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Scientists uncover cancer-causing chemicals hidden in everyday foods
Scientists have identified potentially cancer-causing chemicals hiding in many everyday foods, especially those exposed to high heat cooking methods like grilling, roasting, smoking, and frying. The compounds, known as PAHs, can form during cooking or enter foods through contamination, raising concerns about long-term health risks.
100+ Advocates Bring A Midterm Mandate On Women's Health To Capitol Hill
Osteoporotic fractures cost more than heart attacks combined. A 30% reimbursement gap. 100 advocates. One appropriations deadline. Here's the ask.
The affordability crisis doesn’t stop at the kitchen table. It’s hitting small business, too.
We need elected leaders to prioritize regular working families and small businesses like ours instead of catering to large corporations and special interests.
If Majoring In Computer Science Is Doomed Due To AI, The Latest Claim Is That Majoring In Philosophy Is The Next Best Choice
Some say computer science as a major in college is doomed due to AI. The claim is that majoring in philosophy is better. I tackle this. An AI Insider analysis and scoop.
T-Mobile Unveils New Razr Lineup With Big Discounts and a New Fold Model
T-Mobile is adding Motorola’s newest Razr lineup, including the motorola razr, motorola razr+, and the new motorola razr fold. The carrier says the razr and razr fold will be available starting May 28, while the razr+ is coming later. The bigger hook here is the pricing: T-Mobile is putting its strongest attention on launch deals, especially for customers who switch, add a line, or trade in an older device. As
Inaugural K-Entertainment Summit Shares K-Pop Business Strategies, Insights
Industry insiders from Universal Music, HYBE, Disney, AEG and more gathered at CJ ENM's first K-Entertainment Summit to discuss the Korean entertainment business.
Inaugural K-Entertainment Summit Shares K-Pop Business Strategies, Insights
Industry insiders from Universal Music, HYBE, Disney, AEG and more gathered at CJ ENM's first K-Entertainment Summit to discuss the Korean entertainment business.
Wake County Public Health urges safe food practices ahead of summer cookouts and gatherings
As Memorial Day Weekend approaches and families across Wake County fire up the grill for the unofficial start of summer, Wake County Public Health is reminding residents to take steps to prevent foodborne illnesses, especially cyclosporiasis which tends to rise during the warmest months of the year.
AI Training For Small Businesses Goes Nationwide
Free AI training from the U.S. Chamber and new tools from Anthropic are arriving just as small business formation surges and the AI adoption gap begins to close.
'Warhammer 40k: Chaos Gate - Deathwatch' Announced, Featuring Elite Xeno-Hunting Specialists
On the 22nd, during the 'Warhammer Skulls 2026' showcase, Games Workshop unveiled 'Warhammer 40k: Chaos Gate - Deathwatch,' a new title developed by Complex Games and to be published by Frontier Developments.
Best of Santa Cruz County entertainment, arts & food events this weekend, May 21-25
With the long weekend nearly here, check out things to do around Santa Cruz County with a recommendation from Lily Belli and a specially curated list from Lookout's BOLO events calendar.
SBA To Double To $10 Million Maximum Loans For Some Small Businesses
The change, taking effect on July 4th, will benefit businesses that need expensive equipment or real estate.
The End Of ‘Destiny 2’: All Expansions Canceled, Maintenance Mode Incoming
Destiny 2 is dead. It will no longer produce content updates after this June, and will go into maintenance mode from here. The end of an era.
Hulu Releases Trailer for Hannah Berner Special 'None of My Business'
The comedian and podcaster debuts her second hour on June 5.
Special Olympics and Young 9 Foundation Partner to Advance Inclusive Sports
Two-year Partnership to Grow Special Olympics Unified Sports® in North Carolina and the Caribbean
Business Briefs: May 22, 2026
Greenfield native celebrates grand opening of Almanac Mkt. in historic Paxton barn on May 23 PAXTON — Almanac Mkt., a new retail marketplace specializing in antiques, vintage goods, art, handmade products, crystals and furniture, will host its official grand opening on Saturday, May 23. Located at 242 Pleasant St. in Paxton, the doors will open […]
Apple to Broadcast MLS Match Shot Entirely on iPhone 17 Pro
Apple TV on May 27 will present a special live MLS match captured exclusively on iPhone 17 Pro, the first time the device will be used to shoot the entirety of a major professional live sporting event broadcast.
Music Executive Dennis Arfa to be Inducted into the Long Island Music and Entertainment Hall of Fame
Induction part of 2-day Billy Joel Symposium Event Stony Brook, NY — The Long Island Music & Entertainment Hall of Fame (LIMEHOF) will induct Dennis Arfa, Billy Joel’s longtime booking agent and chairman of the Music Division at Independent Artist Group at a special ceremony at 7pm on June 6 th at their Stony Brook Village location (97 Main Street). The event will feature special guests and a live music performance. The induction will be part of the 2-day ‘Billy Joel Symposium’. The event is open to the public and requires special event tickets.
Philip Glass, turning 90, gets tribute from Taylor Mac, Lucinda Childs
Taylor Mac and Lucinda Childs honored Philip Glass and his work with poets during a special performance, one of several celebrations ahead of the composer's upcoming 90th birthday.
