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Wellin5 Moves Toward Its Next Phase of Behavioral Health Acquisitions
Wellin5 is arguing for the harder version. The company is a hybrid behavioral health platform that has operated in the category for more than a decade and has served tens of thousands of patients through virtual therapy services.
Kuo: Apple's Vision Pro Successors Off the Table as Focus Shifts to Smart Glasses
Incoming Apple CEO John Ternus signed off on a major revision of Apple's Vision Pro and smart glasses plans, consolidating Apple's work in the category. According to Apple analyst Ming-Chi Kuo, Ternus nixed plans for a second Vision Pro and a lighter Vision Air. Kuo says there are only two smart glasses products in development, including the AI smart glasses that Apple is creating to rival the Meta Ray-Bans and a display-equipped set of AR smart glasses.
Houston Texans Win Best On Instagram At The 8th Annual Hashtag Sports Awards
“The Running of the Bull: How the Houston Texans’ Mascot TORO Dominated Sports Social in 2025” also earned bronze honors in the Best on TikTok category.
Top 6 worries about healthcare AI among clinicians and patients in 2026
AI is now as much a part of U.S. healthcare as any other technology category in wide use across the sector. However, like no other technology, its role is “being actively shaped, not passively adopted” by clinicians and patients alike.
HOLLYWOOD CHAMBER OF COMMERCE TO HONOR DAVID BECKHAM WITH STAR ON THE HOLLYWOOD WALK OF FAME - Hollywood Walk of Fame
David Beckham will be honored with the 2,849th star on the Hollywood Walk of Fame on June 12th at 10:00 am PT at 6819 Hollywood Boulevard. Beckham will receive his star in the category of Sports Entertainment.
L’Amy America Appoints David Low as New Director of Business Development, West
NEW YORK—L’Amy America has announced the appointment of David Low as director of business development, West, effective today, June 1, 2026. Low joins L’Amy America at a pivotal moment as it expands its portfolio with the launch of its luxury category and the addition of Billabong eyewear collections, the company said in an announcement. Low brings more than three decades of experience in eyewear sales and sales leadership, L’Amy America said, with a strong background in brand development, strategic growth and team management across the optical industry.
Community Health launches Executive Physical program
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FULL SHOW: Inside INdiana Business 5/31/26
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Los Alamos High School Freshman Linus Plohr Earns 3rd Place Award At 2026 Regeneron International Science & Engineering Fair
Los Alamos High School freshman Linus Plohr placed 3rd in the Behavioral and Social Science category at the 2026 Regeneron International Science and Engineering Fair. Courtesy photo Brothers Tate a…
13-year-old Londoner wins top prize at national science fair for his work in asteroid detection
Thirteen-year-old Siddharth Patel, a Grade 7 student at London's Clara Brenton Public School, won the Platinum Prize in Discovery in the junior category for his project, "Automating Asteroid Detection Criteria to Strengthen Citizen Science for Planetary Defense."
Champions of the Golden Valley earns Sports Emmys win for Olympics.com
Chronicling a nascent alpine skiing movement in Afghanistan, the documentary – currently streaming for free on Olympics.com – topped the outstanding sports documentary: long category at the 47th Sports Emmys on Tuesday, 26 May
Radon Awareness Heightened By Winning Student Posters - Wyoming Department of Health
The Wyoming Department of Health (WDH) is proud to announce the winners of its annual radon poster contest, which is part of an overall effort to educate families about potential radon-related health risks. Winners include: 3rd-6th Grade Category 1st Place: Chloe Rollema, 6th grade, Western Christian Academy, Worland Teacher: Jodi Jordan 2nd Place: Zachary […]
Documentary to spotlight IndyCar chief starter
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AHA wins 2 Telly Awards for behavioral health video series
The AHA has won two Telly Awards for its three-part video series, Voices of Leadership: Breaking Mental Health Stigma. The Telly Awards, a global competition founded in 1979, honor excellence in video and television across all platforms. The AHA is a Silver Telly Winner in the Online — Public Interest and Awareness Category, and a Bronze Telly Award Winner in the Social Video — Motivational and Advice Category.
