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Results for " artificial " 1,401 found 🔀 AI-powered Shuffle

Startup reveals ‘artificial egg’ to resurrect extinct birds, but scientists say the work misses the point

The science of de-extinction does not exist, but Colossal Bioscience’s “artificial egg” is an interesting technical feat

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May 20 • 7:45 PM EDT • Science • scientificamerican.com
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Natural Food Colors Embraced by MAHA Linked to Health Problems

Natural food colors—not just artificial dyes—are associated with an increased risk of Type 2 diabetes and cancer, new research shows..

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May 20 • 7:05 PM EDT • Health • wsj.com
Lawmakers, health leaders make bipartisan push to expand clinical trials access

A House Democrat and Republican on Wednesday highlighted their push to expand access to clinical trials, saying artificial intelligence could be one tool used to reach more underrepresented communi…

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May 20 • 6:26 PM EDT • Health • thehill.com
Brook T. Smith Launchpad hosts third annual Business of AI Symposium in downtown Clemson

The event connected University-affiliated founders, executives and investors to examine how artificial intelligence is shaping entrepreneurship and venture growth. The business of AI event hosted by Clemson University's Brook T. Smith Launchpad connected University-affiliated founders, executives and investors to examine how artificial intelligence is shaping entrepreneurship and venture growth.

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May 20 • 11:33 AM EDT • Business • news.clemson.edu
Google expands AI push at I/O with enterprise-focused Gemini upgrades and smarter search tools

Alphabet Inc. ’s Google (NASDAQ:GOOG) on Tuesday introduced a range of new artificial intelligence tools at its annual I/O developer conference, including AI agents integrated directly into Search and a faster, lower-cost Gemini model aimed at enterprise customers.

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May 20 • 6:35 AM EDT • Technology • finance.yahoo.com
Google Revamps YouTube, Docs With Artificial Intelligence Tools

Alphabet Inc.’s Google said users will be able to ask questions of YouTube, its video product, and create Google Docs using their voices — part of a plan to improve its products with artificial intelligence.

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May 19 • 1:13 PM EDT • Technology • bloomberg.com
Artificial eggshell comes first in attempt to revive giant flightless moa

De-extinction company hopes artificial incubation system can be scaled up but other scientists are sceptical

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May 19 • 1:05 PM EDT • Science • theguardian.com
A key science publishing platform is cracking down on AI slop

The pre-print website arXiv has announced that researchers who put their names to papers which included errors clearly generated by artificial intelligence (AI) will face a year-long ban and ongoing restrictions.

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May 19 • 12:40 PM EDT • Science • phys.org
Scientists Are Building Artificial Brains from Living Cells

Artificial neural networks built with biological cells promises massive energy savings.

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May 19 • 8:00 AM EDT • Science • popularmechanics.com
Science Start-Up Colossal Is Creating an Artificial Womb

Science start-up Colossal is on a mission to make animals “productionized” — getting rid of the need for eggs or wombs. And it’s already worth billions

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May 19 • 8:00 AM EDT • Science • rollingstone.com
The 'unintended consequences' of using AI in health insurance coverage decisions

Jude Odu, a health technology expert and former United Healthcare employee, discusses the dangers of outsourcing medical claims decisions to artificial intelligence.

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May 19 • 5:00 AM EDT • Health • wusf.org
Google to Create AI Cloud Business With Blackstone, WSJ Says

Alphabet Inc.’s Google is set to create an artificial intelligence cloud business with Blackstone Inc., aiming to compete with companies like CoreWeave Inc. in a burgeoning market, according to people familiar with the matter.

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May 18 • 8:15 PM EDT • Business • bloomberg.com
Sen. Dave McCormick asks Pennsylvania to embrace AI during Harrisburg luncheon

HARRISBURG — U.S. Sen. Dave McCormick wants Pennsylvania at the forefront of the artificial intelligence boom happening across the United States.

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May 18 • 4:00 PM EDT • Politics • lancasteronline.com
Apple Readies AI Writing Help, App Shortcuts and Wallpapers for iOS 27

Apple Inc. is preparing a wave of artificial intelligence features for its next iPhone and iPad operating systems, including a grammar checker and new shortcut options, part of an effort to narrow the gap with capabilities available on rival devices.

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May 18 • 1:29 PM EDT • Technology • bloomberg.com
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.

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May 18 • 11:00 AM EDT • Science • newscenter.lbl.gov
23 student researchers receive 2026 NSF fellowships

The National Science Foundation awarded work in STEM-related fields such as artificial intelligence, biomedical engineering and marine ecology.

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May 18 • 8:27 AM EDT • Science • unc.edu
Mission admission: AI, data science courses surge across Gujarat campuses

Vadodara: Artificial intelligence (AI), data science and emerging technology programmes are witnessing a major push across Gujarat, with universities rapidly introducing specialised courses to tap growing student demand and industry requirements.

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May 17 • 2:43 PM EDT • Science • timesofindia.indiatimes.com
People overestimate how confident AI systems are in their responses, experiments reveal

Artificial intelligence (AI) systems, particularly conversational agents such as ChatGPT or Gemini, are now used daily by a growing number of people worldwide. While many users trust the answers of AI ...

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May 17 • 12:00 PM EDT • Technology • phys.org
BBB urges online shoppers to double-check companies found in AI searches

Artificial intelligence is changing how consumers shop online, and the Better Business Bureau is urging people to take extra steps to verify businesses before m

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May 17 • 10:00 AM EDT • Business • komonews.com
WIU to add two new emphases to M.S. degree in computer science

University officials noted that prospective students frequently inquire about specialized study options in artificial intelligence and cybersecurity. The newly approved

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May 17 • 8:26 AM EDT • Science • muddyrivernews.com
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As electric bills rise, some states are focusing on the growing profits of utilities

The artificial intelligence boom is leading to fights in some states over growing utility profits.

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May 17 • 12:13 AM EDT • Business • ksat.com
As electric bills rise, some states are focusing on the growing profits of utilities

The artificial intelligence boom is leading to fights in some states over growing utility profits.

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May 17 • 12:13 AM EDT • Business • clickondetroit.com
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OpenAI Bought Company That Offered A.I. Tools for Cloning Voices

The acquisition, Weights.gg, was a sort of social network for creating and sharing artificial intelligence algorithms.

