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Lincoln Heights community building brings more opportunities for businesses, organizations
The Village of Lincoln Heights is helping bring businesses and organizations together under one roof.
RedMagic's new gaming tablet gets a launch timeframe; global version confirmed
The RedMagic has a new flagship Android gaming tablet on the way, and now there's a window for its release. In addition, it has been confirmed that the tablet will get an international version that will be released later.
One year later: Jeffersontown business hit by EF-3 tornado continues to rebuild
Steve Kitts, owner of JSO Wood Products, stands on newly installed flooring and under a new roof on the home of his business. The framed-out walls and no product inside the space is different from the...
Schematic Diagram of Semiartificial Photosynthesis
A semiartificial photosynthesis system composed of photocatalysts (purple), electron mediators (red), and biocatalysts (green) works together to convert carbon dioxide into useful substances using sunlight.
Connecticut bars getting business boost from UConn basketball tournament runs
The UConn men’s basketball team run to the national championship is also bringing a lot of customers to local bars across Connecticut for watch parties. “We had the audio running and everything and as soon as the final buzzer hit, everyone was going crazy. We had a nice little UConn chant going at the end,” Yash Ramchandani, whose family owns…
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
Denver family raises awareness about mental health, obsessive compulsive disorder
Doctors volunteer to help Americans cut off from health care by the cost
After getting help from health care charity RAM, Tennessee man says he "could be a normal human again"
RAM pop-up clinics provide free medical, dental, and vision care to uninsured or underinsured Americans
Celtics beat Raptors 115-101 behind Tatum, Brown
Jaylen Brown scored 26 points, Jayson Tatum had 23 points and 13 rebounds and the Boston Celtics beat the Toronto Raptors 115-101 on Sunday. Neemias Queta had 18 points and seven rebounds, and Payton Pritchard scored 17 points for the Celtics, who won their third straight to move closer to clinching second place in the Eastern Conference. Ja'Kobe Walter led Toronto with 16 points, and Brandon Ingram and RJ Barrett each had 15.
Study Reveals the Single Cause of Cognitive Decline—and a Cure
Researchers pinpoint a lone protein that speeds up the dysfunction of an aging brain. Eliminating it, they claim, can reverse the damage.
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.
Clark Hollow Ramblings: The garden, and some politics
Columnists reflect the opinion of the writer(s), not the Rapp News. Comment below or by writing a letter to the editor: editor@rappnews.com.
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
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.
Hunched Trump, 79, Seen After Aides Address Health Claims
Trump’s last public appearance was his rambling address on his war with Iran on Wednesday.
🚨 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...
Vivo X300 Ultra vs Sony Alpha A7 full-frame camera: Who wins?
200MP photos from what is currently probably the best camera flagship phone on the market go up against 24MP shots from a Sony Alpha A7 III setup with a Sony 24-70 lens. Which one comes out ahead in which areas can be judged by anyone based on the available original images.
Nvidia shows neural compression can cut VRAM usage from 6.5GB to 970MB
Consider Nvidia's work on Neural Texture Compression (NTC). In its "Tuscan Wheels" demo, the company showed VRAM usage dropping from roughly 6.5GB with traditional BCN-compressed textures to...
Pinky Cole promises to bring fresh drama to ‘Real Housewives of Atlanta' Season 17
The Slutty Vegan founder tand her 'Housewives' castmate Shamea Morton talked to the AJC about the new season, which debuts Sunday night.
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.
California Politics 360 Full Episode | $13M placed in bets on CA governor's race
Ashley Zavala sits down with Sacramento Assembly Member Maggy Krell about what more she says should be done.
The Vibe Coding Effect? Apple’s App Store Saw 84% Jump in New Apps in Quarter
For much of the last decade, the number of new apps launching in Apple’s App Store each year went into a tailspin, falling a whopping 48% between 2016 and 2024, according to data from research firm Sensor Tower. At least that was the case until last year. In 2025, the number of new apps that ...
The Choral: Makes beautiful music
Delicately crafted period drama hits all the right notes
Laramie County health and food inspections (3/27/26–4/2/26)
CHEYENNE, Wyo. — The Cheyenne-Laramie County Health Department inspects restaurants, bars, convenience stores, delis, grocery stores, bed and breakfasts
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.
Scientists find hidden brain cells helping deadly cancer grow
Scientists in Canada have uncovered a surprising weakness in glioblastoma, one of the deadliest brain cancers. They found that certain brain cells—once believed to only support healthy nerves—can actually help tumors grow by sending signals that strengthen cancer cells. When researchers blocked this communication, tumor growth slowed dramatically in lab models.