HBJ wins 6 national business journalism awards, earns top newspaper honor
The Hartford Business Journal won six national editorial excellence awards from the Alliance of Area Business Publishers, including a gold award for best newspaper in the medium-sized tabloid category. The […]
Kudos to Cheer Club, College of Business faculty, Cybersecurity team and more
Becky Cottrell, Ph.D., Department of Social Work, and Bridget Arend, Ph.D., School of Education Becky Cottrell from the Department of Social Work and Bridget Arend, Ph.D., from the School of Education co-authored an article recently published in an international journal. Read the article. Biff Baker, Ph.D., College of Business Biff Baker, Ph.D., received a Best in Track award from the Society for Advancement of Management for research examining bureaucratic inefficiencies within Section 8 subsidized housing programs. The study focuses on how administrative delays and communication breakdowns can create housing instability for families and discourage landlord participation. It also offers recommendations to improve accountability and trust in public housing systems. Brendan Fry, Ph.D., Department of Mathematics and Statistics Brendan Fry, Ph.D., professor in the Department of Mathematics and Statistics, co-authored the article “Modeling the Impact of Venous Collapsibility on Retinal Oxygenation,” published in the Journal of Theoretical Biology. The interdisciplinary research brought together scholars from the University of Delaware, Indiana University Indianapolis, McGill University and the Icahn School of Medicine at Mount Sinai Hospital. Access the article. Bridget Arend, Ph.D., School of Education Bridget Arend, Ph.D., professor in the School of Education, co-published the book “Facilitating Seven Ways of Learning: A Resource for More Purposeful, Effective, and Enjoyable College Teaching, Second Edition” with James R. Davis. The book explores practical approaches to improving college teaching and student learning experiences. Buy the book. College of Business Faculty At the 2026 Western Decision Sciences Institute international conference, Sally Baalbaki-Yassine, Ph.D., Debora Gilliard, Ph.D., and David Lynn Hoffman, Ph.D., from the College of Business received the Best Case Study Paper Award for “Oreo: A Global Success Story in Brand Evolution and Market Leadership.” Lisa McVicker, Ph.D., and Apryl Brodersen, Ph.D., also had their paper, “Electronic Performance Monitoring: Employer Panacea or Legal Quagmire?” accepted for publication in the Journal of Business Leadership. Community Engagement Exchange Program Metropolitan State University of Denver was selected to host international Fellow Aleja Henao Espitia of Bogotá, Colombia through the Community Engagement Exchange program funded by the U.S. Department of State. View Espitia's LinkedIn profile. David Varel, Ph.D., College of Letters, Arts and Sciences MSU Denver historian David Varel, Ph.D., has been awarded a 2026 ACLS Fellowship by the American Council of Learned Societies. The fellowship program supports outstanding scholarship in the humanities and social sciences, and selected just 63 scholars from more than 2,000 applicants this year. Varel’s project, “The Black Chicago School: Academic Activism in the Age of American Apartheid,” explores the work of Black scholars who challenged scientific racism, built alternative institutions and helped lay the foundation for the modern civil rights movement. The fellowship provides up to $60,000 to support full-time research and writing. Learn more about the fellowship. MSU Denver Office of Financial Aid Team Several MSU Denver employees were recognized for leadership and service during the Colorado Association of Financial Aid Administrators (CAFAA) conference held in May in Crested Butte. Don Holtzen, interim associate director of systems, chaired the conference and was recognized for his service as CAFAA conference chair and technology chair during the 2025-26 term. Holtzen also received the Postsecondary Institution Professional of the Year award, which recognizes financial-aid professionals who have made significant contributions to their institutions and to CAFAA. Tori Pacheco, associate director of Student Services, helped design décor and facilitate the conference and was recognized for her service as CAFAA secretary during the 2025-26 term. Destiny Candelaria, call center coordinator, served on the conference planning committee and presented on One Stops during the event. Michael Nguyen, executive director of Financial Aid and Scholarships, assisted as a CAFAA board member and was recognized for serving as president-elect during the 2025-26 term. Richard Balbag, program assistant I, received the Distinguished Support Staff Member of the Year award, honoring staff members who have made exceptional contributions