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May 15 • 8:33 PM EDT • Technology • nytimes.com
Andon Labs Handed an AI a Café and Business Boomed

Andon Labs signed a café lease in Stockholm, handed it to an artificial intelligence (AI) agent and told it to run it. Two weeks later, the café had

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May 15 • 3:52 PM EDT • Business • pymnts.com
UnitedHealth’s AI push now includes employee tracking

UnitedHealth Group is pushing deeper into artificial intelligence—and tracking whether some employees are actually using it, Bloomberg writes. The health care giant is monitoring AI engagement among some Optum workers, including whether they make at least one daily query using tools such as ChatGPT or Microsoft Copilot. The effort is part of a broader companywide […]

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May 15 • 3:47 PM EDT • Business • businessreport.com
How one rural health system is designing targeted AI pilots to ease care delivery pressures

Berkshire Health Systems CIO William Young says artificial intelligence must do more than impress people with new features. It has to save time, cut waste, and help a rural health system survive mounting financial and operational strain.

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May 15 • 12:42 PM EDT • Health • healthcareitnews.com
New Report Highlights AI's Growth Role » CBIA

Artificial intelligence is quickly becoming a core tool for business growth, productivity, and competitiveness.

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May 15 • 9:17 AM EDT • Business • cbia.com
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Chartbook 449: Voldemort on Threadneedle street. The Bank of England and the "haunted house" of English politics.

