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‘Voting is medicine’: These health professionals want you to vote in the midterms » Yale Climate Connections
Physician Cynthia Mahoney says voting is a powerful prescription for health.
The Great Healthcare Cost Hike Is Here
"Here’s how the looming healthcare hike will impact insurance costs, wherever you get your coverage," write Neale Mahoney and Abigail Sanchez.
Rethinking Medicare home health
Liran Einav, Amy Finkelstein, Yunan Ji, and Neale Mahoney examine the design of the Medicare home health benefit. They assess the program’s objectives and offer reforms to better meet these goals.
Ranking Members Markey, Velázquez Push to Roll Back Trump Administration’s Discriminatory SBA Lending Policy that Blocks Immigrant Entrepreneurs from Pursuing the American Dream
Bicameral resolution would rescind Trump administration policy banning green card holders from accessing SBA loans Resolution Text (PDF) | One-Pager (PDF) (Washington, July 23) – Ranking Member Edward J. Markey (D-Mass.) and House Small Business Committee Ranking Member Nydia M. Velázquez (D-NY-7) today introduced a Congressional Review Act (CRA) resolution to rescind the Trump administration’s policy that bans green card holders from accessing essential Small Business Administration (SBA) loans to start and grow their businesses and invest in Main Streets nationwide. Trump’s SBA restrictions buck decades of precedent, attacking immigrant small business owners who are lawfully in the U.S. with no justification. The Trump administration’s green card holder ban is the most recent escalation of SBA’s draconian citizenship restrictions that are killing jobs and putting the American Dream further out of reach for entrepreneurs. In Fiscal Year 2025, the SBA made an estimated $5.7 billion in loans to green card holders, which supported more than 80,000 American jobs. Ranking Member Markey’s introduction of the CRA resolution follows his introduction of the Investing in the American Dream Act alongside Ranking Member Velázquez earlier this year. The Investing in the American Dream Act would roll back the SBA’s draconian lending restrictions and restore previous SBA lending policies for immigrant entrepreneurs lawfully in the U.S., including green card holders, refugees, and asylees. More than 100 organizations have called for the passage of the legislation and over 60 Massachusetts state legislators have raised concerns about the impact of the citizenship restrictions in their local communities. “Once again, Donald Trump is shutting hardworking immigrants out of the American Dream with his discriminatory and dangerous policies, fear tactics, and violent rhetoric. The anti-small business lending requirements implemented by Trump’s SBA won’t Make America Great Again—they are Making America Hate Again,” said Ranking Member Markey. “I am fighting every single day to roll back Trump’s brazen attempt to steal the American Dream from entrepreneurs in Massachusetts and across the country who enrich our communities, strengthen our Main Streets, and create jobs in the United States.” “Starting and owning your own business is one of the pillars of the American Dream. Under the Trump Administration, the SBA has sought to deny immigrant small business owners and entrepreneurs that dream by preventing them from accessing the capital they need to grow and scale their businesses. Not only is this policy cruel, but it is also self-defeating and holds our country back economically. As Ranking Member of the House Small Business Committee, I will do everything in my power to reverse this terrible policy,” said Ranking Member Velázquez. Massachusetts state legislators applauded Ranking Member Markey’s actions and emphasized the critical contributions of green card holders to Bay State communities and the Commonwealth’s economy. "Green card holders are our neighbors, workers, entrepreneurs, and taxpayers,” said Massachusetts State Senator Adam Gómez (D-Springfield), Senate Chair of the Joint Committee on Community Development and Small Businesses. “They open restaurants, launch small businesses, create jobs, and contribute every day to the economic strength of Massachusetts. Denying lawful permanent residents access to SBA loan programs doesn't make our economy stronger—it makes it harder for small businesses to succeed. I support this resolution because opportunity should never be limited by unnecessary barriers that prevent hardworking people from investing in their communities and pursuing the American dream." “Senator Markey’s CRA Resolution provides a valuable moment for our federal leaders to show their commitment to small businesses and the American Dream,” said Massachusetts State Representative Andy X. Vargas (D-Haverhill), House Chair of the Joint