$ checkup --date 2026-10-19

Embeddings Are Overpriced? A Frozen 16 MB Vocabulary for Small and Ternary Language Models · 2026-10-19 04:00 UTC

In a small language model the vocabulary is the single largest part. In Gemma 3 270M the embedding table holds 168M of 268M parameters, and because quantisation methods leave the embedding in 16-bit, it is also most of the file once the rest of the model is compressed.

Where Prefill Expert Reduction Hurts MoE Models: A Few Prompt Tokens Carry Most of the Short-Answer F1 Loss · 2026-10-19 04:00 UTC

Running prompt tokens through fewer routed experts during prefill is a simple way to make mixture-of-experts (MoE) serving cheaper, yet it is unclear what this damages. We locate the damage with token-, layer- and attention-path interventions on short-answer question answering in four MoE families.

From Parallels to Divergence: Language Models' Learning of Action Nominal Constructions · 2026-10-19 04:00 UTC

Action nominal constructions (ANCs) express events in nominal form, with their argument marking following patterns found in clauses or ordinary noun phrases.

Linux Kernel 7.3 Release is Good News For Gamers Short on VRAM · 2026-10-19 02:56 UTC

A new kernel release is here about two months after Linux 7.2, and its biggest draw is performance. Filesystem speedups, scheduler work for gaming, and lower latency for real-time workloads lead the way, with hardware support and a few other smaller changes topping it off.

Linux 7.3 is out, speeds up ext4 and low-VRAM AMD GPUs · 2026-10-19 02:28 UTC

Linux 7.3 is out with faster ext4, better performance on AMD GPUs with low VRAM and a new cgroup scheduling mode. 2026 Steam Controller driver debuts.

Tiling Shell now supports mouse button layout activation · 2026-10-18 22:23 UTC

A new version of the Tiling Shell GNOME extension is out, adding support for GNOME 51 and a faster way to tile app windows using nothing but your mouse. Tiling Shell v18.0 lets you use your right mouse button for tiling system activation.

Linux Mint’s new system monitor does more than you’d expect · 2026-10-18 16:57 UTC

December’s Linux Mint 27 release will include a brand new system monitor tool preinstalled. The app is called Superlight (well, that’s the project and package name; the user-facing label is just System Monitor).

b11723 · 2026-10-19 02:09 UTC

hexagon: FLASH_ATTN_EXT improvements for longer context and SWA models ( #30731 ) hex-fa: support for masked block skipping to reduce DMA fetching hex-fa: finetuning the hmx->hvx crossover thresholds (boosting gemma-4) hex-fa: update hmx gate to account for mdev.count Website: https://llama.app…

b11722 · 2026-10-19 01:54 UTC

hexagon: allow multistream FA ( #30218 ) Website: https://llama.app Attestations: https://github.com/ggml-org/llama.cpp/attestations/57232684 macOS/iOS: macOS Apple Silicon (arm64) macOS Apple Silicon (arm64, KleidiAI enabled) DISABLED macOS Intel (x64) iOS XCFramework Linux: Ubuntu x64 (CPU)…

b11721 · 2026-10-18 18:08 UTC

cuda : fuse qwen4exp's SCALE -> SIGMOID -> SCALE -> hc_post chain ( #30602 ) Port of the Vulkan HC_POST_GATE fusion ( #29520 ).

The 7.3 kernel has been released · 2026-10-18 23:45 UTC

Linus Torvalds has released the 7.3 kernel, as expected. It's Sunday afternoon, and this week I somehow kept my wits together long enough to keep track of the day of the week, so the release isn't randomly delayed.

llm-tools-datasette 0.1.1 · 2026-10-18 23:43 UTC

Release: llm-tools-datasette 0.1.1 When I switched LLM over to httpx2 in LLM 0.33 I forget that this would break any plugins which used httpx without directly depending on it. llm-tools-datasette was one of those plugins, now fixed.

llm-echo 0.5 · 2026-10-18 23:16 UTC

Release: llm-echo 0.5 I'm working towards a new LLM release, and testing PRs caused me to revisit the llm-echo debug plugin. This plugin provides a "model" which doesn't involve an LLM at all - it just repeats back the prompts that have been fed to it.

Linux 7.3 Released With Faster I/O Performance, AMD Zen 6 Preparations & More · 2026-10-18 23:28 UTC

The Linux 7.3 kernel is out today for an on-time release of this next stable kernel version...

It Turns Out Intel TDX Doesn't Need So Much Cache Flushing · 2026-10-18 13:53 UTC

Intel Trust Domain Extensions (TDX) for confidential computing with VMs has assumed the need to perform cache flushing when transitioning memory between KeyIDs used by the total memory encryption (MKTME) for unique AES encryption keys.

