# Testing

Published articles for Testing.

This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles.

## Axe-con 2027 registration is now open!

DevFeed: [Axe-con 2027 registration is now open!](<https://devfeed.tech/articles/axe-con-2027-registration-is-now-open-41379.md>)

Original publisher: [Read original article](<https://www.deque.com/blog/axe-con-2027-registration-is-now-open/>)

Author: Deque Systems

Published: 2026-09-17T12:40:21Z

Content type: release

Language: en

Sources: [Deque](<https://devfeed.tech/sources/deque.md>)

Topics: [digital accessibility](<https://devfeed.tech/topics/digital-accessibility.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [ai](<https://devfeed.tech/tags/ai.md>), [announce](<https://devfeed.tech/tags/announce.md>), [axe-con](<https://devfeed.tech/tags/axe-con.md>), [axe-core](<https://devfeed.tech/tags/axe-core.md>), [company-news-and-updates](<https://devfeed.tech/tags/company-news-and-updates.md>), [conference](<https://devfeed.tech/tags/conference.md>), [developers](<https://devfeed.tech/tags/developers.md>), [digital-accessibility](<https://devfeed.tech/tags/digital-accessibility.md>), [event](<https://devfeed.tech/tags/event.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

Deque Systems has opened registration for the virtual Axe-con 2027 digital accessibility conference, scheduled for February 23-24, 2027. The announcement names Chris Coyier and Jennison Asuncion as the first keynote presenters and says the call for presenters is also open.

### Source excerpt

Deque Systems announces that registration is now open for Axe-con, the world's largest digital accessibility event, to be held virtually February 23-24, 2027. The post Axe-con 2027 registration is now open! appeared first on Deque.

## Build Trust on a Short Software Project

DevFeed: [Build Trust on a Short Software Project](<https://devfeed.tech/articles/build-trust-on-a-short-software-project-41360.md>)

Original publisher: [Read original article](<https://spin.atomicobject.com/build-trust-short-project/>)

Author: Viviana Rosas

Published: 2026-09-17T12:00:17Z

Content type: opinion

Language: en

Sources: [Atomic Object](<https://devfeed.tech/sources/atomic-object.md>)

Topics: [trust](<https://devfeed.tech/topics/trust.md>), [Software](<https://devfeed.tech/topics/software.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [client](<https://devfeed.tech/tags/client.md>), [progress](<https://devfeed.tech/tags/progress.md>), [project](<https://devfeed.tech/tags/project.md>), [project-communication](<https://devfeed.tech/tags/project-communication.md>), [project-team-management](<https://devfeed.tech/tags/project-team-management.md>), [regression](<https://devfeed.tech/tags/regression.md>), [testing](<https://devfeed.tech/tags/testing.md>), [the-software-life](<https://devfeed.tech/tags/the-software-life.md>), [trust](<https://devfeed.tech/tags/trust.md>)

### AI overview

This article explains how software teams can build client trust during short projects. It recommends frequent feedback and check-ins, making progress visible, and using a limited regression test suite focused on important functionality.

### Source excerpt

On a short project, clients need evidence not only that work is happening, but that the team knows when to continue, when to change direction, when to raise concern, and how to leave others capable of carrying the work forward. 1. Close the Feedback Loop - Show Responsiveness. It's extremely important to get feedback quickly [...] The post Build Trust on a Short Software Project appeared first on Atomic Spin.

## HP EliteBook 2170p support added to Libreboot

DevFeed: [HP EliteBook 2170p support added to Libreboot](<https://devfeed.tech/articles/hp-elitebook-2170p-support-added-to-libreboot-32674.md>)

Original publisher: [Read original article](<https://libreboot.org/news/hp2170p.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: news

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>)

Tags: [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [grub](<https://devfeed.tech/tags/grub.md>), [installation](<https://devfeed.tech/tags/installation.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [release](<https://devfeed.tech/tags/release.md>), [static-site-generator](<https://devfeed.tech/tags/static-site-generator.md>), [testing](<https://devfeed.tech/tags/testing.md>), [uefi](<https://devfeed.tech/tags/uefi.md>), [update](<https://devfeed.tech/tags/update.md>)

### AI overview

Libreboot added full support for the HP EliteBook 2170p after the board was supported in coreboot 4.20.1. The article also notes that installation instructions became available on 16 August 2023 and that a previously reported GRUB keyboard-initialization issue was fixed.