Imagine the scene: In some Harry Potter version of 21st-century London, a group of deathless UK Treasury officials gathered from across the last century huddle over warm pints and glasses of Chardonnay. Around the table there are officials from the 1920s, the 1930s, the 1970s, 2022 and today. Inevitably, in May 2026, the subject of conversation is the disintegration of the current Labour government. Despite its huge majority in parliament, it has been reduced to tatters by catastrophic local election result. These exposed the fact that rather than having a government with a clear popular majority, the UK is like most other modern societies divided into 5 segments each of which commands between 26 and 16 percent of the vote. Perhaps unsurprisingly, the leadership at Nos 10 and 11 Downing Street - where the Prime Minister and the Chancellor (Treasury Secretary) work - seem paralyzed. They are caught between mounting discontent over unfairness and the cost of living, and tough fiscal strictures that push them into making unpopular spending decisions. In the London pub, the Treasury officials from across the ages, can barely hide their satisfaction at the latest display of democratic politics caught in the vice-grip of financial logic. “Remember the mur d’argent and the banker’s ramp?” “Just like yesterday!” There are smirks around the table. Then the representative of 2026 pipes up: “One thing you have to say about the current lot (referring to the latest hapless Labour government), you don’t have to teach them about the bond market!” There is a murmur of ascent from the Treasury Mandarins. The trauma of the fiscal crisis of September-October 2022 sits deep. Back then, in the final stages of Tory decay, a ‘mini budget’ that challenged fiscal orthodoxy led to a brief but fierce panic in one of the oldest government bond markets in the world (aka gilt market). Now all you have to do is to mention the “bond market” to hush debate. [ Paul Mason@paulmasonnews In the name of public service, and as ex-economics editor of BBC Newsnight, I offer to do a zoom call, tonight, with any Labour MP who wants to understand why bond markets do not "fall into line" with governments. 1/ 3:57 PM · May 12, 2026 · 466K Views 224 Replies · 674 Reposts · 3.93K Likes ](https://x.com/paulmasonnews/status/2054229532404519082?s=20) “And the funny thing is”, the young man in the huddle continues, “they don’t even want to talk about … ”. There is a sudden hush. Significant looks are exchanged around the table. About? One of the senior figures puts down his glass with a decisive “clink”. He-Who-Must-Not-Be-Named has entered their thoughts. Meanwhile, a few miles away in a grubby pub in Bloomsbury, two conspirators from the camp of Critical Macrofinance huddle over cans of low-alcohol IPA. They look at each other and blurt out loud: “The Bank!” “Everyone in the bloody Labour party is talking about the bond market. But why aren’t they even mentioning … the Bank of England!?” “Why is no one talking about Voldemort?” In Paul Mason’s blogpost, after much chest-thumping about basic fiscal logic, the basic point about the Bank of England is buried in the fine print at #3 in his list of suggestions as to what a radical Labour government might actually be able to do! [ Conflict & Democracy Down with the bond market! Down with gravity! It may seem unfair to focus on Labour MP Paula Barker for her off-the-cuff assertion that the bond market would have to “fall in line” with Andy Burnham, should he replace Keir Starmer as prime minister. But Burnham himself told the New Statesman that Labour had to “get beyond this thing of being in hock to the bond markets… Read more 2 days ago · 100 likes · 3 comments · Paul Mason ](https://htsf.substack.com/p/down-with-the-bond-market-down-with?utm_source=substack&utm_campaign=post_embed&utm_medium=web) Back in Bloomsbury they shake their heads and ask: “Didn’t we learn anything from the Eurozone crisis?” Meanwhile, as if summoned to the conversation by some higher force, the “pink pages” announce: “The days of ultra-cheap government borrowing have come to an end” and Martin “Whizzard” Wolf publishes the graph of the season Look at the UK in 2026, perilously positioned on the upper edge of the pack. No wonder no one in London needs any lessons about the “bond market”. But, look again. Imagine how they feel in Rome. What is London’s nightmare in 2026? The nightmare is that you end up like Italy in the early 2010s during the Eurozone crisis. Once comfortably situated in the middle of the pack, watching with horror as your ten-year yields explode to 7 percent and “spreads” become a national nightmare. One of the largest economies in Europe, a founding member of the euro, stigmatized. But the message of the Italian experience is ambiguous. After all, the stigma didn’t last. In 2026, Italy borrows at rates lower not only than the UK but the US. The US, which, as everyone knows, enjoys the “exorbitant privilege” of being the issuer of reserve, safe asets. What kind of magic is this? How did Italy, in the space of fifteen years, go from being good, to bad and back again? Which brings us back to our dissident friends in their Bloombury boozer and their memories of the Eurozone crisis. Italy never was Britain - with its ongoing fiscal deficits. Without interest payments, on primary balance, from 2000 to 2020 Italy ran a tight fiscal ship. Even in 2008 it barely went into deficit and when it was being put on the rack in the early 20210s its primary surplus matched that of austere Germany. So, what happened? How did it end up stigmatized? Of course Italian politics didn’t help. Berlusconi was at the helm and he had legal issues. But amongst friends in the Bloomsbury pub, Berlusconi is a sideshow, the name we whisper to each other is “Trichet”. From 2004 to 2011 the ECB was headed by Jean-Claude Trichet, ex of the French Treasury, more German than the Germans. After 2009 as the news of the Greek fiscal disaster broke, the European bond markets wento into panic mode and Trichet began a brutal game of cat and mouse. Between 2009 and 2011, Trichet intervened in the bond market to help, only when he thought he had compliance with austerity. When he thought they were uncooperative, he withdrew. In the summer of 2011, he even made direct suggestions to his Italian counterparts in Rome, as to how Italy should be governed. It was this cat and mouse game that drove the bond markets crazy and exposed Italy to a violent squeeze. When Mario Draghi took over the ECB at the end of 2011 and declared “whatever it takes”, the pressure on Italy, gradually eased. It is that starring role that has made Draghi into the towering figure in European politics that he remains today. So now you see why voices in London hush when it comes to the Bank of England. “The bond market” isn’t an irresistible objective force like the weather or an avalanche. It can appear like that. But that depends on the way it is being handled, or not handled by the central bank. Which is why the silence about the Bank of England in London right now is so significant. If you think this all sounds a bit fishy, coming from a left-liberal Keynesian like myself, well, let me introduce you to Robin Brooks, who, to put it mildly, plays on a different quidditch team to me. Here, from the position of a fiscal hawk is Robin’s celebratory account of the Bank of England’s role since 2022; In October 2022, at the height of the bond market blow-up in the UK, something incredible happened. Governor Andrew Bailey told British pension funds the Bank of England would end its support program for the country’s fragile gilt market, drawing a line under how much help the central bank was willing to give to exposed pension funds and - implicitly - the government. By the end of that week, Kwasi Kwarteng - the finance minister - had resigned. Prime Minister Liz Truss would soon follow. This episode is so incredible because it contrasts with what happened in the Euro zone earlier that year. Bond markets in Spain and Italy were under pressure amid high inflation and rising interest rates. In the middle of this, Mario Draghi - Italy’s Prime Minister - resigned, compounding pressure on bond markets of high-debt countries on the Euro periphery. Unlike the Bank of England, the ECB caved. It bought Italian and Spanish government bonds in an effort to cap yields and introduced a new tool that signaled to markets it might do such caps more frequently going forward. Faced with pressure on bond markets, the ECB capitulated to political pressure from high-debt countries like Italy and Spain. The Bank of England stood its ground and toppled the Truss government. This kind of thing has long-lasting consequences. It means markets price a higher probability of yield caps in the Euro zone, which keeps Italian and Spanish yields artificially low, while markets feel free to push up UK yields without fear of central bank intervention. As I flagged in yesterday’s post, this means you really can’t compare UK yields to those of other high-debt countries. The UK looks worse, but only because its central bank isn’t interfering with markets. There’s more to this than just that 2022 episode. The Bank of England has also been much more aggressive in its quantitative tightening (QT) than other central banks. If one motivation for quantitative easing (QE) is to lower bond yields - especially longer-dated ones - then it stands to reason QT pushes yields up. The left chart above shows a four-quarter moving average of UK government debt issuance (black line) in percent of GDP and which sectors absorb this issuance, including the Bank of England (blue bars). The right chart above compares the Bank of England’s accumulation or run-off of government bonds (blue line) with that of other central banks, where this blue line is the same as the blue bars in the left chart. The Bank of England was quicker and more aggressive than other central banks in downsizing its bond holdings, so UK yields will have risen more than elsewhere also for this reason, not just because of Governor Andrew Bailey’s remarks in October 2022. Back in October 2025, after a conversation in New York with friends in British politics, my sense of dysphoria was such that I raised the issue of the Bank of England openly in the FT Since 2008, the UK has slid into a deep economic and political predicament. Growth has stagnated to a degree far worse even than in the 1970s. The Tory leadership’s wager on the Brexit referendum spectacularly backfired, leaving the UK isolated from Europe and at the mercy of its special relationship with the US, many of whose political class regard the UK as a basket case. After years of austerity, the Labour party lurched to the left and then back to the centre. The Tory party has been eclipsed by the populist nationalism of Reform. Any British government should be worrying first and foremost about how to restart growth. Instead, Keir Starmer is beset by shades of the gilt market panic triggered by the Liz Truss government in 2022. The debt level is higher than in recent years, but there is no cause for panic. UK debt is at far from critical levels and of long duration. Whether you want to “take back control” or launch progressive economic policy, a democracy dogged by fear of bond market vigilantes is unhealthy. In a country that is a monetary sovereign, this climate points to one thing: a disconnect between the government and the central bank. Since 1997, the independence of the Bank of England has become a sacred cow. But independence is what you make of it. And in the wake of the gilt market crisis of September 2022, relations between the Bank of England and the UK government need a reset. In normal times, there is no doubt that an inflation-targeting independent central bank can serve a country well. But since 2008, the UK and other advanced economies have not had the luxury of such simple problems. To their credit, central bankers around the world have not stood on orthodoxy. After 2008, the US Federal Reserve rescued the global banking system and, through quantitative easing, it stabilised the Treasury market in the face of huge deficits. In Europe, things were trickier. Both the Bank of England under Mervyn King and Jean-Claude Trichet’s European Central Bank played cat and mouse with national governments. This was a high stakes wager that between 2010 and 2012 escalated bond market tension and triggered a disastrous turn to austerity. Shaken by the impact of those shocks, their successors, Mark Carney and Mario Draghi adopted a more protective stance (assuming you were not the government of Greece). Recall that Draghi’s legendary slogan, “Whatever it takes”, was uttered to face down the City of London’s bond vigilantes. In 2015, Draghi launched QE — financial repression by another name. In 2016, Carney used the authority of the Bank of England to stabilise markets following the vote for Brexit, an exemplary demonstration of how central banks can underpin democratic choice, even when those choices are wrong headed. All these were independent central bankers steeped in the best practice of the 1990s, who recognised that historic crises demanded radical action. It was the price surge of 2021-2023 that poisoned the atmosphere. Though the shock came mainly from the supply side, central banks ended up in the dock. Nowhere more so than in the UK. The Bank of England reacted with aggressive normalisation. Faced with a cost of living crisis, the governor called for workers to accept real wage cuts. In early 2022, as gas prices were at record levels and Russia’s army was poised to invade Ukraine, the Bank adopted a stringent programme of quantitative tightening, elevating interest rates. When the Truss government got itself in trouble, the Bank took almost a week to come to the rescue. Rather than enacting a charade of normality, it is time to recognise that in 2025 the UK faces a period of historic transition. To meet this challenge, what is needed is a new concordat with the Bank. This should not ignore inflationary pressures or the long-run trajectory of debt, but should affirm the priority of reviving investment-led growth. One could follow Donald Trump in demanding interest rate cuts. The Bank could shadow the ECB in its commitment to capping Eurozone yields. But the top priority should be to lay the ghost of September 2022. The Bank’s slowing of QT last month was a concession. An immediate and complete end would send the right signal. Such a concordat will not by itself restore sanity to politics, solve the housing problem or rebuild the NHS. But it would help to lift the fear of bond market crisis, which is paralysing the effort by democratic politicians to answer the fundamental questions facing the nation. Now, that call for a new concordat between government and Bank of Englands seems more urgent than ever. The problem is that in October 2025, Starmer still had some authority. Today the government is in tatters. And when you are the “under the harrow” - to echo a phrase of Montagu Norman’s from the 1920s - it is the worst possible time to consider institutional change. To make general arguments at a time of crisis can only seem like special pleading rather than a general argument for long-term change. The same, unfortunately, is also true for the other basic institutional reform that Britain urgently needs i.e. the abolition of the out-dated first past the post electoral system and its replacement by a moderated form of proportional representation. And thirdly - whilst we are saying the quiet parts out loud - Britain needs to reopen the question of EU membership. What the local election results of 2026 show is that this remains a key issue. And what they also show is that there is a clear majority that would favor a return. Until these basic features of Britain’s political economy are addressed the country will carry on its politics as though in a haunted house, governed by governments that lack actual majorities, conjuring up false constraints whilst ignoring the real ones. This one is for DG and MI. I love writing the newsletter. If you enjoy it too and fancy buying me a coffee once a month, you know what to do. Click below! Subscribe

