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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:
iPhone 18 Pro Launching Later This Year With These 12 New Features
While the iPhone 18 Pro and iPhone 18 Pro Max are not expected to launch for more than five more months, there are already plenty of rumors about the devices. It was initially reported that the iPhone 18 Pro models would have fully under-screen Face ID, with only a front camera visible in the top-left corner of the screen. However, the latest rumors indicate that only one Face ID component will be moved under the screen on the devices, which will result in merely a smaller Dynamic Island.
I Personally Guarantee You Won't Be Able To Keep A Straight Face While Looking At These 31 Pictures That Are Impossible Not To Laugh At
Just what the doctor ordered.
Your Galaxy's Weather app just got a facelift: Here is what's new
Samsung updated its Weather app to v1.7.30.8 with new UI icons and radar toggles. See what has changed for your Galaxy smartphone.
Even Astronauts Need IT Help. Artemis II Faces Microsoft Outlook Login Issues
Commander Reid Wiseman had two Microsoft Outlook accounts on his personal computer, and neither were working. Houston Mission Control stepped in to fix the issue remotely.
Killie players 'needed a telling off', says Deas
Robbie Deas says Kilmarnock players "needed a telling off" to help turn around their form this season. Killie travel to face Hibs on Saturday with the chance to exit the relegation play-off spot following their back-to-back wins over Livingston and table-toppers Hearts before the international break.
Maui Mental Health Providers Face Stress And Uncertainty About State Jobs
Staff at a state-run clinic serving wildfire survivors in Hawai‘i have waited months for permanent jobs. Instead, they got another temporary contract.
Midshipmen Play Host to Holy Cross Saturday Afternoon on CBS Sports Network
Navy (6-4, 2-2 Patriot League) returns home to play host to Holy Cross (5-5, 2-3 Patriot League) on Saturday in a nationally-televised Patriot League contest. Faceoff is slated for 3:06 pm at Navy-Marine Corps Memorial Stadium and the game is presented by Navy Mutual. Navy is led by Joe Amplo, who has put together a 49-37 record in his 7 seasons at the helm of the Mids' program, while Holy Cross' J.L. Reppert has posted a 15-57 record in 6 seasons as the Crusaders' head coach. The contest marks the 22nd meeting in a series that dates back to 2004.
Where to watch UConn vs. South Carolina in March Madness Final Four: Time, TV Channel
The No. 1 UConn Huskies face the No. 1 South Carolina Gamecocks in the Final Four of the women's NCAA Tournament. Here's how to see all the action.
Takeaways from Trump's tough week, as war and gas prices take a toll
President Trump faces mounting political pressure on multiple fronts, particularly when it comes to his handling of the war and the consequences it's having on the economy.
Maui Mental Health Providers Face Stress and Uncertainty About State Jobs
Staff at a state-run clinic serving wildfire survivors in Hawaii have waited months for permanent jobs. Instead, they got another temporary contract.
Certain radiology subspecialties less likely to score promotions than others
In particular, rads working in breast imaging and pediatrics appear to score the lowest rates of career advancement, experts write in Current Problems in Diagnostic Radiology.
From sidewalks to systems: UK celebrates Public Health Week
Public health is all around us — from the sidewalks we walk on to the food we eat and the care we can access. National Public Health Week at the University of Kentucky College of Public Health celebrates that work while highlighting the students and faculty shaping it every day. Running April 5-11, this year’s events focus on community and connection.
NIT bracket, scores, schedule 2026: No. 1 seeds Auburn, Tulsa to meet in title game Sunday with semifinal wins
The Tigers will face Tulsa in the NIT championship game Sunday in Indianapolis
Punjab face Mohammedan in ISL; Indians at Asian Boxing Championships: Indian Sports LIVE, April 3
Here are all the updates from Indian sports on April 3, 2026.