007 First Light just got a second Nvidia promotion, as it now comes free with GeForce Now Ultimate
After launching its 007 First Light bundle for RTX 50 series GPUs, Nvidia is now giving away the game for free with GeForce Now.
Apple TV to air first major live pro sports event shot on iPhone 17 Pro
On May 23, Apple TV presents a special MLS match captured on iPhone 17 Pro — a first for a major professional live sports event.
AI & Science: What Is the Future of Discovery?
Continued progress in artificial intelligence, its expanding usefulness in science, and its contributions to landmark advances suggest that we may have entered a new era of AI for science.The breakthroughs so far—such as predicting the structure of practically every known protein, with profound implications for our understanding of biology, health, and the treatment of disease—are notable not only for what was achieved but also how it was achieved and what that suggests for scientific progress. This special double issue of Dædalus poses the question: What is the future of scientific discovery in this new age of AI? Thirty-three scientists responded. Bringing perspectives from life sciences and medicine, cognitive science and neuroscience, the physical and earth sciences, chemistry and materials science, computer science, mathematics and the social sciences—they draw on their work at the frontier of AI and science. The authors write with an eye to the future, not just the present. They explore what is being achieved and what possibilities lie ahead; examine AI’s limitations and efforts to move forward; and investigate the larger implications of AI-assisted science—on how science is done, the role of the scientist, and the scientific method, as well as the challenges and complexities involved.The authors together exemplify a long-standing bidirectional relationship: AI advancing science, while science advances AI. Where that relationship will take us—a golden age of discovery? New scientist-machine collaborations? Autonomous labs? Discoveries without human understanding?—is a future we are only beginning to imagine, and one we must also shape if the beneficial possibilities are to be realized.Image: UMAP sculptures visualizing three Dædalus volumes on artificial intelligence. © 2026 by Refik Anadol.
Avoiding the Walker Dip: Military health professionals must ‘train how you’re going to fight’
Military Health System prioritizes skills sustainment, especially during times of peace, to prevent threats to medical readiness.
Apple TV to air first major live pro sports event shot on iPhone 17 Pro
On May 23, Apple TV presents a special MLS match captured on iPhone 17 Pro — a first for a major professional live sports event.
Boise State Forms Sports & Entertainment Group within Athletics - Boise State University Athletics
The formation brings together concerts, community, and special events at ExtraMile Arena and Albertsons Stadium
Boise State Forms Sports & Entertainment Group within Athletics - Boise State University Athletics
The formation brings together concerts, community, and special events at ExtraMile Arena and Albertsons Stadium
How Josh Johnson composed 'Symphony,' the music-driven special aiming to be timeless
The 'Daily Show' co-host swaps topical punchlines for something meant to last decades in his new special 'Symphony,' premiering Friday on HBO.
Syensqo to Review Performance and Care Unit to Focus on Specialty Materials
The chemicals company is seeking to become a pure-play specialty materials and tech company, increasing its exposure to aerospace and defense, electronics, healthcare, energy and advanced mobility applications.
Chase Travel plays a starring role when entertainment clients seek VIP treatment
Chase Travel Entertainment Solutions specializes in high-stakes, customized and discreet travel arrangements for A-list celebrities and entertainment clients, leveraging its scale and focus for growth in the entertainment sector.
Tybee Island, Marine Science Center to host free Community Day
The City of Tybee Island and the Tybee Island Marine Science Center are teaming up for a special Community Day offering free admission for Tybee Island residents. The event will include interactive exhibits, family activities, raffle prizes and opportunities to learn more about coastal conservation.
Ex-prosecutor charged over handling of sealed Smith report on Trump classified files probe
A former federal prosecutor in Florida sent to her personal email account a special counsel report from the investigation into President Donald Trump's hoarding of classified documents despite a judge's order that it remain sealed, according to an indictment made public on Wednesday.
Meet DFP Spring Fellow, Niko Dawson, Washington University in St. Louis -
Nikolas Dawson (he/they) is a second-year political science PhD student at Washington University in St. Louis, specializing in formal theory and American politics. His fields of study include political behavior, elites, and minority politics (broadly [...]
Scientists discover why Alzheimer’s risk hits women so much harder
Women may be especially sensitive to the effects of common dementia risk factors, according to a new UC San Diego study of over 17,000 adults. Researchers say tailoring prevention strategies specifically for women could be key to reducing Alzheimer’s risk.
China Has Outspent The U.S. On Research For The First Time. 3,375 American Scientists Are Telling Congress To Pay Attention
China outspent the U.S. on R&D for the first time in 2024. 3,375 scientists, including 48 Nobel laureates, just filed formal testimony with the Senate.
T. rex’s tiny arms may have evolved for a surprisingly brutal reason
Why did T. rex have such tiny arms? Scientists now think it’s because its giant head became the ultimate hunting tool. Across multiple dinosaur groups, stronger skulls and crushing jaws evolved alongside shrinking forelimbs, especially in predators hunting enormous prey. In other words, once the bite became deadly enough, the arms may have stopped mattering.
