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The Salary Penalty: Why Trump’s Tax Bill Hits a Banker Harder Than a Plumber
These days the biggest factor determining what high earners owe the government is how they make their money.
New Rules Hinder Foreign Firms From Moving Supply Chains From China
Multinationals in China are concerned that the regulations could allow authorities to penalize companies and executives for shifting supply chains away from the country.
Texas House Democrats fined each over $8K for quorum break
The committee tallied the combined penalties at over $421,000.
Internal OpenAI memo touts Amazon partnership as key driver of enterprise business
CNBC's Kate Rooney reports on an internal OpenAI memo that touts its Amazon partnership as a key driver of its enterprise business.
OpenAI is pivoting to…socialism?
The AI company just released a set of oddly left-wing — and wildly hypocritical — policy ideas.
Dons boss Robinson will not relax until safety is secured
Stephen Robinson does not want Aberdeen to relax during their two-week break after they recorded a much-needed 2-0 win over Hibernian to boost their William Hill Premiership survival hopes. Kevin Nisbet netted from the penalty spot after Grant Hanley was sent off for hauling down Toyosi Olusanya and the Scotland striker added a second with 15 minutes to go to end a nine-match winless league run. The Dons are five points above Kilmarnock, who sit in the relegation play-off spot with five games to play, and the two teams clash at Pittodrie in the next round of Premiership fixtures which does not take place until April 25.
Anthropic may soon pass OpenAI on this measure of AI business spending
Anthropic has seen a surge in business spending in recent months, according to Ramp's AI index.
How AI used Adobe Lightroom like a human, only faster
OpenAI's Codex AI coding service worked out how to use Adobe Lightroom like a human, denoising 50 photos without an API or plugin.
Texas House committee slaps Democrats with nearly $422K in penalties for 2025 quorum break
The Committee on House Administration voted along party lines to fine 50-plus Democratic members more than $8,000 apiece for fleeing the state to try to block a GOP-led congressional redistricting plan.
Health chatbots could pave the way for 'AI privilege' in court
Tech companies like OpenAI have many reasons to keep your discussions with health-focused AI locked up.
Anthropic closes in on OpenAI as US business use surges
Divergence reflects company’s recent rapid growth owing to strong interest in its Claude Code products
How OpenAI's reported ad plans could change the AI business model
OpenAI (OPAI.PVT) is reportedly projecting $100 billion in advertising revenue by 2030. Yahoo Finance Technology Editor Dan Howley explains how this could shift the artificial intelligence (AI) business model.
Molotov cocktail thrown at Sam Altman's $27 million home
The San Francisco Police Department said a 20-year-old suspect is in custody and charges are pending. OpenAI praised the police's quick response.
Andrej Karpathy says there's a 'growing gap' among AI users
Ex-Tesla AI director and OpenAI founding member Andrej Karpathy wrote that AI power users and skeptics are "speaking past each other."
OpenAI has quietly launched its ads manager as it races to build out its ads business
The AI platform launched the ads manager within its ChatGPT ads pilot advertisers last week, and also lowered the barrier to joining the test.
Hawaiʻi weighs shorter probation, lighter punishment for drugs
The proposed changes come after criminal justice stakeholders from across the state took an extensive look at the state’s penal code in a effort to address concerns and outdated practices
View: AI is testing the oldest debate in business: Who’s the customer?
The oldest question in business — who is your customer — turns out to be the one OpenAI still can’t answer.
Donald Trump's 'Save College Sports' executive order lands with a shrug inside college football
Trump's "Save College Sports" executive order proposes transfer and eligibility limits and threatens funding penalties. College football GMs say it won't hold up in court.
Google Adds Mental Health Tools to Gemini Chatbot After Lawsuit
Alphabet Inc.’s Google plans to introduce new mental health support features for its Gemini chatbot as the company and rivals, like OpenAI, have faced several lawsuits accusing their artificial intelligence tools of leading to harm.
Google Adds Mental Health Tools to Gemini Chatbot After Lawsuit
Alphabet Inc.’s Google plans to introduce new mental health support features for its Gemini chatbot as the company and rivals, like OpenAI, have faced several lawsuits accusing their artificial intelligence tools of leading to harm.
