fidzu : computers

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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03 Jun 2026 8:00pm GMT

A hobby operating system, not written in Rust, not targeting Qemu, not targeting a Raspberry Pi. Yes, it still happens. Serena OS is what you get when modern operating system design and implementation meets vintage hardware like the Amiga computers. It is based on dispatch queues rather than threads, supports multiple users, is inspired by POSIX, yet retains its own character, is strongly object-oriented in terms of design and implementation and prepared for a cross platform future. ↫ Serena OS GitHub page Serena OS supports most (all?) of the classic Amigas, but the 500, 600, and 2000 need at least 1MB of RAM and a 68020 accelerator. It has code privilege separation between kernel and userspace, basic memory management, its own custom file system, drivers for input devices and graphics, an interactive console with VT52 and VT100 support, and much more. It also comes with a C99-compatible libc, and has its own shell. Note that "AI" chatbot Claude is listed as a contributor to the project.

03 Jun 2026 7:48pm GMT

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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03 Jun 2026 7:00pm GMT

Andrew Tridgell, developer of rsync, has published a blog post addressing the massive surge in "AI" code submissions and the string of regressions supposedly caused by them. He explains rsync was flooded with "AI"-generated security reports, and he couldn't handle the volumes anymore. As this flood started to get more intense I realised I needed to raise the defences on rsync a lot - we needed much more thorough test suites, code coverage analysis, CI testing on a lot more platforms, deliberate and thorough scanning for possible security issues (so I find at least some of them before other people!) and the addition of a whole lot of defence-in-depth hardening techniques. This is all a huge amount of work. I'm retired (though my wife may dispute that!) and I'd rather be out sailing than working on rsync security issues, so I have reached for several AI tools to help with what needs to be done. I have absolutely no regrets about doing that, although from the storm of anti-AI rage it's clear that many people think I should be hung up by my toe nails and flogged for even considering doing this. ↫ Andrew Tridgell The entire rsync codebase is around 65k lines, and the recent flood of "AI"-generated submissions amount to +16k/-6k lines of code within a few weeks. That's an absolutely insane amount of changes in a really short time to a project that most people deemed stable and "done". If you take a look at the activity graph, it's clear that a project that was silently and carefully doing its job is seeing a massive amount of changes, almost exclusively generated by "AI", all in recent weeks. It's no surprise, then, that people get annoyed when something they deemed "done" and stable is suddenly causing issues for them because its maintainer decided to open the slopgates. Tridgell is, of course, an incredibly accomplished and capable programmer, but so is Kent Overstreet and he thinks his "AI" girlfriend is sentient and conscious, he reprogrammed it after someone convinced his "AI" girlfriend was lesbian and trans, and he thinks that he gave his "AI" girlfriend an orgasm, so being an accomplished and capable programmer doesn't mean you're immune from "AI"-hyperbole, or worse, "AI"-induced psychosis. Tridgell's blog post already has all the usual talking points from "AI" techbros about how the tools sucked last but they're good now, trust me I know how these tools work, humans are actually the same as these "AI" tools, really what is intelligence anyway, and yeah we got a whole slew of new issues caused by the "AI" code but more "AI" code will surely fix that, and so on. There's some red flags that give me the ick, because I've seen them all before from people entirely losing themselves in "AI" hype. Tridgell also takes pot shots at openrsync, a reimplmentation of rsync developed by the OpenBSD team, also shipped by default on macOS. Openrsync has nothing to do with any of the current issues rsync is facing, as the project was started way back in 2018 or so. Taking pot shots at this project in this particular blog post feels childish and unnecessary, and reeks of insecurity; focus on the issues your own project is facing before attacking some other project. This feels like another red flag. Quite a few people have experienced regressions with rsync in recent weeks, but it seems like more are going to come as the slopgates will remain open, and will probably be opened even further. For such a cornerstone open source project, that raises a lot of questions, and I'm sure there's quite a few people pondering if they should, perhaps, switch to openrsync - just like Apple did.