Baptist Health Paducah to offer special pricing for sports physicals
Baptist Health will offer sports physicals for $35 at its urgent care, primary care, pediatrics, and orthopedics & sports medicine offices. The discounted price is available through Aug. 31.
Defining An Intelligent Business
Some thoughts on data quality, semantic layers, human adoption, and practical strategies for building intelligent businesses
LOAM ENTERTAINMENT'S 'BAD COUNSELORS' ARRIVES IN THEATRES NATIONWIDE JULY 23-27 FROM FATHOM ENTERTAINMENT
When two hard-partying fraternity brothers pose as Christian camp counselors to work off court-ordered community service, the summer quickly becomes more than either of them bargained for. Loam Entertainment's irreverent fish-out-of-water comedy BAD COUNSELORS arrives in theatres nationwide for a limited engagement July 23-27, 2026, distributed by Fathom Entertainment, the leading specialty distributor of content to theatrical partners worldwide.
Three Takeaways From Kauffman Foundation New Small Businesses Report
The Ewing Marion Kauffman Foundation has released its national report on early-stage entrepreneurship in the U.S., evaluating the launch of small businesses.
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.
Health care disruptions across Massachusetts if Trump revokes TPS for Haitians
Haitian health care workers provide crucial services in Massachusetts, especially to older adults and people with disabilities.
Why 70–80% Of Small Business Sales Fail (And How To Avoid It)
Learn why 70–80% of small business sales fail and what owners can do to build a sellable business with stronger valuation, systems, and financial clarity.
Addictive AI Could Become The Next Big Business Risk
AI is making digital products more engaging, but that also creates a growing risk around addiction, mental health and harmful customer behavior.
Scientists Discover Over A Thousand New Ocean Species In Landmark Deep Sea Exploration
From deep sea ghost sharks to symbiotic worms and unusual crustaceans, scientists have identified 1,121 new marine species in a single year through the Ocean Census initiative.
Fund Drive Special Programming: Disinformation, Political Manipulation, Identity Politics, and the Growing threats facing American Democracy
Host Davey D welcomed Jamelle Bouie to Hard Knock Radio for an in depth conversation about disinformation, political manipulation, identity politics, and the growing threats facing American democracy. Bouie, one of the nation’s most prominent political commentators, is a columnist for The New York Times and is widely known for connecting current political events to … Continued
Inter Miami CF and Heron Sports & Entertainment to Join FIFA World Cup 26™ Celebration in Club’s Elite Facilities
Inter Miami CF and Heron Sports & Entertainment will join the FIFA World Cup 26™ festivities by hosting a series of special events across its world-class facilities - Nu Stadium, Inter Miami CF Stadium and the Florida Blue Training Center. Inter Miami CF’s world-class facilities will host four nations preparing
Inter Miami CF and Heron Sports & Entertainment to Join FIFA World Cup 26™ Celebration in Club’s Elite Facilities
Inter Miami CF and Heron Sports & Entertainment will join the FIFA World Cup 26™ festivities by hosting a series of special events across its world-class facilities - Nu Stadium, Inter Miami CF Stadium and the Florida Blue Training Center. Inter Miami CF’s world-class facilities will host four nations preparing
Politicians criticize MS Lt. Gov. Hosemann's redistricting committee
Lt. Gov. Delbert Hosemann's committee on redistricting caught flak from some of his Republican colleagues because it includes two Democratic senators.
Inter Miami CF and Heron Sports & Entertainment to Join World Cup Celebration in Club’s Elite Facilities
Inter Miami CF and Heron Sports & Entertainment will join the FIFA World Cup 26™ festivities by hosting a series of special events across its world-class facilities - Nu Stadium, Inter Miami CF Stadium and the Florida Blue Training Center. Inter Miami CF’s top-notch facilities will accommodate four nations preparing
Inter Miami CF and Heron Sports & Entertainment to Join World Cup Celebration in Club’s Elite Facilities
Inter Miami CF and Heron Sports & Entertainment will join the FIFA World Cup 26™ festivities by hosting a series of special events across its world-class facilities - Nu Stadium, Inter Miami CF Stadium and the Florida Blue Training Center. Inter Miami CF’s top-notch facilities will accommodate four nations preparing
Whoa! Netflix is Sending Narnia Heading to Theaters...What This Means for the Future of Film
(Welcome to the “Most Important Story of the Week”, my bi-weekly strategy column analyzing the most important (but often not buzziest) news story of the last two weeks. I’m the Entertainment Strategy Guy, a former streaming executive who now analyzes business strategy in the entertainment industry. Please subscribe.) Here’s a funny thing about the debate over whether streamers should release their movies in theaters first: Both sides think the other side represents the “conventional wisdom”. If you’ve been reading me for any amount of time, or even just scanned my front page, you know I think movies make more money by having a robust theatrical window compared to going straight-to-streaming. I’ve published thousands of words on this topic. And for years, I felt like I was standing up to a wave of opposition. See, while the “put your films in theaters to make money” take was obvious at any point before 2019, post-streaming revolution, most of the trendy thinkers took the opposite point of view. Big names argued that Netflix putting their film straight-to-streaming (“S-to-S” from here on out) actually made more money. Netflix was “disrupting” theaters, just as they disrupted Blockbuster Video, and since innovation is always good, this too was a great idea. This thinking then leaked into the mainstream business outlets like the Wall Street Journal and Bloomberg. I read many articles whose take boiled down to “Netflix makes tons of money from S-to-S releases” and “theaters were in structural decline” anyways. Covid-19 shutting down theaters and the 2023 strikes shutting down film production seemingly justified this point of view, as the box office