s where step three comes in: the crucible of science. Important results get retested by the broader community. If you publish something interesting, it gets dissected. Sometimes people try to reproduce your work directly but more often they test its implications. If someone claims X is true, and that implies that Y is also true, then scientists will go check Y. If a claim survives this gauntlet long enough, it becomes accepted. That’s how we generate knowledge. Let me give an example: the ozone hole. In 1985 — and I doubt many people watching were around then, but I remember it well — Joe Farman and his colleagues published observations from Antarctica showing that a huge chunk of ozone was disappearing every year. This was shocking because most atmospheric chemists had expected ozone loss to occur at mid-latitudes and high altitudes, not over the South Pole. When scientists see something they don’t understand, they rush to explain it, and several competing hypotheses quickly appeared in the peer-reviewed literature. One pointed to chlorine chemistry from chlorofluorocarbons. A second blamed nitrogen chemistry, possibly driven by solar proton events — meaning the sun was responsible. A third argued it wasn’t chemistry at all but dynamics: winds were carrying naturally low-ozone air from the lower atmosphere up into the stratosphere. Then the community went to work testing which theory could survive the crucible. Aircraft flew into the ozone hole and found no nitrogen, ruling out the nitrogen theory. Measurements showed the air in the polar vortex was descending, not rising — which would bring high-ozone air down, eliminating the dynamics theory. Meanwhile, those same flights measured enormous amounts of chlorine, strongly correlated with exactly the regions where ozone was being destroyed. That became known as the “smoking gun” paper, and it established that chlorine chemistry was the cause. Through this process, a consensus emerged. And it’s worth being clear that this consensus is organic. There’s no vote, no poll, no meeting where it gets decided. Scientists go to conferences, talk to one another, and independently arrived at the same answer. It’s the ultimate free market of ideas. After the consensus was established, the peer-reviewed literature doesn’t even mention the rival theories — it simply takes chlorine chemistry as given. That’s what a consensus looks like. It doesn’t mean every single scientist agrees, but it does mean there’s no longer any legitimate debate. So where can you see what scientists actually think? It’s all in the peer-reviewed literature, which contains the entire historical record of the argument: the discovery, the competing theories, the debate, the testing, and finally the community coalescing around one answer. But there’s a lot of room for misrepresentation. You can dig up an old paper claiming the ozone hole was caused by dynamics and wave it around as if there still was a debate about the cause of the ozone hole — without mentioning that the idea was disproven long ago and that even its own authors no longer believe it. There’s a bigger problem, though: the peer-reviewed literature is written in a language I call “nerd.” It’s extremely hard to read — honestly, some of it is hard for me to follow. It takes graduate students years to work through the literature in a single field, so we can’t expect policymakers or ordinary people to do it. This is where scientific assessments come in. The most famous is the IPCC — the Intergovernmental Panel on Climate Change. The job of an assessment is to read and summarize the peer-reviewed literature, synthesizing what’s settled, what’s been disproven, and what remains genuinely debated. To ensure the assessments accurately summarize the peer-reviewed literature, assessments are written by large teams, which are far less prone to bias than individuals and which dilute the influence of any one scientist with an axe to grind. The teams are deliberately assembled to avoid stacking the deck, and the reports themselves go through multiple rounds of peer review. That rigorous process is exactly why you can trust them and why people consider the IPCC to be the gold standard of what we know about the climate system. An assessment produced through a different process may well not be credible. You can even watch the consensus evolve across assessments. Take the attribution of warming. The 1990 IPCC report said the observed warming was broadly consistent with model predictions but also comparable to natural variability — in other words, we don’t know whether humans are responsible. By 1995, it concluded that the balance of evidence suggested a discernible human influence — a sentence only a committee could write, and one that barely commits to anything. By 2001, most of the warming over the previous 50 years was judged “likely” due to greenhouse gases; by 2007, “very likely”; by 2013, “extremely likely.” The 2023 report says essentially the same as 2013 — there’s not much stronger language available. So, to wrap up: science is our ultimate tool for deciphering the universe — the most successful method we’ve ever developed for determining what’s true and what isn’t. Our understanding is written into the peer-reviewed literature, so if you want to know what scientists think, that’s where to look. And for those of us who don’t speak nerd, scientific assessments are the Rosetta Stone — they translate nerd into English. Let me open the floor to questions. Thank you.
Galaxy Z Fold 8 ‘Wide’ fixes another foldable problem as more specs & photos leak [Gallery]
Samsung’s upcoming Galaxy Z Fold 8, the wider one, continues to shape up to be a great addition to the...
Subnautica 2 Is Finally Getting On Top Of Its Violence Problem
Hotfix 3 finally introduces some balance to the game's most irritating predators
Shannon Sharpe doesn’t hold back on Caitlin Clark’s behavior
Shannon Sharpe has run out of patience with Caitlin Clark. The sports personality sounded off on the Indiana Fever star’s heated sideline exchange with head coach Stephanie White, calling her behavior a growing problem for the team in the 2026…
'Leeds want to become that established Premier League team'
Leeds' Daniel James says it has been "really big" for him to play the minutes he has in what was a "brilliant season" for the Whites. Despite missing two months with a hamstring problem, the 28-year-old made 19 appearances in the Premier League as Daniel Farke's side finished 14th in their top-flight return. "It's been a brilliant season," said James before Wales' summer friendlies against Ghana and Romania.
Jensen Huang Says Nvidia and Microsoft Just Reinvented the PC. But There Might Be 1 Problem
For years, the PC industry has been stuck in a rut. Consumers stretched upgrade cycles from three years to five or more, smartphone sales stole attention, and innovation often boiled down to slightly faster processors and better battery life. So when Nvidia (NASDAQ:NVDA) CEO Jensen Huang declares that the PC has been “reinvented,” investors should ... Jensen Huang Says Nvidia and Microsoft Just Reinvented the PC. But There Might Be 1 Problem
Asia-Pacific has a healthcare access problem. But tech can get it back on track
Healthcare access in Asia-Pacific is undergoing a squeeze. Digital technologies can help ease the burden on demand, supply, cost and quality
What 110 Companies Reveal About the Future of Payments Orchestration
Payment problems don’t stay hidden inside the back office. When a customer reaches checkout, and a payment fails, stalls or gets declined for the wrong
Android 17 Beta 4.1 finally fixes the Pixel problems folks have been complaining about
We're now one step closer
Scientists uncover Feynman’s formula for finding best holiday restaurant
Late physicist turned issue of when to stop searching for a better place to eat into mathematical problem
The math of choosing a restaurant meal is revealed in Richard Feynman’s notes
Physicist Richard Feynman turned a lunch dilemma into a math problem. Researchers finally cracked his notes and found people approximate his solution on their own.
The battle for the Senate could come down to candidate baggage
Problematic candidates have mostly been a hurdle for Senate Republicans in recent years. But in 2026, they could be a real problem for both parties — and could potentially decide Senate control.
Blue Cross foundation looks to address Mass. health care problems
The Blue Cross Blue Shield Foundation and law/consulting firm Manatt gathered around 20 business and civic leaders to discuss goals.
Real Data, Real Stakes at the 11th Business Analytics Competition
Manhattan University’s 2026 Business Analytics Competition welcomed 21 teams and nearly 100 students from around the world for three days of data-driven problem solving, professional networking and academic collaboration.
