# Configuration

Published articles for Configuration.

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

## New in Symfony 8.2: One Bundle per Component

DevFeed: [New in Symfony 8.2: One Bundle per Component](<https://devfeed.tech/articles/new-in-symfony-8-2-one-bundle-per-component-42782.md>)

Original publisher: [Read original article](<https://symfony.com/blog/new-in-symfony-8-2-one-bundle-per-component>)

Author: Javier Eguiluz

Published: 2026-09-18T07:58:00Z

Content type: article

Language: en

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

Topics: [Symfony](<https://devfeed.tech/topics/symfony.md>), [configuration](<https://devfeed.tech/topics/configuration.md>)

Tags: [component](<https://devfeed.tech/tags/component.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [deprecated](<https://devfeed.tech/tags/deprecated.md>), [forms](<https://devfeed.tech/tags/forms.md>), [new-features](<https://devfeed.tech/tags/new-features.md>), [routing](<https://devfeed.tech/tags/routing.md>), [services](<https://devfeed.tech/tags/services.md>), [symfony](<https://devfeed.tech/tags/symfony.md>), [validation](<https://devfeed.tech/tags/validation.md>)

### AI overview

Symfony 8.2 gives each component its own bundle, including its configuration, services, and related classes. Existing configuration keys continue to work through automatic registration and configuration aliasing, while several defaults and class locations change.

### Source excerpt

Contributed by Nicolas Grekas in #65948 ,...

## Week Ending September 13, 2026

DevFeed: [Week Ending September 13, 2026](<https://devfeed.tech/articles/week-ending-september-13-2026-42725.md>)

Original publisher: [Read original article](<https://lwkd.info/2026/20260918>)

Published: 2026-09-18T06:22:00Z

Content type: news

Language: en

Sources: [Last Week in Kubernetes Development](<https://devfeed.tech/sources/last-week-in-kubernetes-development.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [releases](<https://devfeed.tech/topics/releases.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>), [Go Language](<https://devfeed.tech/topics/go-language.md>), [Post-Quantum](<https://devfeed.tech/topics/post-quantum.md>), [Security](<https://devfeed.tech/topics/security.md>), [TypeScript](<https://devfeed.tech/topics/typescript.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Python](<https://devfeed.tech/topics/python.md>)

Tags: [configuration](<https://devfeed.tech/tags/configuration.md>), [developer](<https://devfeed.tech/tags/developer.md>), [go](<https://devfeed.tech/tags/go.md>), [instrumentation](<https://devfeed.tech/tags/instrumentation.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [news](<https://devfeed.tech/tags/news.md>), [post-quantum](<https://devfeed.tech/tags/post-quantum.md>), [release](<https://devfeed.tech/tags/release.md>), [sdks](<https://devfeed.tech/tags/sdks.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

Developer News summarizes Kubernetes project updates for the week ending September 13, 2026, including kubelet static-binary discussions, SIG leadership and subprojects, AI Conformance changes, Agent Sandbox v1.0, the Kubernetes v1.38 release cycle, memory-management configuration, and post-quantum certificate support.

### Source excerpt

Developer News

## Jemalloc 5.4 Released With Portability Improvements, Code Cleanups

DevFeed: [Jemalloc 5.4 Released With Portability Improvements, Code Cleanups](<https://devfeed.tech/articles/jemalloc-5-4-released-with-portability-improvements-code-cleanups-42694.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/Jemalloc-5.4>)

Author: Michael Larabel

Published: 2026-09-17T22:37:11Z

Content type: release

Language: en

Sources: [Phoronix](<https://devfeed.tech/sources/phoronix.md>)

Topics: [Code](<https://devfeed.tech/topics/code.md>), [Refactoring](<https://devfeed.tech/topics/refactoring.md>), [test-coverage](<https://devfeed.tech/topics/test-coverage.md>), [bug](<https://devfeed.tech/topics/bug.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [gcc](<https://devfeed.tech/topics/gcc.md>), [configuration](<https://devfeed.tech/topics/configuration.md>)

