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UT Senior Named Among Nation’s Best Business Majors
UT Senior Tyler Porter has received national recognition as one of Poets&Quants 100 Best and Brightest Undergraduate Business Majors of 2026.
Science Center’s last-minute bid fails as town advances acquisition of Main Street building
The Riverhead Town Board voted 3-2 to advance acquisition of the Long Island Science Center’s East Main Street building despite a last-minute 92-page submission from project supporters.
Polygon Labs in Talks to Raise Up to $100 Million for Payments Business
Polygon Labs, developer of the blockchain that underpins prediction market Polymarket and other crypto platforms, is in early talks with investors to raise as much as $100 million to build a new stablecoin payments business, according to people familiar with the talks. The funding discussions ...
Fiesta Sports Foundation Names Nick Smith Board Chair, David Dorward Chair-Elect and Adds Two New Board Members
As Fiesta Sports Foundation continues to build on its legacy as one of Arizona's premier nonprofit organizations and a cornerstone of the college football community, it has named Nick Smith as Board Chair for the 2026-27 and 2027-28 seasons. In addition, the Foundation welcomed two accomplished executives to its Board of Directors, with the addition of LUV Car Wash Chief Financial Officer Jim Kebert and Levine Investments attorney Lisa Bullington. Starting a two-year term as Chair-Elect is Merrill Lynch Managing Director David Dorward, while Judy Bernas will serve as Chair Emeritus after completing her two-year term as Board Chair.
What Oregonians told Gov. Tina Kotek's council to make business better
More than 1,000 people completed a survey for Gov. Tina Kotek's Prosperity Council. Here's what they said about building business in Oregon.
Applying for jobs wasn't working, so I started own business
After about nine months of job searching, Chris Fong started posting videos about his experience. He's stopped applying and hopes to build a business.
Pat Fitzgerald was vilified, then vindicated. His truth comes out at last
Pat Fitzgerald opens up to USA TODAY Sports about his firing at Northwestern, hazing allegations and building a future with Michigan State football.
What it takes to rebuild a home, business on Long Island after a fire or flood
Businesses and homeowners impacted by fire, flood and other disasters say the path to rebuilding is challenging as they navigate insurance claims and bureaucracy.
Quest one step closer to permanent science center with $450K grant from Supervisor Haubert
Local nonprofit Quest Science Center is making “steady progress” toward bringing to life its longstanding vision of building a permanent facility downtown Livermore dedicated to science education, its Interim Executive Director Michael Mosby told Livermore Vine.
Kansas City explores possibility of building urban youth sports complex
Members of a city council committee directed the city manager’s office to study the possibility of developing an urban youth sports facility.
The East Baton Rouge Parish Library: Where entrepreneurs go to grow
Sponsored by East Baton Rouge Parish Library When it comes to powering local entrepreneurship, the East Baton Rouge Parish Library and The Alliance are building one of the region’s most dynamic engines for small business growth. Their collaborative Small Business Engine Series has evolved into a practical, boots-on-the-ground resource for aspiring and established business owners alike, blending […]
Viewpoint: FP10 should remain open, excellent and secure
Europe is right to worry about research security. Foreign interference is real. So is the misuse of sensitive knowledge. Universities working in sensitive areas such as AI, quantum, semiconductors and advanced materials cannot afford to ignore the geopolitical environment around them.But Europe is in danger of drawing the wrong conclusion, one that would increase, not reduce, its strategic vulnerabilities.If the EU applies an “EU preference” logic to the next Framework Programme for research and innovation (FP10), it will weaken one of its greatest strategic assets: a research system built on openness, excellence and international collaboration. In the name of security, Europe could end up advancing science more slowly, innovating less effectively and making itself less attractive to global talent and partners in advanced science and technology.That would be a serious mistake.The EU preference included in Article 10 of the proposed European Competitiveness Fund may make sense in some industrial or deployment contexts, but is far harder to justify when applied to collaborative research in advanced science and technology, where excellence and global connectivity are crucial. Research is not procurement. It does not thrive when isolated. It advances through access to the best ideas, the best people, the best facilities and the best data, wherever they are found. This is why FP10 should not simply absorb industrial policy logic by default. Doing so would risk importing instruments that are ill-suited to research and that ultimately increase vulnerability rather than resilience.For universities of science and technology, the issue is especially acute. These institutions sit at the frontier of knowledge and technology creation in the very fields Europe sees as critical for its future competitiveness and