SCROLL NEWS / DISCOVERY
Search headlines
Find the stories shaping the conversation.
Results for " put " 6,460 found 🔀 AI-powered Shuffle
NC lawmakers focus on rural health care struggles
State leaders are launching a new $200 million program that will put dollars in local hands.
Ohio State competition prompts students to put business skills to work
Students from across the country gathered at The Ohio State University’s Columbus campus recently to participate in the annual Fisher Invitational Case Competition.The Fisher College of Business hosted the competition with Battelle, a Columbus-based nonprofit, private company that applies science and technology to solve challenges in the envir...
City’s BLM-era mental health push puts cops in danger after sword-wielding suspect stabs officer: police
Boston's mental health-first crisis response model faces scrutiny after police say a man emerged with a sword and stabbed an officer on Saturday.
Featured Grandstand Entertainment Announced For Second Weekend Of This Year’s Clay County Fair
(Spencer)– All-Star Monster Trucks, Outlaw Truck and Tractor Pull and Figure 8 races will be the featured grandstand entertainment for the second weekend of this year’s Clay County Fair. All-Star Monster Trucks will put on two shows Saturday, September 19th, with the Outlaw Truck and Tractor Pull performing under the lights that same evening. Figure […]
Sony is starting a weird service that scans people to put them in PlayStation games
Sony just announced something called The Playerbase. This is a forthcoming service that scans people's likenesses to put them in PlayStation games.
Computer Science Students Compete in Software Hackathon - University of the Ozarks
A group of University of the Ozarks computer science students took part this past weekend in HogHacks, a 24-hour collegiate hackathon held at the University of Arkansas. Hosted by the Association for Computing Machinery (ACM) at the U of A, the event is an overnight software engineering competition among area college students that takes place […]
PlayStation to Start Putting Fans into PS5 Games with New Playerbase Program
Beginning with Gran Turismo 7
AMC Entertainment Put On A Great Show
AMC Entertainment Holdings, Inc. stock jumps on record Easter box office results. Click for this updated look at AMC shares following the latest news.
LA business groups unite behind Bass and switch up their playbook
For the first time, the city’s fragmented business interests are coordinating their political efforts.
Josef Launches ‘Rapid Ingestion Engine,’ Using AI To Turn Messy Business Inputs Into Structured Legal Workflows
Josef, the Australia-based legal automation platform, has launched a new capability it is calling the Rapid Ingestion Engine, which uses AI to convert unstructured business inputs — such as email thre...
Ye offers to meet Jewish community as his right to enter UK for festival is put under review
i e bipolar-disorder antisemitism politics fairs-and-festivals world-news general-news entertainment | KCBS All News 106.9FM and 740AM
Ye offers to meet Jewish community as his right to enter UK for festival is put under review
i e bipolar-disorder antisemitism politics fairs-and-festivals world-news general-news entertainment | Newsradio 1140 WRVA
Spotify's prompted playlist feature will now work for podcasts, too
Spotify will now allow users to input natural language prompts to create podcast playlist.
Computing, Sciences, Math at UT Among Best in U.S. for Graduate Study
In 2026-2027 rankings, all UT computer science programs rank in the top 10, while math and more are in the top tier at The University of Texas at Austin.
Study shows support is falling for AI in health care
In a national survey of 1,007 adults, results showed just 42% are open to AI being used as part of their care.
The 10 New Orleans area prep softball stars who have put together the best seasons in 2026
These 10 New Orleans area prep softball stars have had special seasons in 2026.
Final session days put key Kentucky bills back in play
Kentucky lawmakers will gavel in April 14 for the last two days of the 2026 legislative session.