Tags: [bug](<https://devfeed.tech/tags/bug.md>), [code](<https://devfeed.tech/tags/code.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [error-handling](<https://devfeed.tech/tags/error-handling.md>), [gcc](<https://devfeed.tech/tags/gcc.md>), [improvements](<https://devfeed.tech/tags/improvements.md>), [linux-benchmarking](<https://devfeed.tech/tags/linux-benchmarking.md>), [linux-hardware-benchmarks](<https://devfeed.tech/tags/linux-hardware-benchmarks.md>), [linux-hardware-reviews](<https://devfeed.tech/tags/linux-hardware-reviews.md>), [linux-how-to](<https://devfeed.tech/tags/linux-how-to.md>), [linux-performance](<https://devfeed.tech/tags/linux-performance.md>), [linux-server-benchmarks](<https://devfeed.tech/tags/linux-server-benchmarks.md>), [open-source-graphics](<https://devfeed.tech/tags/open-source-graphics.md>), [phoronix](<https://devfeed.tech/tags/phoronix.md>), [phoronix-test-suite](<https://devfeed.tech/tags/phoronix-test-suite.md>), [process](<https://devfeed.tech/tags/process.md>), [profiling](<https://devfeed.tech/tags/profiling.md>), [refactoring](<https://devfeed.tech/tags/refactoring.md>), [synchronization](<https://devfeed.tech/tags/synchronization.md>), [test-coverage](<https://devfeed.tech/tags/test-coverage.md>), [thread](<https://devfeed.tech/tags/thread.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>), [yield](<https://devfeed.tech/tags/yield.md>)

### AI overview

Jemalloc 5.4 is released with portability improvements, code refactoring, bug fixes, expanded test coverage, new allocation features, optimizations, and GCC 16 warning fixes. The release adds an operating-system abstraction layer for platform-dependent operations.

### Source excerpt

Earlier this year Meta announced a renewed investment into the jemalloc memory allocator that's been popular for server and HPC use among various desktop use-cases too. After stagnating a bit in recent years, Jemalloc has been off to seeing new developments since Meta's announcement and out today is Jemalloc 5.4 as the latest step forward...

## Microsoft configuration change leaves SharePoint pages drawing a blank

DevFeed: [Microsoft configuration change leaves SharePoint pages drawing a blank](<https://devfeed.tech/articles/microsoft-configuration-change-leaves-sharepoint-pages-drawing-a-blank-42148.md>)

Original publisher: [Read original article](<https://www.theregister.com/saas/2026/09/17/microsoft-configuration-change-leaves-sharepoint-pages-drawing-a-blank/5297198>)

Author: Richard Speed

Published: 2026-09-17T15:17:00Z

Content type: news

Language: en

Sources: [www.theregister.com - Articles](<https://devfeed.tech/sources/www-theregister-com-articles.md>)

Topics: [configuration](<https://devfeed.tech/topics/configuration.md>), [Microsoft](<https://devfeed.tech/topics/microsoft.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [configuration](<https://devfeed.tech/tags/configuration.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [microsoft-365](<https://devfeed.tech/tags/microsoft-365.md>), [saas](<https://devfeed.tech/tags/saas.md>)

### AI overview

The document reports that a Microsoft configuration change caused SharePoint pages to display blank, with validation apparently occurring after deployment.

### Source excerpt

Validation? Apparently that comes after deployment

## Announcing Microsoft Desired State Configuration v3.3.0

DevFeed: [Announcing Microsoft Desired State Configuration v3.3.0](<https://devfeed.tech/articles/announcing-microsoft-desired-state-configuration-v3-3-0-42156.md>)

Original publisher: [Read original article](<https://devblogs.microsoft.com/powershell/announcing-dsc-v3-3-0/>)

Author: Jason Helmick

Published: 2026-09-17T14:57:07Z

Content type: release

Language: en

Sources: [PowerShell Team](<https://devfeed.tech/sources/powershell-team.md>)

Topics: [PowerShell DSC](<https://devfeed.tech/topics/powershell-dsc.md>), [PowerShell](<https://devfeed.tech/topics/powershell.md>), [Windows](<https://devfeed.tech/topics/windows.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>)

Tags: [announcement](<https://devfeed.tech/tags/announcement.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [microsoft](<https://devfeed.tech/tags/microsoft.md>), [powershell](<https://devfeed.tech/tags/powershell.md>), [powershell-dsc](<https://devfeed.tech/tags/powershell-dsc.md>), [updates](<https://devfeed.tech/tags/updates.md>), [v3](<https://devfeed.tech/tags/v3.md>), [windows](<https://devfeed.tech/tags/windows.md>)

### AI overview

This release announcement covers the general availability of Microsoft Desired State Configuration v3.3.0. It describes new built-in Windows resources, a registry-backed adapter, expanded support, experimental export filtering, expression function updates, and Linux packages.