resilience. They know better than most that security risks are real. But they also know that openness and security are not opposites. In practice, they have to be made to work together. Research security is not about closing doors. It is about building resilience through collective responsibility, trust, proportionate safeguards and better governance. That is a fundamentally different approach from default restriction.The risks of non-collaborationThe real danger in the current debate is that Europe talks too much about the risks of collaboration and not enough about the risks of non-collaboration. Those risks are strategic too. Cut researchers off from international networks and Europe loses access to knowledge, data, infrastructures and talent. Slow down global collaboration in critical technologies and Europe slows down its own progress on cutting-edge science. Make participation rules unpredictable and Europe weakens its attractiveness to researchers and investors alike.In other words, over-restricting collaboration will create strategic vulnerabilities, particularly in advanced science and technologies.This point is often underestimated in policy discussions that frame openness mainly as a value to be defended. Europe’s scientific strength, technological development and long-term competitiveness depend on remaining connected to the best research ecosystems in the world. For a continent that wants to accelerate deep tech, strengthen industrial capacity and reduce strategic dependencies, weakening the excellence base would be self-defeating. That does not mean ignoring risk. Quite the opposite. Universities are already strengthening due diligence, internal governance, awareness-raising, screening procedures and compliance support. Across Europe, institutions are working to manage risks linked to foreign interference, sanctions, export controls and the misuse of research. The right response is not complacency. It is better risk management. But that means targeted, evidence-based and proportionate measures, not blunt top-down restrictions with wide spillover effects. In the daily reality of universities, openness and restriction often coexist. The real challenge is how to apply safeguards without sliding into securitisation that damages academic freedom, open science and international cooperation. Restrict partners, not nationsMore restrictive treatment of collaborators from European Economic Area members Iceland, Liechtenstein and Norway, or from Switzerland and the UK, is strategically very difficult to justify. These are deeply embedded partners in Europe’s research and innovation ecosystem. Beyond that, Europe should still resist default exclusion and instead rely on case-by-case assessment. The relevant question is not nationality in the abstract. It is the actual risk profile of a collaboration: the institution, the affiliations, the field, the knowledge involved, the intended use and the safeguards available. Screening should focus on institutions and affiliations rather than nationality alone. Related articlesParliament ‘misreads’ link between Horizon Europe and ECF, Commission official saysFrustration grows at governance gap in next Horizon EuropeIf EU preference logic is imported into research without careful calibration, the likely result is a chilling effect. Researchers may step back from legitimate and beneficial collaboration, even where risks are manageable. International partners may see Europe as less predictable. And Europe may end up undermining the very excellence base it needs to compete, scale up and lead in strategic technologies, thereby increasing its dependence on others.FP10 should do the opposite. It should remain open by default, with restrictions used only exceptionally, and then on the basis of clear evidence. It should integrate research security into open science and research integrity frameworks, not set them against each other. And it should recognise that academic freedom, scientific excellence and responsible international collaboration are not obstacles to Europe’s security, they are part of it. Europe needs stronger tools to protect itself. But it also needs the discipline to avoid measures that would weaken it and increase its strategic vulnerabilities in the process. In FP10, that means staying open, excellent and secure.Louise Drogoul is senior advisor for innovation and sustainability at the Cesaer university association.
Scientists rethink DNA after discovering it can be built from scratch
Scientists show DNA polymerases can build long, patterned DNA without a template, opening new paths for synthetic biology and gene design.
Boones Mill business owners claim landlord refused to fix issues with buildings, resulting in their businesses failing
Business owners in Boones Mill say ongoing maintenance problems at a commercial property forced them to shut their doors, raising concerns about landlord responsibilities and tenant protections.
Pro sports owner eyes north Evanston for youth practice facility
The vacant Office Depot building at 2722 Green Bay Rd. could become a year-round site for youth sports, as a wealthy North Shore family with stakes in
Western NC communities now eligible for business district rebuilding grants
Local governments and nonprofits in Alleghany, Ashe, Avery, Surry, Watauga, Wilkes and Yadkin counties can now apply for a share of $40 million to help rebuild business districts damaged by Hurricane Helene.
