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Medicare delays prior authorization pilot program for key interventional radiology service
CMS officially announced the move on April 6, with it applying to the Wasteful and Inappropriate Service Reduction (WISeR) Model.
Lil Nas X assault case to be dismissed if he completes mental health programme
The judge said the musician's behaviour when he was arrested in LA last year was "aberrant from his normal conduct".
District 2 Launches Community Canvas Small Business Mural Program
Today, the District 2 Council Office announced the launch of a Community Canvas Small Business Mural Program, a new initiative designed to support five small businesses in District 2.
Children’s Minnesota to resume all gender health program services
Children’s Minnesota paused its gender health services in February, but a ruling in March overturned an attempt to restrict gender-affirming care.
US sexual health report card: High pleasure, low testing, stark gender disparities
A new sexual health survey reveals a mix of progress and persistent gaps. Overall, many Americans report positive experiences—interest in having sex, sexual pleasure, and good communication with partners—yet ...
ODOD invests several thousand into business expansion
The Ohio Department of Development (ODOD) is funding a southwestern business through the 166 Direct Loan Program.
Buccaneers' OTAs Kick Off April 20
Buccaneers' offseason workouts begin April 20. Dive into the phased program, from conditioning to team drills, as the Bucs prepare for the season.
Elite EDGE Mekai Brown down to five schools
The Northeast’s top high school football prospect is down to five schools. Greenwich (Conn.) Country Day four-star EDGE Mekai Brown has been consistently on the road since the fall, getting a look at myriad high-profile programs. After his latest swing of spring trips, Brown is ready to narrow his focus. The 6-foot-6, 235-pounder told Rivals’ […]
Lil Nas X Granted Mental Health Diversion in LAPD Battery Case
Lil Nas X had will see his felony police battery charges dismissed if he completes a two-year mental health diversion program, a judge said Monday.
Steve Ballmer commits $110M to LA youth mental health crisis; Cal State LA receives record $48M gift
A landmark $110M investment from Steve and Connie Ballmer is set to transform youth mental health in Los Angeles. Learn how Cal State LA is using a record $48M grant to provide scholarships and double its social work programs.
Gene Editing Institute Receives $500K Federal Grant to Expand CRISPR Learning Lab
ChristianaCare’s Gene Editing Institute has received a $500,000 federal grant secured by Delaware’s congressional delegation to expand its Learning Lab, a hands-on program that introduces high school and college students to gene editing. The Learning Lab is powered by CRISPR in a Box™, a teaching toolkit developed by Institute scientists that lets students try gene […]
Clemson business students land elite finance programs, build path to Wall Street
Through Clemson’s emphasis on mentorship, hands-on learning and professional development, Ava Hester and Morgan Harvey have earned spots in prestigious programs like Girls Who Invest and the Wharton School’s Fundamentals of Corporate Finance and Valuation program.
Can the US afford guns and day care?
Trump intends to cut social program spending in favor of funding his war
Embedded mental health clinical interns quickly connect people to support
Counseling Service of Addison County’s embedded master’s-level clinical internship program connects people to services, offering support from a familiar face within a trusted agency. Interns gain close supervision and guidance from expert staff in an established Community Mental Health Agency.
Republican group to spend $45M to help Rogers win Michigan Senate race
A national Republican group said it’s dumping $45 million into Michigan’s open U.S. Senate race as an initial investment to help ex-Rep. Mike Rogers.
UAMS Working with Schools in Carroll, Madison Counties to Develop Behavioral Health Outreach Programs
FAYETTEVILLE — The University of Arkansas for Medical Sciences (UAMS) Institute for Community Health Innovation will work with schools in Carroll and Madison counties to establish programs aimed at reducing behavioral risk factors for youth, while preparing students for career opportunities in community health. Through a $1.2 million Rural Communities…
Standing with Science in a Post-Truth World
Scientific progress against emerging threats will matter only if societies can defend trust in evidence from the distortions of the post-truth age
SEE Science Center and Unchartered launch innovative summer camp partnership in Manchester
The SEE Science Center and Unchartered announce a new partnership that reimagines how summer camp programs are staffed and delivered in Manchester.
The biggest mistake HR leaders make when pitching new benefits to their CFO
HR leaders who pitch wellness programs by leading with employee happiness are making a costly mistake. The secret? Crunch the numbers.