### Source excerpt

This post announces the General Availability of Microsoft Desired State Configuration (DSC) v3.3.0, with new Windows resources, a registry adapter, server mode improvements, expression function updates, expanded what-if support, and experimental export filtering. The post Announcing Microsoft Desired State Configuration v3.3.0 appeared first on PowerShell Team.

## 7 Proxmox Checks I Make Before I Trust a New Host

DevFeed: [7 Proxmox Checks I Make Before I Trust a New Host](<https://devfeed.tech/articles/7-proxmox-checks-i-make-before-i-trust-a-new-host-41443.md>)

Original publisher: [Read original article](<https://www.virtualizationhowto.com/2026/09/7-proxmox-checks-i-make-before-i-trust-a-new-host/>)

Author: Brandon Lee

Published: 2026-09-17T12:55:35Z

Content type: tutorial

Language: en

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

Topics: [Proxmox](<https://devfeed.tech/topics/proxmox.md>), [virtualization](<https://devfeed.tech/topics/virtualization.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Server](<https://devfeed.tech/topics/server.md>), [patches](<https://devfeed.tech/topics/patches.md>), [Authentication](<https://devfeed.tech/topics/authentication.md>), [certificates](<https://devfeed.tech/topics/certificates.md>), [Logging](<https://devfeed.tech/topics/logging.md>), [Kernel](<https://devfeed.tech/topics/kernel.md>)

Tags: [authentication](<https://devfeed.tech/tags/authentication.md>), [certificates](<https://devfeed.tech/tags/certificates.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [logging](<https://devfeed.tech/tags/logging.md>), [patches](<https://devfeed.tech/tags/patches.md>), [proxmox](<https://devfeed.tech/tags/proxmox.md>), [security](<https://devfeed.tech/tags/security.md>), [server](<https://devfeed.tech/tags/server.md>), [virtualization](<https://devfeed.tech/tags/virtualization.md>)

### AI overview

A practical checklist for validating a new Proxmox VE host before moving important virtual machines or containers onto it. The checks cover hostname, DNS, time synchronization, repositories, updates, kernel versions, and related system readiness concerns.

### Source excerpt

Installing Proxmox VE Server on a new host or mini PC is the easy part in most cases. This process is usually a non event as you just have the... The post 7 Proxmox Checks I Make Before I Trust a New Host appeared first on Virtualization Howto.

## Group Replication Beyond a Single Cluster: DC-DR with Percona (PS MySQL) Operator

DevFeed: [Group Replication Beyond a Single Cluster: DC-DR with Percona (PS MySQL) Operator](<https://devfeed.tech/articles/group-replication-beyond-a-single-cluster-dc-dr-with-percona-ps-mysql-operator-35041.md>)

Original publisher: [Read original article](<https://www.percona.com/blog/group-replication-beyond-a-single-cluster-dc-dr-with-percona-ps-mysql-operator/>)

Author: Anil Joshi

Published: 2026-09-17T06:43:32Z

Content type: tutorial

Language: en

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

Topics: [Replication](<https://devfeed.tech/topics/replication.md>), [export](<https://devfeed.tech/topics/export.md>), [Percona Server for MySQL](<https://devfeed.tech/topics/percona-server-for-mysql.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Server](<https://devfeed.tech/topics/server.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Database](<https://devfeed.tech/topics/database.md>)

Tags: [cloud](<https://devfeed.tech/tags/cloud.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [database-trends](<https://devfeed.tech/tags/database-trends.md>), [featured](<https://devfeed.tech/tags/featured.md>), [innodb-clusterset](<https://devfeed.tech/tags/innodb-clusterset.md>), [insight-for-dbas](<https://devfeed.tech/tags/insight-for-dbas.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [kubernetes-operators](<https://devfeed.tech/tags/kubernetes-operators.md>), [mysql](<https://devfeed.tech/tags/mysql.md>), [mysql-group-replication](<https://devfeed.tech/tags/mysql-group-replication.md>), [mysql-high-availability](<https://devfeed.tech/tags/mysql-high-availability.md>), [mysql-replication](<https://devfeed.tech/tags/mysql-replication.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [operator](<https://devfeed.tech/tags/operator.md>), [percona-kubernetes-operators](<https://devfeed.tech/tags/percona-kubernetes-operators.md>), [percona-operator-for-mysql](<https://devfeed.tech/tags/percona-operator-for-mysql.md>), [percona-server-for-mysql](<https://devfeed.tech/tags/percona-server-for-mysql.md>), [percona-software](<https://devfeed.tech/tags/percona-software.md>), [replication](<https://devfeed.tech/tags/replication.md>), [uncategorized](<https://devfeed.tech/tags/uncategorized.md>), [yaml](<https://devfeed.tech/tags/yaml.md>)

