# improvements Published articles for improvements. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## GNOME 51 released DevFeed: [GNOME 51 released]() Original publisher: [Read original article]() Author: corbet Published: 2026-09-17T13:08:12Z Content type: release Language: en Sources: [LWN.net]() Topics: [version](), [App](), [data](), [interface](), [file]() Tags: [application](), [changes](), [data](), [desktop](), [file](), [gnome](), [gnome-51](), [improvements](), [interface](), [maps](), [offline](), [performance](), [transit](), [version]() ### AI overview GNOME 51 has been released with performance improvements, offline data and improved transit information in Maps, a new file previewer interface, and other changes. ### Source excerpt Version 51 of the GNOME desktop environment has been released. The list of changes includes a number of performance improvements, offline data and better transit information in the Maps application, a new interface for the file previewer, and more. ## Libreboot 20131213 DevFeed: [Libreboot 20131213]() Original publisher: [Read original article]() Author: Leah Rowe Published: 2026-09-17T04:32:50.666044Z Content type: release Language: en Sources: [News about Libreboot releases and development]() Topics: [libreboot]() Tags: [article](), [bios](), [canoeboot](), [coreboot](), [documentation](), [free-software](), [grub](), [improvements](), [libre](), [libreboot](), [opensource](), [release](), [thinkpad](), [uefi]() ### AI overview Libreboot 20131213 is a release supporting the ThinkPad X60 and X60s. It adds a GRUB2 background image and a memtest86+ payload, and improves the documentation with a new grub.cfg Markdown file. ### Source excerpt Article: Libreboot 20131213 Web link: https://libreboot.org/news/libreboot20131213.html ## New Bug-Fix Releases Are Available for MPS Versions 2026.1.1, 2025.3.2, 2025.2.4, and 2025.1.4 DevFeed: [New Bug-Fix Releases Are Available for MPS Versions 2026.1.1, 2025.3.2, 2025.2.4, and 2025.1.4]() Original publisher: [Read original article]() Author: Vaclav Pech Published: 2026-09-16T20:06:31Z Content type: release Language: en Sources: [The JetBrains Blog]() Topics: [JetBrains MPS](), [releases](), [version](), [jetbrains]() Tags: [2](), [2025](), [2026](), [3](), [agent](), [agents](), [bug](), [changes](), [create](), [development](), [diagnostics](), [editor](), [improvements](), [major](), [manipulate](), [mps](), [practical](), [release](), [releases](), [updates](), [version]() ### AI overview JetBrains has released bug-fix updates for MPS versions 2026.1.1, 2025.3.2, 2025.2.4, and 2025.1.4. The MPS 2026.1.1 update includes improvements to the Projectional Agent Toolkit, editor context, diagnostics, agent guidance, and test execution. ### Source excerpt We've released updates for multiple major MPS versions that fix several issues. DOWNLOAD MPS 2026.1.1 Check out all the updates in each particular version below: MPS 2026.1.1 The Projectional Agent Toolkit receives several practical improvements that allow agents to: See and invoke intentions and quick-fixes on individual nodes. Manipulate NodeAttributes, PropertyAttributes, and others. Create copies [...] ## GNOME 51 Released With Improved Frame Scheduling, Many App Improvements DevFeed: [GNOME 51 Released With Improved Frame Scheduling, Many App Improvements]() Original publisher: [Read original article]() Author: Michael Larabel Published: 2026-09-16T16:25:21Z Content type: news Language: en Sources: [Phoronix]() Topics: [releases](), [Wayland](), [Release notes](), [Software](), [ui](), [legacy](), [Nvidia]() Tags: [desktop](), [desktop-linux](), [driver](), [experience](), [faster](), [improvements](), [legacy](), [linux-benchmarking](), [linux-hardware-benchmarks](), [linux-hardware-reviews](), [linux-how-to](), [linux-performance](), [linux-server-benchmarks](), [notes](), [nvidia](), [offline](), [open-source-graphics](), [other](), [phoronix](), [phoronix-test-suite](), [protocols](), [release](), [release-notes](), [settings](), [software](), [time](), [ubuntu](), [ubuntu-benchmarks](), [ubuntu-hardware](), [ui](), [wayland](), [workstation]() ### AI overview GNOME 51 has been released with improved frame scheduling and desktop responsiveness, new Wayland protocol support, removal of legacy NVIDIA EGLStreams driver support, and updates to several GNOME applications and settings. ### Source excerpt Right on schedule and in time for appearing in the likes of Ubuntu 26.10 and Fedora Workstation 45, the GNOME 51 desktop is officially released... ## What's New in PHP 8.6 DevFeed: [What's New in PHP 8.6]() Original publisher: [Read original