Makai Lemon or Carnell Tate? | Prospect Pendulum With NBC Sports' Connor Rogers
NBC Sports' Connor Rogers compares several of the 2026 NFL Draft's top prospects in this week's Prospect Pendulum. Hear his thoughts on USC WR Makai Lemon and several of the classes top pass catchers.
Facing Michigan’s ‘Monstars,’ UConn finds itself in the unlikely position of underdog
UConn is one of the most storied programs in college basketball. They’re facing a test in Michigan unlike anything they’ve seen in years.
How the Voyager missions rewrote planetary science, tested the limits of 1970s engineering, and became humanity's longest-running experiment in institutional patience
In November 2026, Voyager 1 will become the first human-made object to reach one light-day from Earth. Nearly 49 years after launch, the twin Voyager missions remain the most productive space exploration program ever flown, and a case study in what happens when engineering resilience meets institutional patience.
Lawmakers seek permanent funding for referral hotlines connecting families to mental health care
A bill heard by a Rhode Island Senate panel last week would fold funding for telephone hotlines used by pediatricians and family doctors to connect kids and parents to mental health treatment hotlines into a health department program funded by insurer contributions.
Ravens' 56-man roster as off-season workouts begin
The Baltimore Ravens are set to begin their nine-week offseason workout program on Monday. Here’s a full look at the current 55-man roster
Eileen Higgins, Juan Fernandez-Barquin to launch program helping Miami-Dade residents restore driver's licenses
The initiative aims to help those with suspended licenses get back on the road.
What impact is the science of reading having so far in Ohio classrooms and on college campuses?
The science of reading is being taught in classrooms across Ohio, but the state's education department stresses it will likely take time to track students' progress.
Ohio’s First Forensic Toxicology Master’s Program Opens for Enrollment at UToledo
The online program, which now has state approval, is built on UToledo’s “deep toxicology and pharmacology foundation.”
Weekend News Roundup
It was an eventful long weekend for Jays news. The big one was that Alejandro Kirk fractured and dislocated his thumb on an Austin Hays foul tip late in Friday’s game. His actual prognosis won’t be known until he meets with specialists on Monday. In the best case scenario, though, it’ll be several weeks before […]
On plant health and embracing new plant-breeding techniques in South Africa
The major challenge currently confronting South Africa’s agriculture is the spread of foot-and-mouth disease. For many farmers across the country, the most urgent tasks are both securing sufficient vaccines and rolling them out quickly in the coming months, particularly as the beef and dairy industries continue to suffer big losses. There is also pressure on sheep, goats, and other livestock to prevent the disease from spreading. As efforts to get the country through this monumental challenge continue, I believe it is important to sharpen our focus on the broader task at hand: strengthening biosecurity. This covers both animal and plant health. In recent years, we haven’t focused much on plant health, except a few times, such as when we had a goss’s wilt scare in the maize industry, a few cases of citrus black spot, or cases of sclerotinia in sunflower seeds. But the fact that South Africa managed to control the outbreaks of these particular diseases when they occurred a few years ago was due to organized agricultural and government scientific capabilities, and, most importantly, the availability of crop protection or agrochemicals necessary to address some of them. Therefore, as the animal health division in the Department of Agriculture focuses on the pressing challenge of the day, the foot-and-mouth disease, there is an opportunity for the plant health division to assess if they have all the requirements to tackle any outbreak that may occur on fruits, vegetables or crops in future. The challenge with crop diseases is that they can spread quickly and cause much more rapid damage in the field than we typically see with livestock. Therefore, speed is everything in ensuring the appropriate controls are available. I raise this as an important area, particularly given the drastic climate variation we observe across the country. The production conditions in some areas have changed noticeably over time, which may introduce new risks. The other essential part is ensuring that South Africa has access to the best crop protection technology available in the market. Many technology developers worldwide have operations in South Africa. Therefore, the Department of Agriculture, along with the Agricultural Research Council, must continuously interact with technology developers to assess the various crop protection technologies they are releasing globally and determine their suitability and need in South Africa. This will require a proactive approach from the government, unlike the current approach, in which technology developers typically approach regulators with new technologies. The