### AI overview

This tutorial explains how to configure cross-site replication between two Percona Operator for MySQL clusters to create a ClusterSet environment for disaster recovery and switchover between data-center and disaster-recovery members. It covers deploying the clusters, retrieving endpoints and cluster names, transferring credentials, and initializing the DR cluster.

### Source excerpt

A while ago, we discussed the cross-site replication feature of the Percona PXC operator. Recently, a similar cross-site replication feature was introduced in the Percona (PS MySQL) operator v1.2.0, a topology based on Group Replication/InnoDB Cluster. In this blog post, we will explore how to add a DR Cluster to an existing DC Cluster to ... Continued The post Group Replication Beyond a Single Cluster: DC-DR with Percona (PS MySQL) Operator appeared first on Percona.

## Libreboot 20231021 released!

DevFeed: [Libreboot 20231021 released!](<https://devfeed.tech/articles/libreboot-20231021-released-32711.md>)

Original publisher: [Read original article](<https://libreboot.org/news/libreboot20231021.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>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [boot](<https://devfeed.tech/topics/boot.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [x86](<https://devfeed.tech/topics/x86.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [asus](<https://devfeed.tech/tags/asus.md>), [bios](<https://devfeed.tech/tags/bios.md>), [boot](<https://devfeed.tech/tags/boot.md>), [build-system](<https://devfeed.tech/tags/build-system.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [hardware](<https://devfeed.tech/tags/hardware.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>), [uefi](<https://devfeed.tech/tags/uefi.md>), [workstation](<https://devfeed.tech/tags/workstation.md>), [x86](<https://devfeed.tech/tags/x86.md>)

### AI overview

Libreboot 20231021 is presented as a new testing release of Libreboot, with build-system improvements and the re-addition of three ASUS boards: KFSN4-DRE, KCMA-D8, and KGPE-D16. The release provides boot firmware for supported x86 and ARM machines and includes coreboot-based firmware support for the listed boards.

### Source excerpt

Article: Libreboot 20231021 released! Web link: https://libreboot.org/news/libreboot20231021.html

## Libreboot 20140903 release

DevFeed: [Libreboot 20140903 release](<https://devfeed.tech/articles/libreboot-20140903-release-32693.md>)

Original publisher: [Read original article](<https://libreboot.org/news/libreboot20140903.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>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [Documentation](<https://devfeed.tech/topics/documentation.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [documentation](<https://devfeed.tech/tags/documentation.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [grub](<https://devfeed.tech/tags/grub.md>), [hardware](<https://devfeed.tech/tags/hardware.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>), [script](<https://devfeed.tech/tags/script.md>), [uefi](<https://devfeed.tech/tags/uefi.md>), [updated](<https://devfeed.tech/tags/updated.md>), [version](<https://devfeed.tech/tags/version.md>)

### AI overview

The Libreboot 20140903 release, identified as the sixth beta, updates Libreboot with a newer coreboot version, revised build and configuration scripts, updated GRUB and flashprog components, documentation changes, and improvements to SeaBIOS, MemTest86+, and supported hardware.

### Source excerpt

Article: Libreboot 20140903 release Web link: https://libreboot.org/news/libreboot20140903.html

## Binary Blob Reduction Policy

DevFeed: [Binary Blob Reduction Policy](<https://devfeed.tech/articles/binary-blob-reduction-policy-32728.md>)

Original publisher: [Read original article](<https://libreboot.org/news/policy.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>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [code](<https://devfeed.tech/tags/code.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [firmware](<https://devfeed.tech/tags/firmware.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>), [policy](<https://devfeed.tech/tags/policy.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot's policy seeks to maximize software freedom across supported hardware by helping users study, modify, and share the project's source code and documentation. The article explains Libreboot's relationship to coreboot, its support for non-technical users, and its principled approach to reducing proprietary binary blobs and vendor code where possible.