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May 15 • 3:04 AM EDT • Politics • adamtooze.substack.com
Picturing Earth in a New Light

A recent analysis revealed where artificial light at night has intensified, as well as where it has diminished.

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May 15 • 12:00 AM EDT • Science • science.nasa.gov
Trials, Traitors and $16.5 Billion Extra Cash: AI Reshapes Wealth, Politics and Budgets in California

The artificial intelligence boom is minting fortunes, shifting political careers and helping balance state budgets.

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May 14 • 7:18 PM EDT • Politics • bloomberg.com
Legislative wrap-up: Lawmakers pass 120 bills in 2026 session

The 2026 legislative session wrapped with lawmakers approving roughly 120 bills, though how many will ultimately be signed by Gov. Jared Polis remains uncertain. Beyond high‑profile debates over artificial intelligence policy and the state budget, legislators advanced major measures on health care, education, immigration, and public safety. Here is an overview of some of the […]

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May 14 • 6:16 PM EDT • Politics • coloradopolitics.com
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South Korea’s Antitrust Agency Raids Petrochemical Firms in Price-Fixing Probe

South Korea’s competition regulator has begun on-site inspections at four of the country’s leading petrochemical companies as part of an investigation

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May 14 • 2:20 PM EDT • Business • pymnts.com
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Anthropic, Gates Foundation launch $200 million partnership for AI in health, education

Anthropic and ​the Gates Foundation have pledged $200 million to back artificial intelligence-related public goods ‌and areas including health and education, they said on Thursday.

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May 14 • 11:02 AM EDT • Health • reuters.com
Anthropic, Gates Foundation launch $200 million partnership for AI in health, education

SAN FRANCISCO, May 14 (Reuters) - Anthropic and the Gates Foundation have pledged $200 million to back artificial intelligence-related public goods and areas including ‌health and education, they said on Thursday. Support from Anthropic's technical staff and ‌usage credits for its Claude AI will account for its half of the financial commitment, while ​the Bill Gates co-founded Gates Foundation will provide grant funding, program design and expertise, officials told Reuters.

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May 14 • 11:01 AM EDT • Health • finance.yahoo.com
Salesforce, Echo Health Ventures back Optura's $17.5M series A to track AI performance

Healthcare organizations are rapidly adopting artificial intelligence technologies but without a clear blueprint for how to measure the business value of these investments. | Optura claims that more than $2 billion in AI initiatives currently run on its platform, with $120 million in tracked value at a 700% return on AI investment on in-flight initiatives.

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May 14 • 7:05 AM EDT • Health • fiercehealthcare.com
Rebooting stem cells builds aged muscles and assists injury recovery

Muscle stem cells, which are crucial for building new muscle, don’t work as well as we get older, but giving them an artificial boost could rejuvenate them

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May 14 • 5:00 AM EDT • Health • newscientist.com
Rowan awards first doctorate in data science

Rowan University awards its first data science Ph.D., marking growth in its doctoral program and advancing research in explainable artificial intelligence.

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May 13 • 8:00 PM EDT • Science • today.rowan.edu
AI’s rapid growth spurs regulatory reaction in Colorado

The 2026 legislative session was marked by a major push to regulate artificial intelligence, a technology advancing at breakneck speed. Colorado is at the forefront of AI policy, becoming the first state to pursue regulation on “algorithmic discrimination” by passing a law in 2024. Supporters have lauded the legislation, saying it’s necessary to put guardrails […]

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May 13 • 6:34 PM EDT • Politics • coloradopolitics.com
AI’s rapid growth spurs major legislative action in Colorado

The 2026 legislative session was marked by lawmakers’ push to establish guardrails on artificial intelligence, a technology advancing at breakneck speed. Colorado has remained at the forefront of AI policy, becoming the first state to pursue comprehensive regulation with Senate Bill 205 in 2024. On the other hand, U.S. Rep. Brittany Pettersen told Colorado Politics […]

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May 13 • 6:34 PM EDT • Politics • coloradopolitics.com
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Class of 2026: Data Science Student Ready to Support Small Businesses and Underserved Communities Through Cybersecurity and AI

By Kelsey Kendall For Makendra Crosby (B.S. ’24), data science and cybersecurity are not just about numbers and computers, they are about people. As she prepares to graduate with her master’s in data science and analytics with a concentration in artificial intelligence and machine learning, she is focused on using her skills to serve others and make technology more accessible.

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May 13 • 4:48 PM EDT • Science • odu.edu
Demi Moore on AI in Entertainment: ‘Really Isn’t Anything To Fear’

The debate over artificial intelligence in Hollywood is not slowing down anytime soon, and Demi Moore is now adding her voice to the conversation. Speaking during the opening days of the 2026 Cannes F...

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May 13 • 12:51 PM EDT • Entertainment • yahoo.com
Meta to launch 'Incognito Chat' for private AI conversations on WhatsApp

Meta Platforms is rolling out a new "Incognito Chat" feature for its artificial intelligence assistant on WhatsApp messaging ​service, the company said on Wednesday, as it looks to ‌address data privacy concerns.

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May 13 • 10:01 AM EDT • Technology • reuters.com
Jack Ma-Backed Ant’s Profit Fell 79% on AI, Health Care Costs

Ant Group Co.’s quarterly profit continued to decline after the company increased investment in artificial intelligence technology for its health care, large language model and payment services.

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May 13 • 6:12 AM EDT • Health • bloomberg.com
French hantavirus patient is critically ill and on an artificial lung as outbreak grows to 11

Three people on the cruise died, including a Dutch couple that health officials believe were the first exposed to the virus while visiting South America.