article]() Author: Freek Van der Herten (freek@spatie.be) Published: 2026-09-16T12:30:30Z Content type: release Language: en Sources: [freek.dev - all blogposts]() Topics: [PHP 8.6](), [PHP](), [function]() Tags: [improvements](), [language](), [php](), [php-8-6](), [standard-library]() ### AI overview An overview of upcoming PHP 8.6 changes, including partial function application, clamp(), the Duration class, and other language and standard library improvements. ### Source excerpt A concise overview of what's coming in PHP 8.6, including partial function application, clamp(), the new Duration class, and several smaller language and standard library improvements. Read more ## Java 27 adds improvements to garbage collection, headers, data security, and quantum key support DevFeed: [Java 27 adds improvements to garbage collection, headers, data security, and quantum key support]() Original publisher: [Read original article]() Author: Joab Jackson Published: 2026-09-16T04:50:00Z Content type: news Language: en Sources: [www.theregister.com - Articles]() Topics: [java-27](), [Java](), [Security](), [data]() Tags: [devops](), [garbage-collection](), [improvements](), [java](), [java-27](), [jdk](), [jdk-27](), [openjdk](), [post-quantum-cryptography]() ### AI overview Java 27 introduces improvements to JDK garbage collection, header sizes, data security, and quantum key support, with the stated aim of reducing developer friction. ### Source excerpt Improvements in JDK garbage collection, header sizes, data security and quantum key support all should minimize developer friction ## Performance Improvements in .NET 11 DevFeed: [Performance Improvements in .NET 11]() Original publisher: [Read original article]() Author: Stephen Toub - MSFT Published: 2026-09-15T12:00:00Z Content type: article Language: en Sources: [.NET Blog]() Topics: [.NET](), [.NET 11]() Tags: [blog](), [improvements](), [net](), [net-11](), [performance](), [post]() ### AI overview This post surveys hundreds of performance improvements in .NET 11, including runtime and library changes that reduce bounds checks, allocations, locks, loop cycles, redundant checks, instructions, system calls, and array-copy costs. ### Source excerpt Take a tour through hundreds of performance improvements in .NET 11. The post Performance Improvements in .NET 11 appeared first on .NET Blog. ## JDK 27 Is Generally Available with Nine JEP-Backed Enhancements DevFeed: [JDK 27 Is Generally Available with Nine JEP-Backed Enhancements]() Original publisher: [Read original article]() Author: On September Published: 2026-09-15T00:00:00Z Content type: release Language: en Sources: [Inside Java]() Topics: [JDK 27](), [Java](), [Security](), [Cryptography](), [Quantum Computing]() Tags: [announce](), [cryptography](), [improvements](), [java](), [jdk](), [jdk-27](), [oracle](), [quantum](), [security]() ### AI overview Oracle announces the general availability of JDK 27, which includes nine enhancements covered by JDK Enhancement Proposals, including preview and incubator features across the Java language, security, performance, runtime, and libraries. ### Source excerpt JDK 27 is now available! Oracle is proud to announce the general availability of JDK 27 for developers, enterprises, and end-users. ## Announcing Redis 8.10: Compact Hash, JSONPath extensions, performance improvements, & more DevFeed: [Announcing Redis 8.10: Compact Hash, JSONPath extensions, performance improvements, & more]() Original publisher: [Read original article]() Author: Bosmat Tuvel Published: 2026-09-14T00:00:00Z Content type: release Language: en Sources: [Redis Blog]() Topics: [Redis](), [Data structures](), [Data Management](), [Open Source]() Tags: [data-management](), [improvements](), [memory](), [new-features](), [operations](), [performance](), [redis](), [streams](), [tech](), [time-series]() ### AI overview Redis 8.10 in Redis Open Source introduces compact hashes, incremental backup and restore, JSONPath syntax extensions, more flexible Stream consumption, new Set cardinality operations, atomic movement of multiple List elements, and enhanced Time Series capabilities. The release also improves memory efficiency, throughput, and operational reliability at scale. ### Source excerpt Redis 8.10 in Redis Open Source is now available, delivering improvements that make Redis more memory efficient, expressive, and easier to operate at scale. Highlights include compact hashes with up to 50% lower memory usage and 2x higher hash loadin... ## Meta Virtual Display Adds Input Forwarding and Windows-Like Features to macOS DevFeed: [Meta Virtual Display Adds Input