Linux 7.4 Features Very Exciting With Radeon HDMI 2.1 By Default, AMD PerfOpt, Apple M4 · 2026-10-18 10:50 UTC

The Linux 7.3 kernel is expected to be released as stable later today and with that version there are many exciting changes and improvements. However, the Linux 7.4 kernel merge window will then open up and there are even more exciting changes expected to be merged for this follow-on kernel cycle.

Linux Kernel 7.3 Officially Released, This Is What’s New · 2026-10-18 23:24 UTC

Linux kernel 7.3 is now available for download with new features, new and updated drivers for better hardware support, improvements to filesystems, networking, and security, and more.

9to5Linux Weekly Roundup: October 18th, 2026 · 2026-10-18 14:38 UTC

9to5Linux Weekly Roundup for October 18th, 2026, brings news about Ubuntu 26.10, KDE Plasma 6.8, Firefox 158, Linux Mint 27 and Ubuntu 27.04 release date, Thunderbird 158, IPFire 2.29 Core Update 204, Mesa 26.2.5, Libreboot 26.10, Shelly 3.1.7, KDE Plasma 6.6.7, GNOME OS Preview, PeaZip 11.4,…

GNOME 51.1 Improves Drag and Drop Between Wayland and Xwayland Clients · 2026-10-18 09:18 UTC

GNOME 51.1 is now available as the first point release to the GNOME 51 desktop environment series with various bug fixes and improvements across several core components and default apps.

v2.1.303 · 2026-10-18 22:26 UTC

What's changed Bug fixes and reliability improvements

Refracta 13.5 · 2026-10-18 20:54 UTC

Refracta is a Linux distribution based on Devuan GNU+Linux (a systemd-free fork of Debian), designed primarily for home computer users and also for use as a system rescue and recovery disk. It provides a simple and familiar layout using the Xfce desktop.

ArchBANG 181026 · 2026-10-18 14:07 UTC

ArchBang Linux is a lightweight distribution based on Arch Linux. Using the labwc Wayland compositor, it is fast, up-to-date and suitable for both desktop and portable systems.

Cerberix 0.1.3 · 2026-10-18 11:00 UTC

Cerberix Linux is a security-focused Linux distribution based on Arch Linux. It boots into a simple text-mode installation program that requires an internet connection.

Hybrid Reasoning Agents: LLM agents that think in latent space, act through text · 2026-10-18 20:48 UTC

https://x.com/Jiaru_Zou/status/2110400256647340476 https://github.com/togethercomputer/HybridAgent https://huggingface.co/collections/togethercomputer/hybridag...

Linux 7.3 brings 'More powerful binfmt_misc for sophisticated distros' (eg NixOS) · 2026-10-18 19:10 UTC

Just stumbled upon this great piece of news at Linux_7.3 - Linux Kernel Newbies : This release extends the binfmt_misc format registry so a binary type can be matched programmatically and its interpreter computed per exec instead of being a fixed string recorded at registration time.

Re: Patch pre-submission to Sashiko · 2026-10-18 18:59 UTC

On Sun, 18 Oct 2026 at 08:41, Kees Cook wrote: > > On Sat, Oct 17, 2026 at 08:10:44PM +0000, Roman Gushchin wrote: > > It is really easy now: > > $ cargo install sashiko > > $ sashiko init > > set the LLM key > > $ cd linux && sashiko review HEAD^5..HEAD > > FWIW, I have been using this for a while…

Florida's HOAs and condo associations are making the housing crisis worse · 2026-10-18 18:40 UTC

Article URL: https://hoaspy.com/hoa/fl/florida-hoa-housing-crisis.html Comments URL: https://news.ycombinator.com/item?id=50144005 Points: 171 # Comments: 323

Namecheap just seized and disabled all my domains · 2026-10-18 16:56 UTC

Article URL: https://www.reddit.com/r/sysadmin/comments/1x8cycd/namecheap_just_seized_and_disabled_all_my_domains/ Comments URL: https://news.ycombinator.com/item?id=50142866 Points: 503 # Comments: 252

Anthropic gives outside AI watchdog “employee-like” access · 2026-10-18 16:25 UTC

Anthropic has granted external evaluators “employee-like access” to assess the risks of its models, following through on a commitment to increase safeguards over concerns the technology could run catastrophically out of control.

v0.32.0 · 2026-10-18 10:23 UTC

Highlights This release features 814 commits from 363 contributors (121 new)!

v0.32.1rc0 · 2026-10-18 09:26 UTC

[Doc][RL] Document the weight-transfer HTTP protocol for trainers wit…