### Source excerpt

Article: HP EliteBook 2170p support added to Libreboot Web link: https://libreboot.org/news/hp2170p.html

## Libreboot 20230625 released!

DevFeed: [Libreboot 20230625 released!](<https://devfeed.tech/articles/libreboot-20230625-released-32710.md>)

Original publisher: [Read original article](<https://libreboot.org/news/libreboot20230625.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: release

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [releases](<https://devfeed.tech/topics/releases.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [x86](<https://devfeed.tech/topics/x86.md>), [Arm](<https://devfeed.tech/topics/arm.md>)

Tags: [arm](<https://devfeed.tech/tags/arm.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [debian](<https://devfeed.tech/tags/debian.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [release](<https://devfeed.tech/tags/release.md>), [releases](<https://devfeed.tech/tags/releases.md>), [testing](<https://devfeed.tech/tags/testing.md>), [uefi](<https://devfeed.tech/tags/uefi.md>), [x86](<https://devfeed.tech/tags/x86.md>)

### AI overview

Libreboot 20230625 is a new stable release of the free software BIOS/UEFI project. It adds support for several motherboards, including the HP EliteBook 2570p, HP 8300 USDT, and Gigabyte GA-G41M-ES2L, and was build-tested on Debian Sid.

### Source excerpt

Article: Libreboot 20230625 released! Web link: https://libreboot.org/news/libreboot20230625.html

## ASUS KGPE-D16, KCMA-D8 and KFSN4-DRE re-added to Libreboot

DevFeed: [ASUS KGPE-D16, KCMA-D8 and KFSN4-DRE re-added to Libreboot](<https://devfeed.tech/articles/asus-kgpe-d16-kcma-d8-and-kfsn4-dre-re-added-to-libreboot-32670.md>)

Original publisher: [Read original article](<https://libreboot.org/news/fam15h.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: news

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [ASUS](<https://devfeed.tech/topics/asus.md>), [releases](<https://devfeed.tech/topics/releases.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Zig](<https://devfeed.tech/topics/zig.md>)

Tags: [announcement](<https://devfeed.tech/tags/announcement.md>), [article](<https://devfeed.tech/tags/article.md>), [asus](<https://devfeed.tech/tags/asus.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [news](<https://devfeed.tech/tags/news.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [testing](<https://devfeed.tech/tags/testing.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot re-added support for the ASUS KFSN4-DRE, KCMA-D8, and KGPE-D16 boards to its automated build system. The boards were available for source builds and were expected in the next regular Libreboot release, with testing requested.

### Source excerpt

Article: ASUS KGPE-D16, KCMA-D8 and KFSN4-DRE re-added to Libreboot Web link: https://libreboot.org/news/fam15h.html

## Libreboot 20220710 released!

DevFeed: [Libreboot 20220710 released!](<https://devfeed.tech/articles/libreboot-20220710-released-32705.md>)

Original publisher: [Read original article](<https://libreboot.org/news/libreboot20220710.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: release

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [releases](<https://devfeed.tech/topics/releases.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [Linux](<https://devfeed.tech/topics/linux.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [bios](<https://devfeed.tech/tags/bios.md>), [build-system](<https://devfeed.tech/tags/build-system.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [documentation](<https://devfeed.tech/tags/documentation.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [gcc](<https://devfeed.tech/tags/gcc.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [linux](<https://devfeed.tech/tags/linux.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [release](<https://devfeed.tech/tags/release.md>), [releases](<https://devfeed.tech/tags/releases.md>), [scripts](<https://devfeed.tech/tags/scripts.md>), [security](<https://devfeed.tech/tags/security.md>), [speed](<https://devfeed.tech/tags/speed.md>), [testing](<https://devfeed.tech/tags/testing.md>), [uefi](<https://devfeed.tech/tags/uefi.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>), [usb](<https://devfeed.tech/tags/usb.md>), [version](<https://devfeed.tech/tags/version.md>)

### AI overview

Libreboot 20220710 is a stable bug-fix release relative to version 20211122. It adds documentation snapshots and fixes or improves GRUB boot performance, laptop compatibility, build behavior, USB keyboard support, coreboot configuration, and related tooling. No new boards or major features were added.

### Source excerpt

Article: Libreboot 20220710 released! Web link: https://libreboot.org/news/libreboot20220710.html

## Libreboot build system audit plus next-release plans

DevFeed: [Libreboot build system audit plus next-release plans](<https://devfeed.tech/articles/libreboot-build-system-audit-plus-next-release-plans-32661.md>)

Original publisher: [Read original article](<https://libreboot.org/news/audit.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: news

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [Shell](<https://devfeed.tech/topics/shell.md>), [releases](<https://devfeed.tech/topics/releases.md>), [C](<https://devfeed.tech/topics/c.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [bios](<https://devfeed.tech/tags/bios.md>), [build-system](<https://devfeed.tech/tags/build-system.md>), [c](<https://devfeed.tech/tags/c.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [release](<https://devfeed.tech/tags/release.md>), [shell](<https://devfeed.tech/tags/shell.md>), [testing](<https://devfeed.tech/tags/testing.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot reports that more than 200 changes have been made to its lbmk automated build system since the previous release. The article describes an audit, extensive testing, cleanup, and ongoing work toward a future release.