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May 13 • 3:56 AM EDT • Health • nbcnews.com
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AI Life Science Firm Metis TechBio Set for HK Debut After IPO

Metis TechBio Co, a biotechnology company using artificial intelligence to deliver and formulate drugs, is set to begin trading in Hong Kong after raising HK$2.1 billion ($270 million) in an initial public offering.

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May 12 • 7:00 PM EDT • Science • bloomberg.com
Amex adds first-of-its-kind AI benefit: $300 ChatGPT credit for Business Platinum and Business Gold Cards

The $300 ChatGPT credit comes with no annual fee change or card benefit adjustments, making it a great addition to your Amex Business Gold or Business Platinum.

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May 12 • 4:44 PM EDT • Business • cnbc.com
Google Unveils New Android AI Features Ahead of Apple’s Siri Revamp

Alphabet Inc.’s Google announced a slew of upcoming features for its Android 17 operating system, showcasing its progress in artificial intelligence weeks before Apple Inc. is set to announce major upgrades to its own iOS platform and AI offerings.

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May 12 • 1:00 PM EDT • Technology • bloomberg.com
AI chatbot shows promise in combating health misinformation

Can AI help people resist misinformation? Initial research findings suggest that artificial intelligence-driven conversations can strengthen people's resilience to health misinformation, outperforming ...

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May 12 • 11:20 AM EDT • Health • medicalxpress.com
How AI Is Reshaping Entrepreneurship for Gen Z and Small Business Owners

Artificial Intelligence (AI) is transforming entrepreneurship by lowering barriers like cost, connections, and expertise. As a result, 77% of founders say it’s now accessible to start and grow a business regardless of background. Gen Z is driving this shift, with 73% managing multiple income streams and using AI to start and grow businesses. The result is a rise in flexible “portfolio careers,” where networks, personal branding, and digital tools are key to success. Key findings from LinkedIn’s research: 77% of founders say entrepreneurship is accessible regardless of background 73% of Gen Z entrepreneurs have multiple income streams 69% of founders say entrepreneurship is more achievable than ever 75% of entrepreneurs say networks are critical to success 68% of Gen Z entrepreneurs say AI is important to their business How are Gen Z entrepreneurs reshaping business? New research from LinkedIn shows how the use of AI, shifting career priorities, and evolving definitions of success are reshaping how businesses are started and grown. Gen Z is leading a shift toward more flexible ways of working, with nearly three-quarters (73%) of Gen Z entrepreneurs reporting multiple income streams, compared to 56% of Gen X. This highlights growth in “portfolio careers” designed to build resilience and create greater control over work and income. How is AI making entrepreneurship more accessible? AI and digital tools are making entrepreneurship more accessible, lowering traditional barriers such as cost, connections, and expertise. More than three-quarters (77%) of founders say entrepreneurship is accessible regardless of background, while 69% say it is more achievable today than ever before. Younger entrepreneurs are driving this change, with more than two-thirds (68%) of Gen Z entrepreneurs reporting that AI and digital tools are important to their business, more than twice the rate of Baby Boomers (27%). Nearly one in five (18%) Gen Z entrepreneurs say AI made starting their business feel possible. AI is also helping small business owners compete for talent: 57% of US entrepreneurs say that AI can help them compete with larger companies to find and attract better candidates. Related: The AI Edge for Entrepreneurs

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May 12 • 9:00 AM EDT • Business • news.linkedin.com
Transforming artificial intelligence into artificial wisdom

Nature Mental Health - In this Perspective, the authors discuss reframing digital mental health tools by transforming artificial intelligence into artificial wisdom.

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May 11 • 8:00 PM EDT • Health • nature.com
Political expert slams Bernie Sanders proposed ‘data center moratorium’ bill under guise of AI safety

Government Accountability Institute executive director Seamus Bruner analyzes Sen. Bernie Sanders’, I-Vt., artificial intelligence criticisms on ‘The Bottom Line.’

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May 11 • 7:36 PM EDT • Politics • foxbusiness.com
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Q&A: All about the new Artificial Intelligence in Business Major

Dr. Yasamin Hadavi shares industry insights, what sets the program apart

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May 11 • 2:31 PM EDT • Business • today.marquette.edu
In Trump administration battle over AI, U.S. spy agencies seek more power

As the White House grapples with cybersecurity threats from artificial intelligence models, intelligence officials want sway in AI policy overseen by Commerce.

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May 11 • 1:31 PM EDT • Politics • washingtonpost.com
Vendor Notebook: Health AI bolstered by collective approaches to quality

New collaborations aim to ensure rural healthcare organizations have access to artificial intelligence to address rate-limiting factors in care delivery while vendors seek advancements in reliability and AI controls.

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May 11 • 12:04 PM EDT • Health • healthcareitnews.com
Google Says Criminal Hackers Used A.I. to Find a Major Software Flaw

The company said that it had identified, for the first time, hackers using artificial intelligence to discover an unknown bug. The attempted attack represents “a taste of what’s to come,” one expert said.

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May 11 • 9:00 AM EDT • Technology • nytimes.com
Men Across the Country Are Artificially Inflating Their Penises. They’re Doing It for a Reason You’d Never Expect.

“It isn’t going to look like your God-given penis, only larger. It’s going to look like you’ve had work done.”

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May 11 • 5:40 AM EDT • Technology • slate.com
Industry’s pushback on AI during game development

Artificial intelligence (AI) has become one of the great issues of the modern day. In every field, from academia to athletics, AI is a hot topic. One such area is

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May 11 • 1:00 AM EDT • Entertainment • valpotorch.com
The next unit of science: Is the scientific paper due to be replaced?

Artificial intelligence is pushing scientific publishing to the brink. For a field as sprawling as neuroscience, the crisis may also be an opportunity to finally connect findings across subfields.

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May 11 • 12:00 AM EDT • Science • thetransmitter.org
Science spotlight: AI 'transformative' for cosmetic dermatology

Artificial intelligence (AI) offers significant promise in cosmetic dermatology, but technologies must be used in synergy with human expertise to overcome risks associated with scaled integration. According to a review published in Actas Dermo-Sifiliográficas [1], AI tools have revolutionised skin assessment and the development of personalised treatments in cosmetic dermatology already. And, looking ahead, the researchers said advances are set to further transform the category. “AI has...