MAGA Is Winning Its War Against U.S. Science
Source: NBER With all the other terrible news right now, you may not have noticed that Donald Trump is in the process of killing American science. OK, that’s an exaggeration — but not that much of an exaggeration. The Trump administration’s latest budget proposal calls for a gigantic increase in military spending combined with severe cuts to social programs. But as the chart above shows, it also calls for debilitating reductions in research funding. Furthermore, Trump appointees have already been strangling science by sharply reducing the rate at which research grants are approved. Here, for example, is the number of new grants approved by the National Science Foundation: Source: Nature Large numbers of existing grants have also been frozen or terminated, especially in the study of infectious diseases. Add to this a sharp drop in visas issued to foreign students, who often play a direct role in research and who help support academic departments that do research: Put all of this together, and much U.S. scientific research is set to come to a screeching halt — not a few years from now, but over the course of the next year or two. This new assault on U.S. science is taking place at a time when the role of American science in the world has already been greatly eroded. The chart below, based on research recently reported by the National Bureau of Economic Research, measures national strength in science by the share of publications in highly ranked journals. In the 1990s the United States had more such publications than the rest of the world combined. Since then we’ve dropped into third place — well behind China and slightly below the European Union. And this was before the Trump administration’s attack on science had time to take its full effect. Source Some erosion in U.S. scientific preeminence was inevitable given China’s growing sophistication and wealth. But we’ve also fallen behind Europe, even though everyone says that Europe is lagging economically and technologically. Claims about Europe’s underperformance are, in fact, dubious if one looks hard at the data. But it’s still striking to see America lagging. What’s going on? There are presumably multiple factors behind America’s scientific lag. But even before Trump II the growing hostility of the U.S. right to science surely had some negative effect. And since the rise of MAGA G.O.P. attitudes toward science in general have become overwhelmingly hostile. This is true even for the Republican rank and file: And while I haven’t been able to find good survey data, it’s obvious that the anti-science turn has been even more pronounced — and began earlier — among the Republican political elite. Chris Mooney published The Republican War on Science in 2005, and even then was describing a longstanding trend. Why have Republicans turned so anti-science? Part of the answer is that they believe that scientists don’t support them. And they’re right! A study of who scientists give money to shows that only a small percentage gave money to Republicans even 20 years ago, and that almost none of them donate to Republicans now: Social scientists have always been strongly pro-Democratic, while there used to be a significant number of physical, “hard” scientists supporting the GOP. But these days physicists are almost as uniformly Democratic, or at least non-Republican, as sociologists. Why are there almost no Republican scientists? It’s not a mystery. GOP political orthodoxy includes positions that are at odds with the scientific consensus on multiple issues, ranging from the validity of the theory of evolution, to the reality of climate change, to the efficacy and safety of vaccines. In each case the scientific consensus is solidly grounded in evidence. But even before the rise of MAGA the U.S. right was increasingly hostile to evidence-based policymaking — especially, of course, where the evidence is unfavorable to fossil fuel interests or quack medicine, both financial mainstays of right-wing politics. So scientists don’t support Republicans, and the feeling is mutual. Today’s Republican Party doesn’t like science or scientists. It doesn’t like having its preconceived views challenged by appeals to evidence. It knows that very few scientists are on its side electorally. In general, it sees scientific research as a threat to its grasp on political power. Add in MAGA’s combination of rabid anti-intellectualism and allergy to any hint of criticism, and one has the makings of a drastic anti-science turn in policy. “Ignorance is strength” might was well be an official MAGA motto. And as I said, we aren’t talking about something that will happen over the course of multiple years: The U.S. scientific enterprise is threatened with severe damage, even collapse, over just the next year. There are many reasons to find this prospect horrifying: Think of all the beneficial advances, affecting almost every part of life, that won’t happen because U.S. science — still crucial to the world — has been eviscerated. But think, also, of America’s international standing. Can a nation that has forfeited its role as a leader, or even a contender, in global science, still be a Great Power? No. MUSICAL CODA
Science group to court: Stop Trump’s threat to climate supercomputers
It's the latest move in a lawsuit against the administration's plans to shutter the National Center for Atmospheric Research.
Georgia Runoff Puts Trump Influence to the Test in MAGA Stronghold
By Nathan Layne April 7 (Reuters) - Voters in northwest Georgia go to the polls on Tuesday in a congressional race between a moderate Democrat and a Republican backed by President Donald Trump, in a test of Trump's sway over his base and a possible barometer for the November midterms. The two-way ...
