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This simple change stops robot swarms from getting stuck
In crowded environments, more robots don’t always mean faster results—in fact, too many can bring everything to a standstill. Harvard researchers discovered a surprising fix: adding a bit of randomness to how robots move can actually prevent gridlock and boost efficiency. By allowing robots to “wiggle” slightly instead of marching in straight lines, they can slip past each other and keep tasks flowing smoothly.
Overwatch launches on Nintendo Switch 2 with performance issues, Blizzard confirms patch in the works
Overwatch just launched on Nintendo Switch 2 today, but things haven’t gone smoothly. Soon after release, players reported issues with the port – notably with performance. Blizzard promised that the new Nintendo Switch 2 version would run up to 60 frames per second. However, some fans thought that the Nintendo Switch 1 version was accidentally uploaded since the action felt...
Rosalina and Samus have new Nintendo eShop cards, plus an eShop credit sale is live
New Rosalina and Samus Nintendo eShop cards have been revealed, and a sale is happening that can save you a bit of cash on eShop credit.
Animal Crossing: New Horizons 3.0.2 update out now, special gift available
Animal Crossing: New Horizons just released a version 3.0.2 update, and it includes a special item to celebrate the series' 25th anniversary.
Overwatch out on Nintendo Switch 2 tomorrow, up to 60 FPS and more
We have an update on Overwatch (previously known as Overwatch 2), as Blizzard just confirmed the release date for the Nintendo Switch 2 version. As it turns out, it’ll be out tomorrow. One of the highlights of Overwatch on Nintendo Switch 2 is support for up to 60 frames per second for both docked and handheld play. Blizzard says the...
JD Vance Seems to Ruin Everything He Touches
Does the vice president really think he has a shot in 2028, despite his consistent failures?
How Commissioner Joe Neunder became a symbol of everything voters distrust in SWFL
Sarasota land deal raises ethics questions and fuels voter distrust
Get on ‘board’ with Aspen’s newest charcuterie board business
Borde + Kurv offers handmade boards, along with baskets, spanning everything from brunch to charcuterie to dessert — with thoughtfully sourced and mostly local produce evoking European flavor and tradition.
Microsoft is testing OpenClaw-like AI bots for 365 Copilot
The Verge is about technology and how it makes us feel. Founded in 2011, we offer our audience everything from breaking news to reviews to award-winning features and investigations, on our site, in video, and in podcasts.
MLB Power Rankings: Let the turnarounds begin? Which teams have already exorcised their early season demons
In the long slog that is a 162-game season, early results can mean nothing -- or everything
The Ultimate Secrets of Strixhaven Limited Set Review
Ready for a second semester at Strixhaven? We'll give you a crash course on everything you can expect from this Limited format.
Coachella 2026: The 21 best moments from the fest's 25th-anniversary weekend
From Justin Bieber and his laptop to the high-production headlining sets from Sabrina Carpenter and Karol G and the best of everything in between at Coachella.
Everything to know about David Geffen Galleries as a new LACMA emerges
The divisive new building opens to members April 19 and widely May 4. Learn more about its architecture, must-see art, things to do and $724 million price tag.
Can red light therapy really deliver a beauty and health glow up? Here's the science
Wellness influencers tout the therapy's power for everything from rejuvenating skin and hair to boosting longevity. Devices sold for at-home use abound. We look at the evidence behind the hype.
Can red light therapy really deliver a beauty and health glow up? Here's the science
Wellness influencers tout the therapy's power for everything from rejuvenating skin and hair to boosting longevity. Devices sold for at-home use abound. We look at the evidence behind the hype.
Can red light therapy really deliver a beauty and health glow up? Here's the science
Wellness influencers tout the therapy's power for everything from rejuvenating skin and hair to boosting longevity. Devices sold for at-home use abound. We look at the evidence behind the hype.
🥐Champions week, Liga hangover... Monday's 5️⃣ stories
It’s a key week and one of the most important of the year because of everything at stake, and the news is clear. No Mbappé two days before MunichWith still two days to go before the battle at the A...
Liverpool, the Grand National and the rumbling discord around Merseyside’s biggest sporting day
Those in control of the most powerful sporting institutions stand accused of understanding the cost of everything but the value of nothing
Tomodachi Life: Living the Dream ROM leaked online
It's now been confirmed that the Tomodachi Life: Living the Dream ROM has leaked online just days before launch.