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May 10 • 7:50 PM EDT • Science • premiumbeautynews.com
Hinge Health Q1 Earnings Call Highlights

Hinge Health (NYSE:HNGE) reported first-quarter 2026 results that topped its prior outlook and raised its full-year guidance, citing stronger-than-expected member engagement, growth in eligible lives and continued operating leverage from artificial intelligence and automation. Co-Founder and CEO Da

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May 10 • 5:04 PM EDT • Health • finance.yahoo.com
Companies are increasingly favoring temporary staff over permanent hires

Employers across the U.S. and Europe are increasingly relying on temporary workers to keep their businesses going, holding off on permanent hires because of economic instability and artificial intelligence-driven disruptions.

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May 10 • 2:00 AM EDT • Business • telegraphherald.com
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Small Business AI Measure Approved » CBIA

SB 417 authorizes a study of a Small Business Artificial Intelligence Grant Fund, an important and forward looking step.

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May 7 • 5:06 PM EDT • Business • cbia.com
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Apple’s Camera-Equipped AirPods Reach Advanced Testing Stage in AI Device Push

Apple Inc. has reached the late stages of development for new AirPods with built-in cameras, a significant milestone for what will likely be its first wearable device designed for the artificial intelligence era.

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May 7 • 2:20 PM EDT • Technology • bloomberg.com
Former OpenAI Researcher To Raise $500 Million For AI Science Startup

Periodic Labs, which plans to push breakthroughs in physics and chemistry using artificial intelligence, has seen its valuation jump sixfold in just eight months.

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May 7 • 1:32 PM EDT • Science • forbes.com
NASA’s Prithvi Becomes First AI Geospatial Foundation Model In Orbit

A team of researchers demonstrated NASA and IBM’s open-source Prithvi Geospatial artificial intelligence foundation model aboard two in-orbit platforms.

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May 7 • 10:23 AM EDT • Science • science.nasa.gov
Alabama A&M launches Bachelor of Science in Artificial Intelligence

University expands computer science offerings with new four-year AI program starting this fall

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May 6 • 11:21 PM EDT • Science • waff.com
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BCE Beats on AI-Powered Business, Higher Revenue

BCE Inc. beat analyst expectations in the first quarter as its investments in artificial intelligence infrastructure pay off.

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May 6 • 8:00 PM EDT • Business • bloomberg.com
How Will AI Reshape Politics? New Volume Co-Edited by Stanford Law’s Nathaniel Persily Explores the Stakes

STANFORD, Calif., May 6, 2026 — As artificial intelligence reshapes political campaigns, public administration, national security, public opinion, a

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May 6 • 4:56 PM EDT • Politics • law.stanford.edu
Astrocade: $56 Million Raised To Build AI-Powered Interactive Entertainment Platform

Astrocade announced $56 million in new funding to expand its AI-powered interactive entertainment platform that enables users to create and play games generated with artificial intelligence. The funding included a Series B round led by Sequoia Capital and a Series A round led by Sea, with participation from Google’s AI Futures Fund, NVIDIA, LG Technology Ventures, Dentsu Ventures, Conviction Embed, Chaac Ventures, Rogue VC, and additional investors.

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May 6 • 12:15 PM EDT • Entertainment • pulse2.com
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American College of Radiology Council approves ‘groundbreaking’ framework for assessing AI

Leaders voted to OK the new Practice Parameter for Imaging Artificial Intelligence during ACR’s annual meeting, being held in Washington, D.C.

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May 6 • 4:53 AM EDT • Business • radiologybusiness.com
Legislating at the speed of artificial intelligence

By Sean Camacho Consumers in Colorado and across the country are demanding artificial intelligence companies be more transparent about how their systems work: how they’re built, how they learn, how they change over time. What we’ve learned as advocates for AI regulation is the process of building AI — iterative, adaptive and never fully finished […]

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May 6 • 2:30 AM EDT • Politics • coloradopolitics.com
Science Will Win season finale explores AI in cancer care with Pfizer Chief Oncology Officer Jeff Legos

In February, Pfizer launched the sixth season of Science Will Win, our flagship podcast which recently reached 3 million downloads. The season finale focuses on the future of technology and artificial intelligence (AI) —and what they could mean for cancer research and care.

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May 6 • 2:22 AM EDT • Science • pfizer.com
Infineon Sales Forecast Beats as AI Boosts Power Chip Business

Infineon Technologies AG forecast revenue that beat analysts’ expectations in the current quarter as the German chipmaker benefits from a spending boom on artificial intelligence infrastructure.

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May 6 • 1:32 AM EDT • Business • bloomberg.com
UC Names Katherine Yelick to Head Lawrence Berkeley National Laboratory

Yelick is a distinguished academic and national lab leader with deep expertise in artificial intelligence and high-performance computing

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May 5 • 8:08 PM EDT • Science • newscenter.lbl.gov
Apple Reaches $250 Million Settlement Over Claims It Misled People on A.I.

Some iPhone owners will be eligible to receive $25 to $95 over claims that the tech giant oversold its artificial intelligence system, Apple Intelligence.

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May 5 • 4:57 PM EDT • Technology • nytimes.com
Apple to Let Users Choose Rival AI Models Across Its iOS 27 Features

Apple Inc. will let users choose from a range of outside artificial intelligence services to power features across its software, building on a strategy to turn its devices into a comprehensive AI platform.

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May 5 • 1:19 PM EDT • Technology • bloomberg.com
Colorado lawmakers advance rewrite of 2024 law to regulate artificial intelligence

With just nine days left in the 2026 legislative session, a revised proposal to amend the 2024 artificial‑intelligence law is finally advancing — even though it’s not the bill Senate Majority Leader Robert Rodriguez had hoped for. Senate Bill 189, which largely mirrors a draft bill written by a governor-appointed task force, was introduced in […]

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May 4 • 7:31 PM EDT • Politics • coloradopolitics.com
Zuckerberg Trying to Simulate Human Biology at the Cellular Level

The Chan Zuckerberg Biohub says its goal is to cure all human diseases with the power of artificial intelligence.

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May 4 • 7:01 PM EDT • Technology • futurism.com
Intel appoints Qualcomm executive to lead PC and physical AI business

Intel said on Monday it had appointed Alex Katouzian to lead the company's PC ​and physical artificial intelligence unit.

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May 4 • 5:51 PM EDT • Business • reuters.com
Intel appoints Qualcomm executive to lead PC and physical AI business

Intel said on Monday it had appointed Alex Katouzian to lead the company's ‌PC and physical artificial intelligence unit. The new role ‌for Katouzian includes the company's crucial PC business, which has ​been one of the mainstays of Intel's revenue and profit for decades. Katouzian has worked at Qualcomm for more than 20 years and has worked extensively in the ‌company's mobile chip ⁠unit, which makes processors for smartphones and other gadgets.