The Back Pain Myths Patients Still Believe. And What Science Says Instead
Low back pain is one of the most common and misunderstood health problems in the world. Affecting 619 million people globally in 2020, it is now the single leading cause of disability worldwide, according to the World Health Organization (WHO). Yet despite how widespread it is, many people still make care decisions based on myths that can push them toward fear, inactivity, unnecessary treatment, and confusion before they understand what helps.
Studying Indigenous attitudes to mental health
Scholar-Elect Will Smith will study whether Indigenous practices can solve some of the psychological problems we have today.
To strengthen science, institutions must reward collaboration
The problems science is expected to address are too large and too interconnected for any one lab to tackle alone. Our research spaces and academic reward systems must evolve to reflect that reality.
AI Is Forcing Big Law to Rethink Business As Usual
In 2021, Volkswagen AG approached the global law firm Freshfields with a problem. The German carmaker’s technology unit was preparing to release new software features and wanted to make sure that they would be compliant in the more than 100 countries where Volkswagens are sold. Ordinarily, Freshfields said, it would bring in lawyers from each jurisdiction to vet the updates, budgeting thousands of euros per country — a process that would need to be repeated if any components changed in the futur
Trump’s second term risks stalling on multiple fronts
President Donald Trump is increasingly threatened by a self-made problem.
The Boston Red Sox Have A Problem Nobody Expected
The Boston Red Sox have had an odd season so far, to say the least.
Indoor Fragrances: Are Overlooked Health Risks Growing?
Daily exposure to indoor fragrances is drawing growing concern as clinicians report rising allergies, asthma, and air quality problems linked to scented products.
Non-coders embrace vibe coding to solve daily problems
Vibe coders aren't using AI to take over the world. They're just normal people trying to solve daily problems that annoy them.
Rayman Origins Remaster Leak Reveals First Details About Enhanced Edition from Ubisoft
Ubisoft seems to have another leak problem, as what appears to be a remastered version of Rayman Origins has appeared on the Xbox Store – and it's only $2,000.
Seahawks face worrying Sam Darnold question despite Super Bowl win
This is a real problem for the Seahawks in 2026 with their quarterback.
Kitchener teen wins innovation award at Canada-Wide Science Fair, fixes 35-year-old problem
Gurnoor Kaur, a Grade 11 student at Cameron Height Collegiate Institute in Kitchener, has won the best project award for innovation at the Canada-Wide Science Fair in Edmonton.
Caffeine reversed memory problems caused by sleep deprivation
Scientists discovered that sleep deprivation damages a key brain circuit responsible for social memory, making it harder to recognize familiar individuals. In laboratory studies, caffeine restored communication between neurons in this pathway and reversed the memory deficits caused by lost sleep. The effect was remarkably targeted, helping the impaired circuit recover without overstimulating normal brain function.
Why politics are now every company’s problem
Government relations can be key to boosting your company’s bottom line.
My unsung hero of science: William Adams, the Bombay bureaucrat whose vision of a solar future was dashed by colonial conservatism
William Adams was convinced that solar energy could change the world. The problem was, he needed more sun to demonstrate it.
The two problems created by Ibrahima Konate’s surprise Liverpool exit
Konate had said he had been close to a new contract with the club, but his departure leaves a hole alongside Virgil van Dijk
Ancient Killer Is Rapidly Gaining Resistance to Antibiotics, Study Warns
This is a global problem.
Dem Senate candidate makes stunning admission about antisemitism in her party: 'Dangerous'
Mallory McMorrow bluntly stated the Democratic Party has an antisemitism problem during a Michigan Senate primary debate, sharing a personal incident.
The real lesson of the E. Jean Carroll investigation is Trump’s weakness
Trump’s war on his enemies keeps running into the same problem.
Ex-counterterrorism chief warns of 'major problem' that could force US 'back into the war on Iran’s terms'
Ex-counterterror official Joe Kent warns keeping U.S. forces near Iran puts U.S. at risk of being 'forced back into the war on Iran’s terms'
Polish scientists and students rally in campaign for 3% funding target
Polish scientists and students have been flooding social media with calls on the government to raise research and development spending as part of 3% for Science, 100% for Poland, a campaign born earlier this month out of frustration with chronic underfunding in the academic sector. On May 27, thousands took the slogan on to the streets.The EU has been trying to convince member states to raise their R&D expenditures to 3% of GDP for more than two decades, but the idea has never gained traction in capitals. Finance ministers were too busy plugging budget holes created in the aftermath of the 2008 crisis, then the Covid pandemic, the war in Ukraine, and now the war in Iran.Critics say that countries missed or ignored the target because it is voluntary, but also because research communities have rarely raised their voice to put pressure on national governments. The European Commission hopes to make the target legally binding in the upcoming European Research Area Act, an EU-wide regulation that should be announced by the end of the year. Academia in Poland has been faced with a funding crisis for years, often leaving its members with no other choice but to work abroad in order to access better resources, or leave the sector altogether in the hope of earning a decent living. The risk, in the long-term, is that brain drain stifles local innovation capacity and technological competitiveness.In just a few weeks, the movement rallied nationwide support, including from major academic bodies and trade unions such as the Conference of Rectors of Academic Schools in Poland and the Presidium of the Polish Academy of Sciences. Its public petition collected more than 23,000 signatures. On May 27, it formed the first large protest for science in Poland, gathering thousands of people in front of the parliament building in Warsaw.Ilona Uryga-Bugajska, representative of the Marie Curie Alumni Association Poland Chapter, was there. “The protest was peaceful, with no incidents reported, and the entire event took place in a respectful and calm atmosphere,” she said. Banners she saw in the crowd carried slogans such as “A little longer and I’ll be teaching in a supermarket,” “National culture, starvation salary,” “Stop the destruction of science,” “Passion will not pay the rent,” “Without action, don’t expect a better future,” and “Pull science out of the hole.” She also observed a strong presence of young researchers, who are on the frontline of Poland’s academic crisis.“Academics are usually people who prefer discussion, analysis, dialogue and compromise. We are not a group that protests easily,” said Katarzyna Marzec, professor at the Faculty of Pharmacy of the Jagiellonian University Medical College and AGH University of Krakow, who also took part. “But many of us feel that we have been pushed against the wall.”Aleksandra Rutkowska, translational neuroscientist and research group leader at the Medical University of Gdańsk, agreed. “Frustration in the scientific community is very high,” she said. “Science is often used politically as a symbol of innovation and modernity, but the everyday reality inside many institutions is much more difficult. There is a large gap between the public narrative and the actual condition of the sector.”Maria Wiktoria Górna, head of the structural biology group at the University of Warsaw and one of the organisers of the movement, told Science|Business that the campaign would continue without proven results. This might involve another strike in the autumn, she said. “Empty promises are not enough by now.”Campaign demandsAccording to Uryga-Bugajska, the organisers officially presented their demands and concerns to representatives of the government present at the event. These included