Western NC communities now eligible for business district rebuilding grants
Local governments and nonprofits in Alleghany, Ashe, Avery, Surry, Watauga, Wilkes and Yadkin counties can now apply for a share of $40 million to help rebuild business districts damaged by Hurricane Helene.
LIVE: Real Madrid vs Bayern Munich
Follow the build-up, analysis and live text commentary of the game as Madrid host Bayern for their first leg clash.
SBJ Women’s Sports: On the ground at the Final Four, PWHL’s record night
Phoenix showed why it's a women's basketball town while hosting the Final Four, as SBJ's Women's Sports newsletters details. The PWHL is also building even more momentum with another record-breaking sellout, and data showing the colleges playing flag football.
From Olympic Gold to Founder: Allyson Felix’s Next Chapter
Olympic champion turned investor Allyson Felix discusses how she is helping reshape the future of women’s sports through investing & brand-building.
Why Women Over 50 Are Becoming The Most Powerful Founders In Business
More women over 50 are starting businesses later in life, using experience and networks to build successful companies in today’s evolving startup landscape.
Phil Weiser’s health plan emphasizes primary care, using courts to lower costs
Weiser’s plan called for the state to shift investment toward preventive care, build on the Colorado Option and use the courts to challenge health care consolidation and enforce laws limiting surprise medical bills.
4 NYU faculty honored for STEM research by American Association for the Advancement of Science
Four NYU faculty members were recognized for their research in areas of biology, neuroscience and chemical and biomolecular engineering as fellows of the American Association for the Advancement of Science. The AAAS — which aims to shape science policy and build a community for STEM researchers — elected 449 researchers across the United States for...
Bourbon demand is down and tariffs aren't helping. But distillers keep building.
Like many whiskey distillers, Heaven Hill Brands is rolling back bourbon production this year, as demand lags. Yet, as the American spirit faced a tumultuous market in 2025, the Kentucky company built a new, $200 million distillery in the heart of bourbon country, adding 155,000 barrels of capacity.
Why this NASA climate scientist wants you to stay angry
“I don’t think we rebuild science without getting mad.”
Is David Jolly riding an off-shore blue wave? His Q1 fundraising suggests momentum is building
Jolly still trails Republican Byron Donalds — by a lot — but he has upped his game since 2 surprise Special Election victories.
"The Lakers are a sports car and their answer for everything is more power" - Colin Cowherd says the Lakers prioritized star power over balance and paid for it
Colin Cowherd says the Los Angeles Lakers leaned too heavily on star power instead of building a balanced roster.
Stable One UI 8.5 release dates leak for Galaxy S25 series
Galaxy S25 users are mentally prepared to receive the Stable One UI 8.5 update after two more Beta builds. Now, we’re hearing the potential release dates from a credible source who has a solid track record of Samsung leaks. According to TarunVats, Samsung may start Stable One UI 8.5 release on April 30. It is […]
Let Colorado’s communities govern their own neighborhoods
By Jeff Bailey and Cindy Bailey Coloradans have always done things their own way. From how we manage our land to how we build our economies, the instinct to govern locally — to trust mayors, councils and commissioners over distant bureaucracies — is not a partisan position. It is a point of pride. When a […]
Zhou earns CAREER Award from the National Science Foundation
Through the early-career grant, Peipei Zhou will advance the scalable, verifiable co-design of heterogeneous reconfigurable computing systems, enabling domain experts to efficiently build next-generation customized AI and data-intensive applications, such as autonomous physical systems, adaptive intelligent agents, and advanced healthcare technologies.
The George Washington University Milken Institute School of Public Health Rises to No. 11 in National Rankings | Milken Institute School of Public Health | The George Washington University
The George Washington University Milken Institute School of Public Health Rises to No. 11 in National Rankings
WHO calls for science-led action and stronger One Health approach to address evolving health risks
The World Health Organization today called for urgent scale-up of research, innovation, and collaboration to accelerate momentum towards ending tuberculosis in the WHO South-East Asia Region, which continues to bear nearly half of the global TB burden, accounting for the highest share of cases and deaths worldwide. To build momentum, experts, national TB programme managers, researchers, along with partners and members of civil society, began a three-day virtual workshop organized by WHO for ‘Advancing research and Innovation to accelerate momentum towards ending TB in the WHO South-East Asia Region.’
