News Source Slashdot:Hardware

Google Launches 'Gemma 4 12B' AI Model That Can Run On Your Laptop
Google has launched Gemma 4 12B, a 12-billion-parameter open AI model designed to run locally on your laptop without depending entirely on cloud infrastructure. WION reports: According to Google, the new model delivers performance close to much larger AI systems while requiring significantly less memory. The company says Gemma 4 12B can run locally on devices equipped with just 16GB of VRAM, making advanced AI more accessible to developers, researchers and businesses. The launch highlights a growing trend across the AI industry: bringing powerful AI models directly to personal computers instead of relying solely on remote data centers. Gemma is Google's family of open AI models built using technology and research from its Gemini program. The new Gemma 4 12B model contains 12 billion parameters and has been designed to handle multiple types of information, including text, images and audio. Unlike traditional AI systems that focus only on text, Gemma 4 12B can understand visual content, process audio inputs and perform advanced reasoning tasks. This makes it suitable for a wider range of applications, from software development and content creation to research and automation. Google says the model is available under the Apache 2.0 licence, allowing developers and organizations to use, modify and deploy it with relatively few restrictions. [...] One of the most significant technical changes in Gemma 4 12B is its new unified architecture. Traditionally, multimodal AI systems use separate components known as encoders to process images, audio and text before combining the information. Google says Gemma 4 12B removes the need for separate multimodal encoders. Instead, the model processes different types of information through a unified architecture. According to the company, this helps improve efficiency while reducing memory requirements and computational overhead. The result is a model that can deliver advanced multimodal capabilities while remaining small enough to run locally on modern hardware.

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Google Shares Fitbit Air Blueprints So Anyone Can 3D-Print Accessories
Google has released (PDF) technical specs and 2D CAD drawings for the Fitbit Air to encourage users to make their own accessories. "These CAD drawings include crucial mating dimensions, tolerances, and mating force specifications -- including attach and detach force -- to help you build a high-quality accessory band," Google says on a store page listing. 9to5Google reports: Noting how the "community has already come up with innovative and creative new ideas to make the Fitbit Air [their] own" since launch last month, Google is "officially releasing the hardware specifications and accessory design guidelines for the Fitbit Air tracker to the public." For example, owners have already found their own bicep band solutions. This information would typically just be available for third-party accessory companies, but Google wants to open things up to "independent designers and artisan makers." The Google Store page also lists other things developers should keep in mind, such as sensor clearance, sensor pressure, secure retention, and skin-friendly materials.

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Microsoft Claims New Quantum Chip 1,000 Times Better Than Before
Microsoft says its new Majorana 2 quantum chip is 1,000 times more reliable than its predecessor, with qubits lasting about 20 seconds instead of milliseconds, and claims it could have a commercially useful quantum machine by 2029. The BBC reports: "We will have a quantum machine in 2029 that can solve commercially viable, reasonable problems," said Zulfi Alam, corporate vice president of Microsoft Quantum. That would still require huge further advances as such a device would require millions of qubits - the current chip, Alam said, has 12. Assessing the firm's claims are difficult because it does not release the full details of what it has discovered publicly, citing commercial confidentiality. Microsoft has spent 20 years pursuing an approach to quantum computing known as "topological." The firm's approach to this is based on exploiting the properties of a so-called quasi-particle, which had existed only in theory, since it was first predicted in the 1930s by Italian physicist Ettore Majorana. To do this it had to exploit a novel state of matter - different from the three familiar states of liquid, solid or gas. Paul Stevenson, a physics professor at the University of Surrey, said the tech giant's timeline sounded plausible - if its research lived up to its claims. "Microsoft appears to have made a leap in their attempt to produce viable topological qubits," he said. "If they succeed, they will leap from being a player with no production quantum computer, to being a serious player in the race to make the next generation of fault-tolerant machines."