Penguins provide Blake Lizotte injury update ahead of playoffs
The Penguins got some seemingly positive updates on a key penalty killer just before the end of the regular season. The Sportsnet Pittsburgh broadcast shared footage this weekend of Blake Lizotte, who has been sidelined since March 14 with an upper-body injury, skating and taking shots ahead of Sunday morning practice. “He’s continuing to progress,” […]
New Yorker profile of OpenAI CEO Sam Altman raises character questions
Sam Altman is one of the most powerful people in the world. Are we OK with that?
What OpenAI’s TBPN deal reveals about branded entertainment’s limits
Brands like OpenAI are building in-house entertainment studios on the promise that great content earns the audiences advertising can’t buy.
Microsoft takes on Google and OpenAI with its own AI models
From transcribing boardroom chatter to cloning voices in seconds, Microsoft's MAI model trio is here, and it is priced to make rivals sweat.
What is POTS, the disorder behind Fidji Simo's leave from OpenAI
POTS is a disorder that can cause heart palpitations, lightheadedness, and fainting. It is more common in women than in men.
DHS shutdown, HB 8002, State of the Bears: CT politics news
Plus: Updates on family planning clinic funding, an ambitious reading pitch, and a proposed penalty for replacing workers with AI.
OpenAI isn’t just buying a podcast
OpenAI’s out-of-the-blue acquisition of TBPN, the buzzy online talk show, stunned the worlds of media and technology. But it’s a continuation of a pattern that dates back a hundred years, to 1926, when RCA created NBC in part to sell radios.
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:
Microsoft releases new AI models: competition with OpenAI ramps up
Microsoft AI has made its in-house models for transcription, speech recognition, and image generation available on Foundry.
Microsoft shivs OpenAI with three new AI models for speech and images
: About that partnership...
OpenAI Buys TBPN Streaming Business Show for Communications
The red-hot streaming show features newsmaking interviews, with a heavy emphasis on tech. Now they will do it for OpenAI: "The standard communications playbook just doesn't apply to us."
Cursor Launches a New AI Agent Experience to Take on Claude Code and Codex
As Cursor launches the next generation of its product, the AI coding startup has to compete with OpenAI and Anthropic more directly than ever.
Dodgers’ $102 million bust signs with surprising New York team
Trevor Bauer is back. The Long Island Ducks have signed the former National League Cy Young Award winner, whose $102 million, three-year contract with the Los Angeles Dodgers was interrupted when Bauer was assessed the largest penalty ever given under…
Targeting βiii-Tubulin and the roots of science: An interview with Richard F. Ludueña
Professor Emeritus Richard F. Ludueña discusses his novel theoretical framework for cancer chemotherapy, utilising CRISPR-Cas9
Rethinking science diplomacy for a more equitable public health future
Rigorous public health research in the Global South, especially in conflict-affected contexts, depends on trust, reciprocity, local leadership
NCAA imposes steep penalties for 'ghost' transfers, but many already doubt they will stick
The NCAA approved sweeping penalties Wednesday for programs that sign players outside the transfer portal window. Coaches and attorneys across the sport aren't convinced the rules will hold
DI Cabinet adopts new rules to address ‘ghost transfers’ for all sports
On Wednesday, the Division I Cabinet adopted a proposal that penalizes programs that sign a transfer student-athlete, add a transfer student-athlete to a roster, or allow a transfer student-athlete to participate in athletically related activities before the student-athlete is entered into the NCAA Transfer Portal.
Italian soccer is in a nightmare that it can’t wake up from after 3rd consecutive World Cup failure
After letting the final Bosnian penalty slip under his reach on Tuesday, Italy’s goalkeeper Gianluigi Donnarumma remained on his knees, lifting his hands to his head in utter disbelief.
📸 Italy, historic humiliation! 📰 Front pages 🫣 Abroad: Disaster
Italy lose on penalties in Bosnia and fail to book their place at the World Cup in the United States. What had seemed impossible has become reality.Watch the entire Serie BKT live on OneFootball for j...
Science in the age of AI
The transformative potential of new tools was the emphasis of Virginia Tech's Leaders+ discussion in Alexandria with OpenAI Vice President for Science Kevin Weil. The event was attended by more than 150 researchers, graduate students, and other members of the scientific and industry communities.