Marek Gzik, deputy minister of science and higher education, and Karolina Zioło-Pużuk, secretary of state of that same ministry.The headline demand, for the government to increase national spending on R&D to 3% of GDP by 2030, should be within Poland’s economic capacity, Rutkowska said. “The real question is whether there is genuine long-term political commitment to treating science as a strategic priority rather than a slogan.”In 2024, R&D expenditure in Poland stood at 1.41% of GDP, which is slightly above the average for central and eastern Europe, with countries such as Czechia recording 1.82%, Hungary 1.31% and Romania 0.46%. However, it falls noticeably short of the EU average of 2.24%, which just a handful of countries exceed, including Germany, Belgium and Sweden.Campaigners are also asking for fair wages for scientific staff, including PhD stipends and junior academic salaries, which are widely considered uncompetitive. Starting doctoral scholarships amount to some €843 gross per month, when the statutory minimum wage stands at €1,135. By pushing early-career researchers out of Poland, growing precarity has caused a generational gap in the academic workforce, with just 25% of lecturers aged under 40. In this context, the movement fears that scientific careers could soon be accessible to a privileged minority only.Grzegorz Spólnik is a case in point. After 15 years working in mass spectrometry at the Polish Academy of Sciences, he decided to leave partly “to earn enough money to live a normal life,” he said. “At that time, my earnings were similar to those of people working in grocery shops, and the work-life balance is something that does not exist in science, or is very hard to achieve.”Now a senior field service engineer for Polish laboratory equipment supplier Bioanalytic, he would consider going back to research, “but never in the public sector, maybe some start-up or a big private company with ambitious R&D.”The campaigners want to see more support for basic research and have called for €236 million to be added to the budget of the National Science Centre (NCN) in 2027 so that the average grant application success rate does not fall below 25%.“At the protest, there was a banner I particularly liked: ‘NCN is not a lottery.’ Unfortunately, for many researchers, it increasingly feels exactly like one,” Marzec said. “Personally, I am one of the lucky ones. I work at two of the strongest institutions in the country, where the research standards are very high. I know that in many other institutions, the situation is much worse and obtaining funding for research at an early-career stage is becoming nearly impossible.”Rutkowska also considers herself fortunate. After studying abroad and holding a postdoctoral position, she returned to Poland, where her pay was supported through an NCN-funded project linked to the Marie Skłodowska-Curie Actions. “This also made me very aware that good research conditions in Poland often depend on external competitive funding rather than on stable support from the system itself,” she said.Long-term strategyBeyond the lack of funds for both salaries and grants, scientists believe that the issue is structural. “The biggest problem at the moment is the complete lack of a clear long-term strategy for the development of science and research from the current government,” Marzec said. “Everything ends with declarations and promises that are never truly followed by concrete actions or structural reforms.”Rutkowska agreed, citing a lack of infrastructure, continuity and long-term institutional support.“Running a research group in Poland often means functioning as an entire institution at once,” she said. “I am a principal investigator, a mentor, a recruiter, a project administrator and, when needed, still someone who returns to the lab bench to help with experiments,” she went on. “This creates a large hidden workload that takes time and energy away from actual science. At times, it feels as though scientists are no longer expecting extra help; we simply hope the system will stop creating additional obstacles that make research unnecessarily difficult.”Related articlesStrategic thinking: Germany funds joint research with Poland and FrancePoland to transfer €30M of regional funds to boost Horizon Europe participationPoland is funding fewer basic research grants as high inflation hitsIn short, “academics are expected to teach, publish papers, apply for grants and conduct high-quality research, while funding and salaries remain very limited,” said Uryga-Bugajska, who returned to her home country after 13 years in the UK.According to Marzec, another issue is the way that research institutions are evaluated. Previously, this took place every four years, with a clear differentiation between stronger and weaker institutions. “The current government, perhaps to avoid political backlash, effectively concluded that everyone is doing well, so in practice no meaningful evaluation took place,” she said.But in her view, “some form of serious assessment is necessary” to ensure the excellence and international competitiveness of Polish institutions, and to determine how to best use public resources and where institutional structures need reform. “Some institutions may need to rethink hiring practices in order to attract ambitious young researchers who are capable of obtaining competitive grants and building internationally visible research groups.” Rutkowska has already had to adapt. “When hiring PhD students, I often have to combine different funding sources creatively to make positions attractive enough for talented people to stay in science,” she said. “Many young researchers do not see a stable future in academia in Poland, and that is deeply worrying.”
Polish scientists and students rally in campaign for better conditions
Polish scientists and students have been flooding social media with calls on the government to raise research and development spending as part of 3% for Science, 100% for Poland, a campaign born earlier this month out of frustration with chronic underfunding in the academic sector. On May 27, thousands took the slogan on to the streets.The EU has been trying to convince member states to raise their R&D expenditures to 3% of GDP for more than two decades, but the idea has never gained traction in capitals. Finance ministers were too busy plugging budget holes created in the aftermath of the 2008 crisis, then the Covid pandemic, the war in Ukraine, and now the war in Iran.Critics say that countries missed or ignored the target because it is voluntary, but also because research communities have rarely raised their voice to put pressure on national governments. The European Commission hopes to make the target legally binding in the upcoming European Research Area Act, an EU-wide regulation that should be announced by the end of the year. Academia in Poland has been faced with a funding crisis for years, often leaving its members with no other choice but to work abroad in order to access better resources, or leave the sector altogether in the hope of earning a decent living. The risk, in the long-term, is that brain drain stifles local innovation capacity and technological competitiveness.In just a few weeks, the movement rallied nationwide support, including from major academic bodies and trade unions such as the Conference of Rectors of Academic Schools in Poland and the Presidium of the Polish Academy of Sciences. Its public petition collected more than 23,000 signatures. On May 27, it formed the first large protest for science in Poland, gathering thousands of people in front of the parliament building in Warsaw.Ilona Uryga-Bugajska, representative of the Marie Curie Alumni Association Poland Chapter, was there. “The protest was peaceful, with no incidents reported, and the entire event took place in a respectful and calm atmosphere,” she said. Banners she saw in the crowd carried slogans such as “A little longer and I’ll be teaching in a supermarket,” “National culture, starvation salary,” “Stop the destruction of science,” “Passion will not pay the rent,” “Without action, don’t expect a better future,” and “Pull science out of the hole.” She also observed a strong presence of young researchers, who are on the frontline of Poland’s academic crisis.