Committee on Community Development and Small Businesses. “The SBA’s recent policy restricting lawful residents from accessing the popular 7(a) and 504 programs has shut out some of the most entrepreneurial and hard-working members of our community from much-need capital. In Massachusetts, these programs have invested millions of dollars into small businesses owned by green card holders, supporting thousands of jobs. This should not be a partisan issue. People who worked hard, have legal status, and contribute so much to their communities via employment and economic impact don’t deserve to be in the crosshairs for political purposes. The Senator’s resolution is a step forward in restoring access to the American Dream that small business owners across the country deserve.” Several small business advocates and stakeholders voiced their support for Ranking Member Markey’s efforts to roll back Trump SBA’s discriminatory lending rules. “Immigrant-owned businesses are the foundation of the American economy. They power our neighborhoods, provide essential services, and employ our loved ones. Yet, systemic hurdles like the Small Business Administration’s citizenship restrictions unfairly block their path to prosperity," said Elizabeth Sweet, Executive Director of the Massachusetts Immigrant and Refugee Advocacy (MIRA) Coalition. "We applaud Senator Markey’s continued leadership and look forward to a future where immigrant entrepreneurs can share their ingenuity without arbitrary restrictions that hold us all back.” “Independent restaurants have always been built by people willing to work hard, take risks, and invest in their communities. When lawfully authorized entrepreneurs lose access to the financing they need to start or grow a business, we all lose. These are the businesses creating jobs, filling storefronts, and strengthening our neighborhoods. Access to capital should help good businesses succeed, and that’s exactly what restoring these SBA loan programs would do,” said Jen Ziskin, Executive Director of Massachusetts Restaurants United. “At the Latino Economic Development Corporation, we see firsthand that access to capital transforms lives, creates jobs, and strengthens neighborhoods. Many of the entrepreneurs we serve are lawful permanent residents who have invested their savings, opened businesses, and employ local residents. Restricting access to SBA financing doesn’t just impact business owners, it limits economic opportunity for entire communities. Main Street succeeds when every qualified entrepreneur has a fair chance to grow,” said Andrew Melendez, CEO and Founder of the Latino Economic Development Corporation. "Immigrants and immigrant-owned businesses are the heart and soul of small business communities in cities and towns throughout the Commonwealth, and across America. Limiting access to these SBA loans not only sends the wrong message about immigration, it will have significant negative economic impact on our small business ecosystem,” said Keith Mahoney, Vice President of Public Affairs at the Boston Foundation. “The SBA’s recent policy changes that prevent Legal Permanent Residents, and other non-citizens from participating in any of the SBA’s valuable programs are changes that are unwelcome, immoral, and antithetical to our purpose, our mission, and our vision for Massachusetts communities and businesses. Immigrant entrepreneurs and others have expressed concern that Common Capital will ‘report them to ICE,’ so loan demand has decreased. There is no valid reason for excluding Legal Permanent Residents and other noncitizens who are lawfully present in the U.S. from accessing the SBA’s programs. Immigrant entrepreneurs start businesses, they create jobs, they support their families and their communities. Our government should be in the business of encouraging their full participation in our economy,” said Raymond Lanza-Weil, President of Common Capital. "ECCHO-Latino now represents over 400 educators and 300 microbusinesses across Massachusetts, where immigrants make up 60% of the childcare workforce. When a green card holder is ready to grow her business—from expanding her home child care to opening a center—she shouldn't be turned away by local banks simply because of federal citizenship rules. Blocking access to SBA loans kills opportunity and deepens our state's childcare crisis. ECCHO-Latino strongly supports Senator Markey and Representative Velázquez in passing this resolution to put Main Street first," said Harold Antonio Blanco, Co-Founder & Executive Director of ECCHO-Latino Inc. "This is exactly how political ideology ruins an economy. Washington has taken lawful, tax-paying entrepreneurs who live in our communities, invest in America, and hire American workers, and declared their businesses ineligible for critical