All Things Detroit Day draws shoppers, celebrates small businesses at Eastern Market
The Sheds at Eastern Market were buzzing Sunday as shoppers poured in for All Things Detroit Day, an annual celebration of local small businesses featuring more than 100 vendors offering everything from apparel to food.
New research turns everything we thought we knew about yo-yo dieting on its head
Green Powered Challenge: Solar Powered Pi Hosts Websites In RAM
If you started with computers early enough, you’ll remember the importance of the RAMdisk concept: without a hard drive and with floppies slow and swapping constantly, everything had to live …
‘Euphoria’ has outgrown itself, on screen and off
(CNN) — Everything was different when “Euphoria” premiered in 2019.
‘Euphoria’ has outgrown itself, on screen and off
Everything was different when “Euphoria” premiered in 2019. Now, as the series makes its long-awaited return Sunday, the third and final season of the show is emerging into a drastically different world, both in terms of the story being told on screen and the generation of stars the show helped launch off screen.
Pokemon Champions Battle Pass Season M-2 rewards leaked
Pokémon Champions has already leaked details about its Battle Pass Season M-2 rewards. The next season isn’t expected to start for quite a bit. Pokemon Champions just launched this week, and alongside that, Season M-1 started up. It should be running until May 12, so the next one isn’t expected until at least a month from now. That said, if...
18 Secret iPhone Features in iOS 26 You Probably Didn't Know Existed
Ready to explore everything that iOS 26 has to offer? We'll be your tour guide.
How to get a refund on the Nintendo eShop
Here's what you can and can't get refunds for on the Nintendo eShop on Switch and Switch 2 with information on how to actually get one.
Get on ‘board’ with Aspen’s charcuterie board business
Borde + Kurv offers handmade boards, along with baskets, spanning everything from brunch to charcuterie to dessert — with thoughtfully sourced and mostly local produce evoking European flavor and tradition.
Seniors: Dennis Ouellette, 80
Ontario Orchards owner not slowing down as he grows his farm market By Stefan Yablonski The seeds for Dennis Ouellette’s career path were sown when he was 6 years old — and he isn’t slowing down. “Since age 6, I grew up an agriculturalist. That is 72 years. Started out with a 37-acre farm when I bought it from my parents and built it up to almost 300 acres. Brought it back down to around 200 acres now,” he said. The location of his business was just a barn, a horse barn, he said. “In 1967, it officially became Ontario Orchards Farm Market. My wife [June] and I graduated [high school] in 1964 and three years later we became Ontario Orchards. We have been here more than 60 years,” he explained. “It is the same location. We have expanded over the years as the customers mentioned different things; we have expanded to bring in different products. “What keeps me going is I totally enjoy what I am doing. I enjoy the people that I work with. The customers are wonderful. Mostly, more important than anything, is my family — my wife, my daughters, grandchildren, son-in-law — we are still very much a family business I’m not going to retire just yet.” He also enjoys the changing seasons. “Ontario Orchards is a four-season business. There is always something new; more energy, more interest. Not only for the business but for my staff, the people that work here. Things keep changing, changing. We are always looking forward to something new and exciting,” he said. They work with quite a number of local farmers within the area and throughout the state, throughout the country and from around the world.” “We do have things from different countries around the world. But specifically, we are very excited about the local. We have an over 200-acre farm. We sell just about everything we raise on that farm right here at the farm market. For example, we press cider year-round. We make baked goods every day, year-round. We sell our apples 12 months a year.” “Today, there are so many products in Ontario Orchards that we never would have thought of in 1967,” he continued. “I attribute a lot of that to my daughters. I like the young blood and new energy. That is very crucial to a business, it keeps it vibrant.” What’s his favorite part of the job? “I don’t have a favorite part. I enjoy it all. I have a lot of intertest in other things,” he said. “I have staff that knows so much. I can go to the staff and say, ‘I don’t know what this is, you tell me what this is.’ They are so knowledgeable. It is impossible for one person to know everything in this place. In the summer, staff is about 60; in the winter about 20, 25.” He added that he plans on being around for several more years.