to their financial-aid offices. Military Friendly Recognition Military Friendly has awarded MSU Denver Gold Status as a military-friendly university and ranked the University No. 7 nationally for military spouses. The recognition reflects MSU Denver’s strong support systems for veterans and military spouses, including transfer credit assistance and retention-focused resources. As of 2026, 1,050 military-connected students are enrolled at the University, advancing institutional priorities around serving veterans and supporting student retention. MSU Denver Cheer Club The MSU Denver Cheer Club earned third place in the 4-Year College Small Coed Intermediate division at the USA Spirit Nationals. Celebrate the win on Instagram. MSU Denver Cybersecurity Team An MSU Denver cybersecurity team earned first place in the Strategist category at the 2026 CYBER RECon National Competition hosted at Fort Meade, Maryland, by U.S. Cyber Command. Led by Jeffrey London, Ph.D., and undergraduate student Matthew Bopp, the team competed against universities and law schools nationwide with its 30-page legal analysis on cybersecurity and free speech titled “Freedom of Speech and MDM: Misinformation, Disinformation, and Malinformation.” The paper also earned Bopp a personal invitation to apply to the University of Maryland School of Law. MSU Denver Debate Team MSU Denver Debate won the 2026 Sierra Sustainability Summit hosted at Yosemite National Park in April. Students Kat Conte and Simon Bernhard bested teams from George Washington University, Gallaudet University, Cal Poly San Luis Obispo, the University of San Francisco and Tennessee Tech in the modified present-and-defend style competition. Their proposal recommended adapting Colorado’s Keep Colorado Wild Pass model to support California state parks facing budget constraints. Learn about the summit. MSU Denver Women’s Golf MSU Denver Women’s Golf was represented on the national stage this month as junior Neige Dunn competed as an individual at the NCAA West Regional. She became the first Roadrunner in 10 years to qualify for NCAA Regionals as an individual. Get the details.
Jeremiah Smith, Colin Simmons among college football's active statistical leaders entering 2026 season
College football enters 2026 with an unusually deep group of returning producers across every major statistical category
CDC tightens home monitoring guidance for high-risk hantavirus contacts
People in the “high-risk” category are instructed to stay home and limit contact with others, avoid being in buildings other than their home and avoid visitors to their residences. They are also supposed to coordinate any essential travel with their state or local health department.
More than Education, Not Quite Foreign: The Politics of Taiwan’s Overseas Chinese Students
Written by Chiao-Yuan Jo Ko. Taiwan’s category of ‘overseas Chinese student’ may appear administrative, but it reflects a much longer political history. Tracing the system from the Cold War era to …
Flourish Science Wins Webby Award for Evidence-Based, Safety-First AI Mental Health Innovation
PALO ALTO, Calif., May 11, 2026--Flourish Science, the company behind the AI-native mental health and well-being app Flourish and its AI system Sunnie, today announced that it has been named the People’s Voice Winner at the 30th Annual Webby Awards in the AI for Health & Wellness category. Presented by the International Academy of Digital Arts and Sciences (IADAS), the Webby Awards are widely regarded as one of the Internet’s most prestigious honors.
‘Population autopsy’ finds the US with more avoidable deaths than other wealthy countries
The United States appears to be leading all high-income countries in an unfortunate, distinctly undesirable statistical category.
Science spotlight: AI 'transformative' for cosmetic dermatology
Artificial intelligence (AI) offers significant promise in cosmetic dermatology, but technologies must be used in synergy with human expertise to overcome risks associated with scaled integration. According to a review published in Actas Dermo-Sifiliográficas [1], AI tools have revolutionised skin assessment and the development of personalised treatments in cosmetic dermatology already. And, looking ahead, the researchers said advances are set to further transform the category. “AI has...
Military spouses press Congress to expand small business opportunities
A new bill seeks to designate military spouse-owned businesses as a disadvantaged category under the SBA’s 8(a) Business Development Program.
College of Health and Human Development ranked first in NIH-funding category
According to The Blue Ridge Institute for Medical Research, the Penn State College of Health and Human Development received more funding from the National Institutes of Health in 2025 than any other school of allied health in the nation.