struggled to return to 2017-2019 heights. Yet I’ve also read folks arguing the opposite point: the conventional wisdom says to put films in theaters! From some writers’ points of view, “everyone” actually agrees/agreed with my “send your films to theaters” take—especially the stodgy traditional studios—and folks still didn’t understand Netflix’s genius. I feel like, for the last two years, many people have argued this point as if it’s conventional wisdom. You know what? I may have been wrong. At this point, the “S-to-S strategy makes money” might be the minority viewpoint. Especially with the news this month that Netflix will put at least one film—Greta Gerwig’s Narnia film The Magician’s Nephew—in theaters in 2027 for a full 49-day run is big news. So that’s the story of the week, but I’ll also explain why they’re making this move now and why Netflix may not completely embrace theaters, along with other topics, like how I don’t buy Disney’s “super app” strategy, the latest good news out of the unions, my take on the latest attacks against free speech, and a whole lot more. Let’s get started. Subscribe Most Important Story of the Week - Netflix Goes to Theaters! Listen, I promise not to victory lap too hard today. As I just wrote, I’ve argued against sending films straight-to-streaming for—checks calendar—eight years now. Since 2018. Yikes. That’s a long time. And for years, others painted my thinking as “conventional” in that I was standing up for the status quo against trendy, cool disruption. And that’s not cool! But math is math, and I never could make the S-to-S numbers work. The only thing that ever enabled that model was Wall Street’s brief exuberance for it. It seems like the heads of Netflix now agree with me. (There were always rumors that former head of film for Netflix Scott Stuber argued internally for theatrical releases as well.) As they announced: “The Magician’s Nephew_—the first film in a Narnia series of films—will open on 12-Feb-2027, with a 49 day theatrical exclusive run.”_ I’m a little surprised at how little coverage this big change actually got. Credit to Bloomberg for leading with it and Matt Belloni’s The Town for highlighting it with the provocatively titled podcast “Hell Hath Frozen Over”. But after that? Instead of getting as much coverage as, say, the FCC’s latest egregious crackdown on free speech, this news story got crickets. But it’s massively more important for the future business of entertainment. So let’s start with the obvious question… Why Put Your Movies in Theaters? So…why should Netflix put (some!) of their movies in theaters? Well, I’ve already written that in a very, very, very long article from 2022: [ ](https://entertainment.substack.com/p/the-data-is-in-theatrical-films-massively) [ The Data Is In: Theatrical Films Massively Outperform Straight-To-Streaming Films ](https://entertainment.substack.com/p/the-data-is-in-theatrical-films-massively) Entertainment Strategy Guy · April 5, 2023 [ Read full story ](https://entertainment.substack.com/p/the-data-is-in-theatrical-films-massively) To summarize, theatrical runs make much more money, especially blockbusters, because they earn more money per viewing,1 and that helps boost home entertainment sales. Theatrical films also perform as well or better than the streaming-only films. Now, partially this is driven by increased marketing for said films, but said marketing ultimately boosts the awareness of the movies and drives improved streaming and library performance as well. Again, I’ve made this case after reviewing the economic models and streaming data for years. Just last week, Emily Horgan also made the case for kids films! Yes, it is probably conventional wisdom, but that’s also because it’s true! I’d also argue we’ve seen a lot of data in the various studios’ behavior. As I’ve noted before, the more a studio needs to make money, the likelier they are to put films in theaters. As such, Disney, Universal, Warner Bros., Paramount and Sony all send their major films to theaters. Even if they once made a big S-to-S push (*cough* Disney *cough*), they’ve since relented and returned to theaters. The tech companies don’t need to make money, per se, so it took them years to embrace theaters. Apple doesn’t need to make money because it doesn’t disclose their (likely) Quibi-sized losses each year. (They fear bad press more than losing money.) Amazon announced two years ago that they planned to make Amazon-MGM Studios/Prime Video profitable on its own, and guess what? Now they’re putting films in theaters. That leaves Netflix. They’re in between the “no need to make money at all” and the “desperately need to make money to offset linear TV declines”, so they had less pressure to put some films in theaters. Plus, for years, they were the sexy disruptor, and Wall Street rewarded them for that. (Honestly, they still do.) Yet, even Netflix likely saw the money they were leaving on the table (I’ve estimated it at an easy billion dollars before) so they changed their course. I heard one pundit argue that, because Netflix already makes so much money, they don’t need to make more money, which sort of goes against everything I’ve ever learned about business and economics. Again, to be super-nuanced, sending “films to theaters” does not mean EVERY film. TV movies have been a thing for decades. Lifetime films, Hallmark holiday films, Disney Channel Original Movies, and so on, don’t need theatrical runs. But films above a certain budget level (say $25 to 50 million) almost certainly need theaters to maximize their revenue. The Scenarios (with a Dose of Skepticism) Now time for some skepticism: it won’t surprise me at all if Netflix re-changes course. Specifically, Netflix announced that their Narnia film will go to theaters. And I’d bet anything we see KPop Demon Hunters 2: The Huntering2 also goes to theaters, cause it’s the surest hit outside of a Disney animated sequel right now. But how much does Netflix truly commit to theaters? They’ve already tried to emphasize that this is a one-off move. I see three broad scenarios:
Fort McCoy holds April 2026 meeting of Safety & Occupational Health Advisory Council
Fort McCoy held a special meeting of the installation Safety and Occupational Health Advisory Council (SOHAC) on April 1, 2026, that included Fort McCoy...