‘Unfinished business’: 2 career staffers face rematch in Democrats’ District Clerk runoff
Both incumbent Gloria Martinez and challenger Chris Castillo spent decades at the office before they were pushed out by an old boss.
Rockets showing progress on ball control with Jazz up next
Down the stretch on Wednesday, when it became obvious that the short-handed Milwaukee Bucks refused to roll over, the Houston Rockets faced a defensive tactic that'd previously given them fits.
Facebook removes page after William Shatner blasts 'horrible' AI-generated 'fake news' posts about him
Facebook removed a page containing AI-generated content after William Shatner blasted the 'horrible' posts circulating 'fake news stories' about him.
Flutter Entertainment NYSE FLUT Valuation Check After FanDuel Predicts Optimism And Favorable Sportsbook Results
Board change and what it might mean for Flutter Entertainment (NYSE:FLUT) Flutter Entertainment (NYSE:FLUT) has drawn fresh attention after two separate developments: a boardroom change in its compensation leadership and renewed focus on how its US-facing operations respond to recent betting trends. See our latest analysis for Flutter Entertainment. Despite fresh interest around FanDuel Predicts and sportsbook profitability when favorites lose, Flutter Entertainment’s share price has faced...
Trump signs 100% tariff on brand-name pharmaceuticals
Drug companies that commit to moving production to the U.S. will face a 20% tariff and no tariff if they also agree to lower prices.
RFK Jr. To Finally Face The Music For Failed Anti-Science Agenda: Public Health Project Newsletter
Over the last year plus, Trump Health Secretary RFK Jr. has seemingly been everywhere promoting his personal brand and greatest hits of evidence-free anti-science conspiracy theories – everywhere but communities...
NASA astronauts prove that sending an email really is rocket science
NASA Artemis II commander Reid Wiseman faced the most earthly possible conflict while in outer space: his Outlook wasn't working.
NASA astronauts prove that sending an email really is rocket science
NASA Artemis II commander Reid Wiseman faced the most earthly possible conflict while in outer space: his Outlook wasn't working.
Trump’s ballroom gets the green light from loyalist-stacked commission
President Donald Trump’s sprawling ballroom project officially got the green light on Thursday from a board that oversees planning for federal buildings and land, marking the latest step in an accelerated process that now faces some legal uncertainty.
How to turn a passion for photography into a successful business
Ashley Gonzalez, a business management major at the University of Memphis, shows how you can turn pain into profit. A love for photography has led Gonzalez to start a business to honor her father's legacy and create safe spaces for others.
Husband charged with murder in killing of Coral Springs Vice Mayor Nancy Metayer Bowen
He faces 2 charges, including premeditated murder, and is being held without bond.
Regional sports networks are faltering even as ratings soar
A group of regional sports networks is set to wind down, marking the demise of a once lucrative business that's faced significant pressure.
Science fiction writer Kim Stanley Robinson will deliver 2026 Commencement Address
Kim Stanley Robinson, an award-winning American science fiction writer, will deliver the 2026 commencement address. Commencement is scheduled for May 24 on McCullough Lawn.
Trump’s White House ballroom project faces panel vote after judge ordered halt
The National Capital Planning Commission had previously delayed the vote after thousands of negative public comments
WhatsApp Alerts 200 Users After Fake iOS App Installed Spyware; Italian Firm Faces Action
WhatsApp alerted 200 users in Italy to spyware iOS app, highlighting Europe’s expanding surveillance crisis.
Google creates confusion with a "new" Wear OS 6.1 update
Google's developer docs list "new" Wear OS 6.1 features, including time zone detection, despite the update launching in late 2025.
Recent billing code changes wreaking havoc for radiation oncologists, new survey finds
“This is a financial emergency for our practice,” one physician says, according to a new survey from the American Society for Radiation Oncology.
Private equity-backed teleradiology group continues to grow through acquisition
The Miami-area imaging outfit has reached a deal to buy Global Imaging Solutions, a “leading” teleradiology group that handles about 350,000 reads annually.