### Source excerpt

Article: Libreboot build system audit plus next-release plans Web link: https://libreboot.org/news/audit.html

## August 2023: New coreboot, SeaBIOS and GRUB revisions in Libreboot (testers needed!)

DevFeed: [August 2023: New coreboot, SeaBIOS and GRUB revisions in Libreboot (testers needed!)](<https://devfeed.tech/articles/august-2023-new-coreboot-seabios-and-grub-revisions-in-libreboot-testers-needed-32736.md>)

Original publisher: [Read original article](<https://libreboot.org/news/update202308.html>)

Author: Leah Rowe

Published: 2026-09-17T04:32:50.666044Z

Content type: article

Language: en

Sources: [News about Libreboot releases and development](<https://devfeed.tech/sources/news-about-libreboot-releases-and-development.md>)

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [releases](<https://devfeed.tech/topics/releases.md>)

Tags: [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [grub](<https://devfeed.tech/tags/grub.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [patches](<https://devfeed.tech/tags/patches.md>), [release](<https://devfeed.tech/tags/release.md>), [testing](<https://devfeed.tech/tags/testing.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot's August 2023 update introduces newer coreboot, SeaBIOS, and GRUB revisions, including a coreboot tree based on the 2 August revision. The update is not precompiled and requires source compilation, with testing requested before the next testing release.

### Source excerpt

Article: August 2023: New coreboot, SeaBIOS and GRUB revisions in Libreboot (testers needed!) Web link: https://libreboot.org/news/update202308.html

## What to Expect at the Zephyr Project Workshop & Meetup (September 24, 2026) - Stuttgart, Germany

DevFeed: [What to Expect at the Zephyr Project Workshop & Meetup (September 24, 2026) - Stuttgart, Germany](<https://devfeed.tech/articles/what-to-expect-at-the-zephyr-project-workshop-meetup-september-24-2026-stuttgart-germany-31425.md>)

Original publisher: [Read original article](<https://www.zephyrproject.org/what-to-expect-at-the-zephyr-project-workshop-meetup-september-24-2026-stuttgart-germany/>)

Author: Susan Remmert

Published: 2026-09-16T17:57:36Z

Content type: news

Language: en

Sources: [Zephyr Project](<https://devfeed.tech/sources/zephyr-project.md>)

Topics: [Embedded Systems](<https://devfeed.tech/topics/embedded-systems.md>), [Embedded Software Dev](<https://devfeed.tech/topics/embedded-software-dev.md>), [Application Development](<https://devfeed.tech/topics/application-development.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Simulation](<https://devfeed.tech/topics/simulation.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [blog](<https://devfeed.tech/tags/blog.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [community](<https://devfeed.tech/tags/community.md>), [contributors](<https://devfeed.tech/tags/contributors.md>), [development](<https://devfeed.tech/tags/development.md>), [embedded](<https://devfeed.tech/tags/embedded.md>), [embedded-systems](<https://devfeed.tech/tags/embedded-systems.md>), [event](<https://devfeed.tech/tags/event.md>), [events](<https://devfeed.tech/tags/events.md>), [germany](<https://devfeed.tech/tags/germany.md>), [meetup](<https://devfeed.tech/tags/meetup.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [sessions](<https://devfeed.tech/tags/sessions.md>), [simulation](<https://devfeed.tech/tags/simulation.md>), [technical](<https://devfeed.tech/tags/technical.md>), [testing](<https://devfeed.tech/tags/testing.md>), [workshop](<https://devfeed.tech/tags/workshop.md>), [zephyr](<https://devfeed.tech/tags/zephyr.md>)

### AI overview

The Zephyr community will hold a hands-on workshop and afternoon meetup in Stuttgart, Germany, on September 24, 2026. The program includes guided exercises, technical presentations, community networking, and discussions of Zephyr-based embedded applications.

### Source excerpt

On September 24, the Zephyr community will gather in Stuttgart for a hands-on workshop followed by an afternoon meetup featuring community-led technical presentations. The event is open to experienced contributors, first-time users, students, engineers, and anyone interested in open source embedded development. Attendees may join both sessions or choose either the workshop or the meetup based on their interests.

## TrueNAS Releases a Native Proxmox VE Plugin for Managing VM Storage

DevFeed: [TrueNAS Releases a Native Proxmox VE Plugin for Managing VM Storage](<https://devfeed.tech/articles/truenas-just-fixed-one-of-proxmox-s-biggest-storage-headaches-31456.md>)

Original publisher: [Read original article](<https://www.virtualizationhowto.com/2026/09/truenas-just-fixed-one-of-proxmoxs-biggest-storage-headaches/>)

Author: Brandon Lee

Published: 2026-09-16T13:40:55Z

Content type: article

Language: en

Sources: [Virtualization Howto](<https://devfeed.tech/sources/virtualization-howto.md>)

Topics: [truenas](<https://devfeed.tech/topics/truenas.md>), [Proxmox](<https://devfeed.tech/topics/proxmox.md>), [virtualization](<https://devfeed.tech/topics/virtualization.md>), [NVMe](<https://devfeed.tech/topics/nvme.md>)