Jenks America Food Truck Festival returns with specialty foods and live entertainment
Foodies unite! The annual Jenks America Food Truck Festival is back this month with a wide selection of specialty foods.
Balancing act: 26 Sun Devils sports present unique challenges in NIL era
Arizona State’s athletic department faces unique challenges in sponsoring 26 varsity sports teams, especially with the rise of name, image, and likeness.
Meet Dr. Claw: The open-source AI assistant revolutionizing the research workflow
Lehigh University researchers have built the first “AI for Science” software tool designed to support the entire project workflow for research scientists. Dr. Claw is an open-source, full-stack AI research assistant that helps users refine ideas, conduct literature reviews, run experiments, draft and review papers, write grant proposals, and build presentations. It eliminates the need to toggle between specialized AI tools—such as deep research agents for source evaluation or code generators for data analysis—by unifying these capabilities within a single interface.
Ebola outbreak prompts U.S. to screen travelers at airports, other ports of entry
The U.S. is relying on a special public health authority to bar non-U.S. passport holders who have been to Uganda, Congo or South Sudan from entering the country.
The AI Era Is Reordering The 4 Paths Of Business Education
AI is commoditizing business expertise. That may expose Founder-CEO education as the missing fourth quadrant of business education.
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.
Blocking New Medicare Home Health And Hospice Firms Won’t Stop Fraud
Barring new entrants will be good for existing firms that will avoid competition. But it hard to see how it will prevent fraud or benefit patients and their families.
Microsoft Confirms Active 0-Day Exploit—Check Emergency Mitigation Now
Microsoft Exchange users are urged to mitigate a zero-day vulnerability that CISA has confirmed is under active exploitation.
Buttigieg rallies for Montana election initiative, stays mum on political plans
During an hour-long speech in a packed Mother Lode Theatre, Pete Buttigieg made a rousing plea to ban corporate money from Montana politics while repeatedly sidestepping talk of a 2028 presidential run. The 2020 Democratic presidential candidate and former U.S. transportation secretary drew cheers from the audience of 1,200 in Butte as he suggested that special interests and corporate spending in campaigns had drowned out the concerns of average voters.
This Week In Main Street Technology: Meta’s New AI Glasses, Google Introduces The Googlebook And Claude Has A Small Business Offering
Meta Ray-Bans, Google's Googlebook, Claude For Small Business and other news impacting your small business this week.
'Am I mommy or boss?': Families in business together make it work
Of all the foundational relationships in life, perhaps none is more special — and complex — than the one between mother and child. In...
UM Health-Sparrow celebrates “517 Day” with special onesies for newborns
Mid-Michigan celebrated its 517 area code Sunday, and University of Michigan Health-Sparrow marked the occasion by honoring babies born on May 17.
Founder Leadership: 4 Key Business Lessons From The U.S. And Europe
From balancing ambition with discipline to jumping in, even when the market isn’t ready, founder leaders share their views on business success.
Entertainment: Musician Jack Johnson debuts new film
A special screening of Johnson's new documentary SURFFILMMUSIC is set to take place at the Neal S. Blaisdell Center.