Interventional radiology vendor Merit Medical to acquire rival for $140M
The Utah-based company plans to merge with View Point Medical, which manufactures the OneMark Detection Imaging System.
Tracking the fate of the dollar a year on from 'Liberation Day'
A year on from U.S. President Donald Trump's sweeping 'Liberation Day' tariffs, the dollar looks in much stronger shape with its safe-haven credentials reasserted in the face of war in the Middle East.
Latin America Faces Historic Fertility Decline
Latin America’s declining fertility marks a turning point in its social and economic trajectory: the region is entering a new demographic era.
Sizzling teams, MVP candidates square off as Lakers face Thunder
Two of the NBA's hottest teams, each with players making a case for Most Valuable Player honors, face off Thursday when the Oklahoma City Thunder host the Los Angeles Lakers.
Parkinson hails Wrexham Women's Adran Premier success
Wrexham men's first team manager Phil Parkinson has congratulated the Women's team on clinching the Adran Premier title for the first time. Jenny Sugarman's side beat defending champions Cardiff City 4-1 at the Stok Cae Ras last Sunday, with Parkinson among the spectators. Wrexham, who will represent Wales in the Champions League, will receive the Adran Premier trophy when they face Swansea City in their final game on Sunday.
Trump makes his best case for the war — but fails to ease worries about how it will end
Donald Trump faced a high bar Wednesday night in his national address on Iran.
Faced with Trump's attacks on research, French scientists urge vigilance
On Thursday, March 26, the Stand Up for Science collective condemned the Trump administration's attacks on research and academic freedom. They also warned of the risks of these actions spreading to Europe and France.
Pat McAfee faces a Masters problem three years running
The ESPN won't be in Augusta this year.
How Business Schools Must Reinvent Themselves In An AI-Driven Market
Students graduating in today’s labor market are facing a reality that no previous generation has faced: a job market where many entry-level tasks can be done by AI.
Global Climate Panel Faces Strife, Potential Funding Crunch
Major reports from the Intergovernmental Panel on Climate Change are still on track, but procedural gridlock and a looming funding shortage hint at future problems.
Houston doctor shares infertility journey, urges women to ‘own your health’ at Rebuilding HER conference
Dr. Chi Johnson, a Houston family medicine physician, shared her personal and professional experiences with infertility at the Rebuilding HER conference, highlighting the challenges Black women face in being heard by healthcare providers.
Politics, the Constitution Face Off Over Birthright Citizenship
One of the most revealing exchanges in the Supreme Court hearing took place between the Trump administration’s Solicitor General John Sauer and Chief Justice John Roberts, over Sauer’s observation that “8 billion people are one plane ride away from having a child who's a U.S. citizen.” Wednesday’s
Astronauts can face 'nearly lethal doses' of solar radiation — so why launch Artemis II during the sun's peak of activity? Space scientist Patricia Reiff explains.
NASA's Artemis II flight around the moon will expose astronauts to space weather. Space scientist Patricia Reiff tells Live Science how solar flares and radiation will impact the lunar mission.
Umpire C.B. Bucknor helped off field by trainers after taking foul ball directly to the face mask
C.B. Bucknor was able to walk off the field after a hard hit to the face mask.
Patients face higher costs as White River Health goes out of network with UnitedHealthcare
Starting April 1, patients with UnitedHealthcare commercial and Medicare Advantage plans are out of network at White River Health.
DuPont Completes Divestiture of Aramids Business
/PRNewswire/ -- DuPont (NYSE:DD) today announced it has completed the previously-announced divestiture of its Aramids business (Kevlar® and Nomex®) to Arclin,...
Cardinal Health expands Actinium-225 production capacity to support growing demand for novel cancer therapies
/PRNewswire/ -- Cardinal Health (NYSE:CAH) today announced a significant expansion of its Actinium-225 (Ac-225) production capabilities at the company's Center...