Annette Taddeo weighs run for her old Senate seat as Dems seek to build on recent wins
Democratic operatives say momentum from recent upsets has sparked renewed interest in a potential Taddeo comeback bid.
A top US shipbuilder is exploring physical AI in shipbuilding
HII and GrayMatter Robotics announced plans to integrate physical AI into shipbuilding processes.
Reduced medical residencies if governor approves cuts to public health budget
The 2026 Idaho Legislature is adjourned sine die, but the fate of some bills are still unclear. Among those still awaiting decision include a Health and Welfare
Spanberger signs bipartisan bills tied to billions in business investment across Virginia
Gov. Abigail Spanberger on Monday signed a package of economic development bills aimed at securing billions of dollars in private investment and creating thousands of jobs across Virginia, highlighting projects in Southside and Central Virginia tied to manufacturing, energy infrastructure and pharmaceuticals.The legislation supports several major projects announced by the administration in February, including a more than $500 million investment in Pittsylvania County by Avio USA Inc. The company plans to build an 860,000-square-foot manufacturing facility at the Southern Virginia Multimodal Park in the town of Hurt.
Stafford Businessman Seeks to Build Massive Sports Complex at Buc-ee’s Site
The Colosseum is looking to build a state-of-the-art 300,000-square-foot sports and recreation complex at the Stafford County Buc-ee's site.
Human echolocation step echo by step
Experts in echolocation use multiple clicks and echoes to sense objects, offering insight into how the brain builds perception.
‘Building a better future’: UCLA receives $33 million to address LA’s youth mental health crisis
The Ballmer Group investment will support academic and clinical training that will bring more Bruin practitioners into local communities.
Clemson business students land elite finance programs, build path to Wall Street
Through Clemson’s emphasis on mentorship, hands-on learning and professional development, Ava Hester and Morgan Harvey have earned spots in prestigious programs like Girls Who Invest and the Wharton School’s Fundamentals of Corporate Finance and Valuation program.
What OpenAI’s TBPN deal reveals about branded entertainment’s limits
Brands like OpenAI are building in-house entertainment studios on the promise that great content earns the audiences advertising can’t buy.
Scientists may have found a way to keep your bones strong for life
Scientists have identified a little-known receptor, GPR133, as a powerful regulator of bone strength. By activating it with a newly discovered compound called AP503, they were able to boost bone density in mice and counteract osteoporosis-like damage. The finding opens the door to a new kind of treatment that could not only prevent bone loss but also rebuild weakened bones, offering fresh hope for millions affected by osteoporosis, especially aging populations.
Alaska Park Science: USGS and National Park Service Partners in Research
The latest issue of Alaska Park Science features articles on collaborative research between USGS and NPS scientists in park units across Alaska, building a body of science that informs a variety of disciplines as well as park management.
Finding my footing at We Mean Business Day
Jessicka Alvarado Morales '26 reflects on building confidence, making connections and navigating the path from uncertainty to opportunity at Salve Regina University’s annual student-produced expo.
‘A special place’: Cafe, entertainment venue changes hands as founder moves on
The new owners will assume full control of operations later this month as they look forward to building on the vision of The Lucky Wolf's founders.
The Science Behind Fish Markets And DNA Tracking In The Arabian Gulf
Scientists in Bahrain are building the country’s first DNA reference library for sharks and rays using fish market samples, unlocking the full potential of environmental DNA to identify species in one of the hottest and most understudied seas on Earth.
Future uncertain for Oakland Park business after car slams into building
‘Soaked and broken’: Owner of Enfoque Images devastated after her business building collapses
GEDDES, N.Y. (WSYR-TV) — What was once a photography building has now partially collapsed. For Jacqueline Vidler, owner of Enfoque Images, when a neighbor calls, it’s usually not a good sign. “He said...
Mark Cuban said CEOs face AI dilemma that could tank their stock
The billionaire said that they can either tear their companies down and rebuild with AI or do nothing. Either way, shareholders won't be happy.
Fire damages businesses, apartments on Rockaway Avenue in Valley Stream
The fire in a two-story building also displacing residents in second-floor apartments, police and business owners said.
Lincoln Heights community building brings more opportunities for businesses, organizations
The Village of Lincoln Heights is helping bring businesses and organizations together under one roof.