Mission admission: AI, data science courses surge across Gujarat campuses
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Now What? With Carbon Pricing Eroded and Pipeline Politics Advancing, Here Are the Pathways for Climate Success
At the end of a whirlwind week of news on carbon pricing and electricity strategy, capping a madcap year of pretty much non-stop, dramatic change, the word across much of Canada’s climate and energy transition community is that climate policy in this country has been shredded. Eviscerated. Hit with a sledgehammer by policy rollbacks that have pushed the country’s 2050 net zero target “well out of reach”. That means it’s never been more important to look for the rays of hope and glimmers of possibility. To glimpse the seeds of the next set of strategies to get Canada’s climate pollution under control and the country into the accelerating global dash away from fossil fuels. And then, once we’ve spotted those possibilities, get on with the hard, day-to-day slog of trying to make them a reality. Nothing takes away from the frustration and the deep disappointment so many climate and energy hawks are expressing, the sense of betrayal by the author of Value(s) and the former UN special envoy for climate action and finance. But we knew two things as the week drew to a close. We’re looking at the world as it most definitely is. And we don’t get to give up finding the pathways to confront climate change and deliver faster, deeper carbon cuts that leave no one else behind. So really, the first question we all have to ask ourselves is: What’s next? Subscribe All the Oxygen in the Room The outpouring of anger and grief over the carbon pricing deal between Prime Minister Mark Carney and Alberta Premier Danielle Smith has been absolutely understandable. So much of the climate community poured years, more than a decade, into dragging the current federal pricing regime across the finish line, then defending it from a deluge of three-syllable rhymes after the Trudeau government proved utterly incapable of delivering its own message. The policy foisted on us by neo-classical economists took up all the oxygen in the room, burned through years of climate response time that we won’t get back, while cornering climate hawks into the position that the best response to the crisis of our lifetimes is a new tax…in an era of historic anti-tax sentiment. I mean, really—what could possibly have gone wrong? Against that history, let’s appreciate columnist Max Fawcett’s point that even a modest carbon pricing agreement with a government as off-the-wall libertarian/conspiracist as Danielle Smith’s—those adjectives are mine, not Max’s—is a win worth savouring (as long as Smith keeps her promises for a change). But part of living in the world as it is (no, I’m not letting that go) is to be clear-headed about what we can and can’t control. And one thing we get to decide, after seeing this week’s carbon price festivities take up all the oxygen yet again, is whether we want to keep letting that happen. Particularly when success down that road depends on a factor that no one with a climate agenda can control or influence—a provincial carbon pricing mechanism that has been manipulated and eroded beyond its lowest possible denominator. Thankfully, that’s not the way it has to go. Not when we have so many other powerful, practical tools at our disposal, including the ones still available to us through this abominable Memorandum of Understanding (MOU) between Canada and Alberta. Tools In Our Toolbox When I started roughing out this list, I didn’t expect it to grow to nearly a dozen bullet points. It’s probably still incomplete. Some of the greatest hits in today’s climate solutions toolbox include: • No Carbon Capture, No Pipeline: On Friday, Prime Minister Mark Carney explicitly stated that there’s been no change to the MOU provision that there will be no West Coast pipeline without an industry commitment to build its massive, $16.5-billion carbon capture and storage (CCUS) hub in Northern Alberta, and vice versa. The two megaprojects were joined at the hip when the MOU was signed Nov. 27, and the implementation agreement this week affirmed that they still are. A parade of independent analysts have spent years pointing to the economic and technical flaws in CCUS, while the industry kept postponing its investment decision until it could arm-twist the government for more “clarity” (by which it meant even more lavish taxpayer subsidies) on the project. Now the industry itself is running away from the CCUS hub and insisting the pipeline should proceed without it, but Carney doesn’t seem to be budging from a central tenet of the MOU to which Smith has signed on. • No Subsidies, No Investors: Climate analysts and advocates have quite rightly been hammering away at Carney and his team, insisting that any new capacity the industry wants to build must proceed without new subsidies. The government has responded with a growing collection of funding and financing mechanisms for the very wide menu of industrial development and nation-building projects they say they want to take on, and that menu always includes fossil fuel infrastructure. But it’s hard to see how even the combined fiscal clout of the federal and supportive provincial governments will deliver the financial backing private investors would need when the business case for new fossil fuel development is evaporating before their eyes. Particularly when… • No Market, No Demand, No Investors: As our friend Markham Hislop at Energi Media (our apparently sleepless friend, given the massive volume of great material he’s been churning out) points out this morning, the biggest vulnerability in any pipeline deal is the assumption that Asian buyers will want the oil or liquefied natural ga that our fossil industry is so keen to send them. Hislop writes in part: Ottawa and Alberta are effectively betting that countries like China and India will continue increasing oil imports for decades as their economies grow and energy consumption rises. That assumption underpins the entire economic rationale for expanding oil sands production and building billions of dollars in new export infrastructure. But Asian energy systems are changing rapidly… China, India, South Korea, and other major hydrocarbon importers are now investing hundreds of billions of dollars into electricity systems built around wind, solar, batteries, nuclear, hydro, and expanded transmission infrastructure. Domestic “energy sovereignty” is increasingly replacing the old energy-security model based on stable oil and gas imports. Those investments are expected to sharply slow oil demand growth and eventually reverse it, even as overall energy consumption continues rising. There are also