When Stars’ Plastic Surgery Is Played for Your Entertainment
On TikTok and Instagram, content creators play detective, trying to figure out what work has been done. But they’re really just critiquing women’s looks.
Shutdown infighting shatters GOP unity in critical stretch for Trump
What started as a shutdown face-off between Republicans and Democrats has morphed into a full display of disunity between GOP leaders just months ahead of the midterm elections
Could probiotics, dietary changes help protect brain health as we age?
A new review looks at how probiotics, prebiotics, dietary changes, and fecal microbiota transplants can help support gut health and preserve brain function as people age.
MMA great wants Israel Adesanya to retire
Former two-time middleweight champion Israel Adesanya suffered his fourth consecutive loss last weekend. "The Last Stylebender" faced Joe Pyfer in the UFC Seattle main event and was finished in the second round. Adesanya will turn 37 in July. Considering what he's accomplished and his recent ...
🔍 Nacional host Cúcuta: through, but under scrutiny
Atlético Nacional returns to the Atanasio Girardot this Wednesday at 20:30 to face Cúcuta Deportivo. Although Diego Arias’ team has already secured its spot in the Liga BetPlay-I playoffs with an ...
USMNT's problems resurface in 2-0 friendly defeat to Portugal
Many of the telltale signs of a team unprepared to make a deep run this summer surfaced again Tuesday, resulting in a 2-0 loss to Portugal before an announced crowd of 72,297 at Mercedes-Benz Stadium.
USMNT's problems surface again in 2-0 friendly defeat to Portugal
Many of the telltale signs of a team unprepared to make a deep run this summer surfaced again Tuesday, resulting in a 2-0 loss to Portugal before an announced crowd of 72,297 at Mercedes-Benz Stadium.
On verge of postseason, Nuggets face future-focused Jazz
The Denver Nuggets are soaring to the finish line and look to post their seventh consecutive victory when they visit the Utah Jazz on Wednesday.
Spotlight Now: Civil Beat politics editor Chad Blair
Civil Beat’s Chad Blair says Derek Kawakami’s LG bid energizes 2026, as Sylvia Luke faces scrutiny and key congressional races take shape.
Bolter: Michigan's mental health plan faces criticism
Michigan's MDHHS is pushing a 'Mental Health Framework' that critics say adds bureaucracy and harms patient care.
Hundreds of Times Colder Than Outer Space: Scientists Reach Near-Absolute Zero in Dark Matter Hunt
Deep beneath the Earth’s surface, a major physics experiment has reached a critical milestone, enabling detectors to operate at temperatures near absolute zero.
World Cup qualifying: Italy fail to qualify for third straight time; Turkiye to face USMNT
The four remaining spots for Europe have been sealed, and as a result, the USMNT will face Turkiye in the World Cup this summer
Why Democrats still face an uphill climb to win the Senate: From the Politics Desk
Plus, Washington politicians go about business as usual amid Iran war and DHS shutdown.
Casey Means’s Surgeon General Nomination Is Stalling Out
The wellness influencer has yet to advance in the Senate a month after her hearing as as Republicans are reportedly torn on her nomination.
‘The face of the Pentagon’: CNN report details Hegseth’s role touting military power during war in Iran
Back to Business Program helps Quynh’s Pharmacy continue serving Little Saigon community
Quynh’s Pharmacy is a fixture in Little Saigon. The owner, Mary Bui, is also a fixture within the pharmacy, having worked there for three decades. When vandals broke the glass entry door and both security gates, Bui faced a steep bill to repair the damages. “They charged over $6,000,” she explained. “We had to do […]
Landsat Reveals Reservoir Changes and Bathymetry
In two recent studies, researchers used Landsat data to fill key gaps in our knowledge of reservoir structure and dynamics.
Violence May Be "Deeply Rooted In Our Evolutionary Past", But Science Is Revealing The Hidden Complexity Of Aggressive Behavior
Some cultures don't even have a word for war.