Forwarding and Windows-Like Features to macOS]() Original publisher: [Read original article]() Author: Craig Storm Published: 2026-09-08T14:50:34Z Content type: news Language: en Sources: [UploadVR]() Topics: [Meta](), [macOS](), [Windows](), [App]() Tags: [features](), [headsets-tech](), [improvements](), [mac](), [macos](), [productivity](), [remote](), [windows]() ### AI overview Meta Virtual Display has gained input forwarding on Windows and macOS, while the macOS version now supports a quick-connect prompt and display formats previously available on Windows. Testing found that support for older Intel Macs varies by model. ### Source excerpt The Meta Virtual Display feature of Quest headsets has continued to receive improvements, including input forwarding, and the Mac version now offers functionality previously exclusive to Windows. ## LibreQoS 2.2 is out DevFeed: [LibreQoS 2.2 is out]() Original publisher: [Read original article]() Author: j2sw Published: 2026-08-20T15:11:31Z Content type: release Language: en Sources: [Justin Wilson (j2sw)]() Topics: [changelog](), [Network](), [service](), [browser](), [interface](), [sessions](), [API]() Tags: [2-2](), [api](), [browser](), [changelog](), [improvements](), [interface](), [libreqos](), [network](), [network-engineering-resources](), [service](), [sessions]() ### AI overview This changelog describes LibreQoS 2.2, released on August 18, 2026, and its changes since version 2.1. It covers browser-based installation and setup, visual topology building, subscriber shaping from RADIUS sessions, traffic comparisons, and related improvements to LibreQoS Insight and the paid LibreQoS API. ### Source excerpt LibreQoS 2.2 ChangeLog LibreQoS 2.2: What Changed Since 2.1 LibreQoS 2.2 guides operators from a fresh install through admin creation, interface selection, network preview, and service startup in the browser. Operators can build topology visually, shape subscribers created from RADIUS sessions, and compare queued demand with traffic that actually crossed the wire. This changelog covers ... Read more The post LibreQoS 2.2 is out appeared first on Justin Wilson (j2sw). ## XCP-ng 8.3 LTS: Refreshed Installation ISOs DevFeed: [XCP-ng 8.3 LTS: Refreshed Installation ISOs]() Original publisher: [Read original article]() Author: Gaël Duperrey Published: 2026-08-14T08:09:13Z Content type: release Language: en Sources: [XCP-ng Blog]() Topics: [Server](), [Hardware](), [networking](), [Disk image]() Tags: [amd](), [drivers](), [hardware](), [improvements](), [installation](), [iso](), [linux](), [lts](), [networking](), [numa](), [performance](), [release](), [security](), [server](), [storage](), [update](), [updates]() ### AI overview XCP-ng 8.3 LTS has refreshed installation ISOs containing updates released since the previous installer, installer improvements, enhanced hardware support, and other fixes. The article notes that existing up-to-date hosts already include these changes. ### Source excerpt Refreshed ISOs for XCP-ng 8.3 LTS featuring the latest security updates, improvements, and QCOW2 support. ## How Keras 3 Helped Modernise Expedia Group's Lodging Ranking Stack DevFeed: [How Keras 3 Helped Modernise Expedia Group's Lodging Ranking Stack]() Original publisher: [Read original article]() Author: Conor Worthington Published: 2026-08-11T11:01:02Z Content type: article Language: en Sources: [Expedia]() Topics: [Keras](), [recommendation systems](), [Latency](), [Inference Performance](), [Machine learning]() Tags: [data-science](), [features](), [framework](), [improvements](), [inference](), [keras](), [latency](), [llms](), [machine-learning](), [mixture-of-experts](), [model-training](), [neural-networks](), [ranking](), [recommendation-system]() ### AI overview Expedia Group describes modernising its lodging-ranking stack around Keras 3. The changes included rewriting parts of its pipelines, making model training 30% faster and reducing P99 inference latency by two-thirds. The article discusses limitations of the previous Keras 2, eager-training and combined-serving setup, along with the use of newer APIs and accelerator-oriented optimisations. ### Source excerpt Expedia Group Technology -- DataWhat happened when we treated a framework migration as an architecture modernisation -- and cut P99 inference latency by two-thirdsSt Paul's and millennium bridge, London Expedia Group™ has always been a market leader in providing personalised search experiences for travellers. As our ranking models evolved, we saw an opportunity not just to migrate to Keras 3, but to modernise the broader stack around it so we can better serve