U.S. Embassy Supports Tunisian Business Delegation at 2026 SelectUSA Investment Summit - U.S. Embassy in Tunisia
U.S. EMBASSY SUPPORTS TUNISIAN BUSINESS DELEGATION AT 2026 SELECTUSA INVESTMENT SUMMIT The SelectUSA Investment Summit is the premier U.S. investment event, connecting thousands of investors, companies, economic development organizations, and industry experts to make deals happen. Media Note TUNIS, May 5, 2026 – U.S. Embassy Tunis is pleased to support a delegation of 11 Tunisian companies traveling to the United States to participate in the 2026 SelectUSA Investment Summit at National Harbor, Maryland, May 3-6, 2026. The Summit is an opportunity for these dynamic entrepreneurs to establish new connections and explore business and investment opportunities in the United States. This year, three Tunisian women entrepreneurs and members of the delegation representing Spiraw and Sotetel were accepted into the Select Global Women in Tech year-long mentoring program which will kick off at the summit. Since 2022, more than 50 Tunisian entrepreneurs in fields ranging from e-gaming, robotics, software engineering, coding, online fashion, and green tech have participated in SelectUSA Investment Summits, where they have taken their businesses to the next level. Hosted by the U.S. Department of Commerce, the SelectUSA Investment Summit is a one-stop shop for companies considering expanding to the United States and provides economic development organizations (EDOs) with the opportunity to meet directly with international companies to facilitate investment deals. Since inception, the SelectUSA Investment Summit has attracted tens of thousands of companies and economic development representatives, generating over $250 billion in new investment projects that support more than 125,000 jobs across the United States and its territories. The previous SelectUSA Investment Summit saw record-breaking numbers with more than 5,500 participants, including EDOs from 54 U.S. states and territories and over 2,700 business investors from 100+ countries, including Tunisia. The following Tunisian businesses will take part in this year’s SelectUSA delegation: AquaDeep – Revolutionizes aquaculture with AI-powered monitoring solutions, including a real-time larva counting system and a SaaS platform for environmental monitoring. The company is expanding operations across Tunisia, Europe, Africa, and the United States. Bouraoui Group – Specializes in event venues, hospitality experiences, innovative real estate development, and technology driven customer solutions. The business develops experience- focused and tech enabled lifestyle destinations that combine entertainment, culture, retail, and smart services, and is seeking international partners to co-develop hospitality, PropTech, smart retail, and experiential digital projects. Digital Cook – Builds HR and recruitment software solutions, including HRMS, ATS, and custom tools that streamline hiring, employee management, and talent development. It provides custom software, system integration, and scalable HR platforms for SMEs, large enterprises, and recruitment agencies seeking efficient, user-friendly ways to manage their workforce and improve recruitment. El Kanaouet – Provides high-quality and low-cost hydraulic infrastructure for the supply and distribution of drinking water. The company manufactures prestressed concrete structures based on current technological developments in the field and trends in integrated and digitalized management. El Kanaouet aims to enter the U.S. market with its production of centrifugal prestressed concrete pipes and other technical products and services. Fluoink Nanotechnologies – A deep‑tech startup developing next‑generation antimicrobial additives for paints, coatings, and industrial materials, enabling everyday surfaces to act as long‑lasting barriers against harmful bacteria and pathogens without changing their appearance or performance. Mare Custos – A subsea robotics company specializing in ROV-based underwater inspection services for offshore energy, ports, and marine infrastructure, using high-precision imaging, PAUT, and NDT to inspect structures in challenging conditions. SmartMed SA – A fast-growing digital health company operating in Tunisia, Algeria, and Morocco, offering an integrated ecosystem that helps patients book appointments (MedPro), enables clinics to digitize workflows and EMRs (MedLink), and supports targeted digital marketing for healthcare and pharma (MedAds). With millions of appointments and users, SmartMed has become a leading e-health platform in North Africa. Sototel – Builds telecommunications networks and services, including fixed, radio, and mobile networks. Sototel focuses on technological innovation and continuous improvement, providing high-value-added digital solutions. SOTUPRIN HGE – Specializes in manufacturing household electrical appliances under the brand HGE and OEM. Expanded from the local market to North Africa, Central Africa, the Middle East, and Europe. Spiraw by Food4Future – Designs and manufactures smart, AI-powered cultivation systems allowing individuals and businesses to grow fresh, highly nutritious food – starting with spirulina – directly at the point of consumption. Combining patented hardware, controlled-environment agriculture, and a connected app with an AI assistant, Spiraw aims to decentralize food production and create a new category at the intersection of agri-tech, consumer health, and smart home ecosystems. WaterSec (Istidama) – A climate-tech startup that uses IoT, AI, and smart sensors to help high consumption facilities (such as industries, hotels, and commercial buildings) monitor water use in real time, detect leaks, and optimize consumption. The company’s digital platform turns raw water data into alerts and actionable insights, making water management more transparent, proactive, and sustainable. Learn more about the SelectUSA Investment Summit at https://www.selectusasummit.us/. Follow live developments from the summit on X at https://x.com/SelectUSA.
