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[$] LLM reviews for Debian’s new queue spark debate
The Debian project has wrestled with the topic of LLM usage for years, which
culminated in a general-resolution
vote this August. The project voted in favor of the fifth, out of
eight, option: “Responsible Use of
Generative AI“. With the door open to LLM use, the DFSG, Licensing & New Packages
Team (usually shortened to “DFSG team”), which is relatively new, has started to employ LLMs in
sending out reviews of packages entering Debian’s new queue. The practice has
raised a number of objections and questions about where lines should be drawn in
the use of LLM-generated output.
Arc Raiders Developers Try To Rationalize Using AI Voice Actors In Peculiar New Video
MIT Researchers Used GPT-6 Astra To Edit Qwen’s Open Weights Directly, Boosting Math Scores
In the strongest language-model example, Astra’s intervention raised Qwen3.5-0.8B’s MATH-500 score from 7.9% to 48.1% while touching approximately 0.016% of its weights. The improvement came primarily from correcting repetitive reasoning—a distinction that shaped both the technical findings and the debate over their implications. Their experiments explored a broader possibility: AI systems that inspect, repair and construct other neural networks by working directly on their internal machinery. “This is cool as heck!” wrote Yuchen Jin, a technical staffer at Databricks and former co-founder and CTO of Hyperbolic Labs who was unaffiliated with the research, on X. “Imagine using a large LLM to directly edit a smaller model’s weights and dramatically improve its capabilities. It’s like gene editing for neural networks. Even cooler than distillation!”
Voyage AI staff researcher Chandan Singh, formerly of Microsoft AI, also reacted to the findings: “For anyone questioning whether this post is overhyped, I think they are actually *underselling* the approach.”
Read more of this story at Slashdot.
Announcing Fedora Linux 45
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Fedora Linux 45 released
Fedora Linux
45 has been released. This includes all editions: Fedora Workstation, Fedora KDE Plasma Desktop, Fedora Server, Fedora Cloud, Fedora CoreOS, and Fedora IoT, as well as the Atomic Desktops and Spins.
This release adds support for installation
on Stratis storage using Anaconda or Kickstart installs, retires
unmaintained VPN plugins for NetworkManager, and updates Fedora’s desktop
environments, developer toolchains, and system packages. See the Fedora wiki
ChangeSet page for a list of major changes.
Leap 16.1 Unites Traditional and Immutable Linux in One Release
Beyond screens: Mercedes-Benz’s new holographic heads-up display
Do screens in cars represent luxury? Judging by the latest car interiors, the answer would seem to be an emphatic “yes.” Screens aren’t just getting larger; they are multiplying across the dashboard and morphing into different forms and concepts. Indeed, an interior’s screens are a pretty good indicator of what brand made the car—or at least how much the owner paid for it.
But is this actually what customers want? Are more screens really better? And even if they are, luxury car features inevitably trickle down to cheaper, more mainstream offerings, and screens can only get so big. That leaves luxury automakers with another question to answer: “What’s next?”
Mercedes-Benz is working on a new display alternative that could provide an answer. For now, it’s known as the holographic display. Forget the images from Star Trek and Star Wars that just popped into your head, though. It’s effectively a more advanced form of heads-up display, or HUD.
It Sure Looks Like BioWare Had A Big N7 Day Blowout Planned Before It Was Shut Down
What’s the meaning of the “C” on your USB-C ports?