Tags: [bug](<https://devfeed.tech/tags/bug.md>), [home-lab](<https://devfeed.tech/tags/home-lab.md>), [home-server](<https://devfeed.tech/tags/home-server.md>), [nvme](<https://devfeed.tech/tags/nvme.md>), [proxmox](<https://devfeed.tech/tags/proxmox.md>), [release](<https://devfeed.tech/tags/release.md>), [testing](<https://devfeed.tech/tags/testing.md>), [truenas](<https://devfeed.tech/tags/truenas.md>), [virtualization](<https://devfeed.tech/tags/virtualization.md>), [zfs](<https://devfeed.tech/tags/zfs.md>)

### AI overview

TrueNAS released an official Proxmox VE storage plugin that lets administrators provision and manage TrueNAS-backed VM disks through Proxmox workflows. The plugin supports iSCSI, NVMe over TCP, and OpenZFS snapshots, but the article describes it as an early-adopter release that is not yet recommended for production workloads.

### Source excerpt

It really feels like Proxmox is on fire lately with announcements and momentum behind the solution. We just came off the heels of Proxmox announcing they were bringing on 24x7... The post TrueNAS Just Fixed One of Proxmox's Biggest Storage Headaches appeared first on Virtualization Howto.

## Test GitHub Actions Locally with Act

DevFeed: [Test GitHub Actions Locally with Act](<https://devfeed.tech/articles/test-github-actions-locally-with-act-32190.md>)

Original publisher: [Read original article](<https://spin.atomicobject.com/test-github-actions-locally-act/>)

Author: Valerie Nielson

Published: 2026-09-16T12:00:44Z

Content type: tutorial

Language: en

Sources: [Atomic Object](<https://devfeed.tech/sources/atomic-object.md>)

Topics: [GitHub Actions](<https://devfeed.tech/topics/github-actions.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [unit test](<https://devfeed.tech/topics/unit-test.md>)

Tags: [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [docker](<https://devfeed.tech/tags/docker.md>), [github](<https://devfeed.tech/tags/github.md>), [github-actions](<https://devfeed.tech/tags/github-actions.md>), [pull-request](<https://devfeed.tech/tags/pull-request.md>), [testing](<https://devfeed.tech/tags/testing.md>), [unit-test](<https://devfeed.tech/tags/unit-test.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

This tutorial explains how to test GitHub Actions workflows locally with act. It describes how act uses Docker to reproduce the workflow environment, including environment variables and the file system, and demonstrates testing pull-request workflows and unit tests before merging.

### Source excerpt

GitHub Actions are a great way to implement CI/CD into your projects, whether personal or professional. GitHub has a lot of great tools to help with CI/CD, but GitHub Actions in particular is very helpful. However, writing actions can be tedious and a little annoying, especially if you don't know what you're doing. On top [...] The post Test GitHub Actions Locally with Act appeared first on Atomic Spin.

## Lyft Moves Streaming Fleet to Apache Flink Kubernetes Operator

DevFeed: [Lyft Moves Streaming Fleet to Apache Flink Kubernetes Operator](<https://devfeed.tech/articles/lyft-moves-streaming-fleet-to-apache-flink-kubernetes-operator-30910.md>)

Original publisher: [Read original article](<https://www.infoq.com/news/2026/09/lyft-flink-k8s-operator/>)

Author: Mark Silvester

Published: 2026-09-16T11:00:00Z

Content type: news

Language: en

Sources: [InfoQ](<https://devfeed.tech/sources/infoq.md>)

Topics: [flink](<https://devfeed.tech/topics/flink.md>), [apache-flink](<https://devfeed.tech/topics/apache-flink.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [autoscaling](<https://devfeed.tech/topics/autoscaling.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [legacy](<https://devfeed.tech/topics/legacy.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [apache-flink](<https://devfeed.tech/tags/apache-flink.md>), [architecture-design](<https://devfeed.tech/tags/architecture-design.md>), [autoscaling](<https://devfeed.tech/tags/autoscaling.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [development](<https://devfeed.tech/tags/development.md>), [devops](<https://devfeed.tech/tags/devops.md>), [flink](<https://devfeed.tech/tags/flink.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [kubernetes-operator](<https://devfeed.tech/tags/kubernetes-operator.md>), [legacy](<https://devfeed.tech/tags/legacy.md>), [lyft-flink-k8s-operator](<https://devfeed.tech/tags/lyft-flink-k8s-operator.md>), [news](<https://devfeed.tech/tags/news.md>), [testing](<https://devfeed.tech/tags/testing.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>)

### AI overview

Lyft moved hundreds of production Apache Flink jobs from its in-house Kubernetes operator to the Apache Flink Kubernetes Operator. The change enabled last-state upgrades, in-place autoscaling, and resource autotuning, while Lyft adapted legacy deployment specifications through its deploy API and contributed a fix for a configuration-renaming bug.