One year later: Jeffersontown business hit by EF-3 tornado continues to rebuild
One year later: Jeffersontown business hit by EF-3 tornado continues to rebuild
Steve Kitts, owner of JSO Wood Products, stands on newly installed flooring and under a new roof on the home of his business. The framed-out walls and no product inside the space is different from the...
Surveillance video shows car crashing into 40-year-old business in Oakland Park
New surveillance video captured the moment when a car crashed into a longtime Oakland Park business overnight, destroying its entrance and left the owner worried about what comes next.
One stage, big buzz: Napa Valley StreamFest redefines festival experience
StreamFest returns to Napa Valley April 23–26, building on a successful debut with star-studded programming, a centralized venue experience and a mission to redefine how audiences gather to celebrate streaming culture.
Car crashes into video poker business
A KWQC crew saw damage to the building’s side wall.
A Conversation With Capital Group’s Head Of Experiential Marketing Ajith Krishnankutty On The Need To Evolve Events Into Marketing Channels That Build Brand + Drive Business Growth
Ajith Krishnankutty On The Need To Evolve Events Into Marketing Channels That Build Brand + Drive Business Growth
As World Cup kick-off nears, a reminder of the power of sport to build bridges and break barriers
The 2026 World Cup final will take place at the MetLife Stadium in New Jersey, a few miles away from UN Headquarters where, on Wednesday, elite athletes and sports administrators spoke about the power of football and other international sports to change the world for the better.
Women’s health trainings help reach unreached in remote villages
In remote villages of the Himalayan mountains, women’s health trainings are opening doors for believers to build relationships and share the gospel.
Why Smart Founders Build Big Business Infrastructure Before They Scale
Scaling a company takes more than grit and growth. Founders who invest early in institutional-grade benefits can reduce risk, attract top talent, and build a culture that performs under pressure.
Trump is trying to build a massive voter database. Election officials are afraid of what he’ll do with it
The Trump administration is intensifying its campaign against alleged voter fraud, taking new steps toward building a national citizen database and ramping up its hunt for suspected noncitizen voters — all under the banner of “election integrity.”
Edward Keegan: UIC’s new computer science building is willfully eccentric
UIC’s newest addition — the Computer Design, Research, and Learning Center — is the most hopeful architectural addition since the 1960s.
Scientists found a protein that drives brain aging — and how to stop it
Scientists have uncovered a powerful new clue in the mystery of brain aging: a single protein called FTL1. In aging mice, higher levels of this protein weakened connections between brain cells and led to memory decline. But when researchers reduced FTL1, something remarkable happened — the brain began to recover, rebuilding lost connections and restoring memory performance.
Inside Valley Politics: Texas stops building border walls, a new generation of Lucios runs for office
HARLINGEN, Texas (ValleyCentral) — Texas announced it was getting out of the border wall business. After funding was allocated for more federal border wall construction, the state will no longer bu…
ZaRah wellness is focused on "health is wealth" and building economic opportunities
8 Of The Best Smart Home Gadgets For Minimalists
These sleek, efficient smart home gadgets are functional, stylish, clutter-free, and perfect for minimalists building a clean, tech-savvy space.
Scientists built a quantum battery that breaks the rules of charging
Scientists have taken a major step toward futuristic energy tech by building a working prototype of a quantum battery—one that can charge, store, and release energy using the strange rules of quantum physics instead of chemistry. This tiny, laser-powered device hints at a future where energy storage is not only faster but actually improves as systems get larger, flipping the rules of conventional batteries.
Sussex Academy shows up strong at Science Olympiad
Building upon their successes last year, Sussex Academy students shined at the Delaware Science Olympiad held March 7 at the John Dickinson School. After a years-long hiatus, students relaunched a Science Olympiad team for last year's event, where...
The Future of Brain Health Is Architecture
We’ve long recognized the importance of buildings in meeting a basic human need: shelter. Now, research shows how buildings can improve our overall brain health.
XAI's cofounder chaos, rebuilding is vintage Elon Musk
xAI lost Ross Nordeen, its final non-Musk cofounder, this month. What does the turnover mean for the startup's looming IPO with SpaceX?
When legal sports betting surges, so do Americans' financial problems
As online betting has grown in popularity, a new report from the New York Federal Reserve builds on the troubling link between legal sports wagering and financial health.