financing simply because a green card holder owns even a fraction of the company. Using policies ostensibly aimed at illegal immigration to punish lawful permanent residents is nothing short of ideological overreach and economic self-sabotage. The SBA exists to help viable small businesses grow, rather than imposing nativist tests that ignore an entrepreneur’s credit history, business plan, or ability to create jobs. When the federal government closes the door on qualified entrepreneurs, they’re also closing the door on American entrepreneurship and on American workers, while handing future companies, jobs, innovation, and investment to our competitors. America should be competing to attract people who want to invest and build here, not creating arbitrary barriers that drive their talent and capital elsewhere,” said Javier Palomarez, President and CEO of the United States Hispanic Business Council (USHBC). "The U.S. Small Business Administration's decision to prohibit legal permanent residents, including green card holders, from accessing SBA-backed loans has the potential for disastrous consequences that could reverberate throughout America's economy for years to come. After all, immigrants are twice as likely to start small businesses as U.S.-born individuals. Congress must overturn rules requiring the SBA to block legal permanent residents from accessing lending resources because so many of the entrepreneurs who drive job creation in this country were born outside the United States," said John Arensemeyer, Founder and CEO of Small Business Majority. “NCRC supports the Congressional Review Act resolution to overturn SBA’s citizenship restrictions that bar green-card holders from receiving the 7(a) and 504 loans. When qualified entrepreneurs are denied access to SBA loans, all of Main Street gets hurt. Communities lose jobs. Neighborhoods lose services. Local economies lose the opportunity to build wealth and shrink disparities,” said Jesse Van Tol, President & CEO of the National Community Reinvestment Coalition (NCRC). “We cannot afford to have the American Dream out of reach for hard-working, immigrant small business owners.” “Asian Americans and Asian immigrants have been integral in building local economies. They create businesses, jobs, and opportunities in communities across the country that benefit everyone. Lawful permanent residents pay taxes, invest in their communities, and strengthen Main Street, yet the SBA's discriminatory citizenship restrictions unfairly deny them access to the same tools that help small businesses grow and succeed. We applaud congressional leaders for advancing this resolution to overturn the latest restrictions on SBA lending for green card holders, and we urge lawmakers to also pass the Investing in the American Dream Act to fully restore access to SBA loan programs for all eligible people in the United States. Ensuring that immigrant-owned small businesses have a fair opportunity to access capital is essential to building a stronger, more inclusive economy that works for all,” said Joanna Derman, Director of Anti-Profiling, Civil Rights and National Security at Asian Americans Advancing Justice (AAJC). "Immigrant-owned businesses often turn to SBA 7(a) and 504 loans because they face higher denial rates from traditional lenders,” said Imani Augustus, Director of the Center for Entrepreneurial Opportunity. "These programs provide the capital they need to expand operations, hire workers, and invest in their businesses. Reversing the ban on lawful permanent residents is a critical first step toward ensuring these financing tools are accessible to everyone strengthening their communities through entrepreneurship. We applaud this action and urge Congress to fully restore access by passing the Investing in the American Dream Act.” "Last year, nearly 5,700 SBA loans worth $5.7 billion went to businesses owned by green card holders, supporting more than 80,000 jobs. These are entrepreneurs who have put down roots here, hired their neighbors, and invested in the communities they call home. Barring them from capital doesn't protect Main Street—it starves it. What should matter is the strength of a business and its potential to grow, not the immigration status of its owner. This resolution doesn’t eliminate all the citizenship restrictions in SBA’s policy change, but it’s a step toward restoring a commonsense principle that stood for more than 30 years," said Howard Wial, Director of Research at ICIC. "I'm encouraged to see Congress moving to reopen access to capital for green card holders, a key tool for small business survival. Green card holders accounted for an estimated 5,700 SBA loans in Fiscal Year 2025, worth $5.7 billion and supporting more than 80,000 jobs across the country. That capital is often what keeps