Oscars organization addresses AI in new rules
The new rules also include significant changes to the much-criticized international film category
New Oscars rules battle rise of AI to protect actors, writers — plus shocking acting category change
The Academy's latest rule changes rail against the rise of artificial intelligence and undo a decades-long stipulation in the acting categories.
TekniPlex to Showcase Advanced Material Science Innovations at interpack 2026
Introducing ClearCycle+ next generation stem gaskets and ePressSeal category-defining pressure-sensitive sealing solutions. ePress Seal™ ePress Seal™ ClearCycle+™ ClearCycle+™ Wayne, PA, May 01, 2026 (GLOBE NEWSWIRE) -- TekniPlex, a global leader in engineered sealing and material science solutions, will showcase their innovations of next-generation sealing at Interpack 2026, taking place May 7-13 in Düsseldorf, Germany. At Hall 7, Level 1, Booth C25, both TekniPlex Consumer Products - Integrate
LaunchPad Student Start-Ups Win in the New York Business Plan Competition
Three Syracuse University Libraries’ LaunchPad student start-up teams won prizes in the finals of the New York Business Plan Competition (NYBPC), powered by Upstate Capital Association of NY, held in Albany on April 22. Celes Buffard ’27 (School of Information Studies), founder of SecondWave, won the $10,000 first prize in the learn, work and live category. SecondWave combines financial liter...
Museum of Science and Mystic River Watershed Association Honored with 2026 Boston Climate Leader Award for Research and Innovation
BOSTON, April 30, 2026--The Museum of Science, in partnership with the Mystic River Watershed Association, has been selected as a recipient of the 2026 Boston Climate Leader Awards in the Community Organization category for Research and Innovation. The award recognizes the organizations’ groundbreaking work engaging communities in climate research and advancing understanding of extreme heat as an environmental justice issue.
Dollywood surprises on this year’s 10BEST lists for theme parks
Dollywood is No. 1 to us, but where does it rank among other top theme parks in the country? The answer in one category for 2026 is rather shocking.
Report: iPhone Memory Costs Set to Quadruple by 2027
Memory could account for as much as 45 percent of an iPhone's component costs by 2027, up from around 10 percent today, according to a JPMorgan analysis cited by the Financial Times ($). Apple buys memory for roughly 250 million iPhones a year and has historically been one of the largest customers in the category. But Apple has reportedly now gone from a position where it could set terms to one where it now has to compete with rivals for supply.
Alaska Business Sweeps Awards for Magazine Feature Writing, Wins for Best Cover and Headlines
Alaska Business nets six Alaska Press Club awards, including a sweep of the Best Magazine Feature category by Senior Editor Scott Rhode.
‘Pop Culture Jeopardy!’: What’s Different for Season 2 on Netflix?
Plus, there is a '6-7' category.
Notice of Partial Cancellation: Behavioral Health Services Act-Funded Program Services RFP
Notice is hereby given that a portion of the above-referenced Request for Proposals (RFP) is being cancelled, in accordance with County’s reservation of rights under Part 5, Section I.C of the RFP. Specifically: the scope of services under the RFP is being reduced, to eliminate Category 1.4 – Family and Client Education & Support Program as found in Attachment G (BHSA-Funded Program Descriptions and Allocations) of the RFP.
Crimson Desert Gets Its Biggest Patch Yet, Adds Difficulty Settings, Much-Needed Storage Improvements, and Even Birds as Pets
Crimson Desert developer Pearl Abyss has released update 1.04.00, which makes significant improvements to the game. Chief among them is the addition of difficulty settings, new storage improvements, new pets, keyboard/mouse and controller preset options, new category tabs for the inventory, new skills, improvements to distant scenery quality, and a lot more.
LSBF Singapore Achieves Fourth Consecutive Win at Singapore Business Review International Business Awards 2026
The London School of Business and Finance (LSBF) Singapore Campus has clinched its fourth consecutive win at the Singapore Business Review International Business Awards 2026 (Education category), reinforcing its position as one of Singapore's most consistently recognised private education institutions.
Business Insider wins 2026 Webby for mid-form documentary
Business Insider has won a Webby Award in the Documentary: Mid-Form category at the 2026 Webby Awards for The Man Who Feeds Gaza's Children.