Knights' comeback wasted in 5-4 shootout loss to Capitals
Vegas rallied from a 3-0 deficit to lead 4-3 in the third period only to fail to kill off a penalty as the Caps rallied to tie and eventually prevail in the shootout.
York City 1-0 Woking
Ollie Pearce's penalty sees promotion-chasing York return to winning ways with a victory over Woking.
Looking back at when football introduced penalty shootouts
No-one knew what to expect at football's first official penalty shootout - and no-one wanted to go down in history as the first to miss.
Musk pitched Zuckerberg in on his 2025 bid for OpenAI, per court docs
Elon Musk asked Mark Zuckerberg if he would consider joining him in bidding for OpenAI's IP, according to newly released court documents.
Google Gemini Adds Tool to Make It Easier to Switch from ChatGPT
Google released new tools for its Gemini artificial intelligence assistant that will let users upload chat history and context from other AI apps, a move to lure users from rivals like OpenAI’s ChatGPT and Anthropic PBC’s Claude.
Apple Plans to Let Rival AI Chatbots Integrate With Siri in iOS 27
Apple plans to allow third-party AI chatbots to integrate with Siri in iOS 27, reports Bloomberg. Apple already has a partnership with OpenAI that lets Siri hand questions off to ChatGPT, but Apple will expand that integration to other companies like Google and Anthropic. An iPhone user with the Claude or Gemini app installed will be able to send questions to those chatbots, like how the current ChatGPT feature works.
Apple Plans to Open Up Siri to Rival AI Assistants in iOS 27 Update
(Bloomberg) -- Apple Inc. plans to open Siri to outside artificial intelligence assistants, a major move aimed at bolstering the iPhone as an AI platform.The company is preparing to make the change as part of a Siri overhaul in its upcoming iOS 27 operating system update, according to people with knowledge of the matter. The assistant can already tap into ChatGPT through a partnership with OpenAI, but Apple will now allow competing services to do the same.The changes are part of an attempt to tu
OpenAI CEO Sam Altman keeps changing his mind
What do you call a giant, world-changing company that pivots like a small startup?
OpenAI pivots from consumer hype to business reality
The company that started the consumer AI craze is clearing the decks for an IPO.
Arm unveils AI chip, partners with Meta and OpenAI
Arm CEO Rene Haas announced the Arm AGI CPU, partnering with AI giants Meta and OpenAI to tackle energy-efficient AI computing needs.
OpenAI shutters Sora: What’s next for artificial intelligence in entertainment?
Today on AirTalk: Open AI closes Sora; US at 250; Parenting in year 0; How is the Iran war affecting prices? Homelessness funds on the table; and Marine…
AI Science Startup Periodic Labs Is in Deal Talks at About $7 Billion Valuation
Periodic Labs, an artificial intelligence research startup founded last year by former OpenAI and DeepMind staffers, is having discussions with investors about raising at least hundreds of millions of dollars at a valuation of about $7 billion, according to people familiar with the matter.
UMass Chan junior faculty receive child health research grants from Hood Foundation
Silvia Galván Peña, PhD, and Jin Zhang, PhD, are two of five recipients of a 2026 Hood Foundation Award.
New Mexico jury says Meta harms children's mental health and safety, violating state law
The jury agreed that Meta engaged in "unconscionable" trade practices that unfairly took advantage of the vulnerabilities of and inexperience of children. Jurors found there were thousands of violations, each counting separately toward a penalty of $375 million.
OpenAI discontinues its Sora app amid robotics shift, compute limits
A spokesperson for OpenAI said the discontinuation of Sora comes as the company plans to focus on robotics rather than generative imagery.
OpenAI Shutting Down Sora Video App
The AI giant announced the decision Tuesday. What it means for its Disney deal is not immediately clear.
Billionaire OpenAI investor Vinod Khosla thinks 80% of jobs could vanish by 2030, and that ‘fear of AI’ put American politics in a chokehold
“The single biggest issue I believe in the 2028 presidential election will be fear of AI,” the Khosla Ventures founder said.