travellers. This led us to rewrite key parts of our pipelines that made model training 30% faster and cut P99 inference latency by two-thirds. Our main focus in this blog is to discuss our improvements to lodging ranking -- our service which handles users' search requests and returns a personalised property ranking on top of a lightweight candidate generator. This service is frequently retrained to improve customer experience as we get new signals over time. Example of personalised lodging ranking on Expedia search result page for a London search As such, our velocity to make changes needs to be fast, but more importantly we need to be able to build models which are state-of-the-art, enabling customers to easily find and book the most relevant property for their trip. The problem with Keras 2, eager training and combined serving The challenge was not that the old stack was broken. It was that it had gradually become a limiting factor. On the training side, we were carrying dependencies on older components and missing out on modern Keras APIs, new optimisers, new layers and cleaner support for accelerator-oriented training. On the serving side, we had a path that was simple and operationally familiar, but not especially well suited to aggressively optimised inference for heavier ranking architectures. This blockage on utilising new layers and optimisers has become more pronounced as LLMs see blistering amounts of innovation. Naturally, these new features are only available in Keras 3 or as separate backends from ou ## What's new in Sentry Logs: The summer 2026 roundup DevFeed: [What's new in Sentry Logs: The summer 2026 roundup]() Original publisher: [Read original article]() Author: Ben Coe; Allison Rogers Published: 2026-08-11T09:00:00Z Content type: release Language: en Sources: [Sentry Blog]() Topics: [Usability](), [tracing](), [data]() Tags: [2026](), [changelog](), [improvements](), [logs](), [usability]() ### AI overview A summer 2026 roundup of Sentry Logs updates, including log pinning, shareable URL state, large-scale exports with JSONL support, aggregate-aware exports, faster loading, and log viewer usability improvements. ### Source excerpt Everything that shipped for Sentry Logs this summer: log pinning, JSONL exports, terabyte-scale search, and a dozen usability improvements. ## Xen 4.22: Strengthening Open Source Virtualization for Cloud, Embedded, and Automotive Systems DevFeed: [Xen 4.22: Strengthening Open Source Virtualization for Cloud, Embedded, and Automotive Systems]() Original publisher: [Read original article]() Author: Cody Zuschlag Published: 2026-08-05T15:18:36Z Content type: article Language: en Sources: [Blog - Xen Project]() Topics: [virtualization](), [Open Source](), [Cloud](), [Hardware](), [Scalability](), [Arm](), [RISC-V]() Tags: [arm](), [automotive](), [cloud](), [developers](), [embedded](), [hardware](), [improvements](), [lifecycle](), [maintenance](), [open-source](), [performance](), [platform](), [release](), [releases](), [risc-v](), [safety](), [security](), [standards](), [systems](), [virtualization](), [xen-4-22]() ### AI overview Xen 4.22 is presented as the latest Xen hypervisor release, adding modern hardware support, Arm virtualization improvements, continued RISC-V progress, and Xenstore scalability updates. The Xen Project also introduces a consistent five-year security support lifecycle for Xen 4.20 and later releases. ### Source excerpt Xen 4.22 adds modern hardware support, Arm improvements, continued RISC-V progress, Xenstore scalability updates, and a five-year security support lifecycle. ## What's new in PHP 8.6 DevFeed: [What's new in PHP 8.6]() Original publisher: [Read original article]() Author: Freek Van der Herten (freek@spatie.be) Published: 2026-08-05T12:14:26Z Content type: article Language: en Sources: [freek.dev - all blogposts]() Topics: [PHP 8.6](), [PHP](), [API](), [function]() Tags: [api](), [features](), [function](), [improvements](), [news](), [php](), [php-8-6]() ### AI overview The article surveys notable additions coming in PHP 8.6, including partial function application, a new polling API, readonly property defaults, and smaller improvements and deprecations. ### Source excerpt Brent surveys the most notable additions coming in PHP 8.6, including partial function application, the new polling API, readonly property defaults, and several smaller improvements and deprecations. Read more ## SQL Improvements in PostgreSQL 11-18: A Personal Selection DevFeed: [SQL Improvements in PostgreSQL 11-18: A Personal Selection]() Original publisher: [Read original article]() Author: Dimitri Fontaine PostgreSQL