“Academics are usually people who prefer discussion, analysis, dialogue and compromise. We are not a group that protests easily,” said Katarzyna Marzec, professor at the Faculty of Pharmacy of the Jagiellonian University Medical College and AGH University of Krakow, who also took part. “But many of us feel that we have been pushed against the wall.”Aleksandra Rutkowska, translational neuroscientist and research group leader at the Medical University of Gdańsk, agreed. “Frustration in the scientific community is very high,” she said. “Science is often used politically as a symbol of innovation and modernity, but the everyday reality inside many institutions is much more difficult. There is a large gap between the public narrative and the actual condition of the sector.”Maria Wiktoria Górna, head of the structural biology group at the University of Warsaw and one of the organisers of the movement, told Science|Business that the campaign would continue without proven results. This might involve another strike in the autumn, she said. “Empty promises are not enough by now.”Campaign demandsAccording to Uryga-Bugajska, the organisers officially presented their demands and concerns to representatives of the government present at the event. These included Marek Gzik, deputy minister of science and higher education, and Karolina Zioło-Pużuk, secretary of state of that same ministry.The headline demand, for the government to increase national spending on R&D to 3% of GDP by 2030, should be within Poland’s economic capacity, Rutkowska said. “The real question is whether there is genuine long-term political commitment to treating science as a strategic priority rather than a slogan.”In 2024, R&D expenditure in Poland stood at 1.41% of GDP, which is slightly above the average for central and eastern Europe, with countries such as Czechia recording 1.82%, Hungary 1.31% and Romania 0.46%. However, it falls noticeably short of the EU average of 2.24%, which just a handful of countries exceed, including Germany, Belgium and Sweden.Campaigners are also asking for fair wages for scientific staff, including PhD stipends and junior academic salaries, which are widely considered uncompetitive. Starting doctoral scholarships amount to some €843 gross per month, when the statutory minimum wage stands at €1,135. By pushing early-career researchers out of Poland, growing precarity has caused a generational gap in the academic workforce, with just 25% of lecturers aged under 40. In this context, the movement fears that scientific careers could soon be accessible to a privileged minority only.Grzegorz Spólnik is a case in point. After 15 years working in mass spectrometry at the Polish Academy of Sciences, he decided to leave partly “to earn enough money to live a normal life,” he said. “At that time, my earnings were similar to those of people working in grocery shops, and the work-life balance is something that does not exist in science, or is very hard to achieve.”Now a senior field service engineer for Polish laboratory equipment supplier Bioanalytic, he would consider going back to research, “but never in the public sector, maybe some start-up or a big private company with ambitious R&D.”The campaigners want to see more support for basic research and have called for €236 million to be added to the budget of the National Science Centre (NCN) in 2027 so that the average grant application success rate does not fall below 25%.“At the protest, there was a banner I particularly liked: ‘NCN is not a lottery.’ Unfortunately, for many researchers, it increasingly feels exactly like one,” Marzec said. “Personally, I am one of the lucky ones. I work at two of the strongest institutions in the country, where the research standards are very high. I know that in many other institutions, the situation is much worse and obtaining funding for research at an early-career stage is becoming nearly impossible.”Rutkowska also considers herself fortunate. After studying abroad and holding a postdoctoral position, she returned to Poland, where her pay was supported through an NCN-funded project linked to the Marie Skłodowska-Curie Actions. “This also made me very aware that good research conditions in Poland often depend on external competitive funding rather than on stable support from the system itself,” she said.Long-term strategyBeyond the lack of funds for both salaries and grants, scientists believe that the issue is structural. “The biggest problem at the moment is the complete lack of a clear long-term strategy for the development of science and research from the current government,” Marzec said. “Everything ends with declarations and promises that are never truly followed by concrete actions or structural reforms.”Rutkowska agreed, citing a lack of infrastructure, continuity and long-term institutional support.“Running a research group in Poland often means functioning as an entire institution at once,” she said. “I am a principal investigator, a mentor, a recruiter, a project administrator and, when needed, still someone who returns to the lab bench to help with experiments,” she went on. “This creates a large hidden workload that takes time and energy away from actual science. At times, it feels as though scientists are no longer expecting extra help; we simply hope the system will stop creating additional obstacles that make research unnecessarily difficult.”Related articlesStrategic thinking: Germany funds joint research with Poland and FrancePoland to transfer €30M of regional funds to boost Horizon Europe participationPoland is funding fewer basic research grants as high inflation hitsIn short, “academics are expected to teach, publish papers, apply for grants and conduct high-quality research, while funding and salaries remain very limited,” said Uryga-Bugajska, who returned to her home country after 13 years in the UK.According to Marzec, another issue is the way that research institutions are evaluated. Previously, this took place every four years, with a clear differentiation between stronger and weaker institutions. “The current government, perhaps to avoid political backlash, effectively concluded that everyone is doing well, so in practice no meaningful evaluation took place,” she said.But in her view, “some form of serious assessment is necessary” to ensure the excellence and international competitiveness of Polish institutions, and to determine how to best use public resources and where institutional structures need reform. “Some institutions may need to rethink hiring practices in order to attract ambitious young researchers who are capable of obtaining competitive grants and building internationally visible research groups.” Rutkowska has already had to adapt. “When hiring PhD students, I often have to combine different funding sources creatively to make positions attractive enough for talented people to stay in science,” she said. “Many young researchers do not see a stable future in academia in Poland, and that is deeply worrying.”
Escaping the Heat? The Politics and Problems of Orbital Data Centers
What happens when digital systems outgrow the Earth that sustains them? Computing has always consumed energy and water, but the growing ambitions of the AI industry are pushing demand to an unprecedented scale. As pressures mount, data centers in orbit around the Earth have been pitched as a solution. But space is no escape, and what is framed as a technical fix risks entrenching digital dependence in an increasingly militarized, fragile, and crisis-prone environment. Orbital data centers simply relocate critical infrastructure into an already contested domain where the boundaries between civilian and military systems blur, satellites become strategic targets, and systemic disruption becomes a tool of coercion.
The Medical Minute: 7 essential health screenings if you’re over 65
Regular health screenings help catch early warning signs before they become serious problems. A Penn State Health family medicine physician explains which screenings are essential for adults 65+.
Rethinking Alcohol: Societal Costs, Health Risks, and Recovery
The O’Neill Institute believes that the law is a fundamental tool for solving critical health problems.
Small-business owners could look to Wolfgang Puck for help with their biggest problem
We spoke to world-famous chef Wolfgang Puck about his son's growing role in his restaurant empire as he thinks through succession planning.