Microsoft Business Software Ecosystem Faces UK Competition Probe
Microsoft Corp.’s business software ecosystem faces a UK antitrust probe starting in May to decide whether licensing practices for products such as Word, Excel and AI app Copilot need tighter regulation.
Trump’s Clout Faces Its First Real Test of 2026
A slate of early races in Indiana, Georgia, Louisiana and more will measure Trump’s hold on Republican voters.
Trump Faces a Decision on Whether to Start a Ground War in Iran
The president wants a negotiation, but the Iranians say they are refusing until a cease-fire is declared. And while Marines and the 82nd Airborne Division offer new leverage, the risks escalate quickly.
Mamdani’s bold housing pitch meets the brutal politics of property taxes
Larger rental buildings, including those that would be affected by Mamdani’s proposed rent freeze, face a higher tax burden than other homes.
UK HealthCare announces new director of Gill Heart & Vascular Institute
After an intensive national search and selection process, UK HealthCare leadership announced that Vedant Gupta, M.D., has been selected as the director of the Gill Heart & Vascular Institute and leader of the cardiovascular health service line.
Stanford scientists create shape-shifting material that changes color and texture like an octopus
A new shape-shifting material can change both its texture and color in seconds, inspired by the camouflage abilities of octopuses. By precisely controlling how a polymer swells with water, researchers can create detailed, reversible patterns at the nanoscale. The material can even mimic realistic surfaces and dynamically adjust how it reflects light. In the future, AI could allow it to automatically blend into its surroundings.
WhatsApp is working on a dedicated CarPlay app
The latest WhatsApp beta build on TestFlight introduces a native CarPlay app, extending the app’s utility beyond the current voice-based interface.
A New U.S. Missile Hit a Sports Hall in Iran. Here’s What We Know About It.
Barely out of prototype testing, the Precision Strike Missile is shrouded in secrecy — including which Persian Gulf countries the Army is launching them from.
Scientists Build Five-in-One “Super Molecule” for Next-Gen Electronics
A hybrid synthesis strategy enables complex molecular architectures to function as a single electronic system.
1% of health insurance tax could fund medical education amid Idaho doctor shortage
Idaho lawmakers are moving forward with a plan to create a dedicated funding stream for medical education as the state faces a doctor shortage.Senate Bill 1420
Raiders set for business trip to Cincinnati Tuesday evening - Wright State University Athletics
DAYTON - The Wright State baseball team (11-13, 5-1 HL) will take a short business trip down to the Queen City Tuesday evening to face off against in-state r...
Naked man breaks into Bend business, faces multiple charges
BEND, Ore. (KTVZ) -- A 43-year-old man was arrested Saturday night after police say he broke into a business and smeared feces in two areas of the building. Jajay Allen Findley was identified as the suspect and was taken into custody. Officers responded to the location after a caller reported a naked man had forced
‘Boxing is a dirty business, like politics, bro’: Derek Chisora on Nigel Farage, brain damage and burgers
The great old warhorse of British boxing, who faces his 50th and final bout on Saturday, talks to Donald McRae about retirement, Deontay Wilder and his friendship with the Reform leader
Internet erupts over 'disqualifying' leaked audio from Democrat in key Senate race discussing Khamenei's death
Michigan Democratic Senate candidate Abdul El-Sayed faces backlash after leaked audio reportedly shows him avoiding comment on Khamenei's death over Dearborn voters.
Charlie Health Names New Chief Technology Officer to Accelerate Technology and AI Strategy
/PRNewswire/ -- Charlie Health, the nation's leading provider of virtual high-acuity behavioral healthcare, today announced Ashok Balakrishnan as its new Chief...
PAVmed Provides Business Update and Reports Fourth Quarter and Full Year 2025 Financial Results
/PRNewswire/ -- PAVmed Inc. (NASDAQ: PAVM) ("PAVmed" or the "Company"), a diversified commercial-stage medical technology company, operating in the medical...