refining constraints. Many Asian refineries and petrochemical complexes are already optimized to process discounted heavy crude from the Middle East and Latin America. That raises serious questions about how much additional Canadian bitumen Asian markets can absorb at profitable prices. Small wonder that there’s still no private sector investor for the project, despite Smith’s government desperately beating the bushes to put together a deal. For now, Alberta is acting as proponent and covering early start-up costs for a pitch to the federal Major Projects Office, which could actually turn into the next tough hurdle for Smith and her pipeline to jump. • Canada Day Looms: How ironic that Canada’s birthday this year could become a major chokepoint for the provincial premier who’s been working so diligently to tear the country apart! The July 1 target date for Alberta’s pipeline proposal is baked into the MOU, was reaffirmed by the implementation plan, but it hadn’t dawned on me that it cuts both ways. As one very smart colleague wrote in an email yesterday, “they’ve thrown the ball into Alberta’s court to get the project proposal on the table really quickly and to have to do a whole pile of work to put together a massive, complicated project that would typically take years to assemble, and they’ve given them weeks to do it.” That makes July 1 a looming deadline that Smith won’t be able to run away from politically, especially with the separatists in her party and her caucus breathing down her neck. (See previous ref to off-the-wall.) But if Alberta comes in with a sloppy, incomplete submission, even after Carney bent over backwards to simplify the application process and the rules that govern it, it may be harder for the province or the industry to blame Ottawa and insist on the faster process they claim their investors are demanding. (Oh, wait—which investors would those be??) • We’ll See You In Court (Then We’ll See You Again): If Carney did cave, that would be just one more reason for Indigenous and other affected communities to take the government and the process to court—Just as Alberta First Nations did, successfully, in response to Smith’s half-baked separation referendum. Veterans of the Harper era have been warning that a shoddy process around fossil fuel infrastructure or other major projects will be a recipe for the very delays that process seeks to avoid. And now more than ever, with renewable energy and energy storage eating fossil fuels’ lunch in import markets around the world, a delayed pipeline or LNG terminal may be as good as a cancelled one. • Charged Up, Ready to Go: With its goal of doubling Canada’s electricity supply to meet a doubling of demand by 2050, the national electricity strategy that Carney unveiled Thursday has a lot to like. With its explicit language about speeding the shift from fuels to more efficient and affordable electricity, global investment and deployment patterns that already favour that shift, an emerging bidirectional power grid, the role of front-line options like rooftop solar and heat pumps, the emergence of electric vehicles as behind-the-meter energy storage, and the domestic jobs and manufacturing to make it all happen, the document doubles down on the essential cornerstone of a faster shift off fossil fuels. The strategy envisions a more prominent role for gas and nuclear power. But some of those provisions were already in the Clean Electricity Regulations that climate hawks are now fighting so hard to defend, inserted as a compromise in a futile attempt to mollify the industry and its political representatives in Alberta and Saskatchewan. But once again, gas will be a tougher sell when it’s more expensive and now so much more unpredictable than the clean alternatives. The new nuclear technologies are still speculative and deeply vulnerable to cost overruns. Increasingly, utilities, developers, and investors know it. Carney declared Thursday that “it doesn’t do us good to be sitting in court all the time with provinces. It doesn’t do us good to be talking past each other. What does do us good is to come together with specific projects.” There are no guarantees, but so much of the language and narrative-building in the electricity strategy suggests the lion’s share of those projects will be renewable. • The Party Has Already Started: The electricity strategy only rarely digs down to specific projects, but provinces representing three-quarters of Canada’s population are already embracing a faster transition. Hydro-Québec is working on a 10-year, $185-billion renewable energy and grid buildout by 2035. Ontario recently brought 10 provinces and territories together in a National Energy Corridor Agreement to boost interprovincial and -territorial transmission infrastructure. And the MOU implementation agreement commits Alberta to facilitate investment in renewable energy projects, a big step back from its continuing, punitive restrictions on renewables development. The electricity strategy envisions much of the financing and infrastructure that will be needed to pull those advances together into an integrated whole. • Delivering on Affordability: The MOU implementation plan has little or nothing to say about affordability (are you surprised?), but the electricity strategy does, with a top-line pledge to reduce home energy costs for seven out of 10 Canadian households by 2050, a total saving of $15 billion across the board. It’s just a start, but it puts affordability on the government’s narrative map. If they’re serious and deliberate about patching together a least-cost energy strategy, it’ll have little if any room for oil, gas, or nuclear—not with powerful evidence, for example, that electricity prices are higher when those prices are set by gas. • Smith Proves that Canada Works: By signing a deal that makes it harder to claim the federal government is blocking a new pipeline, Smith has helped prove Carney’s constant anti-separatist refrain that “Canada works”—incurring the rage, no doubt, of her own political base. Canada also needs to work for anyone who depends on a clean environment, healthy and thriving ecosystems, and safe, stable climate. But with Smith and her separatist constituents setting up as a fifth column for annexation by Donald Trump’s United States, let’s set aside any notion that 51st state status for Canada is a recipe for anything other than climate disaster (and so much else). Resisting and withstanding Trump (just 170 more sleeps until mid-term elections, which is a damn sight better than the 730 we started with) doesn’t mean a free pass for a pipeline, but we can still appreciate it that keeping Canada whole and sovereign is still Carney’s Job One. • The Words Not Spoken: Apart from a commitment to