Major Contributor; Author Published: 2026-07-28T14:39:25Z Content type: article Language: en Sources: [Dimitri Fontaine]() Topics: [PostgreSQL](), [SQL](), [version](), [Docker Compose](), [datasets]() Tags: [docker-compose](), [improvements](), [personal](), [postgresql](), [sql](), [version]() ### AI overview A personal, theme-based selection of SQL improvements introduced across PostgreSQL versions 11 through 18. The article relates these features to query writing and briefly discusses broader release categories and contributor priorities. ### Source excerpt Seven major versions of PostgreSQL shipped between 2018 and 2025, one per year without exception, and each with a changelog of 150 to 200 user-visible changes. Each release covers a broad canvas -- performance, replication, administration, and security -- but every one of them also advanced the SQL layer, filling gaps in the standard, adding missing functionality, or cleaning up long-standing rough edges. Working through the new edition of The Art of PostgreSQL forced me to catalogue them all; this is my selection of the features I kept reaching for while rewriting the examples. I hope it's useful beyond that context -- organized by theme, with the version each feature landed in. ▸ All queries in this article run against the Lab, a free dataset bundle that includes the F1 database, geopolitical data, music data, and more -- so you can try every example yourself. The Lab is a docker compose up away: it starts PostgreSQL with all datasets loaded and a query UI web app that runs in your browser, with EXPLAIN plan diagrams, and SVG rendering for PostGIS results on geo queries. To get a sense of where the community actually puts its effort, Noriyoshi Shinoda of Hewlett-Packard Enterprise Japan has been publishing a meticulous "PostgreSQL New Features with Examples" series for every major release since version 9.4 -- each edition catalogues every user-visible change with a working code example. Counting his categories across PG 11-18 gives a clear picture of contributor priorities: Release SQL Performance Admin & Ops Replication Security Other PG 11 5 6 5 3 4 3 PG 12 4 6 7 3 3 5 PG 13 7 8 10 6 5 6 PG 14 4 7 6 5 3 5 PG 15 2 5 6 5 3 8 PG 16 4 6 8 5 7 8 PG 17 5 7 8 8 4 6 PG 18 4 3 4 3 2 5 Sum 35 48 54 38 31 46 New features by category per release (Shinoda count) SQL is the smallest category. Admin & Ops leads across the whole period, followed by Performance -- which reflects who funds the project: Amazon (Aurora), Google (AlloyDB), and Microsoft (Azure) all have strong commercial ## Dev snapshot: Godot 4.8 dev 2 DevFeed: [Dev snapshot: Godot 4.8 dev 2]() Original publisher: [Read original article]() Author: Thaddeus Crews Published: 2026-07-21T12:00:00Z Content type: release Language: en Sources: [Godot Engine Official]() Topics: [Godot](), [releases](), [Release notes](), [Development]() Tags: [dev](), [development](), [improvements](), [pre-release](), [release](), [release-notes]() ### AI overview Godot 4.8 dev 2 is a development snapshot that includes editor improvements such as automatic expansion of created resources in the inspector and a "Play Scene" option in the file system context menu. The release also provides Web, XR, and Android editor builds for testing. ### Source excerpt The cost of convenience? Nothing! ## Podman 6: New Dual-Purpose MSI Installer Explained DevFeed: [Podman 6: New Dual-Purpose MSI Installer Explained]() Original publisher: [Read original article]() Author: Mario Loriedo Published: 2026-07-15T09:19:06Z Content type: tutorial Language: en Sources: [blog.podman.io]() Topics: [podman](), [Windows](), [virtualization](), [Windows Subsystem for Linux]() Tags: [architecture](), [articles](), [blog](), [ci-cd](), [compatibility](), [improvements](), [installation](), [new-feature](), [podman](), [podman-machine](), [virtualization](), [windows]() ### AI overview Podman 6 introduces a dual-purpose MSI installer for Windows. It defaults to per-user installation without administrative privileges, while still supporting per-machine installation. The redesign separates virtualization setup from the installer, improving reliability and simplifying maintenance. Users upgrading from older EXE-based versions must uninstall the previous version first, but Podman data and machine configurations are preserved. ### Source excerpt Podman 6 introduces a revamped Windows installer, allowing users to install without administrative privileges, simplifying enterprise usage. The transition to a Dual-Purpose MSI package improves reliability by separating virtualization setup from the installer. Additionally, compatibility