a business operating through its toughest stretches when cash flow gets tight. When qualified entrepreneurs lose access to that capital over their immigration status rather than their ability to repay a loan, it's the local economy that pays the price,” said Small Business for America's Future Co-Chair Shaundell Newsome, Founder of Sumnu Marketing. “Small businesses are the backbone of the American economy, and entrepreneurs —including green card holders — take risks every day to build businesses, create jobs, and strengthen communities. SBA loan programs should be administered with clear, consistent standards that safeguard public resources while ensuring these programs remain focused on supporting eligible entrepreneurs and job creators. This resolution responds to the opportunity to support all entrepreneurs and preserve the integrity of federally supported lending programs. We applaud the introduction of this resolution and remain committed to policies that strengthen small businesses, promote economic growth, and maintain confidence in these vital lending programs,” said Carolina Martinez, CEO of CAMEO Network. “National CAPACD wholeheartedly supports the introduction of this resolution aimed at overturning the SBA's misguided policy prohibiting immigrants from accessing the 7(a) and 504 loan programs. As a coalition, we are committed to creating systems, organizations, and societies that are fair and just. We believe we and our economy are stronger when we uplift our rich and diverse communities. Access to capital helps small businesses create jobs, build wealth, and strengthen neighborhoods. Restoring this pathway is an important first step toward ensuring immigrant entrepreneurs can continue to grow their businesses and contribute positively to our economy as a whole. We urge Congress to build on this momentum by passing the Investing in the American Dream Act, which would fully restore fair access to safe and affordable credit and uphold our commitment to a fair economy that works for everyone,” said Seema Agnani, CEO of National CAPACD. Ranking Member Markey is fighting for small business owners and immigrants that rely on SBA loans to start and run their businesses, create jobs, and contribute to their communities. In May, Ranking Member Markey highlighted the significant contributions of immigrant entrepreneurs in Massachusetts and across the country and condemned the Trump administration’s repeated attacks on immigrant communities at a Small Business Committee hearing. MIRA’s Elizabeth Sweet, who participated in Ranking Member Markey’s listening session earlier in May, provided testimony at the hearing. Also in May, Ranking Member Markey hosted a listening session at the Urban College of Boston to hear directly from several Massachusetts immigrant small business owners, lenders, and chambers of commerce how President Trump’s cruel and callous anti-immigrant policies are hurting Main Streets in the Bay State. Earlier in May, Ranking Member Markey hosted a press conference alongside Ranking Member Velázquez, Democratic lawmakers, and stakeholders to condemn the Trump administration’s harmful anti-immigrant lending policies and to introduce the Investing in the American Dream Act. In March, Ranking Member Markey released a comprehensive report detailing the harms to small business owners, workers, and consumers caused by the Trump administration’s ICE raids in communities across the country. In February, Ranking Member Markey introduced the Small Business ICE Disruption Fund Act, which would provide grants to small businesses that have been impacted by the Trump administration’s violent immigration enforcement actions on Main Streets across the United States. Earlier in February, Ranking Member Markey, Ranking Member Velázquez, Congressional Black Caucus Chair Yvette Clarke (D-N.Y.), Congressional Hispanic Caucus Chair Adriano Espaillat (D-N.Y.), and Congressional Asian Pacific American Caucus Chair Grace Meng (D-N.Y.) sent a letter urging the SBA to rescind their lending rule change that bars legal permanent residents from receiving SBA loans. Previously, Ranking Members Markey and Velázquez released a statement condemning the actions of the SBA after it announced that small businesses with legal permanent residents will be barred from receiving SBA loans. In December 2025, Ranking Member Markey and all Democratic members of the Senate Small Business Committee sent a letter to the SBA reiterating concerns with the SBA’s citizenship requirements and highlighting a drop in SBA lending volume. In September 2025, Ranking Member Markey heard directly from SBA lenders about the issues with the citizenship verification requirements. In July 2025, Ranking Members Markey and Velázquez sent a letter to the SBA expressing serious concerns with the agency’s new, draconian citizenship verification requirements that require small businesses seeking SBA loans to be 100% owned by U.S. citizens, nationals, and legal permanent residents. SBA has not responded to the letter. ###