Sensodyne India rolls out 'Know Your Dental Age' Campaign - An Oral Health Awareness initiative supported by Ministry of Health & Family Welfare and Indian Dental Association
Sensodyne, Haleon's leading oral care brand, is strengthening its commitment to better oral health in India with the launch of its 'Know Your Dental Age' initiative, placing the concept of Dental Age at the forefront of proactive care. India continues to face a significant oral health gap, with 9 in 10 people experiencing dental issues and most seeking treatment only when symptoms become severe. To drive early awareness and encourage preventive habits, Sensodyne has partnered with the Indian Den
US airlines face fuel-driven financial shakeout
When United Airlines CEO Scott Kirby wrote to employees about the oil price surge earlier this month, the most telling line was not about fuel bills or flight cuts. It was about opportunity.
With the Final 4 on the line, South Carolina's Raven Johnson faces TCU's Olivia Miles
One matchup sure to turn heads when South Carolina and TCU meet on Monday is TCU’s Olivia Miles vs. South Carolina’s Raven Johnson.
AI regulation clashing with business lobby in Louisiana
Louisiana lawmakers have filed over 20 AI bills, but broader regulatory efforts face resistance from business groups and federal warnings.
Salmon sperm to bird droppings: The science behind bizarre skincare rituals
A flurry of bizarre skincare rituals are trending on social media. But does the scientific research suggest they can be taken at face value?
Salmon sperm to bird droppings: The science behind bizarre skincare rituals
A flurry of bizarre skincare rituals are trending on social media. But does the scientific research suggest they can be taken at face value?
Scientists solve 40-year-old biological mystery behind sleeping sickness
To survive in the human bloodstream, the African trypanosome parasite wears a "cloak" made of proteins known as a variant surface glycoprotein (VSG). The study, published in Nature Microbiology, identifies ...
'Foden needed a big performance... it did not happen'
Phil Foden's World Cup audition ended painfully with the consoling arm of England head coach Thomas Tuchel around his shoulder. The 25-year-old's face was a picture of hurt, primarily from a dreadful challenge by Uruguay defender Ronald Araujo that left him clutching his ankle, but also after a display that left his chances of making the cut for this summer's showpiece in the balance. The Manchester City forward was given the opportunity to strike first in the fight for a fiercely competitive number 10 position as he started ahead of Chelsea's Cole Palmer.
Avi Lewis faces divisive energy politics
The new NDP leader must now unite a party divided on energy policy.
UCLA's first dean for Health AI Strategy and Innovation takes office
“The creation of an associate dean in AI speaks to the fact that AI has become central to research, education and clinical operations in the health care system."
UCLA's first dean for Health AI Strategy and Innovation takes office
“The creation of an associate dean in AI speaks to the fact that AI has become central to research, education and clinical operations in the health care system."
Epic Games layoffs: developer with terminal brain cancer loses life insurance
Epic Games’ latest round of layoffs, which cut roughly 1,000 roles, has drawn renewed scrutiny after reports that a longtime programmer with terminal brain cancer lost his employer-sponsored life insurance immediately upon termination. While the company offered severance and six months of continued health coverage, the employee’s family says a pre-existing condition prevents obtaining new coverage, prompting outreach to Epic executives and an update that discussions are now underway.
Arizona’s allied health care workforce could get needed boost from new bill
Arizona faces a health care professional shortage, ranking ninth worst in the U.S. A proposed bill aims to establish a workforce development program to address the shortage.