Ebola, chemical plants and health, hantavirus, common colds, heat and more
As they say, bugs have ears. Public health has had a relentless May. Chemical plant (near) explosions, Ebola, hantavirus, and that's before you even get to the usual suspects: common colds, heat, and ticks. Here’s an attempt to keep you up to speed and, more importantly, what it means for you and your community. But first, an announcement: World Cup The World Cup starts in 15 days (not like anyone is counting down), and we are hanging TVs in the Health Security Operations Center. It’s going to be a gorgeous, chaotic celebration of basically every culture on earth. And it’s going to take a team effort—from communities to individuals, from public health to health care—to keep people healthy. That’s where you come in. If you’re going to the games or live within 30 miles of a stadium, we would love to hear from you. Sign up for a weekly survey here. Thanks to the more than 1,280 people who have already signed up…you will be hearing from us soon!! Global disease “weather report” Hantavirus: Two more cases The global count of cruise ship passengers with hantavirus has now increased to 13 cases (11 confirmed), with three deaths. The two new cases are overseas and among people who were already quarantining: A crew member in the Netherlands. A Spanish national passenger who was quarantining at home tested positive through daily monitoring. They are now in a biocontainment unit. In the U.S., everyone remains negative. There may be more cases, given that the incubation period of hantavirus (the time from exposure to infection) is 45 days. But this week, we will reach a major milestone: the median incubation window is 18 days, and that will pass on May 29. What this means for you: Your risk from this cruise ship outbreak remains essentially nil at this point. Ebola rages on in Central Africa Big thanks to Dr. Craig Spencer, a humanitarian physician who has treated and survived Ebola, for jumping in to provide the YLE community with an update. Craig, take it from here… The combined confirmed and suspected Ebola cases in DRC are now more than 1,000. All signs are pointing to a very long and catastrophic outbreak in Central Africa: This is a vast undercount. We know this because the test positivity rate is hovering around 50%, only 20% of contacts are being traced (and in some areas, no contacts at all), and more cases keep popping up with no known connection. This all points to widespread and undetected community transmission. This is in only a week of detection. Compared to previous outbreaks, the growth is very fast, as the huge West Africa outbreak in 2016 was first detected at 49 cases and rose to 208 cases a month later. It took four months for that outbreak to reach the size of the current one in the DR Congo. The cases are spread out across 16 health zones. There are now multiple epicenters, making containment very difficult. Next door in Uganda, the case count is seven. While this number is low compared to DRC, a concerning development is that two health care workers recently tested positive with uncertain exposure histories. If they weren’t treating known Ebola cases, this means it’s spreading undetected in Uganda as well. On the ground, backlash, including the burning of health centers, has emerged, a pattern seen in nearly every outbreak and rooted in deep community distrust. It often stems from outside actors working in communities without fully understanding or addressing local priorities. Affected populations may recognize the severity of Ebola while still holding other concerns as more pressing, such as where their loved ones are buried. Community trust is essential to an effective response, but difficult to build during an active emergency. It is best established long before a crisis begins. U.S. priorities are made clear, and may backfire. The U.S. Administration has shown that its first priority is keeping Ebola out, with helping end the outbreak in the DRC a secondary concern. That's meant travel restrictions broader than anything we've imposed before — covering travelers from across the region, and reportedly some green card holders and permanent residents as well. For example, just these past two days, news broke that high-risk American travelers will be subject to a mandatory quarantine in Kenya before they are allowed to return. If an American is infected, the U.S. government plans to send them to a hospital it is standing up from scratch in Kenya. (Currently, Americans who were in the area are allowed to return but are diverted to three airports—Houston, Atlanta, and DC—for further screening.) Past administrations have used travel notices and stepped-up screening; this goes much further. At first blush, these strict precautions may sound prudent. But this approach could backfire in three ways: Restrictions this blunt give people every reason to hide where they’ve been and whom they’ve been near — making the people we most need to find harder to track, not easier. They also breed a false sense that this is someone else’s problem. But diseases are humbling. They find the small cracks in even the most impenetrable-seeming defenses. Lives lost. There is no treatment for this Ebola strain, which means survival depends heavily on the quality of the health system. We have that system in the States, but we are choosing not to use it for infected Americans. This is unbelievable and infuriating. (See a deeper dive from me here.) The only real way to lower the risk to Americans — and everyone else — is to end the outbreak in the DRC and across the region. What this means for you: If you have travel plans to this region, it’s time to cancel them. This is a high-risk situation in Central Africa, and CDC released a Level 4 Travel Advisory. There is also great uncertainty if and when the Administration will let you back in. To the general public in the U.S., your risk remains very, very low right now. U.S. disease “weather report” Ticks: past peak season? Good news, especially for people in the Northeast and Midwest: tick numbers continue to decline. Though we are at the peak of the season, this unusually early year is trending favorably. Heat-related illnesses in the North Heat risk is certainly not blanketing the entire country yet, but this week it will be moderate in the Midwest and the Southeast. What this means for you: Be sure to check the CDC HeatRisk tool. A red day isn’t the best day for that soccer game for a kid with asthma, and a stretch of orange days is a great time to check on your elderly neighbor. Common colds surging As far as respiratory viruses go, the only thing really going around right now is the common cold. It is higher this year than last year, but should peak very soon before returning this fall. Spotlight: Chemical plants Over the weekend, YLE California covered the serious situation that unfolded around a chemical plant in Orange County, California. Thankfully, the worst-case scenario (a chemical explosion) was mitigated, but only through luck. The health implications in a densely populated area could have been catastrophic. As the situation was winding down, another chemical explosion struck Washington State. This one was fatal. Health officials say the risk to surrounding residents from chemicals in the air and ground remains low, though the community deserves far greater clarity. Clean air and clean water consistently rank as Americans’ top public health concerns — yet when chemical disasters strike, communities are too often met with reassurances rather than transparency and accountability. Residents near the 2023 East Palestine, Ohio train derailment, for example, are still waiting to understand the long-term impact on their health, with few clear answers. What this means for you: Many are wondering if facilities processing potentially dangerous materials are in their neighborhoods. This interactive map allows you to enter your ZIP code and see all facilities monitored by the EPA, including any violations. Good news Ebola vaccines and treatment for the Bundibugyo species are in development. Two vaccine platforms are being explored, at least one of which may be deployable in as little as 2 months. One vaccine is being developed by Oxford, and the other uses the same biotechnology as the FDA-approved Zaire species of Ebola. (It may provide cross-protection, but it’s unclear at this point.) On the treatment side, two promising monoclonal antibody cocktails are likely to be deployed, though doses are limited and logistical hurdles remain significant challenges. Anni over at The Biotech Tea had a great explainer about the Ebola vaccine gap, if you want to read more. [ The Biotech Tea The Ebola vaccine gap, reading vessel damage, & the Makary exit 🗝️ Paid subscribers get the Biotech Term of the Week at $30/year (~$2.50/month). I try to keep it intentionally accessible, but if cost is ever a barrier, send me a message. A few people asked about expensing your subscription, so I put together a short email template… Read more 6 days ago · 10 likes · Annicka Evans, PhD ](https://www.thebiotechtea.com/p/the-ebola-vaccine-gap-reading-vessel?utm_source=substack&utm_campaign=post_embed&utm_medium=web) Polycystic ovary syndrome (PCOS) has been officially renamed polyendocrine metabolic ovarian syndrome (PMOS), following more than a decade of debate and input from roughly 22,000 clinicians, researchers, and patients worldwide. This is good because the old name was medically misleading, leading to patients without visible cysts being dismissed or overlooked entirely. The WHO estimates that 70% of people with the condition remain undiagnosed. A more accurate name should improve recognition, reduce stigma, and ultimately help the millions of people living with this condition get diagnosed and treated sooner. Poll Loading... Bottom line Public health situations are everywhere right now. Staying healthy takes public health professionals and systems working tirelessly behind the scenes and each of us showing up for our neighbors and communities. Love, YLE Big thanks to Ed Nirenberg for staying on top of the Ebola vaccines, Hannah Totte for all the figures, Dr. Craig Spencer for the Ebola insight, and Dr. Matt Willis for covering the chemical situation in CA. Your Local Epidemiologist (YLE) comprises a team of experts, ranging from physicians to immunologists to epidemiologists to nutritionists, working together with one goal: to “Translate” ever-evolving public health science so that people are well-equipped to make evidence-based decisions. YLE suite of newsletters reaches over 475,000 people across more than 132 countries. This newsletter is free to everyone, thanks to the generous support of fellow YLE community members. To support the effort, subscribe or upgrade below: Subscribe
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Bond breakout? Big effects of bad data. Immigration and thermostatic politics & dad-chat is coming for dad-books.
