Nightly
No. 96Saturday, 17 October 20263 min read

You’re reading an archived edition. Today’s is here →

Good morning.

Kernel Rust finally stopped poking holes in its own code, and GNOME gave us a calm desktop night.

Kernel Rust

Safe self‑referential structs land in kernel

No more unsafe gymnastics: Gary Guo showed a Rust pattern that lets the Nova driver hold self‑referential data without unsafe blocks. The demo ran at Kangrejos 2026 and could replace most C tricks.

Why it mattersIf you write drivers, you can drop a lot of manual pointer juggling.

Indic Pretraining

2.8 trillion tokens power new language model

Scale meets open data: A Hugging Face blog details an open pipeline that crunched 2.8 trillion Indic tokens, pushing pre‑training limits for low‑resource languages.

Why it mattersMore data means better models for languages you actually speak.

GNOME OS

GNOME OS Preview offers stable desktop base

Less nightly, more steady: LWN reports GNOME OS Preview ships a stable‑based edition built from GNOME 51.1, giving users a calmer alternative to the bleeding‑edge Nightly.

Why it mattersYou get a reliable desktop without chasing every upstream change.

Quick hits

That’s your two‑minute tech sprint. Keep coding, and enjoy the ride .

5 stories
Top pickReleaseopenai blog

Itaú is deploying its ia.i conversational interface and IARA governance platform to deliver generative AI services to customers and employees in Brazil's regulated banking sector.

The rollout follows the bank's AI First strategy, extending AI capabilities beyond internal tools to public-facing applications while adhering to strict financial regulations.

Researchhuggingface blog

A new blog post details scaling Indic pretraining to 2.8 trillion tokens using an open data generation pipeline.

  • 2.8 trillion tokens

The effort aims to improve language models for Indic languages by providing massive, publicly available training data, addressing the scarcity of high‑quality corpora.

RepoHF trending436 likes

The LiquidAI LFM2.5-24B-A2 model has been downloaded 9,356 times on Hugging Face.

  • 9,356 downloads
  • 436 likes

The model is listed under text‑generation and has attracted notable community interest, as reflected in its like count.

RepoHF trending493 likes

black-forest-labs' flux-3-image-klein-comfy model recorded 73,767 downloads on Hugging Face.

  • 73,767 downloads
  • 493 likes

The model is categorized as image‑to‑image and has quickly become popular among creators for its versatility.

RepoHF trending566 likes

fishaudio's drama-3 text‑to‑speech model has 6,158 downloads on Hugging Face.

  • 6,158 downloads
  • 566 likes

The model is part of the text‑to‑speech category and is noted for its expressive voice synthesis, drawing a strong user response.

6 stories
Top pickResearchlwn

Gary Guo presented a kernel Rust solution for safe self‑referential data structures at Kangrejos 2026, potentially eliminating most unsafe code in the Nova driver.

  • Kangrejos 2026

The approach leverages the pin_init crate to create immovable structures without unsafe code, offering a path to safer Rust components in the Linux kernel.

lwn.net
Top pickNewshackaday

Hackaday Podcast Episode 391 covers an ESP32 SDR project, vintage pager hacks, and a Mars rover bug report.

Hosts Elliot Williams and Tom Nardi discuss the upcoming Philadelphia hacker conference and the phase‑out of the EZ80 microcontroller, linking these topics to the episode’s broader hardware hacking themes.

Top pickNewslwn

LWN reports a batch of security updates released Friday for multiple Linux distributions, covering dozens of packages.

The updates affect AlmaLinux, Debian, Mageia, Oracle, Red Hat, and SUSE, addressing vulnerabilities in components such as Ghostscript, Grafana, Wireshark, and the Linux kernel among others.

lwn.net
Top pickAnalysishackaday

Hackaday explains common pitfalls when designing a first event badge, despite the simple hardware required.

While assembling a microcontroller, buttons, battery, and display seems straightforward, the article highlights design, firmware, and production challenges that often surprise first‑time badge makers.

Releaselwn

GNOME OS Preview releases a stable‑based edition built from GNOME 51.1, offering a less volatile alternative to the Nightly build.

  • GNOME 51.1
  • few weeks old

The preview uses the same GitLab branches as the org.gnome.Platform Flatpak runtimes and is intended for non‑developer users, providing greater stability after a year of daily Nightly usage.

lwn.net
Newslwn

The 2026 Linux Foundation Technical Advisory Board election re‑elects four members and adds Laurent Pinchart as a new member.

  • Laurent Pinchart joins

Incumbents Kees Cook, Dave Hansen, Miguel Ojeda, and Shuah Khan retained their seats, indicating continuity in the board’s technical direction.

lwn.net
6 stories
RepoGitHub trending · c++300 ★

DownpourRecomp v1.0 provides a native Windows port of Silent Hill: Downpour with 60 FPS unlocked and DualSense adaptive‑trigger support.

  • v1.0 stable
  • 60 FPS unlocked
  • DualSense triggers

The static recompilation of the Xbox 360 binary includes a warm‑cache ROV, a standalone launcher, and portable save handling, and has been tested on US and EU X360 dumps.

RepoGitHub trending8,161 ★

android/skills is a GitHub repository with no description provided.

The repository appears in the GitHub trending list, indicating recent interest, but without additional information its purpose or contents are unclear.

RepoGitHub trending · rust6,381 ★

cloud-hypervisor is a Rust‑written virtual machine monitor targeting modern cloud workloads, supporting CPU, memory, device hot‑plug, and Windows and Linux guests.

It also offers device offload via vhost‑user and aims for a minimal, compact footprint with a strong security focus, distinguishing it from larger hypervisors.

RepoGitHub trending · c++42,211 ★

duckdb is an in‑process analytical SQL database management system written in C++.

Designed for fast analytics on local data, DuckDB can be embedded directly into applications without a separate server process, making it suitable for data science workflows.

RepoGitHub trending · python370 ★

V3R1T4S is a Python project described as “liberating known unknowns”.

The terse tagline suggests a focus on exploratory or uncertainty‑handling tools, but no further details are provided in the listing.

RepoGitHub trending · python12,070 ★

ARTEMIS converts natural‑language commands into reliable Android automation and achieves over 99% success on the AndroidWorld Benchmark.

  • 99%+ success rate
  • AndroidWorld Benchmark

It captures logs, automates end‑to‑end workflows, and integrates with AI coding assistants like Antigravity, Codex, and Claude Code, positioning it as a bridge between natural language and mobile testing.

You’re all caught up.

17 stories from 120 scanned overnight.

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