Trump’s immigration crackdown may put doctors out of jobs
Trump administration policy changes are putting a growing number of immigrant doctors in limbo. Some hospitals have already lost doctors, a loss felt across the communities they serve.
'Much Ado' times 2: See Shakespeare’s rom-com and a saucy modern take
Forward Theater opens the world premiere of “Lady Disdain” a week before University Theatre puts up “Much Ado About Nothing” this month in Madison.
Artemis II astronaut puts all of our iPhone moon photos to shame
NASA astronaut Reid Wiseman took a photo of the far side of the moon with an iPhone 17 Pro.
Peyton Morgan, Malik Esquerra rising in Texas Tech football battle
Texas Tech football will have a first-time starting safety this fall. Oliver Miles' recent ankle injury put him behind Peyton Morgan, Malik Esquerra.
Wisconsin Supreme Court race could give liberals control for years
The state’s high court, which liberals will control either way, could take up cases on abortion, redistricting and election disputes in coming years.
Opinion | Health Insurance Companies Care About You. Agree or Disagree?
We put a doctor and a former insurance executive in a room.
Well, they did it.
The Big Ten now holds the national championships in men’s and women’s basketball, as well as football and probably all of hockey, too. In a whistle-marred game, Michigan shot 21/55 from the field and 2/15 from deep, but did just enough as UConn hit just 9 of their 33 threes, part of a putrid 31% […]
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.
A Look At RingCentral (RNG) Valuation After Cox Business AI Contact Center Launch
AI contact center launch with Cox Business puts RingCentral in focus RingCentral (RNG) is back on investors’ radar after Cox Business launched Cox Business Contact Center with RingCentral, an AI first omni channel platform built on RingCX and RingEX. The new offering targets organizations looking to modernize customer engagement, combining virtual agents, AI quality management, broad channel coverage, CRM integrations, and compliance features, which could shape how investors think about...
Hess Midstream: The Issue Continues To Be The Bakken Upstream Business
Hess Midstream (HESM) faces Bakken risks as high costs and flat 200k BOED output limit growth while Chevron shifts capital. Read the latest analysis on the stock here.
Executive Order would put restrictions on student-athletes ability to transfer, limit eligibility
The introduction of Name, Image and Likeness deals and the transfer portal has opened a new frontier for college sports.
2026 NCAA women’s basketball rankings, final AP Top 25
The 2026 NCAA women’s basketball season is in the books, with the UCLA Bruins emerging as national champions after a dominant win over the South Carolina Gamecocks on Sunday night. UCLA led from beginning to end and put a ribbon…
Classical Music Chicago: splendid performances available on demand
Access to a computer gives you incredible access to a vast collection of material, and classical music enthusiasts know that this includes high-quality recorded musical performances (as well as live
Songlin Fei receives McCoy Award for groundbreaking research in digital forestry
Songlin Fei will receive Purdue’s 2025 Herbert Newby McCoy Award for advances in digital forestry — using AI, remote sensing and computation to transform forest sustainability.
Senior Spotlight 2026: For this aspiring physician, computer science is ‘empowering’ asset
Rice senior Pankti Mehta is channeling her drive to improve how people access and experience health care by combining computer science with hands-on clinical insight.
East Lansing Insider Podcast: A Conversation with Acorn Health
On this week's podcast, ELi Deputy Editor Anna Liz Nichols talks about autism awareness and acceptance with Paul Doher, national director of clinical quality for Acorn Health.
Iran deputy FM says US threats to hit civilian sites could be war crimes
Under Article 8(2)(b) of the Rome Statute of the International Criminal Court (ICC)
The university is trading its liberal arts identity for science
The university is betraying its artistic reputation and making a move toward science, technology, engineering and mathematics.
Recent string of police shootings puts mental health in focus
From Boston to New Hampshire, a series of deadly police shootings has left five people dead in just a few weeks. Some of those encounters began as mental health calls… all are now under investigation.