CoatingSolution4U Wins Bronze at the 2026 Edison Awards in Materials Science
Korean Deep-Tech Startup Earns Global Recognition for Battery Manufacturing AI CoatingSolution4U Receives Bronze Edison Award 2026 CoatingSolution4U accepts the Bronze Edison Award in the Materials Science category at the 2026 Edison Awards ceremony in Fort Myers, Florida. SAN JOSE, Calif., April 20, 2026 (GLOBE NEWSWIRE) -- CoatingSolution4U, a South Korean deep-tech company founded by Seoul National University Professor Kyung Hyun Ahn, has won the Bronze Edison Award in the Materials Science c
Trump signs order to hasten review of psychedelics
Ibogaine and other psychedelics remain banned under the federal government's most restrictive category for illegal, high-risk drugs. But the administration is taking steps to ease restrictions and spur research on using the drugs for medical purposes, including conditions like severe depression.
Cory Mills says he shouldn't 'fall into the category' of Eric Swalwell, Tony Gonzales
U.S. Rep. Cory Mills rebuffed comparisons of his own personal scandals to those that forced U.S. Reps. Eric Swalwell and Tony Gonzales to resign. Caught
Dairy Science Club named Student Organization of the Year
The Texas A&M Dairy Science Club earned the 2026 Adair Award for Student Organization of the Year in the partnership category.
Acura evaluating future of GTP program
After nine combined seasons of factory racing in IMSA’s DPi and GTP classes, Acura is exploring whether the current season will be its last in the headlining category.
SBI Sets Up Entertainment Fund with Cool Japan Fund
Tokyo, April 17 (Jiji Press)--SBI Holdings Inc. said Friday it has set up a fund with Cool Japan Fund Inc. to …
Kendra Scott appoints first chief business officer
Kendra Scott has appointed Adrienne Gernand as its first chief business officer, as the company accelerates its global expansion and category growth strategy.
The Tech Industry’s Latest Battleground Is Art-Style TV Sets
Amazon wants to capitalize on a category that Samsung pioneered. It’s also releasing a new $35 streaming stick.
Anta Sports: Sporting Goods in China Remains a Challenge
A delay in the recovery of confidence among the Chinese mass-market base fuels the challenges in the sporting goods category, impacting Anta and Nike.
Mushrooming business: MTI grant helping spark expansion at North Spore
There’s been “a real increase in demand from customers wanting to grow mushrooms outdoors in their gardens” with over 20% growth in that category, said North Spore’s president.
FULL SHOW: Inside INdiana Business 4/12/26
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Beauty’s New Challenger Conglomerate Has Always Been Here
By shedding its food and ice cream businesses, Unilever is betting big on beauty. But matching the scale, valuation and category depth of rivals like L’Oréal and The Estée Lauder Companies will require sharper focus and strategic discipline.
FULL SHOW: Inside INdiana Business 4/5/26
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Paddleboarders make debut in 125-mile canoe race
The Devizes-to-Westminster International Canoe Race has a stand-up paddleboard category this year.
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:
Who's building the strongest health care organization in this region? Nominate them.
Behind every patient who receives great care is an organization that made it possible—one that built the right team, invested in the right capabilities and executed at a high level, day after day. The Outstanding Health Organization category in Business Report‘s inaugural Excellence in Health Care Awards recognizes the institutions that have measurably strengthened health […]
Charts show how the highest and lowest earners spend their money
Households with the highest income spend more on housing, but the lowest-income quintile spends a higher share of its spending on that category.
Science Central unveils new planetarium
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FULL SHOW: Inside INdiana Business 3/29/26
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Women's Olympic sports limited to biological females from 2028
The women's category of Olympic sports will be limited to biological females from 2028, says the International Olympic Committee.
International Olympic Committee announces new Policy on the Protection of the Female (Women’s) Category in Olympic Sport
The International Olympic Committee (IOC) has announced a new Policy on the Protection of the Female (Women’s) Category in Olympic Sport and Guiding Considerations for International Federations and Sports Governing Bodies.
Lindenwood knocks off Mizzou for first time ever
The Tigers dropped a midweek game to in-state foe Lindenwood on Wednesday in St. Charles. But the real bad news was how poorly the Tigers executed in virtually every category.
"The Hall of Fame Knocks: Class of 2026" nominated for Sports Emmy | Pro Football Hall of Fame
“The Hall of Fame Knocks: Class of 2026” has been nominated in the Outstanding Edited Sports Special category as part of the 2026 Sports Emmy Awards.