Thank you for opening your Chartbook email. Anna Airy, A Shell Forge at a National Projectile Factory, Hackney Marshes, London, 1918 Bond breakout - John Authers Across the developed markets, bond markets are staging a slow-motion car wreck. Looking at the drastic moves in the US, Japan, the UK and France, Barclays’ Ajay Rajadhyaksha commented: “Last week, long bonds broke. Not in one country. In all of them. Simultaneously. Four countries. Four different political systems. Four different central banks. But the same trade — “get me out of duration!”” Each country has its own contributing political problems, but the uniformity of the shift out of long-term bonds with high duration makes clear that something broader is afoot. For Rajadhyaksha, it is “simple and uncomfortable.” The developed world “has too much debt, too little fiscal discipline, and no political appetite for fixing either.” If there’s a trigger, it has been the Iran war and the resulting shock to oil supply. Source: Bloomberg G7 countries are now borrowing at rates that were enjoyed by EM in the early 2020s For contributing subscribers only. Subscribe Trade between China and Russia has grown in recent years For contributing subscribers only. Subscribe Big effects of bad data A decade ago nearly nine in ten Americans, when approached, agreed to fill out the Current Population Survey, which is administered to about 60,000 households each month and asks about, among other things, employment. Fewer than seven in ten do so now (see chart 1). For the Consumer Expenditure Survey, which tries to capture 3,700 households monthly, the response rate is down from 68% to 40%. … When the information becomes less reliable, investment decisions get more difficult to make. Some may be delayed, creating a potential drag on the economy. A new working paper by Nicholas Bloom of Stanford University, Erica Groshen, former head of the Bureau of Labour Statistics (BLS) now at Cornell University, and Duncan Hobbs and Michael Strain of the American Enterprise Institute, a think-tank, hazards an estimate. Preserving trust in “the integrity and quality of official statistics”, the authors claim, generates economic benefits of about $25 for every $1 spent on the BLS, the agency with an annual budget of $700m that is responsible for many of these data. To arrive at their conclusion the quartet analysed an ignoble episode in the BLS’s recent history. On August 1st 2025 Donald Trump sacked Erika McEntarfer, appointed as the agency’s commissioner by his predecessor, Joe Biden. The president alleged, without evidence, that the BLS’s steep downward revision to recent jobs numbers had been “RIGGED in order to make the Republicans, and ME, look bad”. In fact, it was the wanton dismissal that looked bad in the eyes of many observers. In the following seven days there was a 50% leap, relative to the week before, in the average value of the index of Economic Policy Uncertainty (EPU), which tracks the number of articles mentioning such uncertainty that are published daily in American newspapers. This was a discernible jump even when compared to the chaos caused by Mr Trump’s trade war in April 2025 and his real one in Iran in the past two months (see chart 2). Based on Mr Bloom’s earlier study with other colleagues of the EPU’s impact on business investment, industrial production and employment, the authors estimate that the jump reduced American GDP by over $100bn (0.3%) and non-farm payrolls by 168,000 (0.1%). Source: The Economist Immigration and thermostatic politics (Sarah O’Connor in the FT) A strange thing happened a year and a half ago. No sooner had Americans elected Donald Trump as president on an explicitly anti-immigration platform than US public opinion began to swing much more favourably towards immigration. … to political scientists who study “thermostatic” politics, this development is no surprise at all. Public opinion often moves against the prevailing party, especially if they are perceived to have gone “too far” in one direction. The phenomenon was first explored in the 1990s with reference to fiscal policy, but in recent years it has been particularly evident in the realm of immigration policy. While these swings in opinion polls can make it seem as if people don’t know their own minds, they can be a useful democratic check on governments by sending bright flashing warning lights when policies stray too far from the public’s comfort zone. The problem comes when politicians misinterpret those signals. When people tell pollsters they want less immigration, or think it is bad for the country overall (or the converse), they are often expressing an opinion about how things appear to be going in that moment relative to their preferences, rather than a deep shift in their underlying views. According to Alexander Kustov, a political scientist, most Americans’ views are quite stable and moderate: they support immigration that is controlled and in the national interest, and oppose flows that are disorderly or under-enforced. In the US, he argues the Trump administration over-interpreted dissatisfaction with high immigration under Joe Biden, and implemented policies that went too far for many voters. “People don’t necessarily change their idea about their ideal immigration policy, but they can react to what the government is currently doing,” he told me. “A lot of people are not happy with what the Trump administration are doing — right now we’re not talking about border enforcement, we’re talking about people not just getting harassed, but killed.” But similarly, he added, pro-immigration advocates would be making a mistake to interpret the recent, more favourable swing towards immigration as a deep-seated ideological shift in attitudes. The recent history of UK immigration policy offers another cautionary tale. After the 2016 Brexit referendum, public concern about immigration fell. This was partly because net migration statistics declined, but also because people felt a sense of catharsis and control, says Sunder Katwala, director of British Future, a think-tank. By 2019, the public ranked immigration as only the ninth biggest issue of concern, according to Ipsos polling. But when the Conservative government liberalised visa routes for students and care workers between 2019 and 2022, that helped net migration to surge. And so, too, did public concern. Today’s Labour government has implemented another sharply restrictive turn in immigration policy. As Kustov and researcher Caitlyn Yates argue, thermostatic public opinion should be a useful check on politicians. Instead it seems to have helped to magnify the pendulum swing in the UK. The government over-interprets and overreacts to a change in public opinion, which reacts in turn, prompting a sudden swing the other way. Source: Financial Times HEY READERS, THANK YOU for opening the Chartbook email. I hope it brightens your day. I enjoy putting out the newsletter, but tbh, what keeps this flow going is the generosity of those readers who clicked the subscription button. If you are persuaded to click, please consider the annual subscription of $50. It is both better value for you and a much better deal for me, as it involves only one credit card charge. Why feed the payments companies if we don’t have to. Subscribe Anna Airy, Shop for Machining 15-Inch Shells: Singer Manufacturing Company, Clydebank, Glasgow, 1918 Racing for a vaccine … we have been here before! The deadly Ebola outbreak in two African countries driven by a virus species with no vaccine has triggered an urgent search for a potential jab, in a test of troubled global efforts to avert threats posed by emerging diseases. A World Health Organization advisory group is due to would meet on Tuesday to recommend candidate jabs to prioritise for clinical trials, the global health body said. It will assess data including an analysis by the Coalition for Epidemic Preparedness Innovations (Cepi), which was set up after failures in the international response to a previous Ebola crisis. The latest Ebola outbreak in Democratic Republic of Congo and Uganda has infected hundreds of people and killed more than 80, health authorities say. Cepi’s reaction will be a crucial indicator of its progress towards its wider goal of producing vaccines for pandemic threats in just 100 days, despite steep cuts to international health funding. “If there was ever a time that we could show the world why Cepi is needed and show the world why the 100-day mission is needed, it’s now,” Nicole Lurie, the organisation’s executive director for preparedness and response, told the FT. “We’re happy to accept that responsibility, but obviously we need help from partners — particularly financial help in the long run.” DR Congo and Uganda would make the final decision on whether to press ahead with any vaccine candidates endorsed for clinical trials by the WHO experts, the global health body said. “Other ethical and community acceptability issues will be considered,” said the WHO, which declared the latest outbreak a public