Copilot is ‘for entertainment purposes only,’ according to Microsoft’s terms of service
AI skeptics aren’t the only ones warning users not to unthinkingly trust models’ outputs — that’s what the AI companies say themselves in their terms of service.
Copilot is ‘for entertainment purposes only,’ according to Microsoft’s terms of service
AI skeptics aren’t the only ones warning users not to unthinkingly trust models’ outputs — that’s what the AI companies say themselves in their terms of service.
🚨 Thuram, Soulé, Bastoni... confirmed XIs for Inter v Roma
Serie A Easter Sunday concludes with one of the two big matches of Matchday 31.Chivu’s Inter, in search of a win that has slipped away from them over the last 3 rounds to put their doubts behind the...
Prep talk: Youth golfers to compete in Drive, Chip and Putt finals
Four golfers from Southern California to compete at Augusta National Golf Club on Sunday in the Drive, Chip and Putt championships.
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.
Welcome to the MrBeastification of British politics: the latest trick up Nigel Farage’s sleeve
The Reform UK leader’s energy bill giveaway certainly grabs our attention – but it’s all a distraction from the real winners and losers, says Guardian deputy Opinion editor Kirsty Major
America’s Health Rankings puts Tennessee near bottom in blood pressure, cholesterol
America’s Health Rankings says...Tennessee ranks among the bottom ten states in several key health categroiesincluding 43rd in high blood pressure... and 45th i
Houston Rockets jersey history No. 10 - Jabari Smith Jr. (2022-26)
During his time suiting up for the Rockets, Smith wore only jersey Nos. 1 and 10 and put up 13.6 points, 7.3 rebounds, and 1.5 assists per game.
Truckloads of food are being wasted because computers won’t approve them
Modern food systems may look stable on the surface, but they are increasingly dependent on digital systems that can quietly become a major point of failure. Today, food must be “recognized” by databases and automated platforms to be transported, sold, or even released, meaning that if systems go down, food can effectively become unusable—even when it’s physically available.
Siemens Healthineers Diagnostics Review Puts Valuation And Business Mix In Focus
Siemens Healthineers (XTRA:SHL) is reviewing options for its Diagnostics business, including a possible sale. The review follows moves by Siemens AG to reduce its majority stake in Siemens Healthineers. Any decision could reshape the company’s business mix within the global healthcare diagnostics market. Siemens Healthineers operates across imaging, diagnostics and related healthcare technologies, giving it a broad role in hospital and lab workflows. A potential change in the Diagnostics...
Cincinnati Bengals 2026 NFL Draft Preview
Despite having undeniable star power, the 2025 season was the worst for the Cincinnati Bengals since Joe Burrow‘s rookie season in 2020. From August to December, Cincinnati fans had to put up with one of the worst defenses in the league, a still-struggling offensive line and questionable play calling. Bengals Draft Picks: Thankfully, the Bengals […] The post Cincinnati Bengals 2026 NFL Draft Preview appeared first on The Lead.
Nationals have hands full with menacing Dodgers lineup
After putting together their best offensive performance of the new season in the series opener, the visiting Los Angeles Dodgers will look to take the weekend set against the Washington Nationals on Saturday.