Study of 1,700 languages reveals surprising hidden patterns
A massive new analysis of over 1,700 languages shows that some long-debated “universal” grammar rules are actually real. By using cutting-edge evolutionary methods, researchers found that languages tend to evolve in predictable ways rather than randomly. Key patterns—like word order and grammatical structure—keep reappearing across the globe. The results suggest shared human thinking and communication pressures shape how all languages develop.
TLC’s Chilli Reveals If She Has Any Regrets Tied to 1996 Grammys Speech About Winning Awards While Being Broke (Exclusive)
TLC's Chilli looks back on the band's 1996 Grammy speech about being broke after they won two awards at the ceremony, and shared how she feels about it today, in an exclusive interview with PEOPLE.
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
Trump is trying to build a massive voter database. Election officials are afraid of what he’ll do with it
The Trump administration is intensifying its campaign against alleged voter fraud, taking new steps toward building a national citizen database and ramping up its hunt for suspected noncitizen voters — all under the banner of “election integrity.”
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.
Netflix, CBS, ABC & NBC Cancel 11 Popular Shows in 2026
Here are some of the television programs on the chopping block in 2026.
Your Odin 3 Might Not Actually Use the Snapdragon 8 Elite, but There’s More to the Story
The Odin 3’s chip story just got messier, as AYN replaces Snapdragon 8 Elite branding with Dragonwing Q8 across its official landing page.
Commentary: When stars’ plastic surgery is played for your entertainment
Often when I’m scrolling through Instagram, hypnotized by the stream of videos, an actress’ face will cut through the noise. This isn’t a typical clip from a press junket or red carpet. Instead, it will feature side-by-side images of the star, one younger and one more recent. Then a content creator – perhaps a doctor or an aesthetician, sometimes wearing scrubs – will walk me through what cosmetic procedures they think the actress has had. (It’s much rarer that men get this kind of analysis.)
Scientists trap light in a layer 1,000x thinner than hair
Researchers have created a nanoscale structure that traps infrared light in a layer just 40 nanometers thick—over 1,000 times thinner than a human hair. By using a unique material with exceptional light-bending properties, they can confine and intensify light far beyond previous limits. This setup also dramatically boosts light conversion effects, turning infrared into visible blue light. The advance could pave the way for smaller, faster photonic technologies.
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.
NASA Disappoints Artemis II Astronauts By Cutting Off Chappell Roan Wakeup Song
This is a lot cooler than Katy Perry going into space: NASA played Chappell Roan’s “Pink Pony Club” to wake up the astronauts on Artemis II this morning. However, mission control abruptly cut the audio after Roan sang “heels.” “We were all eagerly awaiting the chorus,” Commander Reid Wiseman joked. Artemis II launched on Wednesday…
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. […]
NVIDIA's Neural Texture Compression Cuts VRAM Use From 6.5 GB to 970 MB
NVIDIA has released more details about its Neural Texture Compression (NTC) technology, which significantly reduces GPU VRAM usage by up to seven times. In a technology demo presented during one of the GTC 2026 sessions, NVIDIA revealed that its Neural Texture Compression can reduce VRAM usage from ...
New entertainment social venue The Vault opens in downtown Auburn
Owner Dallas Drake described the space as a place where adults can relax without a formal atmosphere.
Former Turnstile guitarist charged with attempted murder of bandmate’s father
A former guitarist of the Grammy-winning rock band Turnstile has been charged with attempted second-degree murder and assault after he allegedly struck the father of the group’s lead vocalist with
Former Turnstile guitarist charged with attempted murder of bandmate’s father
A former guitarist of the Grammy-winning rock band Turnstile has been charged with attempted second-degree murder and assault after he allegedly struck the father of the group’s lead vocalist with
Lander students win divisions, receive special accolades at 2026 Sceince Fair in Laramie
(Laramie, WY) – Several Lander students made an impact at the Wyoming State Science Fair in March, held at the University of Wyoming, where there were approximately 130 student competitors from across the state who had qualified during the regional science fairs. County 10 caught up with Lander advisor Sam Hartpence, who oversaw students Carson […]
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
A massive arctic thaw is unleashing carbon frozen for thousands of years
A sweeping new study reveals that as Arctic permafrost thaws, it is dramatically reshaping rivers and releasing vast amounts of ancient carbon that had been locked away for thousands of years. By analyzing decades of high-resolution data across northern Alaska, scientists found that runoff is increasing, rivers are carrying more dissolved carbon, and the thawing season is stretching further into the fall. This carbon eventually reaches the ocean, where some of it turns into carbon dioxide, intensifying global warming.