Victorian business fined for telling influencers to lie about paid Instagram post in first of its kind penalty
Watchdog also fines PhotobookShop for editing a paid review from an influencer who had described process as ‘fiddly’
Roger Bennett of the Men in Blazers discusses the agony and the ecstasy of watching a penalty shootout
OpenAI talent flow: See who's feeding into and hiring away employees
Big Tech, particularly Google, was a huge feeder for OpenAI. Many employees landed at smaller startups after they left Sam Altman's AI giant.
Senate blocks amendment on transgender athletes during weekend session
The amendment that was blocked by a 49-41 vote would create potential penalties for educational institutions that receive federal funding
OpenAI to double workforce as business push intensifies
The $730bn start-up plans to increase staff to 8,000 by end of 2026 in bid to close gap with rival Anthropic
11 Free AI Courses That Can Help You Start a Business
Several companies, including Anthropic, OpenAI, and Google, offer free online courses to help you learn AI.
Inside Fidji Simo's quest to make OpenAI profitable
Nearly 8 months into her job as OpenAI's CEO of Applications, Fidji Simo must start minting money while convincing staffers the mission hasn't changed.
Vaz and Tsimikas to start vs Lecce
Good attacking depth and a knack for jostling opponents. Plus, an assist and a penalty won. It may not have been enough to eliminate Bologna from the Europa League, but it might have been enough to co...
xAI Sends Engineers to Client Sites to Win Business from OpenAI
Elon Musk’s xAI is sending engineers directly into the offices of prospective corporate clients in an attempt to claw business customers away from rivals OpenAI and Anthropic PBC.
Logan Wilson speaks out on retirement, Super Bowl penalty
Bengals great Logan Wilson didn't take long to speak out after his retirement.
Google Begins Testing Gemini Mac App to Match ChatGPT and Claude
Google is ramping up development of a dedicated Gemini AI app for Apple Inc.’s Mac computer lineup, looking to step up competition with OpenAI and Anthropic PBC.
Chicago Booth Partners with MasterClass on AI-Era Business Education
MasterClass Executive, developed in collaboration with OpenAI, brings a new business school experience to working professionals.
Opinion: We’re scientists. We use AI. And we fear it.
‘Both of us have recently moved from denial to contemplation that AI will soon be in a position to replace us.’
These 5 states still penalize you if you don't have health insurance
Even though the federal penalty for not having health insurance ended, five places still charge residents a fee.
OpenAI may drop unlimited ChatGPT plans, exec says
ChatGPT's head said its subscription model was "accidental" but said "there's no world in which pricing doesn't significantly evolve."
OpenAI Reportedly Pivoting to a Focus on Business and Productivity Only
An all-hands meeting, whose details leaked to the Wall Street Journal, made the AI juggernaut sound a bit desperate.
University of Florida Penalizes GOP Group Over Antisemitism Accusations
After the University of Florida restricted the Republican organization from operating on campus, the group sued the university arguing its First Amendment rights were violated.
OpenAI to cut back on side projects to focus on core business, WSJ reports
ChatGPT-maker OpenAI's top executives are finalizing plans for a major strategy shift to refocus the company around coding and business users, the Wall Street Journal reported on Monday.
Exclusive | OpenAI to Cut Back on Side Projects in Push to ‘Nail’ Core Business
A top leader urges staff not to be distracted by “side quests” as the company plans a shift of resources to coding, enterprise businesses.
Exclusive: OpenAI courts private equity to join enterprise AI venture, sources say
OpenAI is in advanced talks with private equity firms including TPG , Advent International, Bain Capital and Brookfield Asset Management to form a joint venture that would distribute its enterprise products across the firms' portfolio companies and beyond, four people familiar with the matter said.
2 of US' 3 mine-hunting ships for Middle East just seen in Asia
The Independence-class littoral combat ships were seen docked at Penang amid worries that Iran may mine the Strait of Hormuz.
SIGN NOW: Demand the Maximum Penalty for This Illegal Dog Meat Operation!
Authorities recently uncovered and shut down an illegal dog meat processing and online selling operation during a joint enforcement action in Pasay and Makati.
