10 Oct 2026

feedHacker News

LLMs Aren't Inevitable

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10 Oct 2026 12:04pm GMT

feedSlashdot

Meta Developing Compressed RAM 'CRAM' For Linux: Better Than ZRAM and Zswap?

Phoronix reports on a presentation this week by Meta engineer Gregory Price at the Linux Plumbers Conference in Prague: With today's memory shortages, high prices, and ever increasing memory capacity needs, Meta engineers have been working on Compressed RAM ("CRAM") for Linux. This hardware-offloaded compression still allows cacheline/byte access to compressed memory and in turn a better implementation than the likes of ZRAM and Zswap. Very promising is that there is near-native performance to raw DRAM speeds with CRAM... For end-users that may already be relying on the likes of Zswap or ZRAM, CRAM is offering near-native DRAM speeds. Read-only data is shown to be as fast as the raw DRAM performance. And for memory writes, CRAM is much faster than ZRAM or Zswap or plain swap. "Most of the individual pieces needed to support CRAM are already mainline," the article points out. Tom's Hardware writes that "It uses a private NUMA node (essentially, a ghost CPU) instead of pretending to be a block device, and this lets Linux continue using all of its memory semantics, including migration and ballooning, to manage CRAM." Because CRAM is stored in RAM and treated as RAM, with full cacheline/byte access, it can be accessed in a read-only fashion with little delay; just the cost of hardware-offloaded compression... Even when you enable writes, CRAM is still much faster than ZRAM; 5.4x in the worst tested case of 20% writes. That's a huge drop from the 452x read-only case, but keep your context; a 5.4x speedup is still titanic. The massive performance cliff when writes are involved comes down to the need to page fault and migrate folios back to the original NUMA domain, as you can't write directly to compressed data; you'd corrupt everything... While the obvious target of the work here (given its origin at Meta Platforms) is big Linux servers, ZRAM and Zswap are used all over the Linux ecosystem, even on machines as constrained as the Steam Deck. Many distributions enable one or the other by default. CRAM seems like it could offer a considerable speed-up for some of these machines, so hopefully it finds its way into the kernel once the remaining implementation questions are answered.

Read more of this story at Slashdot.

10 Oct 2026 12:04pm GMT

feedHacker News

Apple/macOS silently removed from official Unix registry

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10 Oct 2026 10:57am GMT

feedLinuxiac

Python 3.15 Released with Faster JIT, Lazy Imports, and UTF-8 by Default

Python 3.15 Released with Faster JIT, Lazy Imports, and UTF-8 by Default

Python 3.15 introduces lazy imports, UTF-8 as the default encoding, faster experimental JIT performance, and new profiling tools.

10 Oct 2026 10:53am GMT

feedHacker News

Talorys – A self-hosted personal AI agent on Cloudflare's free tier

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10 Oct 2026 10:52am GMT

feedLinuxiac

Solus Works to Remove Licensing Barriers to aerynOS Collaboration

Solus Works to Remove Licensing Barriers to aerynOS Collaboration

Solus is contacting past contributors to secure approval for MPL-2.0 relicensing, an important step toward sharing package recipes with aerynOS.

10 Oct 2026 10:21am GMT

KDE Plasma 6.8 Gets Final Fixes Ahead of October 14 Release

KDE Plasma 6.8 Gets Final Fixes Ahead of October 14 Release

KDE Plasma 6.8 receives final fixes for NVIDIA performance, Flatpak updates, KRunner navigation, and accessibility ahead of its October 14 release.

10 Oct 2026 8:49am GMT

feedSlashdot

First Thorium Nuclear Clocks Begin to Tick

Researchers in Vienna and Beijing have independently built the first nuclear clocks based on oscillations inside thorium nuclei, marking a major milestone for a field that could eventually produce highly portable, ultra-precise timekeepers. The clocks are already precise enough to lose only about a second over millions of years. The New York Times reports: The first nuclear clocks are not going to immediately supplant the worldwide network of atomic clocks, whose steady ticking we rely on for GPS and the definition of a second. Nor have they captured the record for most precise timepiece; the best atomic clocks are about 10,000 times more reliable and would take more than 100 billion years to lose one second. But nuclear clocks hold a bevy of potential advantages over existing atomic clocks. One day, they could be more reliable than the leading atomic versions, and nuclear clocks could be made more portable. They even hold the ability to search for certain kinds of dark matter -- the invisible stuff whose clumps make up 83 percent of the matter in the universe. If a particle of dark matter passed through the thorium nuclei, it could register as a wobble in the nuclear clock's otherwise steady ticktock. The findings have been published in the journal Nature.

Read more of this story at Slashdot.

10 Oct 2026 7:34am GMT

AI Surveillance Startup Flock To Cut Several Hundred Jobs Amid Backlash, Sources Say

Reuters reports: Flock plans to let go of about 18% of its employees, people with direct knowledge of the plans said on Thursday, as the maker of AI-powered surveillance cameras and license-plate readers faces mounting opposition to its products from communities and lawmakers.... The company has about 1,500 employees [with job cuts hitting 270 employees]. Flock faces growing scrutiny from regulators, lawmakers, and privacy advocates, despite drawing strong investor interest among venture capitalists. A recent Reuters/Ipsos poll showed Americans are divided on whether Flock cameras are a good idea. Some 38% of the country supports the use of Flock cameras in their community, compared to 47% who oppose their use. A related story... In Texas this week a county commissioner decommissioned all 61 of their Flock surveillance cameras and license plate readers, according to a local news report. County residents "have raised serious questions about who can access this data, what vendors can disclose, improper searches, and records being kept after data expires," the precinct's Chief Public Affairs Officer said.

Read more of this story at Slashdot.

10 Oct 2026 3:00am GMT

09 Oct 2026

feedArs Technica

Neanderthal wooden tools from Spain found preserved in stone

Dissolved rock precipitated around the tools, which then decayed.

09 Oct 2026 10:34pm GMT

Ukraine’s drones knock out AI data center belonging to "Russia’s Google"

One damaged data center has supercomputers used for training Yandex's AI model.

09 Oct 2026 10:04pm GMT

A Cray-1 supercomputer replica from 30 "obsolete" Mac Minis

Stylish upcycling, with a retro flare, at Spain's Museo de Historia de la Computación.

09 Oct 2026 9:51pm GMT