If You Visit JoJo’s Diner, Bring Your Appetite
By Stefan Yablonski Q: When did you open? A: We opened Oct. 1. Q: Did you have a previous business? A: This is my first business ever. Q: So why did you start this? A: I was cooking for people my entire life and I decided I’m just going to try it on my own. And here we are! Q: How’s business been? A: It’s been good. Kind of slow over the winter, but starting to pick up now that the weather is getting better. We have high hopes for spring. We were really hopping over the weekend when it was much nicer out. Q: What’s your best dish? A: Our junkyard plates are our huge specialty. It’s a huge messy plate of goodness. We also have breakfast sandwiches, waffles, smashburgers and more. Q: Do you own this building? A: We lease from Chuck Burger. He’s our landlord. He has been super helpful. He provided all the equipment. I didn’t have to. Q: You’re a breakfast spot? A: We do breakfast and lunch all day. It’s kind of our thing. We are open 7-3 every day except Tuesdays. Q: How big is your staff? A: Currently it’s one other person. It’s just been me on the front end and someone in the kitchen or vice versa. Q: It’s all to go? A: Everything comes out ‘to go’ — served in to-go containers. You can eat inside or you can take it with you. We don’t have to provide extra staff for waitresses and dishwashers and all that. Q: Do you have any business background? A: I did the small business program at the college. But that’s about it. We’re new, but we’re still building. We hope to grow and stay here for a long time.
Borderlands 4 Nintendo Switch 2 copies apparently spotted in the wild despite the game being put on hold indefinitely
There’s been an interesting development with the Nintendo Switch 2 version of Borderlands 4 as the game has now been spotted at retail. You may originally recall that the port was planned for release last October. However, it was delayed just a few days before release. Then in February, we heard that development had been paused. That brings us to...
Apple’s Biggest Camera Jump Ever: The iPhone 18 Pro Max Brings Pro-Level Glass to Your Pocket
Everything you need to know about the iPhone 18 Pro Max camera jump. From Pro-level glass to the 35% smaller Dynamic Island.
The Masters: The biggest quirks and traditions at Augusta
No birds, cheap food, and artificial dye in the water are just a few of the Masters' quirks. See everything that makes the tournament unique.
I found the ‘memory cheat code’ for ChatGPT — and it fixed my worst problem with AI
One simple prompt stopped ChatGPT from “forgetting” everything mid-conversation — and it completely changed how I use it
NYT Connections Sports Edition hints and answers for April 11: Tips to solve Connections #565
Everything you need to solve Connections Sports Edition #565.
Everything to Know About Hoops Legend Sue Bird, NBC Sports' New WNBA Analyst
WNBA Hall of Fame guard Sue Bird has officially been added to NBC Sports' broadcast team for the WNBA - here's everything fans should know about the star.
Round Up: Everything Announced In The Level-5 Vision 2026 April Showcase
Layton! Inazuma! Snack World??
Amazon Luna goes all in on Stadia Pro-like subscription, removing everything else
Effective today, Amazon Luna is shutting down basically everything that’s not a single Stadia Pro-like subscription. Amazon Luna started off...
Crimson Desert Dev Confirms Boss Rematches, Hard Difficulty, Enemy Territory Recapture, and a Whole Lot More Is Coming Soon
Crimson Desert developer Pearl Abyss has outlined a number of significant changes coming to the game in the coming months, each addressing various community complaints that were highlighted recently. Here's everything you need to know.
Mario Kart World 1.6.1 update out now, patch notes
Mario Kart World just received a new version 1.6.1 update from Nintendo, and you can get the patch notes here.
Early Punch-Out prototype surfaces, ROM shared online
Nintendo fans can now get their hands on a new and special Punch-Out prototype that just surfaced.
The lifesaving catch that changed everything
Javon Brumsey's lifesaving catch saw him take on heart surgery and recover with the ECU Health Cardiovascular and Pulmonary Rehab program.
Nintendo announces Rhythm Heaven Groove release date
Rhythm Heaven Groove now has a release date. The game is due out on July 2, 2026, the company just announced. News about the release date just dropped on the Nintendo Today app. Footage from one of the mini-games was also shown. Rhythm Heaven Groove continues the tradition of rhythm games the series is known for. On top of that,...
Pokemon Company reveals fixes coming to Pokemon Champions in first patch
Pokemon Champions is getting its first patch soon, and details were just announced about what will be fixed.