Baseball can be a home run for good brain health
Play ball, seniors. The spring sport, which officially ramps up in Toledo on Tuesday with the Mud Hens’ home opener, can stimulate the brain and create ...
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.
Ye attempts a comeback with sold-out LA-area concert, support from Lauryn Hill
e grammy-awards music race-and-ethnicity antisemitism entertainment | Talk Radio 1210 WPHT
Legacy, Regence Health split over rates; Oregon families scramble for healthcare
Melanie Bobbett was already facing mounting medical expenses when her partner received a notification that his insurance plan was ending on April 1.
From The Drama to Malcolm in the Middle: your complete entertainment guide to the week ahead
R-Patz and Zandaya star in a romcom with bite, and the lovably dysfunctional family is back in a revival of the turn-of-the-millennium comedy hit
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
Rising energy costs squeeze Rochester-area businesses, forcing tough decisions
Owners point to a combination of rising expenses, including utilities, insurance, taxes and the cost of goods as key drivers behind the financial pressure.
Dying stars are devouring giant planets, astronomers discover
Dying stars may be wiping out nearby giant planets as they expand into red giants. Astronomers found that these close-in planets become increasingly rare around more evolved stars, suggesting many have already been swallowed. The likely cause is a gravitational tug that drags planets inward until they break apart or fall into the star. It’s a dramatic glimpse into the chaotic final stages of planetary systems.
Caesars Entertainment (CZR) Valuation Check As Shares Rebound Despite Multi Year Return Weakness
Caesars Entertainment overview and recent performance snapshot Caesars Entertainment (CZR) has been drawing attention after recent price moves, with the share price last closing at $26.53 and total return data giving a mixed picture across different time frames. Over the past day, the stock showed a 0.08% decline, while the past week reflected a 1.34% decline. Over the past month, total return stands at 6.04%, and over the past 3 months at 12.61%. Year to date, Caesars shows a 12.61% total...
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.
Samsung releases the 2026 The Frame Pro and 3 OLED TVs (and one is basically an OLED The Frame)
Samsung's version of an OLED art TV is here. Meanwhile, the LG G6 Wallpaper doesn't even have a release date yet.
Lenovo Legion Go 2 suddenly costs $650 more as RAMageddon lays waste to gaming hardware
$2,000 for a Z2 Extreme.
Patriots’ full 2026 spring schedule released
The Patriots released their 2026 spring schedule, which includes dates for their voluntary program, OTAs and mandatory minicamp.
AVAC: Global Health Watch
AVAC Global Health Watch: Zambia’s bilateral MoU, NIH budget cut, LEN pricing & access, new HIV Prevention Access Framework
Chiefs’ offseason workout dates announced
Kansas City’s offseason training program consists of three phases.
Former Turnstile guitarist is accused of hitting an ex-bandmate's dad with his car
a e n law-enforcement assault general-news grammy-awards homicide courts crime music entertainment u-s-news | WWL
Former Turnstile guitarist is accused of hitting an ex-bandmate's dad with his car
a e n law-enforcement assault general-news grammy-awards homicide courts crime music entertainment u-s-news | NewsRadio 1080 KRLD
Former Turnstile guitarist is accused of hitting an ex-bandmate's dad with his car
a e n law-enforcement assault general-news grammy-awards homicide courts crime music entertainment u-s-news | WBEN
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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JSU launches Bachelor of Science in Aviation
Submitted by JSU Jacksonville State University (JSU) announced the launch of its newest academic program — a Bachelor of Science in Aviation, set to begin in Fall. The Alabama Commission on Higher Education approved the aviation program on Friday, March 13, during its meeting in Montgomery. JSU’s Bachelor of Science in Aviation is designed to […]
Surprise! Zendaya wears something blue, after the old, new and borrowed
l e weddings marriage fashion entertainment lifestyle | WWL
Home Health Company’s Overtime Settlement: A Cautionary Tale for Healthcare Employers With ‘Program Managers’
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Surprise! Zendaya wears something blue, after the old, new and borrowed
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Surprise! Zendaya wears something blue -- after the old, new and borrowed
l e weddings marriage fashion lifestyle entertainment | KCBS All News 106.9FM and 740AM
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After four patients died, Idaho governor approves restoring cut Medicaid mental health programs
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A Badgers basketball team builds a foundation for success
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Austin home-based business rules could change under new pilot program
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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.