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Berth is a system service that automatically swaps and loads AI engines on a single GPU, managing VRAM so tools like ComfyUI, llama-swap, and OpenWebUI don't squander memory or collide. It also exposes engines via a unified API endpoint for seamless switching across workloads, including gaming.
Arch Linux package maintainer Josie documents getting Arch Linux ARM working on the ASUS ProArt P16 RTX Spark laptop (128 GB RAM, NVIDIA N1X GPU) that only officially supports Windows, releasing build scripts, ACPI patches, and kernel fixes as a bootable USB setup on GitHub.
A user reports GPU hangs with NVIDIA Xid 8 on an RTX 5090 Laptop GPU under Linux when running local LLMs, pointing to a llama.cpp issue where disabling CUDA graphs (GGML_CUDA_DISABLE_GRAPHS=1) serves as a performance-sapping workaround with no fix yet.
The Netherlands is developing its own Linux-based operating system to reduce its dependency on Microsoft software for government use.
Linus Torvalds 于本周日正式发布了 Linux 7.3 内核，创下多项纪录：共合入 18,765 个非合并提交，来自 3,021 位开发者，其中 807 位为首次贡献。该版本包含 binfmt_misc 扩展、组调度优化、新 failfs 文件系统、fchroot() 系统调用以及 sched_ext 子调度器完成等重大变更。
A rebuttal blog post defending Flatpak's security model against claims that it is an 'insecurity nightmare', covering its containerization history, confinement, portals, and permission model.
Show HN: OmniPTY (formerly Oxide) is an opinionated, GPU-rendered terminal emulator for macOS and Linux written in Rust that builds in features typically bolted on via tmux, file trees, prompt frameworks, and vim-style copy mode, configured through a single auto-reloading TOML file.
一篇面向初学者的博客，介绍地址解析协议（ARP）如何把 IP 地址映射到 MAC 地址，并演示 arp-scan、Wireshark 和 ip neighbour 等工具的使用，顺带提及 ARP 欺骗与广播风暴等安全话题。
Linux creator Linus Torvalds dismissed anti-AI rules as "idiotic," sparking debate in the open-source community about AI usage policies in code and development workflows.
GNOME 团队宣布推出基于最新稳定版 GNOME 发布的新版本「GNOME OS Preview」，标志着 GNOME OS 从面向开发者的 nightly 版本迈向普通用户可用的通用操作系统的重要里程碑。
Gentoo 的 Chromium 包维护者 Sam James 宣布对该包实行「last rites」，由于 Chromium 构建系统复杂、依赖捆绑频繁且用户投诉不断，维护者决定放弃维护该包，包将被屏蔽。
Solène 详细介绍其基于 Incus OS 重建的家庭自托管基础设施架构，涵盖可丢弃系统容器、默认拒绝网络、密钥管理、自动更新、备份、监控与安全设计，思路源自 SecNumCloud 与 ISO 27001 原则。
一篇技术博客分析指出，Epic Games 即将推出的 Linux 版 Easy Anti-Cheat v2 所依赖的 eBPF 与 TPM 远程证明机制似乎容易被绕过，例如通过重置主板 TPM 或使用 USB 转 SPI 桥接外接 TPM 来伪造可信启动测量值。
作者分享了如何借助 Claude Code 与一个 Windows 虚拟机捕获 USB 数据的自动化流程，逆向工程未被支持的扫描仪与 MIPI 摄像头硬件，并将该流程开源为通用工具 hw-harness，让 AI 高效完成繁琐的驱动逆向工作。
DEsk 是一个为 Linux 打造的 Wayland 桌面环境，采用 iOS 6 式的写实拟物化设计：窗口是书桌上的纸张，Dock 是抽屉，应用收纳在书架上的活页夹里，整个房间经过光线追踪渲染。目前为 v0.1.2 beta 版，支持 Debian、Ubuntu、Arch 和 Fedora 一键安装。
Canonical 发布 Ubuntu 26.10（Stonking Stingray），基于 26.04 LTS，全面采用 Rust 核心工具、支持后量子包签名、TPM 全盘加密、Linux 内核 7.3 与 GNOME 51，并新增本地语音识别功能 Myna。
Microsoft is extending Defender for Endpoint to Linux desktops, bringing EDR, next-gen antivirus, vulnerability management, and threat analytics to workstations using the same agent and deployment methods already used for Linux servers. The feature enters public preview for distributions like RHEL, Ubuntu, Debian, SLES, and Fedora, requiring Defender for Endpoint Plan 2 or Microsoft 365 E5/E7.
Epic is releasing an Epic Games Launcher preview for Linux and rebuilding Easy Anti-Cheat as 'EAC Linux v2' in order to eventually bring Fortnite to Linux, working with distro maintainers on security requirements.
KDE 发布 Plasma 6.8，恰逢 KDE 社区成立 30 周年。新版本带来无障碍功能（驻留点击器）、系统监控（CPU 亲和性与 VRAM 显示）、远程桌面性能提升、屏幕录制支持系统音频及自定义虚拟屏幕分辨率等多项改进。
博主更正了此前关于 glibc 中 initstate() 不遵循 POSIX 错误返回规范的说法：该 bug 早在 2013 年就已修复，只是 initstate(3) man page 至今未更新，且页面还遗漏了 POSIX 实际上并未为该函数定义任何错误条件这一关键信息。