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Microsoft's Project Solara Is an OS For Devices That Run AI Agents Instead of Apps
An anonymous reader quotes a report from GeekWire: A team inside Microsoft has been quietly building a platform for devices that run AI agents instead of apps, based on Android instead of Windows, with two working hardware designs so far, and an initial set of big-name companies lined up to run pilots. The platform, dubbed "Project Solara," is Microsoft's bet that AI will open up entirely new scenarios for computing -- using agents to avoid the constraints of traditional software, and off-the-shelf components to develop new devices quickly and inexpensively. [...] The company unveiled Solara on Tuesday at its Build conference in San Francisco, describing it as a new platform that spans from chip to cloud. GeekWire got a behind-the-scenes look at the project during a briefing last week in Redmond, including demos of the first two concept devices based on the platform: - A desktop hub that sits beside a PC and responds to voice commands, signs users in using facial recognition, and surfaces the day's most pressing items. With a monitor attached, it becomes a full Windows machine running in the cloud. - A wearable badge that reimagines the standard employee ID card. A fingerprint button wakes an agent in one press; a single tap records and transcribes a conversation; and a built-in camera lets the agent act on what the user sees. Microsoft says it won't ship these devices itself. Instead, it envisions hardware makers and other industry partners turning the reference designs into implementations of their own, each intended for a specific industry, company, or scenario. For example, in one demo shown by the company, the high-tech badge ran on agents designed for use by a health-care worker, including the ability to scan a patient's QR code, record and transcribe the visit, log vitals, and start a prescription. In another application of the same badge, the built-in camera scanned a brainstorm board with ideas for an office revamp, and made a suggestion: add some plants. The two devices are a starting point. The bigger opportunity, the company says, is all the tasks and workflows where a PC or phone gets in the way or isn't practical to use. [...] In the coming months, companies including AccuWeather, Best Buy, CVS Health, Levi's, and Target are expected to begin pilots of devices based on the reference designs. The operating system is the Microsoft Device Ecosystem Platform, or MDEP, an enterprise version of Android that Microsoft developed for devices including Teams meeting-room hardware. The company says it chose MDEP over Windows deliberately, to run on smaller, lower-power devices while keeping the management and security features IT departments expect: patch and over-the-air updates, device integrity, Microsoft Defender, Intune, and Entra ID sign-in. While the project is still in the early stages, Microsoft CEO Satya Nadella encouraged the team to show it at Build sooner than the company would normally show its work in public. "That underscores just how competitive and fast-moving the AI world is right now, but it also illustrates the pace that the new technologies are enabling," reports GeekWire. The report notes that the business model for the platform still needs to be worked out. The devices run on Microsoft's Azure cloud, but beyond that, "the economics are still taking shape." Qualcomm and MediaTek have been chosen as the first chip partners. "The badge runs on a new Qualcomm wearable chip; the desk hub runs on MediaTek IoT silicon," reports GeekWire. "Both are off-the-shelf, not custom, which is central to how Microsoft plans to keep devices cheap and fast to build."

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User-Replaceable Batteries Are Coming Back In a Big Way
New EU battery rules taking effect early next year are pushing tech makers toward user-replaceable batteries in products like headphones, e-readers, handheld consoles, laptops, and possibly earbuds. But carve-outs for smartphones and tablets may mean replaceable batteries won't necessarily return to phones in the way many users remember. The Verge's Dominic Preston reports: Since the upcoming law doesn't actually come into force until February 18th, 2027, companies still have plenty of time to get their ducks in a row. Still, it's likely that before then we'll see more and more manufacturers launch products with user-replaceable batteries, across audio, e-readers, gaming handhelds, and more. Only time will tell whether most of those products are EU only, or whether the new European laws shape the nature of tech worldwide. It's likely that some product categories will move slower than others. Tech companies will have breathed a sigh of relief that wearables look likely to be exempt, but if wireless earbuds aren't carved out as well then there may be a scramble to adapt the miniature designs for easy replaceability. "The in-ear form factor demands extreme miniaturization, to fit the driver, antenna, processor, microphones and battery," notes a recent report from consultants Futuresource, going on to suggest that meeting the requirements will make earbuds both bigger and more expensive to manufacture. There also remains uncertainty about how some elements of the law will be interpreted. The law requires that user repairs be possible using "commercially available tools," which are "tools available on the market to all end-users." Right to Repair Europe's Alberico points out that this is a broad definition, likely to include a lot of tools not found in most houses, so there will likely be nothing to stop manufacturers requiring the sorts of less common screws that require dedicated electronics tool kits. There's also no strict definition of the "reasonable" price that manufacturers are required to set for spare parts. "That will likely take time -- and possibly litigation -- to clarify in practice," Alberico says. "But without fair access to affordable spare parts, repair will struggle to become the simplest and most attractive option for consumers." The big disappointment is that the separate phone and tablet legislation means we won't see any real changes there, so long as manufacturers make their batteries and devices durable. "This creates a false tradeoff between durability and repairability," Alberico says. "Robust, waterproof devices should not have to come at the expense of user-replaceable batteries. While the ecodesign legislation requirements meant an improvement in battery durability and replaceability, at Right to Repair Europe we'll continue to advocate for all products to be designed with user-replaceable batteries." Whether the EU will listen remains to be seen. Otherwise, the main product people seem to want to replace the battery in may remain one of the only ones where they can't.