Navigating the social media minefield
Scientists and researchers seeking to announce promising findings, exchange ideas or contribute to policy discussions outside of academic circles may find social media an expedient tool.But increasingly, scientists and other professionals are discovering that online platforms can be a double-edged sword: while sharing their work and expertise is crucial for visibility and meeting funder expectations, it also exposes them to baseless criticism and even accusations of spreading false information."It is getting harder and harder for scientists, and researchers in general, to convey their findings without facing attacks on their legitimacy and accuracy of their research," says Valère Ndior, a professor of public law at the University of Western Brittany in Brest, France, who has spent more than a decade studying misinformation on social media. Researchers attempting to challenge deceptive online information may themselves be accused of political bias or not being objective in their research, he explains, adding that some scientists disengage because they feel overwhelmed and unable to sustain meaningful dialogue. "It is quite sad to see in some instances that researchers end up leaving social media altogether because they feel like the pressure is getting too intense or feel threatened," he says.Ndior, a past president of the Francophone Network of International Law, is also involved in European efforts to make science and research findings more accessible to the public. As an ambassador for the Science Comes to Town (SCTT) project, he has participated in recent discussions on public perceptions of science and online misinformation. The European Commission-funded initiative connects Brest and two other cities — Kiel in Germany and Split in Croatia — and aims to strengthen ties between communities, universities and research institutions to promote science awareness and cooperation across Europe.Coordinated campaigns around contentious topicsNdior draws a clear distinction between critical thinking and thoughtless criticism. Yet he sees online discussions being increasingly shaped by suspicious behaviour and coordinated information campaigns — including "raids" aimed at dominating discussions and "astroturfing," where small groups act as larger movements to sway debates. Tracking these patterns has become harder because some platforms have restricted data or charge for it, despite provisions of the European Union's Digital Securities Act aimed at ensuring researchers can have access to such data. According to Ndior, "platforms became more reluctant from the moment access to data became a legal requirement rather than a voluntary initiative."Unfounded claims and scepticism about science existed long before Internet chat groups. But the noticeable rise in online hostility has intensified around contentious topics, such as the coronavirus pandemic and climate change, alongside the weakening of gatekeepers to moderate content.For Ndior, dubious claims about pandemic countermeasures and vaccine safety highlighted the struggle between "balancing freedom of expression and the protection of public health and order." Efforts to remove social media content deemed false or risky for public health triggered accusations of censorship and the silencing of legitimate discussion, and in some cases, legal challenges.Concerns about attacks on the credibility of scientists and researchers have generated a flurry of academic papers in recent years and prompted professional communities to address ways to counter online attacks. Such unease extends to the generation that has grown up with digital media. Ndior points out that his students, some of whom research artificial intelligence regulation, hate speech, online surveillance and other controversial topics, hesitate to share their work or viewpoints online. "Many of them don't want to expose themselves too much because they don't feel ready to be faced with the backlash of other people criticising their research," he explains.Safer harbours for engagementLegal challenges against false or defamatory posts are not necessarily a solution — especially given the trans-jurisdictional nature of the Internet. Lawsuits also take time and money, and if they fail, can be counterproductive. Instead, Ndior advises scientists and researchers to be selective in how and where they communicate. Professional online platforms and moderated discussion spaces offer a better environment for engagement. He also highlights the value of more traditional formats, such as radio interviews and in-person discussions at schools, libraries and science fairs, which encourage dialogue with the public. "Personal contact makes a big difference," he says, while acknowledging that these approaches lack the global reach of social media.Ndior’s interest in digital law and online misinformation stems from his time as a doctoral student in international law in the early days of social media. He began analysing posts from governments and heads of state to determine if they could be considered official and thus used as evidence in litigation. His work attracted media attention and led to conference and speaking invitations. "This was not part of my plan," he says, "but this is what happens as a researcher — your interest is sparked by a certain event or phenomenon, and it suddenly becomes your focus."Ndior believes SCTT provides "a double benefit" for researchers, enabling them to connect with peers and interact with the public. "There is a wide community of people who are not in academia who are critical thinkers looking for opportunities to ask questions, to get information and contribute their ideas,” he says. "I really value that kind of feedback."Science|Business, which connects policymakers, academics and industry through its news reporting, analysis and events, is an SCTT partner.