Long Reads for the Long Weekend
(Welcome to the Entertainment Strategy Guy, a newsletter on the entertainment industry and business strategy. I write a weekly Streaming Ratings Report and a bi-weekly strategy column, along with occasional deep dives into other topics, like today’s article. Please subscribe.) Happy Fourth of July weekend! As has been a tradition of mine going back to the beginning of the EntStrategyGuy website, I’m sharing my favorite long reads of the last year, like I did in 2019, 2020, 2021, 2024, and 2025. Let’s dive right in! Subscribe “Different Prices for the Same Ride: How Uber and Lyft Use AI to Get More Money Out of You“ by Derek Kravitz in Consumer Reports I don’t think surveillance pricing, like the kind described in this brilliant Consumer Reports article, is long for the world—it’s toxically unpopular—but we’ll see if either party takes on this issue. If I ran a political party focused on affordability, I would focus on a few pro-consumer and pro-market policies: Banning non-compete agreements. Ending surveillance pricing Eliminating junk fees (read more here...) Ensuring “right to repair” for consumer (and military!) products Capping excessive app store fees Stopping digital/algorithmic price-fixing tools. Preventing automatic subscription price increases. And more. If you want to fight inflation, there are a lot of great ways to do it quickly. Speaking of higher prices... “Secret Documents Show Pepsi and Walmart Colluded to Raise Food Prices Across the Economy“ by Matt Stoller in BIG Again, I think a political party should focus on lowering prices for consumers. And deals like this—Walmart making a deal/forcing Pepsi to offer the lowest prices at its stores and nowhere else—hypothetically lower prices at Walmart...but raise them everywhere else. “15 DUIs, still driving: California’s failure to take repeat drunk drivers off the road“ by Robert Lewis and Lauren Hepler in CalMatters CalMatters does terrific reporting in California, something the Golden State desperately needs more of, and this article is a great example of that. “PugLips: The next insanely popular thing you’ve never heard of…” by Simon Carless in Game Discover Co I thought that this parody article (and yes, it’s a parody, but I was definitely unsure at first) was hilarious and totally nailed how much tech/business journalism feels these days. Actually, three of my favorite articles this year were on hype in the video game industry, including Georg Zoller’s “The Video Game Industries Very Dark Night”—which I linked to recently and wrote a follow-up here—and Owen Mahoney’s “Derek Zoolander, Videogame Exec”. In particular, I like Mahoney’s focus on user experience as a guide to what trends will actually grab hold of customers. “The Matrix Lies“ by Evan Shapiro in Media War & Peace Evan Shapiro’s first person account of his experience with AI was hilarious. I think LLMs capabilities have significantly grown from last summer, and yet...my editor/researcher just had an abysmal experience using an LLM to do a quite basic task (which our LLM normally does each week) and the LLM made a mistake on every single data entry...along with seven different mistakes affecting twelve of the twenty or so entries, including mistakes that are explicitly spelled out in the prompt. That’s a brutal failure rate. Again, if you use AI/LLM for data collection, you need to take a lot of extra steps to verify and check the data. “Ghosts in the Balcony: A Cross-Country Trip to 58 Theaters Fighting to Survive“ by Matthew Frank in The Ankler I thought Matthew Frank’s pitch to head across America to visit theaters sounded insane aggressive at the time—at least it felt that way to someone a decade older than him; man, to be in your twenties again, am I right?—but I knew the result would be great. And it was, a terrific feature by a great young writer. Also, I loved Matthew’s recent article on who’s getting the precious few entry level jobs in Hollywood. (Hint: nepotism.) “Disney erased FiveThirtyEight“ and “Did Las Vegas get too greedy?” by Nate Silver in Silver Bulletin I love media history and analysis, and there’s no one better to get the history of FiveThirtyEight than from Nate Silver, who wrote about his personal experience in one of my favorite pieces from this year. I also loved Nate’s breakdown of what’s causing Vegas’ woes, but I’ll offer one criticism, summarized as “Might I suggest antitrust?” Many centrists/center-right/libertarian thinkers (Nate is self-described as the latter) often don’t consider consolidation or antitrust as factors in