### Source excerpt

Article: Binary Blob Reduction Policy Web link: https://libreboot.org/news/policy.html

## Libreboot 20160818 release

DevFeed: [Libreboot 20160818 release](<https://devfeed.tech/articles/libreboot-20160818-release-32700.md>)

Original publisher: [Read original article](<https://libreboot.org/news/libreboot20160818.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>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [boot](<https://devfeed.tech/topics/boot.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [LVM](<https://devfeed.tech/topics/lvm.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [bios](<https://devfeed.tech/tags/bios.md>), [boot](<https://devfeed.tech/tags/boot.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [cpu](<https://devfeed.tech/tags/cpu.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>), [linux](<https://devfeed.tech/tags/linux.md>), [lvm](<https://devfeed.tech/tags/lvm.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [release](<https://devfeed.tech/tags/release.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

The Libreboot 20160818 release introduces hardware and usability improvements compared with Libreboot 20150518, including increased VRAM allocations, improved video performance and battery life on supported systems, better display handling, and improved GRUB configuration and automatic Linux configuration discovery.

### Source excerpt

Article: Libreboot 20160818 release Web link: https://libreboot.org/news/libreboot20160818.html

## AWS reimagines the getting started experience

DevFeed: [AWS reimagines the getting started experience](<https://devfeed.tech/articles/aws-reimagines-the-getting-started-experience-31475.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/aws/aws-reimagines-the-getting-started-experience/>)

Author: Micah Walter

Published: 2026-09-16T17:50:14Z

Content type: release

Language: en

Sources: [AWS News Blog](<https://devfeed.tech/sources/aws-news-blog.md>)

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [App](<https://devfeed.tech/topics/app.md>)

Tags: [announcements](<https://devfeed.tech/tags/announcements.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-management-console](<https://devfeed.tech/tags/aws-management-console.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [developers](<https://devfeed.tech/tags/developers.md>), [free](<https://devfeed.tech/tags/free.md>), [getting-started](<https://devfeed.tech/tags/getting-started.md>), [launch](<https://devfeed.tech/tags/launch.md>), [news](<https://devfeed.tech/tags/news.md>), [permissions](<https://devfeed.tech/tags/permissions.md>), [project](<https://devfeed.tech/tags/project.md>), [team](<https://devfeed.tech/tags/team.md>)

### AI overview

AWS announces a simplified getting-started experience with sensible defaults, managed project environments, simplified permissions, and $100 in Free Tier credits for most new customers. Customers can later activate advanced AWS features without migrating.

### Source excerpt

AWS has reimagined the getting started experience with smart and sensible defaults to help developers get started fast so that they can focus on building. New customers can sign up and get started right away with $100 in Free Tier credits, managed project environments, and simplified team and resource permissions. If their workload evolves, customers can activate advanced features to access the full breadth and depth of AWS in one step, with no migration required.

## Native Splunk brings real-time insights to Cisco Nexus One

DevFeed: [Native Splunk brings real-time insights to Cisco Nexus One](<https://devfeed.tech/articles/native-splunk-brings-real-time-insights-to-cisco-nexus-one-31399.md>)

Original publisher: [Read original article](<https://blogs.cisco.com/datacenter/native-splunk-brings-real-time-insights-to-cisco-nexus-one>)

Author: David Keith

Published: 2026-09-16T15:00:59Z

Content type: release

Language: en

Sources: [Cisco Blogs](<https://devfeed.tech/sources/cisco-blogs.md>)

Topics: [Nexus Dashboard](<https://devfeed.tech/topics/nexus-dashboard.md>), [observability](<https://devfeed.tech/topics/observability.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>), [Security](<https://devfeed.tech/topics/security.md>), [sensitive data](<https://devfeed.tech/topics/sensitive-data.md>), [audit](<https://devfeed.tech/topics/audit.md>), [configuration](<https://devfeed.tech/topics/configuration.md>)

Tags: [analytics](<https://devfeed.tech/tags/analytics.md>), [audit](<https://devfeed.tech/tags/audit.md>), [cisco](<https://devfeed.tech/tags/cisco.md>), [cisco-nexus-dashboard](<https://devfeed.tech/tags/cisco-nexus-dashboard.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [data-center](<https://devfeed.tech/tags/data-center.md>), [data-center-networking](<https://devfeed.tech/tags/data-center-networking.md>), [network](<https://devfeed.tech/tags/network.md>), [nexus-one](<https://devfeed.tech/tags/nexus-one.md>), [observability](<https://devfeed.tech/tags/observability.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [sensitive-data](<https://devfeed.tech/tags/sensitive-data.md>), [splunk](<https://devfeed.tech/tags/splunk.md>), [troubleshooting](<https://devfeed.tech/tags/troubleshooting.md>)

### AI overview

Cisco describes native Splunk embedded in Cisco Nexus Dashboard as an on-premises analytics and observability capability for data center and AI workloads. It processes telemetry locally, correlates network, security, configuration, and audit data, and provides dashboards, searches, and alerts for troubleshooting, data sovereignty, compliance, and cost efficiency.