### Source excerpt

Lyft has moved hundreds of production Flink jobs from a 2020 in-house Kubernetes operator to the Apache Flink Kubernetes Operator, unlocking last-state upgrades, in-place autoscaling and resource autotuning across the fleet. By Mark Silvester

## Automating App Store Screenshots

DevFeed: [Automating App Store Screenshots](<https://devfeed.tech/articles/automating-app-store-screenshots-27367.md>)

Original publisher: [Read original article](<http://engineering.khanacademy.org/posts/automating-app-store-screenshots.htm>)

Author: Khan Academy

Published: 2017-03-27T22:00:00Z

Content type: tutorial

Language: en

Sources: [Khan Academy](<https://devfeed.tech/sources/khan-academy.md>)

Topics: [iOS](<https://devfeed.tech/topics/ios.md>), [ui-testing](<https://devfeed.tech/topics/ui-testing.md>), [Xcode](<https://devfeed.tech/topics/xcode.md>), [Sketch](<https://devfeed.tech/topics/sketch.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [app-store](<https://devfeed.tech/tags/app-store.md>), [design](<https://devfeed.tech/tags/design.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [fastlane](<https://devfeed.tech/tags/fastlane.md>), [ios](<https://devfeed.tech/tags/ios.md>), [iphone](<https://devfeed.tech/tags/iphone.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [news](<https://devfeed.tech/tags/news.md>), [screenshots](<https://devfeed.tech/tags/screenshots.md>), [testing](<https://devfeed.tech/tags/testing.md>), [ui-testing](<https://devfeed.tech/tags/ui-testing.md>), [xcode](<https://devfeed.tech/tags/xcode.md>)

### AI overview

A tutorial describing how Khan Academy automated App Store and Play Store screenshots with Xcode UI tests, Fastlane, a Snapfile, and a homegrown Sketch file. The team reduced screenshot update time from about a week to about an hour.

### Source excerpt

By Bryan Clark One of the more tedious design tasks is keeping your App Store promo images up-to-date. ... Read more

## tota11y - an accessibility visualization toolkit

DevFeed: [tota11y - an accessibility visualization toolkit](<https://devfeed.tech/articles/tota11y-an-accessibility-visualization-toolkit-27413.md>)

Original publisher: [Read original article](<http://engineering.khanacademy.org/posts/tota11y.htm>)

Author: Khan Academy

Published: 2015-06-08T22:00:00Z

Content type: release

Language: en

Sources: [Khan Academy](<https://devfeed.tech/sources/khan-academy.md>)

Topics: [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [audit](<https://devfeed.tech/topics/audit.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [browser](<https://devfeed.tech/topics/browser.md>), [Chrome](<https://devfeed.tech/topics/chrome.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [accessibility-testing](<https://devfeed.tech/tags/accessibility-testing.md>), [audit](<https://devfeed.tech/tags/audit.md>), [browser](<https://devfeed.tech/tags/browser.md>), [chrome](<https://devfeed.tech/tags/chrome.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [linter](<https://devfeed.tech/tags/linter.md>), [news](<https://devfeed.tech/tags/news.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tests](<https://devfeed.tech/tags/tests.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [unit-tests](<https://devfeed.tech/tags/unit-tests.md>), [visualization](<https://devfeed.tech/tags/visualization.md>), [web](<https://devfeed.tech/tags/web.md>), [web-frontend](<https://devfeed.tech/tags/web-frontend.md>)

### AI overview

Khan Academy announces tota11y, an accessibility visualization toolkit designed to make manual accessibility testing easier for developers. The article describes its development and use of browser-based annotations to help teams understand and fix accessibility issues.

### Source excerpt

By Jordan Scales Today we're releasing tota11y (on GitHub), an accessibility visualization toolkit that aims to reduce the ... Read more

## Priyanka Halder on responsible AI, software quality, and scaling technology strategy

DevFeed: [Priyanka Halder on responsible AI, software quality, and scaling technology strategy](<https://devfeed.tech/articles/honoring-iconsofquality-priyanka-halder-27002.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/honoring-icons-of-quality-priyanka-halder/>)

Author: Rajrupa Roychowdhury

Published: 2026-09-16T08:22:04Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [AI Engineering](<https://devfeed.tech/topics/ai-engineering.md>), [Responsibility & Safety](<https://devfeed.tech/topics/responsibility-safety.md>), [AI Strategy](<https://devfeed.tech/topics/ai-strategy.md>), [legacy](<https://devfeed.tech/topics/legacy.md>)

Tags: [ai-engineering](<https://devfeed.tech/tags/ai-engineering.md>), [cloud-native](<https://devfeed.tech/tags/cloud-native.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [icons-of-quality](<https://devfeed.tech/tags/icons-of-quality.md>), [quality](<https://devfeed.tech/tags/quality.md>), [responsible-ai](<https://devfeed.tech/tags/responsible-ai.md>), [software](<https://devfeed.tech/tags/software.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

BrowserStack profiles Priyanka Halder, an engineering executive at Deloitte, discussing responsible AI at scale, software quality, buy-versus-build decisions, and the skills needed to create scalable solutions with measurable business value.