export a million barrels of “low-emission” Alberta bitumen per day (memo to Smith and Carney: You realize that that’s less than the industry is already exporting??), the MOU implementation plan says nothing about the international trade and economic sovereignty deals that Carney has been travelling the world to negotiate. It didn’t have to. Carney doesn’t need permission from Danielle Smith, her American enablers, or her separatist allies to continue building the alliances that will ratchet down our economic dependency on our unstable, unreliable neighbour to the south. But every connection he builds with countries outside North America helps align our economy and our future with a faster shift off fossil fuels. Little if any of this was on our bingo cards a year or two ago. But it’s the pathway that has opened up to us. And if it gives Canada any climate or energy gains at all in an era still dominated by Trump and his increasingly ridiculous tariffs, his loutish trade negotiations and his continuing annexation threats, we have to take the wins. Not least because they’ll be the point of departure for what we can achieve in 2027, 2029, and beyond, as Trump’s grip and this era begin to loosen and then fade. What is Carney Doing? If this line of thought is right—and it’s a possibility, not a prediction—it means that Carney’s actions and decisions are largely about buying time. Time for Trump’s power to wane. Time for Alberta’s separatist/conspiracist virus to spread, mutate, die out, or at least die back, with help from a vaccine of federal steadiness and calm (appropriate enough, for a movement populated largely by vaccine deniers) that no conspiracy theory can dismiss. And time for the government’s trade and investment agenda to deliver results—even knowing that some of those results will bring impacts that front-line communities will not and should not accept. In the immediate moment, none of this changes the way the wider climate community has to respond, from campaigners to investors to front-line practitioners. All of our voices are still essential. But those voices will be stronger and more confident if we have a clearer sense of the brutal game we’ve been pulled into, and a plausible path (or two it three) for playing it to the win we need. This conversation also underscores our biggest task for the remaining years of what was supposed to be the “decisive” decade for climate response: if we can shift the energy narrative in Canada, make it a mainstream view that the country’s preoccupation with oil and gas has us falling farther behind a changing world, we’ll see far better results in the 2030s and beyond. For many veteran climate advocates, taking on that part of the fight will begin with recognizing that most of our friends and family, neighbours and colleagues already understand that climate change is real and right in front of us: they’re looking away and staying silent because they don’t have what climate communicator Katharine Hayhoe calls “efficacy”. As Hayhoe recently pointed out in a feature interview with The Energy Mix, it amounts to science denial to keep hammering away at the dire news about global warming without also helping audiences understand what they can do about it, with multiple studies telling us why that won’t work. Far better to open those conversations with the dominant crises like energy security, food security, emergency preparedness and business continuity, affordability, and financial security that have knocked climate change far lower on the list of public priorities, and will likely keep it there. We Knew This Would Happen Climate hawks have always known this day would come. For decades, we warned that everyone had to pay attention to climate change right now, because it would be much tougher to respond once the crisis itself started affecting our daily lives. We were right, and here we are. But now, thanks to decades of hard work, communities and countries have an alternative to doubling down on fossil fuels. “In 10 years everyone will have ‘always known’ that solar and batteries were going to win,” Morgan Solar Executive Chair Mike Andrade writes on LinkedIn. With the disruption in the Strait of Hormuz roiling energy priorities around the world, Canada and the United States are among the shrinking number of countries that are still very keen on fossil fuel development. Understanding that gap is a first, essential step in spotting the opportunities ahead, and averting the deep economic as well as environmental and social risk we face if we don’t seize them. Thanks for reading The Energy Mix Weekender! Subscribe for free to receive new posts and support our work. Subscribe Mitchell Beer traces his background in renewable energy and energy efficiency back to 1977, in climate change to 1997. Now he and the rest of the Energy Mix team scan 1,200 news headlines a week to pull together The Energy Mix and The Energy Mix Weekender. Chart of the Week BYD Eyes 20 Dealership Locations After Canada Greenlights Chinese EV Imports ‘Sledgehammer’ Carbon Price Deal Boosts Emissions by 230Mt, Aims for Fall 2027 Pipeline Approval ‘Worse Than Harper’: Regulatory Rollback Would Stop Canada from Assessing Project Impacts, Critics Warn Electricity Strategy Aims for Doubling by 2050, Allows ‘Flexibility’ for Gas Power Plants Opposition Mounts as O’Leary’s Data Centre Approved in Drought-Stricken Utah Diluted Carbon Price Misses ‘Reality of the World We’re In’, Could Impede Diversified Trade: Climate Institute $200B in Clean Energy Investment Will Need On-Time Delivery, Reliable Policies, Trade Association Says ‘Sovereign Pipeline’: CEO Pitches to Keep Trans Mountain in Government Hands What a Supercharged El Niño Could Mean for Canada Canada’s future is electric, and here’s how a power grid superhighway would get us there (Toronto Star) The Perilous Waters of Hecate Strait (Globe and Mail) Saudi Aramco profits jump despite conflict in Middle East (The Guardian) Farmers confront rising cost of fertilizer and fuel as spring seeding under way (Canadian Broadcasting Corporation) Clarkson forecasts 24% decline in offshore oil, gas capital expenditures (Oil & Gas Journal) Pipe Dreams: How Oil and Gas Fail to Deliver Economic Development in Africa (Oil Change International) Developing countries must hold the pen to script the fossil fuel transition (Climate Home News) Iran war threatens the dream of a post-oil economy in the Gulf (Washington Post) U.S. Oil, Gas Work Force Hits Lowest Level Since 2022 (Rigzone) Why Polestar Is Doubling Down on Net Zero as Rivals Pull Back on EVs (Bloomberg) Why this Michigan utility plans to sell its hydro dams for $13 (E&E News/Politico) Levees can no longer save New Orleans (Vox)
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