He won championships — and realized that wasn't everything
Mike Pickett is one of the most successful youth coaches in Florida. But he says when it comes to youth sports in America, we're doing so much wrong.
Invincible VS Open Beta Begins Tomorrow: What You Need to Know
Get ready to suit up – Invincible VS’s Open Beta begins tomorrow, and everything you need to know is inside:
No Man's Sky Xeno Arena Update Channels Pokémon, Lets You Raise, Train and Battle the Alien Creatures Found Across the Universe
No Man’s Sky’s latest update, Xeno Arena, is doing its best Pokémon impression by letting you raise, train and battle the alien creatures found across the universe. Here's everything you need to know.
Rumor: 007 First Light delayed indefinitely on Nintendo Switch 2 [update: summer delay]
Original: Rumor has it that the Nintendo Switch 2 version of 007 First Light has been hit with its own delay. 007 First Light was originally planned for release for all platforms on March 27, 2026. IO Interactive later pushed the launch back to May 27, 2026, and last we heard, the new date also applied to Nintendo Switch 2....
Brawl breaks out between Braves pitcher Reynaldo López and Angels slugger Jorge Soler
“I asked him if everything was OK and the answer he gave me, I didn’t like it,” Soler said through a translator, according to MLB.com. “That’s why I went out there.”
Bluesky users are mastering the fine art of blaming everything on "vibe coding"
Use of AI coding tools has become a convenient boogeyman for any tech issues.
NVIDIA DLSS 5 — Everything We Know So Far About NVIDIA’s Latest Neural Rendering Technology
NVIDIA's DLSS 5 is set to launch Fall 2026, offering real-time neural rendering for photoreal graphics on RTX 50 Series GPUs.
Nickelodeon Extreme Tennis Next announced for Nintendo Switch
Today, Gameloft unveiled Nickelodeon Extreme Tennis Next for Nintendo Switch. The game is launching on May 28, 2026. Nickelodeon Extreme Tennis is a fast-paced arcade tennis game featuring popular characters from SpongeBob, Avatar, Teenage Mutant Ninja Turtles, and more. Expect character customization, a story mode, split-screen multiplayer, and more. Here’s an official overview: Become your favorite Nickelodeon character, like SpongeBob...
Immunic COO highlights the importance of science-led innovation to mark World Health Day
Immunic Inc (NASDAQ:IMUX, FRA:10VA) chief operating officer Jason Tardio talked with Proactive's Stephen Gunnion about the importance of science-led innovation in tackling neurological diseases, particularly multiple sclerosis, on World Health Day 2026. Tardio highlighted that the biotech industry is fundamentally grounded in scientific research and data, noting that “everything we do is rooted in science.” He explained that Immunic is focused on developing innovative therapies designed to improve patient outcomes and address significant unmet medical needs. The discussion centred on multiple sclerosis (MS), a complex neurological disease that continues to present challenges despite decades of progress. Tardio pointed out that while advancements have been made, “the disease is not solved for,” with many patients still experiencing disability progression and requiring safer, more tolerable treatments. He emphasised the urgent need for innovation, particularly in progressive forms of MS where treatment options remain extremely limited. Immunic’s lead asset, vidofludimus calcium, is being developed as a novel approach aimed at addressing the full spectrum of the disease. Tardio also reinforced the broader mission of the healthcare and biotech sectors, stating that the ultimate goal is to help individuals “live a better quality of life” and “a healthier life longer.” Watch the full interview to learn more about Immunic’s approach to advancing MS treatment through science. For more videos like this, visit Proactive's YouTube channel, like this video, subscribe to the channel, and enable notifications so you never miss an update. #Immunic #MultipleSclerosis #BiotechInnovation #Healthcare #MSResearch #DrugDevelopment #ClinicalTrials #Neurology #WorldHealthDay #ScienceDriven #VidofludimusCalcium #PharmaNews #BiotechNews
"The Lakers are a sports car and their answer for everything is more power" - Colin Cowherd says the Lakers prioritized star power over balance and paid for it
Colin Cowherd says the Los Angeles Lakers leaned too heavily on star power instead of building a balanced roster.
Nintendo Switch 2 and Switch update 22.1.0 out now, patch notes
Nintendo has now released a version 22.1.0 update for both Switch 2 and Switch, and here are the patch notes.