### Source excerpt

To celebrate the relentless passion and invaluable contributions of leaders in software quality, BrowserStack is proud to Icons of Quality.

## Honoring #IconsOfQuality: Ash Winter

DevFeed: [Honoring #IconsOfQuality: Ash Winter](<https://devfeed.tech/articles/honoring-iconsofquality-ash-winter-26998.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/honoring-icons-of-quality-ash-winter/>)

Author: Rajrupa Roychowdhury

Published: 2026-09-16T08:21:31Z

Content type: opinion

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Development](<https://devfeed.tech/topics/development.md>)

Tags: [contributions](<https://devfeed.tech/tags/contributions.md>), [icons-of-quality](<https://devfeed.tech/tags/icons-of-quality.md>), [testing](<https://devfeed.tech/tags/testing.md>), [thought-leadership](<https://devfeed.tech/tags/thought-leadership.md>)

### AI overview

BrowserStack highlights Ash Winter as an influential figure in software testing and quality. The article describes Winter's work in testability, exploratory testing, community collaboration, and the use of automation pipelines and LLMs to support testers.

### Source excerpt

To celebrate the relentless passion and invaluable contributions of leaders in software quality, BrowserStack is proud to honour Icons of Quality.

## Honoring #IconsOfQuality: Pricilla Bilavendran

DevFeed: [Honoring #IconsOfQuality: Pricilla Bilavendran](<https://devfeed.tech/articles/honoring-iconsofquality-pricilla-bilavendran-27001.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/honoring-icons-of-quality-pricilla-bilavendran/>)

Author: Rajrupa Roychowdhury

Published: 2026-09-16T08:21:09Z

Content type: article

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Test automation](<https://devfeed.tech/topics/test-automation.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Playwright](<https://devfeed.tech/topics/playwright.md>), [Postman](<https://devfeed.tech/topics/postman.md>), [Amazon Machine Learning](<https://devfeed.tech/topics/amazon-machine-learning.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [api-testing](<https://devfeed.tech/tags/api-testing.md>), [community](<https://devfeed.tech/tags/community.md>), [icons-of-quality](<https://devfeed.tech/tags/icons-of-quality.md>), [playwright](<https://devfeed.tech/tags/playwright.md>), [postman](<https://devfeed.tech/tags/postman.md>), [quality](<https://devfeed.tech/tags/quality.md>), [test-automation](<https://devfeed.tech/tags/test-automation.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

BrowserStack profiles Pricilla Bilavendran, a quality engineering and API testing leader, and discusses her views on AI-assisted quality engineering, human curiosity, critical thinking, and the continuing importance of testers' judgment.

### Source excerpt

To celebrate the relentless passion and invaluable contributions of leaders in software quality, BrowserStack is proud to honour Icons of Quality.

## Honoring #IconsOfQuality: Mark Hrynczak

DevFeed: [Honoring #IconsOfQuality: Mark Hrynczak](<https://devfeed.tech/articles/honoring-iconsofquality-mark-hrynczak-27000.md>)

Original publisher: [Read original article](<https://www.browserstack.com/blog/honoring-icons-of-quality-mark-hrynczak/>)

Author: Rajrupa Roychowdhury

Published: 2026-09-16T08:20:52Z

Content type: opinion

Language: en

Sources: [BrowserStack Blog](<https://devfeed.tech/sources/browserstack-blog.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Loop Engineering](<https://devfeed.tech/topics/loop-engineering.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [site-reliability-engineering](<https://devfeed.tech/topics/site-reliability-engineering.md>), [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [atlassian](<https://devfeed.tech/topics/atlassian.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [ai](<https://devfeed.tech/tags/ai.md>), [atlassian](<https://devfeed.tech/tags/atlassian.md>), [aws](<https://devfeed.tech/tags/aws.md>), [icons-of-quality](<https://devfeed.tech/tags/icons-of-quality.md>), [quality](<https://devfeed.tech/tags/quality.md>), [sre](<https://devfeed.tech/tags/sre.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tooling](<https://devfeed.tech/tags/tooling.md>)

### AI overview

BrowserStack profiles Mark Hrynczak, Canva's Head of Quality and QA Director, discussing how distributed quality ownership, agentic testing, and AI-driven decision support can help engineering teams move faster while maintaining reliability.

### Source excerpt

To celebrate the relentless passion and invaluable contributions of leaders in software quality, BrowserStack is proud to honour Icons of Quality.