government, recognising the food security risks, must take a proactive approach to ensure that South African farmers have access to the latest crop protection technologies, thereby safeguarding the country’s food security. Beyond crop protection, we must never forget that South Africa’s agriculture is key to ensuring that the country is the most food-secure country at the national level in sub-Saharan Africa. South Africa is also the only African country in the top-40 global agricultural exporters, having more than doubled since 1994 on the back of the adoption of high-yielding seed cultivars. South Africa has been the only African country to adopt a bold approach to embracing science and adopting genetically engineered seeds for grains and oilseeds in the early 2000s. Since then, we have seen crop yields improve noticeably, contributing to the gains we mentioned above. But ensuring that South Africa improves further is not a given. The key lies in South African regulators’ attitudes towards new technologies. We have to maintain a progressive approach and not give in to the politics of non-food and non-scientific voices that shout on the sidelines. Food security is national security, and the government must ensure we progress, leaning on science. Therefore, the registration of high-yielding new genomic techniques is required. South Africa cannot afford to fall behind the EU, the USA, South America, and many of its competitors in global agriculture. The Department of Agriculture’s crop science division must adopt a progress-and-science-embracing approach for the good of the country. Thanks for reading AgriView! Subscribe for free to receive new posts and support my work. Subscribe Share
Trump’s 2027 budget proposes deep cuts to science programs
Domestic agencies would face $73 billion in cuts, including reduced funding for scientific research and health and environmental programs
New study reveals hidden ocean chemistry
Findings reveal that nitrogen cycling in marine oxygen-deficient zones is far more dynamic than previously thought
WHO commends Indonesia’s leadership in One Health action to reduce risks from priority zoonotic diseases
On World Health Day, the World Health Organization (WHO) highlights Indonesia’s progress in reducing health risks from zoonotic diseases through a strengthened One Health approach. One Health recognizes that the health of people, animals and the environment are closely connected and must be addressed together. Led by the Government of Indonesia and supported by WHO and partners, the country has expanded joint prevention, surveillance and response efforts across sectors.
UCLA locks down South Carolina for dominant win, program's first NCAA championship
UCLA got to the Final Four on the strength of the nation’s best offense. When it showed up, it was a defensive juggernaut.
Suffrage & Science Week to explore connections between women’s rights and science
Seneca Falls, N.Y. — The Women’s Rights National Historical Park and Harriet Tubman National Historical Park are hosting Suffrage & Science Week.This program wi
Birthplace Museum hosts speaker on old-fashioned recording
BRISTOL — The Birthplace of Country Music Museum invites the public to its April Speaker Session for a one-of-a-kind experience with musician and historian Martin Fisher on Tuesday, April 14
One stage, big buzz: Napa Valley StreamFest redefines festival experience
StreamFest returns to Napa Valley April 23–26, building on a successful debut with star-studded programming, a centralized venue experience and a mission to redefine how audiences gather to celebrate streaming culture.
CA lawmakers prompted to address federal CalFresh eligibility cuts
The County Welfare Directors Association of California is urging state lawmakers and Gov. Gavin Newsom to help as food assistance programs face major changes that could result in food insecurity and strained food banks.
The Rural Health Transformation Program Isn’t So Transformational
Rural health care systems have been in crisis for decades, a situation that will become more dire when steep cuts to Medicaid kick in next year.
FULL SHOW: Inside INdiana Business 4/5/26
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OH WOW! Science Center will host interactive, augmented sandbox exhibit
OH WOW! The Roger & Gloria Jones Children’s Center for Science & Technology will host an interactive, augmented exhibit beginning Monday, April 6, 2026.
Mental health program underway at Linn County Jail
Linn County’s jail mental health diversion program gets underway, hires leader
School news: Pine Tree math, science team wins state competition - Longview News-Journal
The latest news on student achievements, school programs and more at Longview-area districts
FAMU Sports Hall of Fame to induct seven for 50th annual class
The FAMU Sports Hall of Fame will commemorate its 50th anniversary by honoring the very best in the athletic program. The ceremony is on Sept. 18.
State rankings: How are the Durango High spring sports doing?
April is here, and that means it’s time to look at the progress of the Durango High School spring sports teams. Demons sports squads have been practicing for over a month and have been competing in ga...