Album Review: 6WA by BigXthaPlug & 600 Entertainment
BigXthaPlug spent eight months in Nashville making a country-rap album that debuted at No. 7 on the Billboard 200, put “All the Way” with Bailey Zimmerman at No. 4 on the Hot 100, got him a Rolling Stone cover, and filled arenas with Jelly Roll. And then he came back to Dallas, rounded up four of his signees, and made a gangsta-rap record with N.W.A’s Straight Outta Compton on the cover. 6WA is the second group release from 600 Entertainment, named after the 600 block of Meadowridge Street in Ferris, Texas, where BigX and his people grew up. The whole thing is loaded with West Coast samples. From N.W.A.’s “8Ball,” Eazy-E’s “Real Muthaphuckkin G’s” and “Boyz-N-The-Hood,” Ice-T’s “6 in the Mornin’,” Snoop Dogg’s “Nuthin’ but a ‘G’ Thang” and more. BigX is staking his name on the lineup he built—Rosama, MurdaGang PB, Yung Hood, KevanGotBandz, KaineMusic—and claiming a lineage from 1,400 miles away while insisting Dallas is its own thing. A million dollars in cash, split and handed straight to his mother. That’s the first place BigX goes on “From the Bottom.” He’d probably still be in the streets if he didn’t have his son and daughter. He only started rapping to make life better for Carter. Couldn’t start his car back then, now people get starstruck at Starbucks, and he throws the whole field away in one sentence: “How you think we competin’? You on the same bag, I just made me some millions off country.” Goyard bags off a Nashville payday, and he wants you to know exactly how far he’s come from everybody else. “Safe to Say” does something similar but looser. It’s a straight Ice Cube “It Was a Good Day” flip, and BigX nails it. Wakes up, checks both phones, nobody’s locked up, kid accounts look good. Gets pulled over, only catches a warning. Pulls up on the squad to liquor, ladies, and haze. Rosama takes the second verse and matches him. Wakes up to his girl cleaning his cuticles, twins playing peekaboo, pays off his car, calls a cousin, sees the opps and they don’t trip. Lawyer calls, he beat his case. Rosama is the strongest voice in the 600 camp after BigX, and “Life of a Gangster” is why. Third person, riding low, blacked-out windows, snub-nose revolver. A character who chose sticking people up over selling dope. “Quick eraser like a number-two pencil.” He never breaks character, and his delivery drops lower and slower than anything he does on the group cuts, like he’s telling you something at a cookout that he probably shouldn’t. Then on “Long Live Fre$h” he’s a completely different rapper. “Short-bus diamonds, these bitches retarded,” wide-body Durango he can’t even park. That kind of range matters on a group record. MurdaGang PB’s best verse is on the title track. Feds at his door at 6 AM, cameras busted, flushing dope, ram truck putting everybody on the floor. Yung Hood on “The Hottest” just lays out four reasons to keep hustling. Who wants to be broke, women cost money, you need bail, and home has to be straight. It’s funnier and more honest than most rappers get when they’re trying to explain why they sell drugs. KevanGotBandz on “Ain’t Never Slowin’ Down” talks about his father getting caught on the dope while he’s sitting on $300K somewhere in the hills, which is a specific kind of guilt that doesn’t usually make it onto crew tapes. KaineMusic, the newest signee, takes the back half of “Who Dunnit” and introduces herself in third person—“Took flight just to show these hoes how to perform”—but it’s too short to know if she can hold a full song. The flex tracks fill the middle of the LP and mostly run together. “I Go” is Rosama and PB trading brands, guns, and food punchlines. Rosama’s “anemic, my iron tucked low in this shirt” is a slick gun bar, PB fires back with “.223 with a clip ‘bout as big as a toddler” and “I go Burger King, stay with that whopper.” Quick, funny sometimes, but it’s all shopping lists. “Dopeman” is a chant. “6ixer Party” brings Snoop Dogg, who does exactly what you’d expect Snoop Dogg to do. BigX contributes the night’s wildest overshare: “She say she brought a friend too, well, I’m tryna put sausage on her dental.” These songs move fast and don’t overstay, but three or four of them could trade verses and nobody would catch it. Midway through, The D.O.C. shows up for a spoken-word interlude. Tracy Curry. West Dallas native, former N.W.A affiliate, co-writer on a lot of the records getting sampled on this very album. He thanks BigX for the tribute and then gets direct: “This your time, this DFW time. You need to do it like we do it down here.” Leave bread crumbs so everybody behind you can eat. Keep God in your life. It’s fatherly and generous, and it does raise the question of whether 6WA follows that advice. The album borrows heavy. The cover art, the Eazy-E samples, “Amerikkka’s Most Wanted” opening with a direct “Boyz-N-The-Hood” lift, Yung Hood rapping “Flag on my left side, Crip until I die.” But the stuff that actually stays with you is Dallas. BigX talking about Pleasant