## CoreOS 45 Test Week

DevFeed: [CoreOS 45 Test Week](<https://devfeed.tech/articles/coreos-45-test-week-26996.md>)

Original publisher: [Read original article](<https://fedoramagazine.org/coreos-45-test-week/>)

Author: Lukáš Růžička

Published: 2026-09-16T08:00:00Z

Content type: news

Language: en

Sources: [Fedora Magazine](<https://devfeed.tech/sources/fedora-magazine.md>)

Topics: [Fedora](<https://devfeed.tech/topics/fedora.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Wiki](<https://devfeed.tech/topics/wiki.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [bugs](<https://devfeed.tech/tags/bugs.md>), [community](<https://devfeed.tech/tags/community.md>), [contribution](<https://devfeed.tech/tags/contribution.md>), [coreos](<https://devfeed.tech/tags/coreos.md>), [download](<https://devfeed.tech/tags/download.md>), [event](<https://devfeed.tech/tags/event.md>), [fedora-linux-45](<https://devfeed.tech/tags/fedora-linux-45.md>), [fedora-project-community](<https://devfeed.tech/tags/fedora-project-community.md>), [qa](<https://devfeed.tech/tags/qa.md>), [release](<https://devfeed.tech/tags/release.md>), [test-week](<https://devfeed.tech/tags/test-week.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

Fedora CoreOS and QA teams are organizing a Test Week beginning September 21, 2026, to help the community test Fedora CoreOS based on Fedora 45 content before it reaches the testing and stable streams.

### Source excerpt

The Fedora CoreOS and QA teams are gearing up for Fedora 45, and we need your help! We are organizing a Fedora CoreOS Test Week starting on September 21, 2026. This event is a great opportunity for the community to test Fedora CoreOS (FCOS) based on Fedora 45 content before it officially reaches the testing [...]

## Using acceptance tests to catch regression bugs in legacy code before production

DevFeed: [Using acceptance tests to catch regression bugs in legacy code before production](<https://devfeed.tech/articles/slow-releases-production-bugs-and-you-already-automated-31116.md>)

Original publisher: [Read original article](<https://journal.optivem.com/p/slow-releases-production-bugs>)

Author: Valentina Jemuović

Published: 2026-09-16T07:33:58Z

Content type: tutorial

Language: en

Sources: [Optivem Journal](<https://devfeed.tech/sources/optivem-journal.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Requirements](<https://devfeed.tech/topics/requirements.md>), [legacy](<https://devfeed.tech/topics/legacy.md>)

Tags: [automated](<https://devfeed.tech/tags/automated.md>), [bugs](<https://devfeed.tech/tags/bugs.md>), [e2e](<https://devfeed.tech/tags/e2e.md>), [legacy-code](<https://devfeed.tech/tags/legacy-code.md>), [regression](<https://devfeed.tech/tags/regression.md>), [requirements](<https://devfeed.tech/tags/requirements.md>), [testing](<https://devfeed.tech/tags/testing.md>), [ui](<https://devfeed.tech/tags/ui.md>), [unit-tests](<https://devfeed.tech/tags/unit-tests.md>)

### AI overview

This hands-on article explains why automated unit and end-to-end tests may still allow production bugs in legacy code. It presents acceptance test-driven development (ATDD), where requirements and tests describe the same observable behavior, making coverage clearer and reducing dependence on UI steps.

### Source excerpt

You automated, and manual regression testing is still there. Those two facts have the same cause.

## How to test an AI agent policy before enforcing it

DevFeed: [How to test an AI agent policy before enforcing it](<https://devfeed.tech/articles/how-to-test-an-ai-agent-policy-before-enforcing-it-27011.md>)

Original publisher: [Read original article](<https://workos.com/blog/test-ai-agent-authorization-policies>)

Author: WorkOS

Published: 2026-09-15T22:03:24Z

Content type: tutorial

Language: en

Sources: [WorkOS Blog](<https://devfeed.tech/sources/workos-blog.md>)

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Access Control](<https://devfeed.tech/topics/access-control.md>), [Linear](<https://devfeed.tech/topics/linear.md>)

Tags: [access-control](<https://devfeed.tech/tags/access-control.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [authorization](<https://devfeed.tech/tags/authorization.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

This guide explains how to test authorization policies for AI agents before enforcing them. It presents reusable tests for role-based access control, task intent, organizational rules, and approval requirements, with checks against the connected service.

### Source excerpt

Design and test AI agent policies that block unsafe actions and keep useful work moving. Learn to test intent, RBAC, and approvals, or try WorkOS Airlock.

## The 3 Layers of Testing AI Agents

DevFeed: [The 3 Layers of Testing AI Agents](<https://devfeed.tech/articles/the-3-layers-of-testing-ai-agents-26894.md>)

Original publisher: [Read original article](<https://thetshaped.dev/p/the-3-layers-of-testing-ai-agents-unittests-mocking-alerts-judge-evals-production-agentic-systems>)

Author: The T-Shaped Dev

Published: 2026-09-15T20:59:04Z

Content type: tutorial

Language: en

Sources: [The T-Shaped Dev](<https://devfeed.tech/sources/the-t-shaped-dev.md>)

Topics: [Testing](<https://devfeed.tech/topics/testing.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

The article presents a three-layer approach to testing AI agents: deterministic tests for surrounding code such as tools, schemas, routing, state, and failure policies; judged scenarios for model behavior; and continuous production evaluations.