Linux Finally Catches Up to Windows with a Game-Changing Performance Feature
For years, the Linux kernel’s scheduler has been world‑class at balancing loads, yet it missed a crucial, cache‑aware instinct. In modern multi‑core systems, that gap can turn into measurable latency, especially when threads bounce between cores that don’t share the same cache. A new upstream feature, often called Cache Aware Scheduling, is now set to change that equation. A cache‑savvy scheduler arrives At the heart of any OS, the scheduler decides which thread runs where and for how long. In modern CPUs, small private caches (L1 and L2) sit beside each core, while a larger Last Level Cache (LLC, typically L3) is shared among groups of cores. When a task migrates across LLC boundaries, its warm data may vanish from the cache, forcing slower trips to main memory. Cache Aware Scheduling keeps related tasks close to their shared LLC, reducing destructive migrations. By respecting cache topology, the kernel minimizes cold‑start penalties and preserves locality that many workloads desperately need. The result is less thrashing, fewer memory stalls, and more consistent throughput. "Keep tasks close to their data, and the system will keep performance close to its peak." Why this narrows the Windows gap Windows has long leaned on topology‑aware, cache‑sensitive heuristics, especially since the Windows 10 era. That advantage helped Microsoft handle hybrid designs with P‑cores and E‑cores, plus complex cluster and NUMA layouts. With cache awareness integrated upstream, Linux brings parity to this vital dimension, without sacrificing its trademark flexibility. The Linux approach remains deeply configurable, reflecting the ecosystem’s breadth across servers, desktops, and embedded devices. It layers atop existing NUMA‑balancing and energy‑aware logic, refining placement rather than reinventing the wheel. Crucially, it aligns scheduling with the hardware’s real shape, not just with abstract CPU counts. Real‑world gains and who benefits Early tests on Intel Sapphire Rapids platforms point to gains in the 30–45% range for select workloads. Those wins appear in cache‑sensitive tasks like in‑memory analytics, high‑thread compilation, and microservices with tight working‑sets. Games and latency‑bound engines can also feel steadier frame‑times, especially when threads share hot assets. The benefits extend to AMD’s 3D V‑Cache parts, where keeping threads near enlarged cache slices prevents needless misses. Hybrid x86 designs with performance and efficiency cores further profit when cache and core roles are scheduled in concert. Even handhelds running SteamOS can squeeze more out of limited power, translating cache locality into smoother play. Key advantages include: Lower end‑to‑end latency Fewer expensive misses to RAM Better multi‑socket and NUMA behavior Improved energy efficiency More predictable QoS under mixed loads Stronger scaling on dense servers Caveats, tuning, and rollout No scheduler change is purely free, and trade‑offs still exist. Favoring locality can reduce cross‑cluster balance if limits are set too tight. Likewise, fairness and utilization must remain healthy, especially under heterogeneous, bursty workloads. Linux’s implementation is designed to be measured and tunable, not a blunt instrument. It cooperates with energy‑aware scheduling for mobile efficiency, and with NUMA‑balancers on big iron. Expect architecture‑specific refinements as vendors surface richer topology hints and cache‑sharing maps. Upstream integration has begun, with broad distribution adoption likely over the next cycles. Many users will encounter the change through standard kernel updates in 2025–2026, depending on distro cadence. Server‑class kernels may enable or tune it sooner for targeted fleets where cache locality is money in the bank. How to think about performance impact Cache Aware Scheduling amplifies gains when your workload is both CPU‑bound and cache‑sensitive. Think tight inner loops, hot code paths, and datasets that fit snugly in shared LLC. It’s less dramatic for I/O‑bound services or memory‑hungry tasks that blow past cache capacity. Still, even modest locality improvements often translate into smoother tail‑latency, which is where user experience and SLAs typically break. Developers can further help by pinning related threads, batching work, and aligning data to reduce cross‑cluster chatter. The scheduler’s new awareness works best when applications expose good hints. The bottom line By understanding and honoring cache topology, Linux removes a subtle yet costly bottleneck. The kernel’s smarter placement keeps hot data hot and work near where it belongs. That narrows a long‑standing gap with Windows, while preserving the openness and tunability Linux champions. For gamers, creators, and operators, the payoff is practical: more consistent frames, faster builds, and snappier services. For the ecosystem, it’s another step toward hardware‑savvy scheduling that turns transistor complexity into real‑world speed. And for Linux itself, it’s a timely upgrade that matches today’s silicon with tomorrow’s expectations.
Draper beaten after controversial hindrance call
Jack Draper is penalised with a controversial hindrance call as Daniil Medvedev ends the Briton's Indian Wells title defence in the quarter-finals.