with community package managers like Scoop and Chocolatey enhances user experience. Feedback is encouraged for further improvements. ## Nix 2.35.0 released DevFeed: [Nix 2.35.0 released]() Original publisher: [Read original article]() Author: lisanna Published: 2026-07-13T20:36:40Z Content type: release Language: en Sources: [Announcements - NixOS Discourse]() Topics: [Nix](), [releases](), [content addressed store](), [Security](), [hashing](), [integrity]() Tags: [bugfixes](), [content-addressed-store](), [hashing](), [improvements](), [integrity](), [new-features](), [nix-releases](), [releases](), [security]() ### AI overview Nix 2.35.0 is released with new features, bug fixes, performance improvements, and a security fix for recursive-nix. A highlighted change makes source copying to the Nix store more lazy, reducing unnecessary work for typical flake evaluations while preserving the evaluator's existing behavior. ### Source excerpt On behalf of the Nix team, I am pleased to finally announce the release of Nix 2.35.0. This release contains a good number of new features, bugfixes, and performance improvements, and is available at releases.nixos.org. This release also fixes a security issue with recursive-nix: https://github.com/NixOS/nix/security/advisories/GHSA-6h4g-g5j9-fm5f Release Notes Highlights Sources are copied to the store more lazily #3121 #15711 #15920 Historically, flakes source trees have been eagerly fetched to and evaluated from the Nix store to ensure deterministic and hermetic evaluation, even if the resulting store object is not used as a derivation input. This made the implementation simpler, yet made flakes unusable in large repositories and performed unnecessary writes to the store on each change to the source tree. Since Nix 2.32, all I/O (excluding path: and hg+:-style inputs) for reading sources during evaluation has been funneled to their original filesystem location (or to the ~/.cache/nix/tarball-cache-v2 bare git repository for tarball-based inputs). However, the source tree was still fetched to the store - primarily for computing the resulting content-addressed store path. In most cases, (such as importing the nixpkgs package set) this is not necessary. Touching (and hashing the NAR serialisation of) the whole source tree is unavoidable, since: In case of flake inputs, narHash integrity must be checked eagerly. The outPath attribute of a flake must be known in advance, and for backwards compatibility must be a content-addressed store path string with constant string context representing the flake source tree. Even within the constraints imposed by backwards compatibility requirements, there are several improvements that are achievable. To reduce the number of copies performed, Nix now hashes the input without copying first, assuming that the .outPath will not end up in a derivation attribute and thus would never have to be actually fetched to the store. This comes a ## Documentation team funding DevFeed: [Documentation team funding]() Original publisher: [Read original article]() Author: NixOS Published: 2026-07-10T12:00:00Z Content type: news Language: en Sources: [NixOS Announcements]() Topics: [Documentation](), [Nix](), [Deployment](), [navigation]() Tags: [2025](), [announcement](), [community](), [continuous-deployment](), [deployment](), [documentation](), [funding](), [improvements](), [navigation](), [nix](), [onboarding](), [team]() ### AI overview The NixOS Foundation is renewing its effort to improve Nix documentation and is seeking donations for a documentation team. Proposed funding would support a paid maintainer, framework evaluation, page splitting, continuous deployment, faster feedback, navigation, and redirects. ### Source excerpt tl;dr: There is a renewed effort to improve documentation, head to https://opencollective.com/nixos/projects/nix-documentation or contact foundation@nixos.org to chip in with funding! With the 2023 crowd-funding in documentation funding, we've seen some improvements, but a lot more is needed to make significant progress towards improving the overall experience with Nix documentation, including onboarding and discovery. Especially newcomers frequently struggle with our documentation, get frustrated and notice gaps, and have a hard time adopting Nix. In addition, in the Nix community survey 2025 we see that most people want excess funding to be allocated to improving documentation. While the NixOS Foundation doesn't have that much excess funding, @hsjobeki has stepped up to pick up leadership of the documentation team with support by @friedow. While they're volunteering their own time to lead