### Source excerpt

Draw the line between the model and the machine, and 80% of agent testing is testing you already know how to do. (7 min)

## Improving Test Coverage in the Interview Coach Application with GitHub Copilot

DevFeed: [Improving Test Coverage in the Interview Coach Application with GitHub Copilot](<https://devfeed.tech/articles/today-i-will-improve-test-coverage-26909.md>)

Original publisher: [Read original article](<https://devblogs.microsoft.com/visualstudio/today-i-will-improve-test-coverage/>)

Author: Aaron Powell

Published: 2026-09-15T16:00:21Z

Content type: tutorial

Language: en

Sources: [Visual Studio Blog](<https://devfeed.tech/sources/visual-studio-blog.md>)

Topics: [test-coverage](<https://devfeed.tech/topics/test-coverage.md>), [Test coverage](<https://devfeed.tech/topics/coverage.md>), [GitHub Copilot](<https://devfeed.tech/topics/github-copilot.md>), [App](<https://devfeed.tech/topics/app.md>), [Visual Studio](<https://devfeed.tech/topics/visual-studio.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [analysis](<https://devfeed.tech/tags/analysis.md>), [code-coverage](<https://devfeed.tech/tags/code-coverage.md>), [copilot](<https://devfeed.tech/tags/copilot.md>), [github-copilot](<https://devfeed.tech/tags/github-copilot.md>), [productivity](<https://devfeed.tech/tags/productivity.md>), [projects](<https://devfeed.tech/tags/projects.md>), [run](<https://devfeed.tech/tags/run.md>), [test](<https://devfeed.tech/tags/test.md>), [test-coverage](<https://devfeed.tech/tags/test-coverage.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tests](<https://devfeed.tech/tags/tests.md>), [unit-tests](<https://devfeed.tech/tags/unit-tests.md>), [visual-studio](<https://devfeed.tech/tags/visual-studio.md>)

### AI overview

This tutorial explains how to improve test coverage in the Interview Coach application by establishing a baseline, using GitHub Copilot's Test Agent to generate unit tests, and analyzing coverage across the solution. The article reports coverage increasing from 37% to 81%.

### Source excerpt

Today I want to look at how we can improve on the test coverage that we have in the Interview Coach application. This application has some unit tests in it already, but I'm sure there is room for improvement. Defining our baseline Before we start writing tests, it's a good idea to have a baseline [...] The post Today I will... improve test coverage appeared first on Visual Studio Blog.

## Announcing Meta Business Messaging MCP: Set up and manage WhatsApp Business from your AI agent

DevFeed: [Announcing Meta Business Messaging MCP: Set up and manage WhatsApp Business from your AI agent](<https://devfeed.tech/articles/announcing-meta-business-messaging-mcp-set-up-and-manage-whatsapp-business-from-your-ai-agent-26984.md>)

Original publisher: [Read original article](<https://developers.facebook.com/blog/post/2026/09/15/whatsapp-business-messaging-mcp-ai-agent/>)

Published: 2026-09-15T14:00:49Z

Content type: release

Language: en

Sources: [Facebook Developers](<https://devfeed.tech/sources/facebook-developers.md>)

Topics: [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [MCP Server](<https://devfeed.tech/topics/mcp-server.md>), [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Messaging](<https://devfeed.tech/topics/messaging.md>), [Meta](<https://devfeed.tech/topics/meta.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [ai-agent](<https://devfeed.tech/tags/ai-agent.md>), [api](<https://devfeed.tech/tags/api.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [mcp-server](<https://devfeed.tech/tags/mcp-server.md>), [messaging](<https://devfeed.tech/tags/messaging.md>), [meta](<https://devfeed.tech/tags/meta.md>), [testing](<https://devfeed.tech/tags/testing.md>), [whatsapp](<https://devfeed.tech/tags/whatsapp.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

Meta announces Business Messaging MCP, an MCP server that connects AI coding agents to the WhatsApp Business Platform. It supports account and phone-number setup, message templates, webhooks, and test messages within the developer workflow.

### Source excerpt

Business Messaging MCP connects your AI coding agent to the WhatsApp Business Platform, so you can create accounts, add numbers, build templates, and send test messages without leaving your workflow.

[Next page](<https://devfeed.tech/tags/testing.md?cursor=WyIyMDI2LTA5LTE1VDE0OjAwOjQ5KzAwOjAwIiwgImIyZWIzZmIzLWJhZWEtNGVmYS1hN2YwLTVmYzQwMjRmNTQyYyJd>)