health emergency of international concern on Sunday. “This will be important to make sure that the trial, if it happens, will be adequately communicated to the population.” Lurie said Cepi had provided information from a survey of research teams and companies working on drugs that might be effective against the Bundibugyo virus behind the outbreak. The organisation hoped soon to announce partners in the quest for a jab, she added, although she declined to give a timescale for when one might be developed. Cepi’s Nicole Laurie said global health bodies were ‘getting some live-fire drills’ with hantavirus and the latest Ebola outbreak. The hunt for a vaccine should be helped by scientific advances including the use of artificial intelligence to find drugs active against viruses, Lurie said. Existing jabs against the Zaire Ebola virus responsible for many previous outbreaks might provide a basis for tackling the Bundibugyo species, she added. “We’ll see how far and how fast we can get,” Lurie said, adding that Cepi had done preliminary work recently on a possible jab for the rat-borne hantavirus responsible for a recent fatal outbreak on a cruise ship. “Both with hantavirus and now with Ebola, [we] are getting some live-fire drills.” Source: Michael Peel in the Financial Times Dad-chat is coming for dad-books. (By Pamela Paul and Jeffrey A. Trachtenberg in the WSJ) They were the go-to gifts for Father’s Day: a book about some little-known chapter of World War II, the sweeping narrative of a shipwreck, perhaps the latest presidential biography. These days, dad books are a dying breed. Nonfiction book sales have been in decline for the past four years, and are now the most challenged segment of the print book market. Publishers say certain types of books still fare well—including celebrity memoirs and religious titles. But in recent years, print sales in such categories as biography, current affairs and business and economics—what publishers refer to as “serious nonfiction” and which tend to resonate especially with men—have fallen considerably. Sales of nonfiction print titles were down nearly 8% through May 9 this year, and sales of books about politics and current affairs were down 19%, according to book tracker Circana BookScan. Publishing has long been subject to cyclical changes, with trends in format and genre taking over bookshelves in grand sweeps. (Remember the adult coloring-book craze? Or the stratospheric rise of romantasy?) But many in publishing believe the decline in serious nonfiction is more existential. “The trend couldn’t be clearer,” said Jonathan Karp, the former chief executive of Simon & Schuster and publisher of the new Simon Six imprint. “This is a sea change and people should wake up and realize we’re living in a new world.” One culprit for the shift: a new media diet for fans of more serious nonfiction. … Sixty-two percent of men and 54% of women consumed a podcast in the prior month, according to a recent survey by Edison Research at SSRS, up from 46% and 39%, respectively, in 2023. “When we have internal meetings to talk about this problem, it always comes around to podcasts,” said Jonathan Burnham, president and publisher of the Harper Group at HarperCollins Publishers. “The man who wants to read American history is now tuning into one of the many good podcasts about history that lends the quiet attention to a serious subject he’s looking for. It makes the idea of sitting down with a 700-page Ron Chernow book less appealing. You’ve scratched that itch.” Source: Wall Street Journal Remarkable report by Novara from the nationalist rally in London in mid May. Anna Airy, Leopard Moth and Plums, 1915 If you’ve scrolled this far, you know you want to click: Subscribe
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Bonus 228: The $1.776B Political Question
Every so often a story comes along that is so brazen, so cleanly emblematic of the moment we are living through, that staying quiet about it feels like a kind of complicity unto itself. Monday’s announcement by the Department of Justice that the Acting Attorney General has unilaterally created a $1.776 billion “Anti-Weaponization Fund” to compensate so-called “victims of lawfare” is one of those stories. And the reason I want to write about it here, in a newsletter ostensibly devoted to the Supreme Court and the law and politics surrounding it, is that I’m increasingly worried that we’re asking the wrong institution to save us from one of the most offensive, alarming, and anti-constitutional things we’ve seen from any president in American history. As I explain below the fold, the Anti-Weaponization Fund is not principally a legal problem awaiting a judicial fix. It is a shockingly egregious political abuse—the President suing his own government, purporting to settle with himself, and routing nearly $2 billion from the Treasury to his own supporters as a not-so-subtle (and not-so-formal) reward, if not an incentive, for political violence. And the Constitution’s answer to political abuses of this kind and magnitude is a political remedy, not a legal one. In his majority opinion in NFIB v. Sebelius (the Affordable Care Act case from 2012), Chief Justice Roberts defended the Court’s endorsement of Congress’s power to adopt the individual mandate by noting that it is “not our job to protect the people from the consequences of their political choices.” As much of a judicial supremacist as I am, that sentiment is, for better or worse, an entirely correct (and, in the long term, normatively desirable) institutional assessment. One can believe in substantial judicial power without believing that literally every political dispute in our country can and should be resolved by unelected judges. The real upshot of this latest headline (among so, so many other similar headlines) is that it is past time to reinvigorate impeachment—not because conviction is realistic in this Senate, or even because impeachment itself is feasible in this House, but because forcing every member of Congress to vote on the record whether this brazen, corrosive, and affirmatively dangerous corruption is impeachable is itself a point worth fighting for (and fighting with our friends over). Assuming the courts will save us absolves our political leaders of both responsibility and accountability for allowing this kind of mischief to continue, and it absolves all of us of our responsibility to refuse to tolerate those who would just as quickly shrug their shoulders and move on. For those who aren’t paid subscribers, we’ll be back (no later than) Monday with our continuing coverage of the Supreme Court. For those who are, please read on.
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Colorado’s prisons are underfunded, not overcrowded
By John Kellner The state does not have a “prison crowding” problem. It has a prison under-capacity problem. This is a crucial distinction for lawmakers and the public to understand. If it is not properly understood, the state risks falling into the same kind of criminal justice system spiral that mistakes leniency for clemency. This […]
Exclusive: Airbus targets 10% cost cuts over global uncertainty and supply snags
Europe's Airbus is telling thousands of staff to reduce spending by 10% as global uncertainty and supply chain problems continue to squeeze its core jetliner business, three industry sources said.
People who lost the most weight on Ozempic saw huge health benefits
People who lost significant weight while taking Ozempic, Wegovy, Mounjaro, or Saxenda had sharply lower risks of major obesity-related health problems, including sleep apnea and kidney disease. Those who gained weight instead faced higher risks — especially for heart failure — even though many patients discontinued the medications within a year.
Perimenopause took me by surprise. That's exactly the problem.
Despite being proactive about my health, perimenopause was never discussed with me. So, when it happened, I couldn't identify it.
Why There’s Still No ‘Science of Reading’ Equivalent for Math Instruction (Opinion)
A leading curriculum designer lays out the biggest problem in math instruction today.
U.S. Senate to examine sports gambling’s ‘mental health crisis’
Americans wagered a record $165 billion on sports in 2025, while nearly 20 million people reported "problematic gambling behavior."
Problematic hinge could delay the iPhone Fold
A new rumor claims that the iPhone Fold's reported testing delays are because of significant issues with the hinge that could prevent Apple from launching it in 2026.
Texas politics has a bigger antisemitism problem than District C
Joe Panzarella’s runoff win came despite a late attack over a CAIR endorsement, but other Texas candidates deserve far more serious scrutiny over antisemitism, writes Opinion Editor Evan Mintz.
Wearables increasingly look to AI to predict health problems before they happen
Companies worldwide are studying the potential for technology to predict health events. This would push boundaries of data collection and information sharing.