MHR Roundup: Monday, 4/6
Your end-of-day recap for 4/6/2026 of everything worth reading, watching, and talking about in Broncos Country.
Microsoft: Copilot AI is for 'entertainment purposes only,' not 'important advice'
The company has baked its AI assistant into everything from Word to Windows, but it's apparently only for fun.
Grand Strand chef becomes a Masters chef every spring
Ervin Abbott is one of the few people at the Masters in Augusta this week that hopes everything he does is above par. For a week or so before and during the storied event, Abbott moves from his position as a culinary director for La Vida Hospitality which operates the Crooked Hammock Brewery and the Big Chill Restaurant in Barefoot Landing to executive chef at Augusta National, a position he has filled for the last three years.
Nintendo announces limited-time Switch 2 offer with Super Mario Galaxy 1 + 2
Nintendo just shared the news about a new Switch 2 offer which will save consumers a bit of cash when they pick up Super Mario Galaxy + Super Mario Galaxy 2 with the console. The offer goes into effect starting on April 12, lasting through May 9. Those who purchase Nintendo Switch 2 at the same time as the physical...
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
LG's canceled rollable just embarrassed 2026 phones in a teardown video
JerryRigEverything tore down LG's scrapped rollable, and it hurts to watch what could've been.
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…
Everything to know of 2026 Men's NCAA Tournament championship game
Only one more game remains before March Madness crowns its next basketball champion. Here's what you need to know about the men's title game:
2026 NCAA national championship live stream: March Madness TV schedule, watch streaming online Monday
Everything you need to know and how to watch Monday's national championship game
Trump says 'good chance' of deal with Iran on Monday
"I'm considering blowing everything up and taking over the oil" he added
Today’s Papers – Easter’s Final, Conte tempted by Italy
La Gazzetta dello SportExclusive BartesaghiDear Milan, I owe you everything. Napoli are strong, but we…Anguissa-Rabiot: the giants at the centre of the game.The shield is LautaroInter in the big mat...
These Nintendo games didn't get DLC, but could have
We take a look at four big Nintendo games that could have received substantial DLC, but never did, and what could have been added.
Chucklefish on why Witchbrook has taken a decade to release
Donna Orlowski, the COO of Chucklefish, has explained why Witchbrook has taken so long to release. Back in 2016, the project was first teased. A year later, it was announced as Spellbrook, and then became Witchbrook in 2018. We’ve essentially seen the last decade fly by, but the game has still yet to debut. Orlowski gave some insight into the...
Next Level Games wanted Link in Mario Strikers Charged
According to a developer that worked on Mario Strikers Charged, there was some consideration for having Link in Mario Strikers Charged. As a Mario game, Strikers Charged expectedly stuck with characters associated with that franchise. However, there was the possibility of bringing in that famous character from The Legend of Zelda. That tidbit was shared today by Did You Know...
I thought I'd always use Chrome, until I tried this lightweight alternative
Everything feels faster on this minimal browser
Astros New Approach Is Sustainable
For the first couple of games, the Astros offense looked like it was trying to force everything. The swings came early, the contact was weak, and too many innings ended before the opposing starter ever felt uncomfortable. It had that familiar early-season look of a lineup still searching for rhythm. But the last few games […]
Pokemon Champions Pokemon list, everyone that's confirmed
Pokemon Champions Pokemon list released which covers all creatures that have currently been confirmed for the game.
The global oil crisis is turning into an everything crisis
One month into the war in Iran, a growing shortage of crude oil is threatening to morph into something worse: a shortage of nearly everything.
Why 'Paradise' Is The Most Addictive Show On TV & Everything We Know About Season 3
From Xavier's heroics to Sinatra's sacrifice, Paradise Season 2 ended with a bang. Here’s everything we know about Season 3.
What time is UConn vs South Carolina in Final Four? Start time, location, TV Channel
Everything you need to know to tune into No. 1 UConn Huskies vs No. 1 South Carolina Gamecocks including start time and streaming options for the Final Four
What time is UCLA vs Texas in Final Four today? Start time, location, TV Channel
Everything you need to know to tune into No. 1 UCLA Bruins vs 1 Texas Longhorns including start time and streaming options for 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:
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