### Source excerpt

Discover how native Splunk embedded in Cisco Nexus Dashboard delivers real-time analytics, faster troubleshooting, and on-premises data sovereignty for modern data center and AI workloads.

## Designing Claude for ears, not eyes: An accessibility skill for blind and low-vision users

DevFeed: [Designing Claude for ears, not eyes: An accessibility skill for blind and low-vision users](<https://devfeed.tech/articles/designing-claude-for-ears-not-eyes-an-accessibility-skill-for-blind-and-low-vision-users-41432.md>)

Original publisher: [Read original article](<https://building.nu.com/designing-claude-for-ears-not-eyes-an-accessibility-skill-for-blind-and-low-vision-users/>)

Author: Nubank Editorial

Published: 2026-09-16T14:09:16Z

Content type: opinion

Language: en

Sources: [Nubank](<https://devfeed.tech/sources/nubank.md>)

Topics: [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [Claude](<https://devfeed.tech/topics/claude.md>), [Users](<https://devfeed.tech/topics/users.md>), [screen](<https://devfeed.tech/topics/screen.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [claude](<https://devfeed.tech/tags/claude.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [culture-values](<https://devfeed.tech/tags/culture-values.md>), [data-science-machine-learning](<https://devfeed.tech/tags/data-science-machine-learning.md>), [development-environment](<https://devfeed.tech/tags/development-environment.md>), [life-at-nu](<https://devfeed.tech/tags/life-at-nu.md>), [people-with-disabilities](<https://devfeed.tech/tags/people-with-disabilities.md>), [vision](<https://devfeed.tech/tags/vision.md>)

### AI overview

Nubank describes BLIND-CLAUDE.md, an instruction set that adapts Claude responses for developers who primarily use screen readers or read-aloud tools. The approach addresses conventions such as Markdown tables, diffs, diagrams, long logs, and spatial references by adding behavioral instructions without modifying Claude or introducing a native accessibility feature.

### Source excerpt

How a cognitively diverse IT team at Nubank, they coded screen reader-friendly rules into Claude's instructions, treating auditory comprehension as an engineering constraint The post Designing Claude for ears, not eyes: An accessibility skill for blind and low-vision users appeared first on Building Nubank.

## Why Kafka retention.ms can delay message deletion

DevFeed: [Why Kafka retention.ms can delay message deletion](<https://devfeed.tech/articles/why-your-kafka-topic-ignores-retention-ms-and-how-to-fix-it-31403.md>)

Original publisher: [Read original article](<https://developers.redhat.com/articles/2026/09/16/why-your-kafka-topic-ignores-retentionms-and-how-fix-it>)

Author: Rogerio Santos

Published: 2026-09-16T13:05:06Z

Content type: tutorial

Language: en

Sources: [Red Hat](<https://devfeed.tech/sources/red-hat.md>), [Red Hat Developer](<https://devfeed.tech/sources/red-hat-developer.md>)

Topics: [Kafka](<https://devfeed.tech/topics/kafka.md>), [Apache-Kafka](<https://devfeed.tech/topics/apache-kafka.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [file](<https://devfeed.tech/topics/file.md>), [Event-Streaming](<https://devfeed.tech/topics/event-streaming.md>)

Tags: [broker](<https://devfeed.tech/tags/broker.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [diagnose](<https://devfeed.tech/tags/diagnose.md>), [event-driven](<https://devfeed.tech/tags/event-driven.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [kafka](<https://devfeed.tech/tags/kafka.md>), [lifecycle](<https://devfeed.tech/tags/lifecycle.md>), [retention](<https://devfeed.tech/tags/retention.md>), [storage](<https://devfeed.tech/tags/storage.md>), [stream-processing](<https://devfeed.tech/tags/stream-processing.md>)

### AI overview

This guide explains why Kafka messages can remain readable beyond a topic's retention.ms setting. Kafka deletes closed log segments rather than individual messages, and the active segment and continuous writes can delay removal of older records.