New MatterChat Model Helps AI to ‘See’ the Language of Science
From writing emails to generating computer code, much of the artificial intelligence prevalent in our daily lives has succeeded by mastering one domain: text. However, this leaves a major blind spot in the physical sciences, where models depend on the high-resolution, three-dimensional data of the physical world, like the intricate lattice of atoms in a crystal. Delivering on the promise of using AI for science requires teaching these data-driven text models to seamlessly “talk to” physics-based models. Now, a new AI framework from Lawrence Berkeley National Laboratory (Berkeley Lab), called MatterChat, solves this problem by creating a specialized “bridge.” It connects the conversational power of a Large Language Model (LLM) with a physics-based AI that models “interatomic potentials”: the complex physical forces between atoms. The resulting system already significantly outperforms general-purpose AI tools like GPT-4 at predicting material properties, and the team hopes it can accelerate scientific discovery by serving as a robust research partner that provides grounded insights and generates step-by-step instructions for synthesizing novel materials. A paper describing this work was recently published in Nature Machine Intelligence. “Traditional simulations can provide the physical rigor required for materials science, yet their computational cost remains prohibitive for high-throughput screening. Conversely, while LLMs excel at rapid knowledge synthesis, they inherently lack the ‘structural vision’ to interpret materials directly from their underlying atomic coordinates,” said Yingheng Tang, a postdoctoral researcher in Berkeley Lab’s Applied Math and Computational Research Division (AMCR) and lead author on the paper. “MatterChat was built to solve this dilemma, empowering LLMs with a structural ‘vision’ that allows researchers to leverage their full potential for solving complex, real-world materials challenges.” Empowering language models to solve complex challenges in materials science To build MatterChat, the Berkeley Lab team drew inspiration from technologies like Vision Question Answering (VQA) and Text-to-Image (T2I) generation. In these tasks, AI must translate high-level text concepts into visual images, or vice versa. Doing so requires developers to build tools that “bridge” two fundamentally different forms of data. The researchers adapted this concept to the physical sciences. With MatterChat, they created a “bridge model” that successfully connects an LLM’s general knowledge with the deep understanding of the atomic-scale world encoded in scientific interatomic potentials. Until now, researchers using LLMs to solve materials problems usually had to feed them raw data files as if they were just strings of text. It’s like asking an AI to understand a complex 3D engine based only on a parts list: the LLM can read the names, but it can’t “see” how the atoms fit together in space. MatterChat solves this by training a specialized AI bridge model, pre-trained on millions of crystal structures and an LLM, to align the LLM’s representation of the world with the interatomic potential’s representation of the world. The bridge model can translate physical insights into a format the LLM can actually understand. By giving the LLM these “scientific eyes”— a scientific “inductive bias” in the terminology of AI — the Berkeley Lab team has transformed it into a robust research tool capable of providing grounded scientific insights into complex materials challenges, such as predicting thermal stability or analyzing electronic band gaps. “We think of atoms as living in a physical space, but from a machine learning perspective, they are just vectors living in some very non-trivially structured manifold in a high-dimensional Euclidean space; and, of course, the same is true for the sentences and paragraphs that we use to express our ideas about those atoms,” said co-author Michael Mahoney, Berkeley Lab’s Scientific Data Division (SDD) AI Initiative Research Lead. “The bridge model basically gets those two structures to ‘talk with’ each other.” As a proof-of-concept of this general approach, the team trained their bridge model on a dataset curated by pairing nearly 143,000 stable atomic structures from the Materials Project with their corresponding physical properties. This training data was automatically assembled using the Materials Project’s API and deliberately enriched with properties fundamental to microelectronics design — like formation energy and bandgap — allowing MatterChat to learn the complex patterns connecting a material’s atomic blueprint to its functional performance. To validate their model, the researchers benchmarked MatterChat against a suite of other AI systems, from general-purpose LLMs to other specialized scientific AI methods. The results show that MatterChat consistently outperformed its competitors across a range of tasks. The model was more accurate in classifying material types and demonstrated superior precision in predicting numerical properties. For example, it excelled at predicting a material’s bandgap, a property critical for designing new electronics from high-capacity energy storage to next-generation computer chips. “Our design is significantly more efficient because we don’t have to build a massive AI model from the ground up,” said co-author Zhi (Jackie) Yao, a research scientist in Berkeley Lab’s AMCR. “Instead, we take two powerful, pre-trained models — a structural encoder for materials physics and an open-source LLM — and use them off-the-shelf. The only component we actually train is the lightweight ‘bridge model’ that translates between them. It’s the difference between building an entire car factory and simply designing a smart adapter that connects a world-class engine to a world-class navigation system. This approach is not only computationally efficient, but also makes the system modular, so we can easily upgrade components or adapt the bridge for other scientific domains in the future.” Crucially, this modular design highlights exactly how institutions like Berkeley Lab and the Department of Energy are carving out a highly valuable niche in the booming AI landscape. Rather than competing with Silicon Valley tech giants to build ever-larger language models from scratch, the lab is focusing on the specialized connective tissue that makes commercial AI useful for hardcore science. Because the bridge model approach underlying MatterChat is forward-compatible, it is perfectly positioned to leverage these parallel tracks of innovation. As Mahoney pointed out, “We expect that industry will continue to develop improved LLMs, and we expect domain scientists and facilities will continue to generate new data. An important part of scientific machine learning is not simply to solve problems on today’s data, but instead to develop general methods that will be forward-compatible with orders of magnitude more data, whether from scientific domains or from LLMs.” According to Yao, the MatterChat project, which was initially developed and enhanced with funding from a Berkeley Lab Laboratory Directed Research & Development (LDRD) Program, will now expand its capabilities. In a collaboration with Fermilab, MatterChat is already contributing to a U.S. Department of Energy Genesis Mission project — called Accelerating eXtreme Environment Specs-to-Silicon (AXESS) — that aims to speed up the development of next-generation, high-speed, radiation-hardened detectors for challenging particle physics experiments by using advanced 3D integrated circuits (chiplets) and AI-driven data analysis. In addition to the LDRD support, the team also credits supercomputing resources at the National Energy Research Scientific Computing Center (NERSC), located at Berkeley Lab, with MatterChat’s success. “We are incredibly grateful to NERSC; this research simply would not have happened without access to the Perlmutter supercomputer through their AI for Science program,” said Tang. Wenbin Xu, a NERSC postdoctoral fellow at the time, was also a major co-author of the work, as was Benjamin Erichson, a research scientist in Berkeley Lab’s SDD, highlighting the benefits of AMCR-SDD collaboration on AI for science. ### Lawrence Berkeley National Laboratory (Berkeley Lab) is committed to groundbreaking research focused on discovery science and solutions for abundant and reliable energy supplies. The lab’s expertise spans materials, chemistry, physics, biology, earth and environmental science, mathematics, and computing. Researchers from around the world rely on the lab’s world-class scientific facilities for their own pioneering research. Founded in 1931 on the belief that the biggest problems are best addressed by teams, Berkeley Lab and its scientists have been recognized with 17 Nobel Prizes. Berkeley Lab is a multiprogram national laboratory managed by the University of California for the U.S. Department of Energy’s Office of Science. DOE’s Office of Science is the single largest supporter of basic research in the physical sciences in the United States, and is working to address some of the most pressing challenges of our time. For more information, please visit energy.gov/science.
With potential split from CSC on the table, college sports leaders struggling to find solutions to money problems — 'The Big Ten and SEC should break away and do their own deal'
Rangers’ Corey Seager is sidelined again by back spasms and has an MRI
Manager Skip Schumaker said Seager had an MRI on Sunday morning to make sure it's only back spasms that are causing the problem.
Column: Jack up taxes on California's rich? Popular liberal mantra, but bad idea
Sticking it to the rich sounds nice, but doesn't fix the problem