Who's a rising star in Capital Region health care?
Every seasoned health care leader started somewhere. The question is: Who in the Capital Region is just getting started, and already making an impact? That’s the focus of the Emerging Health Care Leader category in Business Report‘s inaugural Excellence in Health Care Awards. This recognition is for the early-career professionals who aren’t waiting their turn—the […]
Mike Tirico and Cris Collinsworth Earn 2026 Sports Emmy Noms
NBC Sports’ Mike Tirico has been nominated for an Emmy Award in the Outstanding Sports Personality – Play-by-Play category, alongside fellow nominees Joe Buck, Joe Davis, Ian Eagle and Jim Nantz. Tirico’s “Sunday Night Football” commentary partner, Cris Collinsworth, is up for the Event Analyst Emmy!
We disagreed on politics. We agreed on wine. That was enough.
At the Virginia Governor’s Cup Gala in Richmond earlier this month, a very dapper gentleman approached me and introduced himself. In his light-colored suit and bowtie, he looked very Southern in a classical sense, the sort of Virginia Gentleman you used to see south of the Rappahannock as recently as my college days. “I’m a longtime reader and fan of your writing, if not your politics,” he said. His comment was the proverbial iron fist in a velvet glove, simultaneously conveying praise and disapproval while establishing boundaries. Man, I wish we still discoursed like this instead of shouting bromides and insults to try and “own” our opponents with a funny meme and a furrowed brow. Subscribe “Well, we’ll always have wine to share together,” I said, and thanked him for his kind words. We clinked glasses, exchanged pleasantries about the delicious gold medal-winning wines being poured that evening, and went our separate ways. Our exchange reminded me that more unites us than divides us. Wine brings people together to share a meal and a few hours of joy despite our differences.1 That’s why I refer to the wine community — including readers and consumers — rather than the wine industry. Together, we are so much more than production, distribution and sales statistics. A few minutes later the evening’s awards ceremony began. Applause grew as the 12 winemakers who made the top-scoring wines for the Governor’s Case took the stage, including a loud cheer for Jonathan Wheeler of Trump Winery and his 2018 Blanc de Noir sparkling wine. All the winemakers on stage had reason to be proud, Wheeler perhaps more so. Trump Winery was the only winery to win six gold medals in the competition this year. (Wineries are limited to six entries.) Two of Wheeler’s ciders also won gold medals in a separate competition. When you cover the labels and take the sour taste of politics off your palate, the wines are pretty darn good.2 Then Gov. Abigail Spanberger, newly elected Democrat and Virginia’s first female governor, was introduced to great applause to announce which of the 12 wines had won the Governor’s Cup. She spoke for a few minutes about the importance of wine to Virginia’s economy and tourism and the international acclaim Virginia wine has received. Just two weeks earlier, she gave the Democrats’ response to Trump’s State of the Union speech, but this night wasn’t about politics. That didn’t stop several people in the crowd from speculating on the irony should she have to present the trophy to Trump Winery. In the end, Valley Road Vineyards was displayed on the screen behind Spanberger as the winning winery. Blue Bee Cidery in Richmond took top honors for that category. The crowd cheered a female governor presenting the state’s highest trophy to a female winemaker and then resumed the evening’s festivities, united by their mutual love of wine. A whiff of politics couldn’t dim the cheer of celebration and a community united by its love of wine. In Memoriam: Michel Rolland The global wine community lost a giant March 20, with the passing of Michel Rolland. He was 78. Rolland was the original “flying winemaker,” a globe-trotting consultant who helped Bordeaux regain its mojo in the 1970s and then shaped the rise of Napa Valley cult Cabernet as consultant to Simi, Harlan, Newton, Screaming Eagle, Araujo, Dalle Valle and other wineries. He was instrumental in Argentina’s rise to prominence and even had his own winery, Clos de los Siete, in a partnership with other wine families. Rolland’s career arc paralleled that of Robert Parker, the world’s most influential critic. Parker championed many of the wines Rolland consulted on, helping build his reputation and demand for his services. It also made him a target for Parker’s critics. As W. Blake Gray wrote on Wine-Searcher in his excellent tribute to Rolland: Rolland created the type of wines Parker loved: rich body, plenty of fruit, soft tannins. He