Rockets Take Care of Business vs The Jazz: Three Takeaways
The Houston Rockets got the job done at home over the Utah Jazz as they continue to build momentum.
MXene breakthrough boosts conductivity 160x with perfect atomic order
A new breakthrough is transforming MXenes—ultra-thin, high-tech materials—into something far more powerful and precise. Researchers have developed a cleaner, more controlled way to build these materials using molten salts and iodine, eliminating the messy chemical processes that once left their surfaces disordered. The result is a perfectly arranged atomic structure that lets electrons flow with remarkable ease, boosting conductivity by up to 160 times.
Meteor impacts may have sparked life on Earth, scientists say
Asteroid impacts may have helped kick-start life on Earth by creating hot, chemical-rich environments ideal for early biology. These impact-generated hydrothermal systems could have lasted thousands of years—long enough for life’s building blocks to form. Scientists now think these environments may have been common on early Earth, making them a strong candidate for where life began. The idea could also guide the search for life on other worlds.
Business looking up inside Bakersfield's office market
A pattern repeats itself along Bakersfield's California Avenue professional services corridor west of downtown: Building after building has signs out front advertising space for lease.
Is GTA 6's Long Development The Result Of A Complete Engine Rebuild? It's Probably More Complicated Than That
Also: GTA V leaving Game Pass, a cool Manhunt mod, and the wildest GTA 6 rumor ever
Katherine Schwarzenegger sparks backlash with Chris Pratt dollhouse video
Katherine Schwarzenegger posted a video of husband Chris Pratt building a dollhouse for their daughters. Then the comments rolled in.
Meta CTO's advice to college students: 'constantly be building.'
Andrew Bosworth, the CTO of Meta, gave a college student some advice for breaking into Silicon Valley. He also waded into a recent internet debate.
Cincinnati business grows with new restaurant at Factory 52’s Gatherall
Some of those menu items include sliders, build-your-own bowls, smoothies and tacos.
William Staggers on music, creativity, and Staggers Music Entertainment
William Staggers joins us to share his story of writing and arranging his own songs, building a creative space for other artists, and the work he is doing through Staggers Music Entertainment to in…
West's best winning streaks collide as Spurs visit Nuggets
San Antonio's first dynasty ended when Tim Duncan retired with five NBA titles over 19 seasons. Ten years later, the Spurs are hoping to build another one behind Victor Wembanyama.
Apple releases new iOS 26.5 beta 1 build for iPhone
iOS 26.5 beta 1 arrived earlier this week for developers, but Apple has just shipped an updated beta 1 build...
Gemma 4 and what makes an open model succeed
Having written a lot of model release blog posts, there’s something much harder about reviewing open models when they drop relative to closed models, especially in 2026. In recent years, there were so few open models, so when Llama 3 was released most people were still doing research on Llama 2 and super happy to get an update. When Qwen 3 was released, the Llama 4 fiasco had just gone down, and a whole research community was emerging to study RL on Qwen 2.5 — it was a no brainer to upgrade. Today, when an open model releases, it’s competing with Qwen 3.5, Kimi K2.5, GLM 5, MiniMax M2.5, GPT-OSS, Arcee Large, Nemotron 3, Olmo 3, and others. The space is populated, but still feels full of hidden opportunity. The potential of open models feels like a dark matter, a potential we know is huge, but few clear recipes and examples for how to unlock it are out there. Agentic AI, OpenClaw, and everything brewing in that space is going to spur mass experimentation in open models to complement the likes of Claude and Codex, not replace them. Especially with open models, the benchmarks at release are an extremely incomplete story. In some ways this is exciting, as new open models have a much higher variance and ability to surprise, but it also points at some structural reasons that make building businesses and great AI experiences around open models harder than the closed alternatives. When a new Claude Opus or GPT drops, spending a few hours with them in my agentic workflows is genuinely a good vibe test. For open models, putting them through this test is a category error. Something else to be said about open models in the era of agents is that they get out of the debate of integration, harnesses, and tools and let us see close to the ground on what exactly is the ability of just a model. Of course, we can’t test some things like search abilities without some tool, but being able to measure exactly the pace of progress of the model alone is a welcome simplification to a systematically opaque AI space. Share The list of factors I’d use to assess a new open-weight model I’m considering investing in includes: Model performance (and size) — how this model performs on benchmarks I care about and how it compares to other models of a similar size. Country of origin — some businesses care deeply about provenance, and if a model was built in China or not. Model license — if a model needs legal approval for use, uptake will be slower at mid-sized and large companies. Tooling at release — many models release with half-broken, or at least substantially slower, implementations in popular software like vLLM, Transformers, SGLANG, etc due to pushing the envelope of architectures or tools. Model fine-tunability — how easy or hard it is to modify the given model to your use-case when you actually try and use it. The core problem is that some of these are immediately available at release, e.g. general performance, license, origin, etc. but others such as tooling take day(s) to week(s) to stabilize, and others are open research questions — with no group systematically monitoring fine-tunability. In