Grove, Rosama calling himself a country boy, PB recounting a raid that could’ve been last Tuesday. The record smells most like itself when it smells like Ferris, Texas, and least like Compton. BigX on “The Hottest” says his father was the first person he knew who had chickens. Not the way rappers usually wave at the drug trade. He means his actual father, his actual family. On “600 Degrees,” Rosama compares his chopper’s stutter to a speech disorder, PB claims he still has the block on his back even after leaving the city. BigX closes that one saying he used to spin and smack, and now the plaques are platinum. Thirty-two minutes was right for this. Nobody overstays, Tony Coles and Rance and Charley Cooks keep the production punchy, and BigX gives his signees real room instead of crowding every song. 6WA doesn’t reinvent anything. Five rappers, good beats, short clock. Most of what they say you’ve heard before. Some of it—the million to his mother, the cuticles and peekaboo, the four reasons to hustle—you won’t forget. Solid (★★★½☆) Favorite Track(s): “Safe to Say,” “From the Bottom,” “The Hottest” Subscribe
AWS Engineer Reports PostgreSQL Performance Halved By Linux 7.0, But A Fix May Not Be Easy
An Amazon/AWS engineer raised the alarms on Friday over the current Linux 7.0 development kernel leading to the throughput for the PostgreSQL database server being around half that of prior kernel versions
A Look At Melco Resorts & Entertainment (MLCO) Valuation After Recent Analyst Downgrades And Earnings Miss
Recent shifts in analyst sentiment toward Melco Resorts & Entertainment (MLCO) have put the stock in focus, after several major banks flagged slower expected Macau EBITDA growth, liquidity questions, margin pressure, and mixed quarterly results. See our latest analysis for Melco Resorts & Entertainment. At a share price of US$5.68, Melco Resorts & Entertainment has seen a 1 day share price return of a 1.56% decline and a 90 day share price return of a 24.37% decline. The 1 year total...
LinkedIn Hidden Code Secretly Searches Your Browser for Installed Extensions
Every time you open LinkedIn in a Chrome-based browser, hidden JavaScript silently scans your computer for installed software without your knowledge, without your consent, and without a single word in LinkedIn's privacy policy.
Anthropic cuts off OpenClaw support for Claude subscriptions
Anthropic said third-party tools like OpenClaw put an "outsized strain on our systems." OpenClaw's founder said cutting support would be "a loss."
Thieves smash through 8-liner business wall to reach ATM after deputies' raid.
The owner of an 8-liner game room is out of luck—and apparently out a lot of money. Her business has been hit twice: Bexar County deputies shut it down last week, and then last night thieves struck. The owner tells our Pachatta Pope she didn't think she was doing anything illegal.
Local business brings Wildcat milestones to life at McKale Center
After every University of Arizona win during the 2026 NCAA tournament, Ryan Volin has been quietly putting up more graphics on the walls at the McKale Center.
Trump threatens schools’ federal funding in new order aimed at stabilizing college sports
President Donald Trump tried to put some teeth into his latest attempt to save college sports. The threat of cutting funding to cash-starved schools that don’t comply is real, even if the stricter rules that come out of the executive order he signed Friday could take a while to figure out.
Trump threatens schools’ federal funding in new order aimed at stabilizing college sports
President Donald Trump tried to put some teeth into his latest attempt to save college sports. The threat of cutting funding to cash-starved schools that don’t comply is real, even if the stricter rules that come out of the executive order he signed Friday could take a while to figure out.
90 Painfully Relatable Programming Memes That Might Just Break Your Brain (New Pics)
Every job has its quirks. But some feel almost like a world of their own. Like programming—we (indirectly) interact with it every day, yet many of us know surprisingly little when it comes to what actually goes on behind the screens. The subreddit ‘Programmer Humor’ is the perfect place to bridge this gap. It allows them—and pretty much everyone involved in computer science—to air their frustrations and give the rest of us a better understanding of what their day-to-day really looks like. Here a
How The PENN Entertainment (PENN) Turnaround Story Is Shifting With New Targets And ESPN Progress
PENN Entertainment's fair value estimate has shifted from US$18.44 to US$19.11 per share, putting it closer to a cluster of recent Street targets in the mid to high teens and low US$20s. This revision aligns with analyst commentary that combines optimism around the interactive segment and free cash flow with lingering doubts about management credibility and the turnaround story. Read on to see how to track these changing targets and keep up with the evolving narrative around PENN. Analyst...