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Texas Adds Another Huge Solar Farm As ERCOT Grid Demand Soars
Texas is adding another large solar project as ERCOT electricity demand rises. According to Electrek, Vesper Energy has secured $236 million in financing for its 201 MW Nazareth Solar farm in Swisher County, which will be capable of generating enough electricity for about 53,000 homes. The project is expected to begin construction in June 2026 and come online in fall 2027. From the report: Nazareth Solar will sit on more than 2,400 acres of private land and generate enough electricity to power around 53,000 homes annually. The project will neighbor Vesper's Hornet Solar (pictured above), another large solar farm the company developed. ERCOT faces growing demand from population growth, industrial expansion, and power-hungry data centers. And despite political attacks on renewables, solar continues getting built in this red state because it's one of the fastest and cheapest ways to add new electricity to the grid. Vesper says the project will bring new tax revenue to local schools, infrastructure, and emergency services, along with construction jobs and long-term operations roles. Participating landowners are also expected to receive long-term lease income from the solar farm.

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Dell Rivals Apple's MacBook Neo With $699 Touchscreen XPS 13 Laptop
Dell has introduced a redesigned $699 XPS 13 aimed squarely at Apple's budget MacBook Neo, offering a premium aluminum design, touch display, backlit keyboard, Wi-Fi 7, 512GB of base storage, and various other configuration options. Dell's machine costs more than Apple's entry model but tries to justify the difference with lighter weight, better display specs, and upgrade paths Apple doesn't offer. "The XPS 13 begins at $699 -- students can purchase it for $599 -- while the MacBook Neo costs $599 and drops to $499 for education buyers," notes Bloomberg. From the report: Dell's product allows for more configuration, with up to 32GB of memory compared with the Neo's nonupgradeable 8GB of unified memory. Its display can also produce a wider spectrum of colors and supports refresh rates up to 120 hertz, while Apple reserves its best screens for the pricier MacBook Pro line. The inclusion of a backlit keyboard should allow for easier typing in dark conditions. Dell has also tossed in other nice-to-have upgrades over the Neo like more robust Wi-Fi 7 wireless networking. As for battery life, Dell is touting "up to 17 hours of streaming" versus a comparable 16 hours on the Neo. Still, the XPS comes with compromises of its own: Unlike the Neo, there's no built-in headphone jack, which means owners will need to rely on its quad-speaker audio system, use Bluetooth earbuds or plug a headphone adapter into one of the two USB-C ports. You can learn more via Dell.com.

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NVIDIA Unveils New ARM-Based AI/Graphics Superchip Coming to Windows PCs and Laptops
"The company best known for powering the AI boom is coming for the PC," reports Axios. Nvidia's CEO unveiled a new ARM-based "N1X processor made alongside Microsoft," reports CNBC, that "will be incorporated into a new RTX Spark superchip, debuting in the fall on a fresh line of Windows PCs from Microsoft, Dell, HP, ASUS, Lenovo and MSI." More details from Engadget:It was only a matter of time before NVIDIA released a powerful system-on-a-chip (SOC) to take on AMD's Ryzen AI Max and Qualcomm's latest Snapdragon X2 chips. At Computex today, NVIDIA unveiled the RTX Spark, a "superchip" meant to give both laptops and small desktops fast AI and graphics performance... The company says it offers 1 petaflop of AI computing power, and that it has 6,144 Blackwell RTX cores and 20 Mediatek Arm CPU cores. NVIDIA claims it's similar to the RTX 5070 laptop GPU but with much lower power draw. RTX Spark also has an NPU that's fast enough to be part of Microsoft's Copilot+ initiative, which requires a 40 TOPS NPU, but NVIDIA says it's mainly touting the tensor cores as part of the chip's Blackwell GPU for AI performance. RTX Spark's GPU can directly draw on the chip's large pool of unified memory, which can span from 16GB to 128GB, and the chip itself can use anywhere from single-digit wattage up to 80W... NVIDIA CEO Jensen Huang positions RTX Spark as a complete reinvention of the PC, eventually turning them more into devices meant for AI agents than manual human input... NVIDIA has been working together with Microsoft for "several years" while designing the RTX Spark, according to NVIDIA representatives... In a blog post provided to media, Microsoft head of Windows and devices, Pavan Davuluri, noted that the company optimized Windows 11's workload profile scheduling for the RTX Spark. "Whether you're checking your email or running an agent locally to debug code, the Windows scheduler on RTX Spark will ensure you get the best performance and efficiency out of your CPU," he wrote.