Altman, Amodei and Musk fight dirty for the biggest prize in business
OpenAI, Anthropic and SpaceX plan initial public offerings that could raise sums equivalent to a decade of American IPOs, as artificial intelligence labs seek funding.
A.I. Chatbots Want Your Health Records. Tread Carefully.
Following rivals like Amazon and OpenAI, Microsoft is upgrading its artificially intelligent assistant to track your health. There are benefits and risks to consider.
Microsoft previews Copilot Health AI tool
Microsoft bets that its health care track record will help it beat OpenAI.
Don't get used to cheap AI
AI companies like OpenAI, Google subsidize costs. For now.
Nessel vows to continue antitrust case against Live Nation for monopolizing live entertainment industry
LANSING – On Monday, following the announcement of a settlement reached between Live Nation and the U.S. Department of Justice to resolve antitrust claims brought by the federal authority alongside a broad, bipartisan coalition of states, Attorney General Nessel and the multistate coalition have resolved not to join the settlement and instead continue to litigate […]
Amazon expands free healthcare AI assistant to all users
The model, announced in January, was previously exclusive to members of One Medical, the company's clinical services provider.
ChatGPT can now create interactive visuals to help you understand math and science concepts
On Tuesday, OpenAI introduced dynamic visual explanations, a new ChatGPT feature that allows users to see how formulas, variables, and mathematical
The Startup Trying a New Trick to Develop AI For Science Discovery
OpenAI and Anthropic have raised tens of billions of dollars on the promise of artificial intelligence that can make new discoveries in fields like medicine, biology and physics. And yet,we’re nowhere close to that. (You might recall this awkward moment from last fall when a ChatGPT-generated ...
How AI is creating a new boom for consultants
Artificial intelligence was once expected to disrupt the consulting industry. Instead, as The Wall Street Journal writes, it is fueling new demand for consultants—at least for now. Major AI developers including OpenAI and Anthropic are partnering with firms such as McKinsey, Boston Consulting Group, Accenture and Deloitte to help companies integrate AI into their operations. […]
Sabres, Lightning battle in one of the wildest NHL games in decades
In the Sabres' win over the Lightning, the teams combined for 15 goals, 28 penalties and 102 penalty minutes as Bufflo won its seventh in a row.
The fallout over OpenAI's Pentagon deal is growing
Since OpenAI agreed to share its technology with the Pentagon last week, the company has faced a torrent of bad news.
OpenAI is reportedly pushing back the launch of its 'adult mode' even further
A company spokesperson said that ChatGPT's adult mode is getting delayed again.
OpenAI robotics head Caitlin Kalinowski quits after Pentagon deal
Caitlin Kalinowski says she is quitting OpenAI over concerns that the technology could be used for mass surveillance and autonomous weapons.
OpenAI delays ChatGPT "adult mode"
OpenAI initially said it would allow erotica and other content last year
SoftBank seeks up to $40 billion loan to finance OpenAI investment, Bloomberg News reports
SoftBank is seeking a loan of up to $40 billion, primarily to finance its investment in ChatGPT-maker OpenAI, a Bloomberg News reporter said in an X post on Friday.
Penguins' Malkin given major penalty for slashing Sabres defenseman Dahlin
Pittsburgh Penguins Evgeni Malkin was given a major penalty for slashing Buffalo Sabres defenseman Rasmus Dahlin early in the second period Thursday night. Malkin was ejected from the game with the major penalty, and both played were called for cross-checking at 38 seconds of the period. Josh Norris scored on the power play at 4:10 to give the Sabres a 2-1 lead.
The Pentagon’s AI Contract Scuffle Exposed A Danger To Businesses
Also in the Forbes CIO newsletter: How to make progress on both AI and database issues, a look at OpenAI’s contract-filled funding round, Apple introduces a $599 laptop.
AI data centers are America's next political fight. Big Tech is ready
AI firms including Anthropic and OpenAI are mobilizing political groups to pour at least $150 million into elections this year
CDF: OM’s disastrous penalty shootout record 😱
This is not the lottery.On Wednesday evening, OM suffered yet another terrible disappointment, being eliminated from the Coupe de France in the quarter-finals at home against Toulouse (2-2, 4-3 after ...