Las Vegas entertainment icon stages backyard production
Mac King and several comedy-magic friends put on a whopper of a show at his house.
Former U.S. ambassador speaks about Iran at UMaine
Nicholas Burns, who served as ambassador to China, NATO and Greece, shared his thoughts on the Trump presidency, U.S. relations with China and the war in Iran: “When you conduct a war, the whole reputation and future of the country is on the line."
High school sports Fantastic 5 (+1) top performers from Thursday
A little rain didn't stop Thursday's Fantastic 5 (+1) high school sports top performers from putting up massive performances. See who stood out.
Tommy Lloyd staying at Arizona: Wildcats coach turning down massive offer from North Carolina
Lloyd put an end to all speculation with a press conference announcement on Friday at the Final Four
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:
Marathon Will Put Jennifer English GOTY Effect To The Test
Also: test audiences get a glimpse of the new Resident Evil movie
EPA puts microplastics, drugs on tap water list
A $144 million study into microplastics in water was also announced
Trump fires Bondi after tumultuous tenure
Deputy Attorney General Todd Blanche will serve as acting AG
Experts dispute US account of deadly Lamerd sports hall strike in Iran
Six weapons experts have contested the US claim that video evidence suggests an Iranian missile could have hit the hall.
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.
Sky Sports: Liverpool must pay £87m to sign electric forward
Leipzig valuation puts Diomande among elite targetsLiverpool and Man Utd have been placed firmly on alert after RB Leipzig set a striking £87.3 million (€100m) valuation on highly-rated winger Yan ...
Computer Science faculty has article published
An article by Dr. Shahin Mehdipour Ataee presenting a software method to automatically detect periodicity in video footage was published.
Todd Blanche takes over justice department after Pam Bondi sacking
Trump announced deputy attorney general, who was his former personal attorney, would act up until permanent replacement is confirmed
New Mexico Museum of Natural History and Science Reopens April 4 with Traveling Exhibition
"Animal Armor: The Evolution of Armor in Dinosaurs and Prehistoric Animals" puts the spotlight on armored animals and the history of the evolution of armor in prehistoric creatures.
The newest entertainment facility in central Nebraska is now open in Kearney
Drop Zone features an 18-hole putt-putt course, 32 top tracer bays and four pickleball courts.
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.
Cal Poly student Parker Jones calls out professors' slowness on AI
This Cal Poly computer science student says professors lag on AI as students already use tools like ChatGPT for learning, not cheating, in class.
Artemis science team recruits Stony Brook planetary geologist to help analyze moon's structure
Timothy Glotch is one of 10 scientists who will shape the research plan for upcoming Artemis moon exploration missions, including the one that will put U.S. astronauts on the moon for the first time since Apollo 17, in 1972.
What to know about the Kansas sports authority that will oversee the new Chiefs stadium
The 11-member group will oversee one of the largest economic development projects in the state’s history. We put together a guide to the sports authority's responsibilities, membership and more.
Biophysicist Joins Ranks of Elite Scientists as AAAS Fellow
Dr. G. Andrés Cisneros has been recognized by the American Association for the Advancement of Science for his contributions to biophysics, computational enzymology and computational chemistry. Dr. G. Andrés Cisneros, professor and department head of physics at The University of Texas at Dallas, has been elected to the 2025 class of American Association for the […]
Fantasy Bundesliga: Scout squads for Matchday 28
Bulinews' Fantasy Bundesliga writers have each put together a squad of 10 outfield players for the upcoming matchday.Managers have full freedom with formations, but squads can’t exceed 110M, can onl...
Nebraska thrower Axelina Johansson dominates shot put at the world stage
Husker senior Axelina Johansson placed first in the Big Ten Tournament, first in the NCAA Indoor Track and Field Championship and won bronze at the Indoor World Championships held in Poland.