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Renewable Energy is Surging in Africa
Almost a fifth of the earth's population lives in Africa. And Africa's next generation of power projects "is increasingly being built around solar and wind power and battery storage," reports the Associated Press, "as governments and investors shift away from coal and large hydropower dams in search of cheaper, faster and more reliable electricity."The shift is visible in a $1.5 billion energy agreement between China and Zambia announced in early May that includes three separate 300-megawatt projects spanning solar, wind and coal-fired power. While the inclusion of coal underscores the continent's continuing need for stable baseload electricity, African countries facing rising fuel import bills as a result of the Iran war, unreliable grids and growing industrial demand are increasingly turning to renewable energy projects that can be deployed faster and more cheaply than traditional plants. Of the 322 energy projects announced across Africa in 2025, 173 were solar projects, followed by hydropower at 46, wind at 34, gas at 22 and hybrid energy projects at 14, according to the energy research firm Electron Intelligence... Utility-scale solar power costs have dropped by nearly 90% globally since 2010, while onshore wind costs have fallen around 70%, making renewables the cheapest source of new electricity generation in many African markets... Much of the growth is through distributed solar and battery systems installed directly in mines, factories, telecom towers and homes. "Most official statistics still measure the energy transition the old way, by counting megawatts connected to national grids," [said Matt Tilleard, CEO of CrossBoundary Energy, which invests in renewable energy in Africa]. "But solar and batteries don't need central utilities." Data from the Africa Solar Industry Association shows 23.4 gigawatts of operational solar projects had been tracked across Africa by the end of 2025. But Chinese export figures indicate 58.1 gigawatts of solar panels have been shipped to African countries since 2017, suggesting solar adoption may be growing far faster than official figures capture. Investor Tilleard says "Renewable energy is now unequivocally the fastest, cheapest, and most bankable way to connect people, companies and economies to the megawatts they need to grow." And the article also includes this quote from Mugwe Manga, climate finance lead at FSD Kenya. "Africa is not on the periphery of the global energy transition, it is sitting at its center. The continent holds the world's best renewable resources, and the economics have now decisively turned in favor of clean energy."

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US Aims to Give Cold War Plutonium to Startups For Nuclear Fuel
The Trump administration is planning to provide Cold War-era plutonium from dismantled nuclear warheads to nuclear startups that want to convert it into reactor fuel, arguing it could help address a looming fuel shortage for advanced reactors. Critics warn the idea raises serious nonproliferation, security, cost, and technical concerns. The New York Times reports: The plan has generated debate and some unease among nonproliferation experts. If finalized, it would mark the first time the U.S. government has made weapons-grade plutonium available to private companies. The Energy Department has more than 50 tons of surplus plutonium left over from nuclear weapons programs, and the agency had previously been planning to dilute much of that material and bury it. Some of the nuclear start-ups trying to obtain that plutonium say that transforming the waste into fuel is a better way to dispose of it. On Tuesday, the Energy Department said that it had selected five companies to enter into "advanced negotiations" to potentially receive some surplus plutonium. That includes Oklo, a California-based nuclear power company, which plans to partner with Newcleo, a European developer of advanced nuclear reactors. Using plutonium for fuel, Oklo and Newcleo said, could solve a looming problem: Energy firms want to build a new wave of nuclear reactors, but the United States can't yet make enough conventional fuel from uranium to supply the plants. Harvesting old plutonium stockpiles could provide a short-term fix. "A lack of fuel is one of the biggest choke points in expanding nuclear power right now," said Jacob DeWitte, the chief executive of Oklo, which is developing a novel type of small reactor intended to run on plutonium. "This will help us get more nuclear power online faster." [...] The plan is not yet final, and companies will still have to negotiate with the federal government over how to secure and transfer the plutonium. In addition to Oklo, the Energy Department said it had also selected four other companies -- Standard Nuclear, Exodys Energy, SHINE Technologies and Flibe Energy -- to enter into advanced negotiations to receive the material under its Surplus Plutonium Utilization Program, which was established last year. The program "is anticipated to help companies unlock the next level of private funding to broaden domestic nuclear fuel supplies, spur innovation on American recycling technologies, and unlock private sector funding to fuel the nation's nuclear renaissance," said Michael Goff, the principal deputy assistant secretary of nuclear energy, in a statement.