### Source excerpt

A customer opened a support case with a deceptively simple complaint: a Kafka topic was configured with a 12-hour retention (retention.ms), yet messages produced on July 24 were still readable 4 days later, on July 28. Nothing was broken. The broker logged no errors. The retention policy was working as designed, but the segment layout and continuous write pattern delayed when the old records could actually be removed. The post Why your Kafka topic ignores retention.ms (and how to fix it) appeared first on Red Hat Developer.

## sem-ai 0.4.0: smaller responses, safer access, and pre-flight checks

DevFeed: [sem-ai 0.4.0: smaller responses, safer access, and pre-flight checks](<https://devfeed.tech/articles/sem-ai-0-4-0-smaller-responses-safer-access-and-pre-flight-checks-30850.md>)

Original publisher: [Read original article](<https://semaphore.io/blog/sem-ai-0.4.0-smaller-responses,-safer-access,-and-pre-flight-checks>)

Author: Pete Miloravac

Published: 2026-09-16T12:01:04Z

Content type: release

Language: en

Sources: [Semaphore Engineering](<https://devfeed.tech/sources/semaphore-engineering.md>)

Topics: [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Authorization](<https://devfeed.tech/topics/authorization.md>), [API](<https://devfeed.tech/topics/api.md>), [configuration](<https://devfeed.tech/topics/configuration.md>)

Tags: [ai-coding-agents](<https://devfeed.tech/tags/ai-coding-agents.md>), [api](<https://devfeed.tech/tags/api.md>), [audio](<https://devfeed.tech/tags/audio.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [permissions](<https://devfeed.tech/tags/permissions.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [product-news](<https://devfeed.tech/tags/product-news.md>), [release](<https://devfeed.tech/tags/release.md>), [video](<https://devfeed.tech/tags/video.md>)

### AI overview

Semaphore's sem-ai 0.4.0 release adds more compact workflow and pipeline responses, context switching across organizations and credentials, and support for managing pre-flight checks. The update is aimed at reducing context usage and enabling more targeted permissions for AI coding agents.

### Source excerpt

AI coding agents work best when they receive the right information without unnecessary noise. They also need clearly defined permissions and reliable safeguards for the changes they make. sem-ai 0.4.0 improves all three areas. The release introduces more compact pipeline responses, flexible context switching, and support for Semaphore pre-flight checks. Watch Nick demonstrate the new [...] The post sem-ai 0.4.0: smaller responses, safer access, and pre-flight checks appeared first on Semaphore.

## Minimizing the length of regular expressions, in practice

DevFeed: [Minimizing the length of regular expressions, in practice](<https://devfeed.tech/articles/minimizing-the-length-of-regular-expressions-in-practice-27405.md>)

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

Author: Khan Academy

Published: 2016-05-23T22:00:00Z

Content type: tutorial

Language: en

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

Topics: [Algorithms, Complexity](<https://devfeed.tech/topics/algorithms-complexity.md>), [Regular expression](<https://devfeed.tech/topics/regular-expression.md>), [Programming](<https://devfeed.tech/topics/programming.md>), [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>)

Tags: [algorithms](<https://devfeed.tech/tags/algorithms.md>), [cdn](<https://devfeed.tech/tags/cdn.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [google](<https://devfeed.tech/tags/google.md>), [hosting](<https://devfeed.tech/tags/hosting.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [news](<https://devfeed.tech/tags/news.md>), [re](<https://devfeed.tech/tags/re.md>), [repository](<https://devfeed.tech/tags/repository.md>), [software-engineering](<https://devfeed.tech/tags/software-engineering.md>)

### AI overview

Craig Silverstein explains how Khan Academy needed a compact regular expression to distinguish static URLs from dynamic URLs for CDN routing. The article describes why simple patterns were unsuitable, reports that a naive generated expression reached 402,025 characters, and introduces a second approach that reduced the length to 2,400 characters.