the early era of open models, the days of Llama 2 or 3 and Qwen pre v3.5, the architectures were fairly simple and the models tended to work out of the box. Some of this was due to the extremely hard work of the Llama, Qwen, Mistral, etc. developer teams. Some is due to the new models being genuinely harder to work with. When it comes to something like Qwen 3.5 or Nemotron 3, with hybrid models (either gated delta net or mamba layers), the tooling is very rough at release. Things you would expect to “just work” often don’t. I’ve been following this area closely since we released Olmo Hybrid with a similar architecture, and Qwen 3.5 is just starting to work well in the various open-source tools that need to all play nice together for RL research. That’s 1.5 months after the release date! This is just to start really investing more into understanding the behavior of the models. Of course, others started working on these models sooner by investing more engineering resources or relying on partially closed software. The fully open and distributed ecosystem takes a long time to get going on some new models. All of this is lead-in for the most important question for open models — how easy is it to adapt to specific use-cases? This is a different problem for different model sizes. Large MoE open-weight models may be used by entities like Cursor who need complex capabilities in their domain, e.g. Composer 2 trained on Kimi K2.5. Other applications can be built on much smaller models, such as Chroma’s Context-1 model for agentic search, built on GPT-OSS 20B. The question of “which models are fine-tunable” is largely background knowledge known by engineers across the industry. There should be a thriving research area here to support the open ecosystem model. The first step is to understand characteristics of different base and post-trained models to understand what they look like. The second step is to tune pretraining recipes for open models so they’re more flexible. Interconnects AI is a reader-supported publication. Consider becoming a subscriber. Subscribe For The ATOM Project and other Interconnects endeavors, we’ve put in substantial effort to measuring adoption trends in the open ecosystem. Everything takes a long time to unfold after a model is first publicly available — and adaptability is why. What we know for sure now, when Qwen has been going from strength to strength with its releases, is that technical staff across the industry has gotten comfortable working with Qwen models. Countless research methods and datasets were made to work with Qwen. It’ll take patience for any other model family to get to this point — a patience I’m not sure many open model builders have. This takes us to Gemma 4, Google’s latest open models. Gemma 3 was released more than a year ago, in March of 2025, and is a bit underrated. Gemma 4 comes in 4 sizes for now, with a bigger, MoE model of over 100B total parameters rumored but not released yet. The models we have today come in sizes of ~5B dense, 8B dense, 26B total 4B active MoE, and 31B dense. I’m most excited that they’re finally adopting a standard Apache 2.0 open source license. This’ll massively boost adoption. The standard of better licenses for strong open-weight LLMs was set by mostly Chinese open model labs in the last 1-2 years, and now U.S. companies are following suit. I will personally be so happy if the horrible Llama licenses and Gemma terms of service were an ~18-month transient dynamic of the industry being nervous about releasing strong open models. The Gemma 4 scores look very solid, the small models have incredible benchmark scores (especially in general domains like LMArena) and the 31B model rivals the recent Qwen 3.5 27B, which is the leading member of that class. The ~30B size range is an important one, as it’s accessible both to researchers and to enterprises looking to deploy the model in real use-cases. Where the 7B model scale is the default for tinkering and research, a 30B model is the default for seeing if an open model can unlock substantial value in your specific workflow — a good mix of intelligence, low price, tractability for downstream training, etc. This takes us back to the above adoption criteria I mentioned for open models and the bigger question — do I think Gemma 4 will be an overwhelming success? Previous Gemma models have been plagued by tooling issues and poorer performance when being finetuned. Gemma 4’s success is going to be entirely determined by ease of use, to a point where a 5-10% swing on benchmarks wouldn’t matter at all. It’s strong enough, small enough, with the right license, and from the U.S., so many companies are going to slot it in. I’m cautiously optimistic that Gemma 4 is going to work better here. Winds are shifting for open models built in America. We saw GPT-OSS go through a bumpy launch to become an overwhelming success. There’s a collective energy around the likes of Reflection, Arcee, Nemotron, Gemma, Olmo, and peers that show substantial demand for building new stacks around open models. There’s capital to be spent on AI stacks across the economy by those who want more ownership of everything, including the model. After launching The ATOM Project 240 days ago, the conversation is shifting into the next stage. Summer of 2025 was a crisis moment where the U.S. AI scene realized it can’t wait and figure out open models after building AGI. The two markets will capture different areas and proceed in parallel. Now that more companies in the U.S. are releasing strong models, we need to improve the ecosystem so that these models are easy to use, understand, and build value around. It’s the hard work to build another inflection point in these adoption plots I’ve been updating consistently, but that’s the work to be done. Join me in it. More data coming soon! Here’s a sneak peek:
Faculty spotlight: The unlikely path to building UVA’s newest school
Brian Wright didn’t expect to end up in the data science field, let alone helping lead a school.