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MIT Researchers Develop a Low-Cost Technique To Get Lithium Out of Rocks
An anonymous reader quotes a report from MIT News: Currently, lithium hard rock extraction involves baking the rock at over 1,000 Celsius and chemically leaching it to extract lithium. The rest of the rock is discarded. Now, a team of researchers from MIT and elsewhere has developed a low-temperature process for extracting battery-grade lithium from the most common type of lithium-bearing mineral. The process uses a liquid reagent to dissolve the rock into the useful forms of its constituent parts: not just battery-ready lithium salts, but also smelter-grade alumina and cement-ready silica. After the minerals are extracted, the solvent and reagent can be recovered and used again so waste levels approach zero. The researchers estimate the closed-loop process is half the cost of traditional lithium hard rock extraction and could make it cost-competitive with extracting lithium from brine water. "We believe this approach is the lowest-energy, lowest-cost way of getting lithium not only out of hard rock, but period," says Yet-Ming Chiang, MIT's Kyocera Professor of Materials Science and Engineering. "That's what's motivating us to scale this. It will enable the energy transition through batteries that use lithium. This was one of the goals of The Climate Project at MIT -- to work on projects that, within a short number of years, could transition from the lab to commercialization and impact." A paper describing the process has been published in the journal Science.

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Europe Told To Cool Its Datacenter Boom Before Water, Power Run Short
A new Grundfos report warns that Europe's datacenter boom could strain water supplies and power grids unless regulators bake water and energy efficiency into planning, reporting, and incentives for new facilities. The Register reports: According to the report, the EU-wide server farm IT load is about 10 GW today, and is expected to rise to 35 GW by 2030 -- just four years away. These facilities account for about 3 percent of all electricity consumption now, but this is projected to hit 7-9 percent by the end of the decade. Water and energy are intertwined in cooling systems. Grundfos claims that cooling infrastructure accounts for a substantial share of a datacenter's resource use, representing about 38 percent of total electricity consumption in an average facility, while water demand in large hyperscale facilities can reach 11,356 to 18,927 cubic meters per day -- enough for up to 155,000 EU households. Rapid growth in bit barns is placing increased pressure on energy systems, water resources and local infrastructure, the report notes. Without careful coordination, inefficient or poorly sited facilities risk exacerbating these problems and triggering public opposition. [...] Grundfos advises regulators to integrate water efficiency and cooling design requirements directly into planning approvals for new facilities and any large-scale expansions to encourage adoption of efficient cooling technologies. It also advocates investment incentives from governments such as tax credits, green financing mechanisms, and grant programs for technologies that demonstrably reduce energy and water consumption. Integration between server halls and district heating networks is another aspect worth consideration, the report adds.