policy issues like housing, America’s military readiness, or, in this case, Las Vegas. Even if libertarians want to debunk antitrust/consolidation concerns, I’d love to read that debunking. In this case, Vegas is incredibly consolidated (though it also has been for a long time) and I’d have loved to read Nate at least contending with this factor, since he addresses almost every other potential factor for Vegas’ decline. “Why Microsoft’s Carbon Removal Pullback Is Such a Big Deal“ by Robinson Meyer in Heatmap News I’m a big supporter of carbon removal efforts, but this nascent industry faces a lot of headwinds, including this big move most recently. I think it’s clear that solar panels and batteries should be able to get the world to its carbon footprint goals, but effective carbon renewal remains necessary to prevent the worst impacts of global warming. “AI is killing the cheap smartphone“ by David Oks LLMs and AI will impact the world in ways we’re not ready for, and already, third world countries are seeing the prices of cheap cellphones skyrocket due to the cost of chips skyrocketing. This article by David Oks is a terrific breakdown. “100 Days of Madness: Netflix, Paramount, Warner and the Future of Hollywood“ by Wade Major at Hollywood Heretic Wade Major dove deep into Hollywood/streaming’s financials in this must read piece. Not that I agree with everything in this article (read my take on Warner Bros./Paramount here) but the analysis is top notch. I think many people discount how quality thinking, regardless of the argument/conclusion, will make you a better thinker. “Erased by the UFC: Frank Shamrock, The MMA GOAT of the 20th Century“ by Nate Wilcox in The MMA Draw Newsletter Growing up playing the UFC fighting game on the Dreamcast, Frank Shamrock was my favorite MMA fighter, and this history/tribute to him was great. Other Fun Reads “The Hardest Part Of History To Tell Is How It Felt“ by Craig Fehrman at Defector “Unmasking the Sea Star Killer“ by Craig Welch at bioGraphic “What Could Save the Industry? Fin-Syn“ by Richard Rushfield in The Ankler Alex Rollins Berg in Underexposed on movie bumpers, pillow shots, Disney trash cinema, cult films, and Casablanca. David H. Montgomery in YouGov’s The Surveyor on punctuation marks, condiments, dinosaurs, and comic strips and kids media. “How Medium finally pivoted its way to profitability“ and “Why the best journalists on YouTube are all former Vox employees“ by Simon Owens in Simon Owens’s Media Newsletter “It’s Not Just You, Netflix Shows Have Gotten Slightly Shorter: Here’s What the Data Says“ by Kasey Moore at What’s on Netflix “Numlock Awards: How Diane Warren became the biggest loser in Oscar history“ by Nathaniel Rakich and “Numlock Awards: The Oscar Bait era is over. The Oscar Chum era is here.” by Walt Hickey & Michael Domanico at Numlock Awards
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.
San Francisco State University Partners with UC Law San Francisco to Expand Downtown Presence - UC Law San Francisco (Formerly UC Hastings)
SFSU’s Lam Family College of Business will use classroom and office space at 198 McAllister Street to establish a new downtown campus. San Francisco State University (SFSU) and UC Law San Francisco have reached an agreement that establishes a new downtown home for SFSU’s Lam Family College of Business at UC Law SF’s Academic Village. The agreement places SFSU business students in close proximity to leading employers, industry partners and transit hubs, enhancing opportunities for internships, networking and career advancement. The UC Law SF Academic Village is a shared-campus model designed to foster collaboration among higher education institutions and contribute to San Francisco’s ongoing revitalization. San Francisco State University (SFSU) and UC Law San Francisco have reached an agreement that establishes a new downtown home for graduate business programs from SFSU’s Lam Family College of Business at UC Law SF’s Academic Village. The agreement creates a new downtown campus location for SFSU, giving students direct access to San Francisco’s thriving business environment. Beginning in Fall 2026, graduate business students will take classes at the UC Law SF building at 198 McAllister Street, at the nexus of the Civic Center, Mid-Market and Tenderloin communities. Under the agreement, SFSU will occupy 3,200 square feet of exclusive teaching and office space and will share additional classrooms with UC Law. The move positions students in close proximity to leading employers, industry partners and transit hubs, enhancing opportunities for internships, networking and career advancement. “This partnership is an example of the growing strategic collaborations that expand opportunities for our students,” said SFSU President Lynn Mahoney. “By situating