03 Jun 2026 6:03pm GMT

An anonymous reader quotes a report from Ars Technica: Microsoft's Build developer conference kicked off today, and as with almost everything the company has done in the last few years, Microsoft's opening keynote focused overwhelmingly on AI and other closely related technologies. [...] On the hardware front, we didn't get any updates for existing Surface devices (not counting yesterday's Surface Laptop Ultra announcement), but we did get something new: the Surface RTX Spark Dev Box is "a compact developer PC" built around Nvidia's new RTX Spark chip with up to 128GB of built-in memory. The Dev Box looks a little like a cartoon anvil or piano fell onto an Xbox Series X and flattened it. Its aluminum casing was designed "to double as a heatsink," and its preloaded version of Windows 11 Pro will include a "purposeful" set of developer-centric default settings and preinstalled tools. This is a follow-up of sorts to the Windows Dev Kit 2023, also known as "Project Volterra." This Qualcomm Snapdragon 8cx Gen 3-powered PC was essentially the system board from a Surface Pro tablet stuffed into a plastic box, and it was introduced alongside Arm-native versions of several Microsoft developer tools. It helped to set the stage for the Arm-based flagship Surface devices that launched the next year, which benefitted from a better and faster x86-to-Arm code translation technology called Prism and a greater number of Arm-native third-party apps that didn't need to be translated in the first place. Microsoft didn't announce pricing or specific specs for the RTX Spark Dev Box, but you can probably expect it to cost quite a bit more than the $600 that Project Volterra did. Hopefully, Microsoft can keep the price at least somewhat lower than the $4,699 asking price for Nvidia's similarly specced DGX Spark box. On the software side, several developer-centric changes are coming to Windows 11, particularly for users of the Windows Subsystem for Linux (WSL). Microsoft is introducing a Windows-native version of the coreutils command line tools, so that commands or scripts made for Linux work within Windows and the other way around; the ability to run WSL inside of containers, said to be arriving in "the coming months"; and something called Windows Developer Configurations that uses the WinGet tool to quickly set up "a distraction-free dev environment with VS Code, GitHub Copilot, WSL, PowerShell 7 and developer-optimized settings with one command on any Windows 11 device." Microsoft also introduced Microsoft Execution Containers (MXC), as "enterprise-grade sandboxed environments" that let AI agents like OpenClaw operate on Windows without getting unrestricted access to the whole system. In theory, MXC could let organizations enforce agent-specific limits, such as blocking access to personal accounts, separating work and personal data, or requiring permission before deleting files. The MXC GitHub repo also notes support for "multiple containment backends," meaning the same sandboxing concept could apply beyond AI agents to other plugins, tools, and workloads. Further reading: Microsoft Unveils Scout, an Autonomous AI Agent Built On OpenClaw

Read more of this story at Slashdot.

03 Jun 2026 6:00pm GMT

WinUtils started in 1996-1997 as a way to build my programming chops. I was poking around the Windows 95 shell APIs, found the file operation functions, and thought it would be cool to have CLI tools that called them instead of doing raw file I/O. The payoff was practical: because the operations went through the shell, the same confirmation prompts, progress dialogs, and Recycle Bin behavior you got from Windows Explorer came along for free. ↫ Code Naked Code Naked - their alias, not mine - recently dug these old executables and code back up, and published them on GitHub. Back then, though, there were no centralised distribution platforms, so they just uploaded them to various download and shareware websites and kept track of the download tickers. Very neat little tools, and fun to have them immortalised.

03 Jun 2026 2:52pm GMT

Doubts linger over whether Meta can close the gap with rivals.

03 Jun 2026 1:35pm GMT

When they're being eaten, bean plants release chemicals that draw in parasitic wasps.

03 Jun 2026 11:15am GMT

"Everyone is in a place where it's no fun to be there."

03 Jun 2026 10:00am GMT

Good morning from JetBrains Berlin office!

01 Jun 2026 12:00am GMT

Just trying to answer one simple question: What if the terminal was 3D?

11 May 2026 12:00am GMT

Break the pattern today or the loop will repeat tomorrow.

18 Apr 2026 12:00am GMT