the team, they'd like to have access to funding for not just ensuring that stuff gets done, but also maintained over time. They've collaborated to agree on a documentation vision (initial announcement) to work towards. For that reason, we're asking individuals and companies to donate to the renewed documentation team OpenCollective, so that we can reach the funding goals (more details on OpenCollective): (1.000 EUR /month) Paid documentation maintainer (4.000 EUR ) Framework evaluation (15.000 EUR ) Page splitting in nixos-render-docs (8.000 EUR ) Continuous deployment & Reduce feedback times (8.000 EUR ) Navigation & redirects If a company is interested in providing a significant amount of funding and would like a contract and invoice, please reach out to foundation@nixos.org. Furthermore, if you'd like to support documentation in non-monetary ways, feel free to join the Matrix channel and/or bi-weekly meetings (see "Nix documentation meeting" in the NixOS Calendar), or see where you can help from updates in the discourse category. You can also read and discuss this announcement on Discourse. ## Release candidate: Godot 4.7.1 RC 2 DevFeed: [Release candidate: Godot 4.7.1 RC 2]() Original publisher: [Read original article]() Author: Thaddeus Crews Published: 2026-07-09T12:00:00Z Content type: release Language: en Sources: [Godot Engine Official]() Topics: [Godot](), [3D]() Tags: [3d](), [animation](), [crash](), [debugger](), [improvements](), [pre-release](), [release]() ### AI overview Godot 4.7.1 RC 2 is a second release candidate in the maintenance cycle, focused largely on regression fixes since RC 1. The release includes fixes across the 2D and 3D editors, animation, core, project settings, debugger, file dialogs, resource indicators, scene handling, and related editor functionality. ### Source excerpt The de-specialized edition: special edition! ## AMD FSR Upscaling 4.1 RDNA 3 Support Now Available in FSR SDK 2.3 Update DevFeed: [AMD FSR Upscaling 4.1 RDNA 3 Support Now Available in FSR SDK 2.3 Update]() Original publisher: [Read original article]() Author: Jason Lacroix; Alexander Blake-Davies Published: 2026-06-24T19:07:00Z Content type: release Language: en Sources: [AMD GPUOpen]() Topics: [SDK](), [Machine learning]() Tags: [amd](), [amd-fsr-3](), [amd-fsr-frame-generation](), [amd-fsr-framegeneration](), [amd-fsr-ray-regeneration](), [amd-fsr-rayregeneration](), [amd-fsr-sdk](), [amd-fsr-upscaling](), [announcement](), [denoising](), [ecosystem](), [fsr-sdk](), [game-development](), [gaming](), [gpu-open-effects](), [gpuopen-effects](), [graphics](), [improvements](), [ml](), [news](), [performance](), [product-blogs](), [product-release](), [quality](), [ray-tracing](), [raytracing](), [rdna](), [real-time](), [redstone](), [sdk](), [super-resolution](), [update]() ### AI overview AMD FSR SDK 2.3 expands ML-based FSR Upscaling 4.1.1 support to Radeon RX 7000 Series GPUs using RDNA 3 architecture. The update also includes Frame Generation stability improvements and feature improvements to Ray Regeneration. ### Source excerpt AMD FSR "Redstone" SDK 2.3 brings ML-powered FSR Upscaling 4.1.1 to AMD Radeon RX 7000 Series GPUs, along with Frame Generation 4.0.1 and Ray Regeneration 1.2 improvements for RDNA 4 GPUs. ## Flaky Test API Now GA, New Auto-Fix Skill, Skill Quality Improvements DevFeed: [Flaky Test API Now GA, New Auto-Fix Skill, Skill Quality Improvements]() Original publisher: [Read original article]() Author: Pete Miloravac Published: 2026-06-19T11:00:00Z Content type: release Language: en Sources: [Semaphore Engineering]() Topics: [API](), [AI Agent](), [LLM evaluation / benchmarking](), [Claude](), [data]() Tags: [agent](), [ai](), [api](), [audio](), [cost](), [data](), [flaky](), [improvements](), [product-news](), [quality](), [release](), [validation](), [verify](), [video]() ### AI overview Semaphore announces generally available flaky-test data through its sem-ai API, a skill that lets an AI agent investigate and fix flaky tests, and improvements to existing skills through added examples. The article also reports typical fix costs of $1 to $1.50 when benchmarking with Claude Opus 4.8 on high effort. ### Source excerpt You can now identify your flakiest tests through the API and have an AI agent fix them, at a cost of around $1 to $1.50 per fix. What Shipped Flaky Test Data in the API (Generally Available) Flaky test data is now accessible programmatically through the sem-ai API. The API surfaces tests ranked by disruption [...] The post Flaky Test API Now GA, New Auto-Fix Skill, Skill Quality Improvements appeared first on Semaphore. [Next page]()