graduate business programs in the city’s urban core, we will help students build connections, gain experience and achieve their goals for meaningful careers and upward mobility.” Students enrolled in select Lam Family College of Business graduate programs will have access to the Academic Village’s modern classrooms, conference facilities, library, study spaces and resident and event support services. The site also includes lounges, on-site dining and newly built, fully furnished, apartment-style housing for students and professionals. As institutional partners, SFSU College of Business students and alumni are eligible for tuition discounts if they enroll in the UC Law SF Master of Legal Studies program, designed for professionals whose work intersects with the law. “San Francisco State University is an excellent addition to our Academic Village, and we are excited to have the Lam Family College of Business join us in the fall,” said UC Law SF Chancellor & Dean David Faigman. “The partnership advances UC Law SF’s commitment to collaborate with California’s other great public schools and adds vibrancy and energy to the heart of the city. Our students and programs will benefit from the interdisciplinary opportunities that will arise.” The UC Law SF Academic Village is a shared-campus model designed to foster collaboration among higher education institutions and contribute to San Francisco’s ongoing revitalization. The Lam Family College of Business will begin occupying its new space there in July 2026, with classes beginning in August. The move continues SFSU’s longstanding presence in downtown San Francisco and reflects a broader effort to align academic programs with the needs of both career-minded students and the region’s expanding and evolving workforce. For more than 60 years, the Lam Family College of Business has delivered high-quality, AACSB-accredited business education across the San Francisco–Silicon Valley region. Its graduate programs — including the MBAand the STEM-designated Master of Science in Business Analytics and Master of Science in Accounting and Analytics — are designed to help students develop the skills they need to navigate the complex challenges of a global, data-driven economy. About San Francisco State University San Francisco State University is a public university serving students from the San Francisco Bay Area, across California and around the world, with nationally acclaimed programs that span a broad range of disciplines. More than 20,000 students enroll at the University each year, and its more than 304,000 graduates have contributed to the economic, cultural and civic fabric of San Francisco and beyond. Through them — and more than 1,300 world-class faculty members — SFSU proudly embraces its legacy of academic excellence, community engagement and commitment to social justice. For more information, visit sfsu.edu. About UC Law SF UC Law San Francisco is a public law school of the University of California, founded in 1878 as the first law school in the UC system. Located in San Francisco’s Civic Center, it offers a comprehensive legal education with a strong emphasis on experiential learning, public service and professional preparation. Through its Academic Village, UC Law SF brings together students, faculty and partner institutions in a collaborative campus environment in the heart of the city. Other Academic Village partners include UC San Francisco, UC Davis, the University of San Francisco and the University of the Pacific Dugoni School of Dentistry. For more information, visit www.uclawsf.edu.
Analysis: Senior players step up
Arne Slot's side had lost their four previous away games in all competitions and, although a draw would hardly have been a bad result, there is no understating how big this win was for Liverpool. The Egyptian scored in his first Merseyside derby in 2017 and has now scored in his last. Van Dijk's goal was the result of an Everton weakness identified by Liverpool set-piece analyst Lewis Mahoney that was targeted all game.
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Paramore—“Misery Business”
Imagine the angstiest, cringiest art you made as a teenager. Now imagine the entire world singing to it in their cars and at karaoke forever. Today, Rob is breaking down the emotionally turbulent emo-bop factory machine that is Paramore. He applauds the incredible and messy lyrics of ‘Riot!,’ which differentiate the album from those of similar bands of the time. Later, he talks to The Ringer’s Rob Mahoney, Paramore’s OG fan, to discuss the exponential improvement between ‘All We Know Is Falling’ and ‘Riot!’ and Hayley Williams’s incredible vocals on “Misery Business.”
Meta hires former Trump official C.J. Mahoney as chief legal officer
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