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May 4 • 5:51 PM EDT • Business • finance.yahoo.com
How business leaders see AI transforming work

From boosting productivity to reshaping entire business models, artificial intelligence is becoming a defining force across industries. Here’s how business leaders assess its impact at the Milken Institute Global Conference 2026 in Beverly Hills, Los Angeles.

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May 4 • 5:12 PM EDT • Business • cnbc.com
AI Is Great at “Normal Science,” but Breakthroughs Still Belong to People

In a recent capstone presentation, Darden professor Keith McCormick offered a grounded perspective on what AI can and cannot do today. According to McCormick, AI excels at what science philosopher Thomas Kuhn calls “normal science,” but may fall short of reaching artificial general intelligence (AGI) without some new scientific breakthrough that changes the current paradigm.

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May 4 • 2:07 PM EDT • Science • news.darden.virginia.edu
Webinar to explore AI use in cybersecurity, health care technology

John Riggi, AHA national advisor for cybersecurity and risk, will moderate a webinar May 5 at 1 p.m. ET that will explore how bad actors are leveraging artificial intelligence, emerging risks to watch for, and best practices for responsible AI adoption that will help protect organizations from evolving threats.

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May 4 • 12:16 PM EDT • Health • aha.org
Why Stanford is restructuring for AI’s next era

As artificial intelligence transforms society, Stanford HAI’s James Landay, Fei-Fei Li, and John Hennessy explain why they’re merging HAI with the Stanford Data Science initiative, mobilizing “team science at scale,” and betting that academic openness will shape AI’s future.

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May 4 • 8:00 AM EDT • Science • news.stanford.edu
One Issue Uniting Democrats and Republicans? Worries About A.I.

The growing unease over artificial intelligence is something elements of the left and the right can agree on in a polarized age.

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May 3 • 5:01 AM EDT • Politics • nytimes.com
‘The reality, for better or worse’: Columbia comp sci students and faculty grapple with AI’s disruption of the field