After Final Four wins by UConn and Michigan, it's still clear freshmen can't beat experience in crunch time
Netflix, CBS, ABC & NBC Cancel 11 Popular Shows in 2026
Here are some of the television programs on the chopping block in 2026.
Preparing the Next Generation of Alcohol and Drug Counselors
UNO’s Clinical Mental Health Counseling program is expanding its reach and impact by offering students a pathway to dual licensure in both mental health and substance use counseling. In just two additional courses beyond their required coursework, students can become eligible for Nebraska’s Provisional Licensed Alcohol and Drug Counselor (PLADC) credential.
Oregon gave millions in erroneous benefits for state health plan, audit says
A free Oregon health care program for adults who make too much money to qualify for Medicaid could have improperly given out $15 million in payments related to benefits for recipients, according to a recent audit of state-managed federal programs.
Hawaii’s best places to work to be recognized by Hawaii Business Magazine
Over the past 22 years, the Best Places to Work Program recognizes the best employers in the entire state.
Georgia 4-star OT commit Kelsey Adams returns to LSU
Georgia picked up a big early commitment from Atlanta Langston Hughes four-star offensive tackle Kelsey Adams back in October. He remains committed to the Bulldogs, but he’s also not closing the door on his recruitment. Adams is out visiting other programs this spring and he’s in Baton Rouge to give LSU another look this weekend. […]
Times Opinion: Big money in politics makes progress in Tennessee impossible
Take a look at governmental policy and the public's broad position on any given issue, and you'll see a glaring disconnect.
Briggs: Ranking the area's top 10 high school sports programs. Let the debate begin
How many extraordinary high school sports programs are there in our area? Honestly, I’m not sure I fully appreciated the answer until just the other day. ...
Cunard Expands Entertainment Program on 2026 Transatlantic Crossings - Cruise Industry News
All Transatlantic Crossings aboard Cunard’s Queen Mary 2 are set to feature an expanded entertainment program in 2026, the company said in a press release. Guests sailing between New York and Southampton can expect what the company says will be its most extensive program ever, marking the fact that the cruise line was selected Headline Partner of the Olivier Awards. “For more…
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
RFK Jr. launches midterm travel push to shore up ‘MAHA’ support
The Trump White House counts RFK Jr. as a top surrogate – but he comes with downsides, too.
Sheridan College dance explores beauty of the ordinary in upcoming performance
Behind the contemporary show is the importance of finding joy in the mundane — the central message behind the program’s spring semester performance.
Students found a star from the dawn of the universe drifting into the Milky Way
A group of undergraduate students stumbled into a cosmic time capsule—one of the oldest stars ever discovered—while combing through massive astronomy datasets. What began as a class project quickly turned into a breakthrough when they spotted an extraordinarily “pristine” star made almost entirely of hydrogen and helium, hinting it formed near the dawn of the universe.
Vikings Announce Key Dates for Offseason Program
It’s almost offseason program time, yes
Oregon gave millions in erroneous benefits for state health plan, audit says
By Shaanth Nanguneri, Oregon Capital Chronicle SALEM, Ore. -- A free Oregon health care program for adults who make too much money to qualify for Medicaid could have improperly given out $15 million in payments related to benefits for recipients, according to a recent audit of state-managed federal programs. The “questioned” funds surfaced in an 124-page
SF Supervisor Jackie Fielder Steps Back for Mental Health
Jackie Fielder, one of the most progressive members on the San Francisco Board of Supervisors, is taking a medical leave for a mental health condition.
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
Small Business Cybersecurity Training Program Scales Nationwide
The national Small Business Development Center is taking a program that was started in Delaware and offering it through its full 1,200-center network across the country.
Trump's budget singles out L.A. homelessness agency as he proposes housing cuts
Trump’s proposed budget attacks L.A.'s homelessness agency in push to eliminate a federal program that funds housing and services for homeless Americans.
Brooklyn Park To Offer Rent, Business Assistance After ICE Surge
An assistance program will soon be in place to help relieve some of the financial strain businesses faced during Operation Metro Surge.
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...
Patriots’ full 2026 spring schedule released
The Patriots released their 2026 spring schedule, which includes dates for their voluntary program, OTAs and mandatory minicamp.
Chiefs’ offseason workout dates announced
Kansas City’s offseason training program consists of three phases.
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:
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