This Android feature could put your notifications on autopilot
Create rules to filter alerts
Todd Blanche takes over the Justice Department, where there’s no escaping the Epstein files shadow
Deputy Attorney General Todd Blanche, who President Donald Trump tapped Thursday to serve as the interim head of the Justice Department, managed the day-to-day operations of the department over the past year, often taking a more public-facing role when Pam Bondi was in hot water with White House officials.
Penguins/Lightning Recap: Pens swamped by Tampa, lose 6-3
Pregame The Penguins welcome back Bryan Rust from injury and shake up the lines a little to put Rickard Rakell back at center and put Ben Kindel up with Evgeni Malkin. Stuart Skinner gets a second-straight game in net. Their hosts are rolling with this lineup. First period Tampa starts off the game hot getting […]
RAM Prices Are Threatening the Viability of the Raspberry Pi and Single-Board Computing
The random access meltdown rumbles on.
iPhone 18’s biggest design change will be new colors, says leaker
A new post from a reputable leaker indicates the iPhone 18 lineup’s standout design change may be its color options.
Who is Todd Blanche? What to know about Trump's new interim AG
Bondi is set to be replaced by Deputy Attorney General Todd Blanche, who has served as Trump’s lead defense attorney in previous legal cases.
Sunrisers beat KKR for first win of this year's IPL
Sunrisers Hyderabad earned their first win of this year's Indian Premier League by comfortably beating Kolkata Knight Riders by 65 runs at Eden Gardens. Travis Head and Abhishek Sharma put on 82 for the first wicket in just 5.4 overs and even though Australia's Head fell for 46 and India opener Abhishek 48, the visitors still posted 226-8 with South Africa's Heinrich Klaasen adding 52 from 35 balls. Gloucestershire left-armer David Payne conceded 25 from the first over of the chase as New Zealand opener Finn Allen flogged three fours and two sixes but the innings soon fell away.
Trump Fires Pam Bondi as Attorney General
Todd Blanche, Ms. Bondi’s deputy, will be the acting attorney general, according to a person familiar with the decision.
Even Artemis II Astronauts Have Microsoft Outlook Problems
The mission commander’s email inbox failed during the journey to the moon. Have they tried turning the computer off and back on again?
Sony Interactive Entertainment Acquires Cinemersive Labs
With deep expertise in computer vision and machine learning, Cinemersive Labs will contribute to Sony Interactive’s efforts to enhance gameplay
Steam on Linux reaches 5.33% in March Steam Survey, highest share on record
Steam Survey: Linux climbs to 5.33%, more than double macOS Valve’s March 2026 Steam Hardware & Software Survey puts Linux at 5.33% of surveyed users,
The Genesis Mission: How AI Supercomputing Is About to Reshape American Science and Energy
DOE's Dr. Dario Gil explains how the Genesis Mission will use AI supercomputing to transform U.S. science, energy, and engineering.
Every make from Jaylen Brown scoring 50 with Boston Celtics vs. Orlando Magic
The folks behind the official "Boston Celtics" YouTube channel put together a clip of every one of Brown's makes from this game. Check it out!
Why journals are put on hold in the Web of Science Core Collection – and how research integrity guides the process
Acceptance into Web of Science Core Collection does not guarantee permanent indexing. This blog explains why journals are placed on hold, how journal re‑evaluation and delisting decisions are made, and the role publishers can play in safeguarding research integrity.
'A considerable gamble' at 'a fragile moment'
Only Tottenham would respond to the current bin fire at the club by turning to a famously incendiary manager to put out the flames. After tens of thousands of supporters lined the streets in an act of unity, the Tottenham board split the fanbase by appointing Roberto de Zerbi. The Italian, known for his high-pressing, attacking football, arrives with a reputation that has already prompted concern from supporter groups and the Tottenham Hotspur Supporters' Trust.
Woo! Science: Blowing up Marshmallow Peeps at WPI and QCC
Woo! Science and scientists at Worcester Polytechnic Institute and Quinsigamond Community College explored putting marshmall Peeps in a microwave.