‘The reality, for better or worse’: Columbia comp sci students and faculty grapple with AI’s disruption of the field ‘The reality, for better or worse’: Columbia comp sci students and faculty grapple with AI’s disruption of the field A field that once seemed like a direct path to stable, lucrative work is becoming less certain under AI, students and faculty told Spectator. By Ria Vasishtha and Arjun Menon May 3, 2026 Shanying Liu / Deputy Illustrations Editor Asia Genawi, SEAS ’29, first encountered artificial intelligence during her sophomore year at her high school in Indiana. Back in 2023, policies on AI varied widely—even within the same district—and some schools had no guidance at all. As Genawi began to see the effects of AI trickle into her classroom, she turned to guidance from her home state’s Department of Education, which she said she found “outdated and inaccessible.” Genawi spent the rest of her high school career dedicated to the issue, including writing a 15-page memo exploring varying AI policies across Indiana schools, which she sent to every Indiana state senator and representative whose contact information she was able to find. She later helped draft a bill that would have required public high schools to establish and share their own AI policies with students in an accessible format. But with so many other bills already awaiting referral, hers never made it to committee. When Genawi arrived at Columbia to study computer science, she found that the gaps she had spent years trying to address in Indiana had followed her there. Many students and professors were also grappling with what AI meant for the field. Across Columbia’s undergraduate schools, computer science has become the most popular major—accounting for around 11 percent of degrees awarded in Columbia College, 32 percent in the School of Engineering and Applied Science, and 12 percent in the School of General Studies in 2024. While the number of computer science majors in SEAS grew from 166 to 173 during the 2024-25 academic year, the total number across the three schools fell around 4.5 percent from 393 to 375, driven by declines at Columbia College and General Studies. At Barnard, it has grown to become the second most popular major as of 2025, up from third the year prior. The number of degrees awarded have grown fivefold since 2016. Faculty members and students in the department told Spectator that the surge in the major’s popularity has been driven in large part by its apparent promise of a secure, well-paid career path. However, they noted that the recent rise of generative AI has compromised the sense of stability that once defined the field, even as interest in technical skills among students persists. According to data from the Federal Reserve Bank of New York in 2024, out of 74 majors tracked, computer science had the fifth highest unemployment rate among majors at 7 percent, while computer engineering had the second highest at 7.8 percent. “Anecdotally, people are moving away from CS as a major,” Daniel Bauer, a senior lecturer in the computer science department, said. “They’re still taking some of our classes, right, because they think they need that, but they’re instead majoring in other things.” Bauer described a field that had shifted from what he called a “nerdy outlier discipline” to one that “everyone needs,” a sign that technical skills have become a baseline expectation across industries with the emergence of AI. “A lot of people thought, ‘Oh, it’s a guaranteed path to a stable income. You get a six-figure job right out of your undergrad,’” Bauer said. Now, companies may see AI as a way to reduce demand for entry-level programmers, especially in what he calls “code monkey jobs,” roles where a large number of employees are “just writing out code nine-to-five.” Chris Murphy, a senior lecturer in the computer science department, described the current moment as the convergence of two forces: the downturn of the job market and generative AI coming onto the scene. “Things kind of started to really pick up in 2014, 16,” he said, recalling the years after the weaker 2010 market. Murphy added that this was also a period where “students were getting more experience outside of class than they were inside of class” through internships, jobs, and side projects. Murphy suggested that the earlier momentum helped make computer science feel like both an academic program and a reliable pathway into work. That feeling is harder to sustain now as the industry reconfigures, which is a shift that students are seeing firsthand. Rebecca Yu, SEAS ’27, said that during a recent internship in Big Tech, she saw that “every single tech company was racing to integrate” large language models. She added that her manager said her intern class was the first to complete their assigned projects, which she attributed to the increased efficiency that comes with AI. Frank Liu, SEAS ’29, said that with AI lowering the barrier to coding, companies now expect everyone to write code. “A lot of companies outright say if you’re not using coding in your job, you might get fired for not being productive enough,” Liu said. Yu similarly expressed that students increasingly have to accept AI being a part of industry workflow, adding that many also “make use of it to maximize their productivity.” Richard Li, CC ’28, described a “franticness” among his peers as the pace of change accelerates. He explained how “some new tool” is released regularly, noting that tools rise and fall in prominence within weeks. He has come to believe that he doesn’t need to “match that speed all the time” and keep up with every development. Li has learned that AI tools allow him to “take a breath” and “get back into the loop much easier than before” when he needs to. While some companies specifically target Columbia when hiring, sending representatives to campus career fairs and recruiting large numbers from Columbia, a computer science degree cannot be treated as a static credential, Yu described. “You can’t just get your degree and stop learning after that. You have to always be learning,” Yu said. “That is something you basically have to expect for your job.” AI has not only affected students’ decisions to major in computer science, but also reshaped how the subject is taught. Across departments, faculty members no longer treat work done outside the classroom as a reliable measure of understanding, shifting instead toward in-person exams, quizzes, and attendance checks. While homework once made up as much as 60 to 70 percent of a student’s grade in computer science classes, Murphy said that breakdown has since flipped, with exams and quizzes now accounting for the majority. “The assumption—especially among pessimists—is that they’re using it to do their homework,” Murphy said. “They take the homework assignment. They put it into generative AI. Out comes the solution. Submit solution. The end.” Murphy said that faculty members ranged in their responses from fully prohibiting AI use to actively teaching students how to effectively work with AI. He said he shifted his approach this year after his teaching assistants called his belief that students weren’t using the technology “naïve,” and now permits students to use AI on assignments. His surveys of students in his introductory classes have told a more complicated story than the one so-called pessimists offer: Around 60 to 70 percent of students who reported using AI said they used it to have concepts explained to them, to clarify assignment instructions, to generate test cases, or to create practice questions. “Those are all ways that you might have had a tutor in the past to do that, and now you have this AI essentially as your tutor,” he said. Bauer has taken a different approach, teaching students how to use AI productively without sacrificing the core principles of the discipline. “People who are trained to actually use AI tools productively, while being in charge of designing the overall project, will be very much in demand in the next couple of years,” he said. Over the past year, a working group of computer science faculty has been redesigning the introductory and intermediate programming sequence to integrate generative AI as both a subject and a tool, representatives from SEAS wrote in a statement to Spectator. The effort is “coordinated” across the department, “not course-by-course,” with a systematic assessment of how AI integration is affecting student outcomes underway to shape the next round of changes. The goal, the department explained, is for students to be able to “read, verify, and reason about code, whether they or a model wrote it.” Tony Dear, senior lecturer in the computer science department, is piloting individualized AI feedback in a discrete mathematics course, while a machine learning course is also testing a Socratic AI dialogue system designed to “guide inquiry rather than supply answers,” the statement reads. Beyond individual courses, SEAS funded seven cross-departmental faculty projects in generative AI this past academic year, spanning biomedical engineering, chemical engineering, industrial engineering, and computer science, according to the statement. This phenomenon extends beyond the computer science department. SEAS’ new AI minor, which it announced in November 2025, reflects the University’s attempt to adapt. The minor is specifically designed for noncomputer science majors and aims to provide “essential AI knowledge” while emphasizing practical and responsible use across disciplines, according to the SEAS website. At the center of the minor is AI in Context, a course taught by a team of faculty from the departments of computer science, applied mathematics, philosophy, music, literature, and the Writing Center, the representatives told Spectator. Bauer described it as targeted at students who want to bring AI into fields like economics or biology, rather than as a path into software engineering itself. At the graduate level, SEAS announced a new Master of Science in artificial intelligence in February, with the inaugural cohort starting in the fall. While recognizing how AI has helped them navigate coursework, students also described its rise as isolating, even among members of the Application Development Initiative, one of Columbia’s largest computer science clubs. “As people start to ask AI for questions that they would normally ask students and members, it starts to isolate people” Li said. Alexa Kafka, BC ’27, echoed Li’s sentiment, pointing out that computer science has always been a collaborative discipline with code reviews and pull requests, even as AI makes independent work easier. Despite this, Kafka noted that she hasn’t been to office hours “in at least a year.” Bauer added that faculty are exploring long-term solutions to the assessment problem. “One of the things that we’re trying to do at the department or school level is to maybe move towards computerized testing facilities,” Bauer said, referring to ideas in the department to revitalize computer labs as an alternative to pen-and-paper exams. “We have to accept that this is the reality, for better or worse.” But more exams, students say, does not mean better learning, nor does it reflect how computer science is actually done. “Code is so variable and can be approached in so many directions, there’s never just going to be one correct answer. There can be multiple optimal solutions,” Kafka said. Students also expressed concern that the shift toward exam-heavy grading pulls focus away from the applied, project-based work that better reflects both discipline and industry expectations. ADI has tried to respond more quickly than the curriculum can. Through a vibe coding workshop this past semester, club members said they wanted to help students understand not just that AI exists, but how to use it deliberately. “Vibe coding” refers to the practice of prompting AI to write code for a task or project, and has become widespread enough that ADI felt the gap in formal instruction was worth addressing, according to Sophia Huang, BC ’29. The workshop introduced students to the concept of context engineering, which Shaina Sahu, SEAS ’27, described as not just writing a prompt, but optimizing “the rest of the relevant information that you would feed into the model.” Without that, students said that AI-generated code can fail at scale or introduce difficult-to-detect bugs. Genawi said the shift toward AI has changed what it means to be good at computer science. “I think the shift has kind of gone towards what can you create and what can you do, instead of, what do you know,” she said. Indeed, during ADI DevFest, its annual hackathon, Li said more teams are trying to complete their projects than in years past. While sign-ups have historically outpaced submissions, Li said this is beginning to change because teams “have a tool that completes the vision for them.” While many students see AI as an equalizer that lowers the barrier to entry for coding and technical work, Murphy said it also creates new equity concerns inside the classroom around who can afford stronger tools and who already knows how to use them. “The equity issues I worry about are students who have access to paid versions of things versus free versions of things,” he said. Although popular AI models like ChatGPT and Claude have free versions available, both have paid models that can reach over $100 per month, which output different qualities of code. Murphy also pointed to differences in prior exposure to AI literacy itself. “Students who go to high schools or K-12 education, where they’re taught AI literacy, prompt engineering, context engineering, they understand how to do this, as opposed to students who go to schools who don’t teach that,” he said. “Then they come in, and then they’re somehow expected to know how to use these tools.” For Genawi, those disparities begin long before students arrive on campus. “It’s very interesting to consider how lucky you were geographically,” she said. “To be born where you were is influencing your ability to get access to these spaces.” Students like Yu, though broadly apprehensive about the future of computer science, are not without hope. “I’m optimistic, because I think if you’re truly passionate about CS, there will definitely be a place in the field to do something you want to do,” she said. Senior Staff Writer Ria Vasishtha can be contacted at ria.vasishtha@columbiaspectator.com. Follow Spectator on X @ColumbiaSpec. Staff Writer Arjun Menon can be contacted at arjun.menon@columbiaspectator.com. Follow Spectator on X @ColumbiaSpec. Want to keep up with breaking news? Subscribe to our email newsletter and like Spectator on Facebook. Produced with Spectate by Emily Ta

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May 2 • 8:00 PM EDT • Science • columbiaspectator.com
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Apr 28 • 2:09 PM EDT • Technology • bloomberg.com