sometimes faced the accusation of creating a generic international style of red wine, where the great wines he made in Argentina were indistinguishable from the great wines he made in France. Rolland chafed at that critique, as did many of his fans. He was credited with championing green harvesting and leaf pulling, as well as careful selection of grapes in the winery, practices we nearly universally think of today for high-quality winemaking. “Michel was an incredible innovator who changed how wine was made and how grapes were grown,” Napa Valley winemaker Aaron Pott wrote on Facebook. “His work has transformed the wine trade. He created new ways of looking at wine, tasting wine, evaluating ripeness and quality. … This was not just a man with a ‘style’ that he imposed on vineyards but a man that understood how to make great wine from great sites.” Rolland started his consulting company in 1973 in Libourne, in Bordeaux, with his wife, Dany. Both had graduated the year before from Bordeaux’s Institute d’Oenologie. The couple sold their majority share in the business in 2020, according to Wine Spectator. Over his career, Rolland reportedly worked with more than 100 wineries in 20 countries. He even made it to Virginia, where he consulted for Kluge Estate in the mid-2000s. (Kluge Estate is now Trump Winery.) Reader feedback, please! Last week, I did my first WineLine Live! with Dr. Laura Catena of Catena Zapata winery in Argentina. We enjoyed a fascinating discussion about her efforts to preserve the genetic heritage of old vineyards in Mendoza. I conceived of WineLine Live! for paid subscribers, as a thank you for your financial support. And while only a few people joined live, the video now has more views than I have paid subscribers, so I guess that’s pretty good. Even so, I’m considering opening future installments to anyone on Substack to reach a broader audience. So my questions to you: Should these be public? And what format do you prefer? Live gives a chat feature with the potential for viewers to interact with me and the guest, while a video post would just be that. Another alternative is a podcast, which would just be audio, without video of my chins. Please let me know in the comments. Leave a comment In the Glass A few wines I’ve enjoyed recently: Bonny Doon Vineyard Take Me to Your Liter, Le Cigare Volant, Red Wine of the Earth. 2023, Central Coast, CA. Blend of Grenache, Syrah Cinsaut and Petite Sirah. Delightful wine with expressive red fruit flavors, casual drinking. Doon lovers of a certain age will remember Randall Grahm’s Big House Red; this is more in that style than his original Le Cigare Volant, modeled after Chateauneuf du Pape. The liter bottle makes it an even better value. I see this online at about $15. Great value. Albert Bichot Bourgogne Pinot Noir Origines 2023. 13% - Textbook pinot noir and an excellent, affordable entry (regional) Burgundy. Wine Enthusiast Top 100 Wines of 2025. $24 at Total Wine & More. Loma Larga Pinot Noir 2021 “Coastal Cool Climate Wine”, Valle de Casablanca, Chile. An older sample, showing beautifully. Spicy and fruit forward. I’m seeing widely varied pricing online, from $18-$32. At the lower end, it’s a terrific value. 13.5% Dr. Loosen Riesling Dry 2016, Mosel, Germany. Found this “in the stack.” And it stacked up well, shedding some of its youthful acidity for opulent Riesling character, including a hint of the mineral oil older Riesling often features. A great value, as I’m seeing it as low as $14 online. 12% abv. Red Tail Ridge Blau Franc Blend 2024, Sans Oak, Finger Lakes. 13.4% abv. The name is a neat portmanteau of Blaufrankisch and Cabernet Franc, thus Blau Franc. The blend is 50-50, no oak involved. The Blau dominates on the palate, with the spicy caraway seed (think New York deli rye bread). The Franc adds body. The result is juicy, energetic and joyful. Sokol Blosser Estate Rosé of Pinot Noir 2025, Dundee Hills, Willamette Valley, Oregon. This first rosé of 2025 was a welcome respite to our cold, snowy winter here in the Mid-Atlantic. Oh man, I needed this! Bright and energetic, exuberant even, it perks up the mood and goes down fast. 13%. Certified B Corp. Ingredient and nutrition labeling, and in a modest way that doesn’t occupy a lot of label space. (Since it’s not required, presumably there are no minimum font size requirements.) More wineries should follow this example. Dave McIntyre's WineLine is a reader-supported publication. To receive new posts and support my work, consider becoming a free or paid subscriber. Subscribe Thanks for reading Dave McIntyre's WineLine! This post is public so feel free to share it. Share 1 Some restraint may be required. 2 Especially the bubblies.
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