Science center pitches new plan; Riverhead eyes condemnation
LI Science Center representatives outlined a new phased plan for 111 E. Main St., but several Riverhead Town Board members remain skeptical as the town weighs eminent domain.
Iowa City business owner purchases former SpareMe bowling property
A new business plans to take over the former SpareMe Bowl & Arcade space at the Chauncy building in Iowa City.
LSU’s new Interdisciplinary Science Building has finally opened. See inside
The Our Lady of the Lake Health Interdisciplinary Science Building has finished construction Wednesday, April 1, 2026, on LSU’s campus in Baton Rouge, La.
US economy added 178,000 jobs in March, well above expectations
The Labor Department released the March jobs report on Friday which showed the economy added jobs at a solid pace last month after an unanticipated decline in February.
Exclusive | ServiceNow CEO Builds New Business Model Around AI
Bill McDermott envisions a ‘control tower’ for companies as AI moves beyond intelligence to execution.
17 tips to build sustainability into your business
Whether preventing burnout, steadying the business, or greening the environment, these sustainability ideas can make a difference to your company.
Slay the Spire 2 nerfs card removal, buffs shivs, and adds a new reward system
New Slay the Spire 2 patch notes include a rework for Borrowed Time, a replacement for the Gloom Ascension, and a system called Badges.
Palumbo family business secrets revealed in settlement agreement with IDOT
It turns out there were more connections than previously known between Sebastian "Sam" Palumbo, his construction firms and a road-building group overseen by relatives known as Builders Companies. But the firms insist those ties didn't violate Palumbo's agreement not to participate in state or federal contracts following a 1999 guilty plea in a racketeering case.
A Badgers basketball team builds a foundation for success
The University of Wisconsin-Madison women's basketball program piled up its most wins since 2011.
Amazon considering purchase of Covington-based satellite company, reports say
The $9 billion deal between Amazon and Globalstar would give Amazon a boost as it tries to build a satellite network to compete with that of Starlink, a subsidiary of Elon Musk's company SpaceX.
A Look At Oscar Health (OSCR) Valuation As Positive Commentary And Analyst Optimism Build
What is driving fresh attention on Oscar Health? Oscar Health (OSCR) has moved back into the spotlight after recent comments from Jim Cramer, who highlighted the stock and praised CEO Mark Bertolini, along with increasing analyst optimism ahead of the next earnings report. See our latest analysis for Oscar Health. Recent attention from commentators and rising earnings expectations come after a period of weaker momentum, with a 30 day share price return of 12.8% and year to date share price...
Building science: USACE delivers high-tech greenhouses for crop research capabilities
Interagency work between USDA Agriculture Research Service and USACE Seattle District are now complete at ARS’ National Clonal Germplasm in Corvallis, Ore.
One year later: Businesses still rebuilding in Jeffersontown after EF3 tornado
38 businesses in total were affected by the April 3rd tornado, which caused more than $100M worth of damage.
Building a more business-ready Douglas County
If you keep up on state business news, you’ve seen the headlines. Major companies like Palantir are moving out of Colorado, and statewide, there is a sense that it’s getting…