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Valve's Steam Deck Sells Out Again, Even After 40% Price Increase
Valve's Steam Deck has sold out again despite a steep price increase that pushed the 1TB OLED model as high as $949 -- about $300 above its original price. "Even with the $300 price bump, the Steam Deck sold out after less than 24 hours back in stock," reports IGN's Jacqueline Thomas. "I don't know how many units Valve was able to stock into its store, but it does seem like Valve spent a couple weeks building up its stock before putting the handheld back on its store." IGN reports: Over the last couple weeks, Valve has been receiving plenty of "game console" shipments from China. At first, I thought this was a sign that the company was getting ready to finally release the Steam Machine, but it looks like at least a portion of these shipments â" if not all of them -- were Steam Deck restocks. That's a lot of Steam Decks to sell through at these inflated prices, but it's also possible that Valve is just staggering its stock so that its delivery infrastructure isn't overwhelmed. Now its just a question of when the Steam Deck will come back in stock. Before yesterday, the Deck was sold out for months. At the time, it was the most affordable way to get into PC gaming, especially in the face of the RAM crisis. That's no longer true, but it looks like the Steam Deck's popularity is enough to make it sell out regardless. Maybe the higher price will at least help Valve keep it in stock for people who still want to buy it, no matter the cost. Earlier this week, Valve announced a price increase of more than 40% for two of its Steam Deck models, citing "rising memory and storage costs." The price changes, according to Valve, reflect "the current state of component costs and other global logistical challenges across the industry as a whole." "The 512GB tier of its OLED handheld gaming PC -- the newer model with an upgraded display -- will now cost $789, an increase of 43%," notes the BBC. "The larger 1TB model will cost $949, an increase of 46%."

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Websites Have a New Way To Spy On Visitors: Analyzing Their SSD Activity
An anonymous reader quotes a report from Ars Technica: Now sites have a new way to spy on their visitors: measuring subtle interactions with their solid-state drives. The technique, named FROST (fingerprinting remotely using OPFS-based SSD timing), allows sites to monitor other sites a visitor is viewing and what apps are open on their devices. The technique, laid out in a research paper (PDF), exploits a side channel, a form of leak resulting from physical manifestations such as electromagnetic emanations, data caches, or the time required to complete a task. By measuring the manifestations, attackers can decrypt encrypted traffic and infer other confidential data. The attack that FROST uses is known as a contention side channel, which measures the interaction of various processes all using (or competing for) a given resource. By measuring the timing of certain I/O (input-output) operations of the SSD a visitor is using, the researchers were able to determine the websites open in other tabs -- even on other browsers -- and the apps that were open on the visitor's device. FROST requires no interaction from the visitor other than opening the site hosting the attack. [...] Unlike previous contention side-channel attacks on SSDs, FROST runs exclusively in the browser. It uses JavaScript that interacts with the OPFS (origin private file system), an allocated storage space that's reserved for a specific site to run code needed to complete a given task. Websites can create one with no interaction required by the visitor. While each file system is sandboxed, meaning it's isolated from other websites and from the device system itself, the JavaScript can measure the I/O interactions. Then, by running those interactions through a pretrained convolutional neural network -- a system that uses deep learning to analyze text, audio, and images -- the attacker can deduce various apps and websites open on the device. "The attacker continuously measures SSD contention by performing random reads from a large OPFS file," the researchers explained. "SSD contention caused by user activity causes measurable latency differences for these read operations. By training a convolutional neural network (CNN) on these traces, the attacker can fingerprint user activity on the host system by classifying new traces using the trained model."

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Dropbox CEO Drew Houston To Step Down After 19 Years
Dropbox founder Drew Houston is stepping down as CEO after 19 years and will become executive chairman, with product chief Ashraf Alkarmi set to take over after a co-CEO transition period. CNBC reports: Drew Houston founded Dropbox nearly two decades ago at age 24, eventually becoming a household name in Silicon Valley and the first tech entrepreneur to take a company from the Y Combinator incubator program all the way to the public market. Now, at 43, Houston is ready to do something else. [...] By almost any measure, Houston has had a great run at Dropbox, helping pioneer the cloud storage market, competing head-to-head with Google and Apple and building a net worth of more than $2 billion, thanks to substantial ownership in his company. But in the land of outsized expectations, Houston has overseen a company that peaked too soon and never became a generation-defining brand. Dropbox's current market cap of just over $6 billion is down by half from the high price on its first day of trading in 2018, and is below the $10 billion valuation it was ascribed by private market investors in 2014. [...] In its latest quarterly earnings report, Dropbox said it has more than 18 million paying users, and the service remains popular with media professionals, graphic designers, architects, and others who share files and photos as part of their daily work. "Part of me has always thought, oh yeah, I'll be the CEO of Dropbox until my last gasp of my career," he said. "There's never a perfect time, there was no part of me where I was like, 'oh, this date is the date where it's going to happen.'" Since Alkarmi joined Dropbox from Vimeo in late 2024, the company has "become a lot more responsive to our customers and is taking bigger swings on innovation," Houston said. "I trust the right leader," he said. "The company's in the right place."

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