### Source excerpt

By Craig Silverstein The problem Software engineering interviews tend to be full of "algorithms" questions, because they're easy ... Read more

## The weekly snippet-server: open-sourced

DevFeed: [The weekly snippet-server: open-sourced](<https://devfeed.tech/articles/the-weekly-snippet-server-open-sourced-27407.md>)

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

Author: Khan Academy

Published: 2016-02-01T23:00:00Z

Content type: article

Language: en

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

Topics: [Snippet](<https://devfeed.tech/topics/snippet.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [email](<https://devfeed.tech/topics/email.md>), [Markdown](<https://devfeed.tech/topics/markdown.md>)

Tags: [configuration](<https://devfeed.tech/tags/configuration.md>), [email](<https://devfeed.tech/tags/email.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [markdown](<https://devfeed.tech/tags/markdown.md>), [news](<https://devfeed.tech/tags/news.md>), [open](<https://devfeed.tech/tags/open.md>), [snippet](<https://devfeed.tech/tags/snippet.md>)

### AI overview

Craig Silverstein describes Khan Academy's open-sourced weekly snippet server, a simple tool for sharing brief weekly work updates. It uses a textbox with optional Markdown formatting and makes snippets visible according to email-domain and server configuration.

### Source excerpt

By Craig Silverstein When I joined Khan Academy, my first project was to write a version of the ... Read more

## Shared Selective Persistent Memory for Agentic LLM Systems

DevFeed: [Shared Selective Persistent Memory for Agentic LLM Systems](<https://devfeed.tech/articles/shared-selective-persistent-memory-for-agentic-llm-systems-30891.md>)

Original publisher: [Read original article](<https://machinelearning.apple.com/research/shared-selective-persistent-memory>)

Published: 2026-09-16T00:00:00Z

Content type: article

Language: en

Sources: [Apple Machine Learning Research](<https://devfeed.tech/sources/apple-machine-learning-research.md>)

Topics: [Large Language Model](<https://devfeed.tech/topics/llm.md>), [agent observability](<https://devfeed.tech/topics/agent-observability.md>), [Framework](<https://devfeed.tech/topics/framework.md>), [Code](<https://devfeed.tech/topics/code.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Access Control](<https://devfeed.tech/topics/access-control.md>), [Git](<https://devfeed.tech/topics/git.md>), [Model Context Protocol (MCP)](<https://devfeed.tech/topics/model-context-protocol-mcp.md>), [CSV](<https://devfeed.tech/topics/csv.md>), [SQL](<https://devfeed.tech/topics/sql.md>), [Grafana](<https://devfeed.tech/topics/grafana.md>)

Tags: [access-control](<https://devfeed.tech/tags/access-control.md>), [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [code](<https://devfeed.tech/tags/code.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [csv](<https://devfeed.tech/tags/csv.md>), [dashboards](<https://devfeed.tech/tags/dashboards.md>), [git](<https://devfeed.tech/tags/git.md>), [llm](<https://devfeed.tech/tags/llm.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [memory](<https://devfeed.tech/tags/memory.md>), [platform](<https://devfeed.tech/tags/platform.md>), [replication](<https://devfeed.tech/tags/replication.md>), [sql](<https://devfeed.tech/tags/sql.md>)

### AI overview

This research introduces shared selective persistent memory for agentic LLM systems. The architecture retains reusable task specifications, data schemas, tool configurations, and output constraints while discarding session-specific reasoning traces. Shared workspaces support role-based collaborative reuse, and experiments report higher task completion than no memory or full-history persistence, along with zero-token data refresh and lower token costs.

### Source excerpt

Agentic LLM systems that generate code through multi-turn tool use face a fundamental context problem: each session starts from zero, discarding the configuration choices, domain constraints, data schemas, and tool-use patterns that made previous sessions productive. Naively persisting entire conversation histories is both token-inefficient and counterproductive--irrelevant context degrades generation quality. We introduce shared selective persistent memory, a memory architecture for agentic systems that identifies and retains four categories of reusable context--task specifications, data...

## pgAssistant 3.8.0 : continuous improvement loop for Postgres

DevFeed: [pgAssistant 3.8.0 : continuous improvement loop for Postgres](<https://devfeed.tech/articles/pgassistant-3-8-0-continuous-improvement-loop-for-postgres-30889.md>)

Original publisher: [Read original article](<https://www.postgresql.org/about/news/pgassistant-380-continuous-improvement-loop-for-postgres-3378/>)

Author: Pgassistant Dev Team

Published: 2026-09-16T00:00:00Z

Content type: release

Language: en

Sources: [PostgreSQL news](<https://devfeed.tech/sources/postgresql-news.md>)

Topics: [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [recommendations](<https://devfeed.tech/topics/recommendations.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [real-time](<https://devfeed.tech/topics/real-time.md>)

Tags: [configuration](<https://devfeed.tech/tags/configuration.md>), [measurements](<https://devfeed.tech/tags/measurements.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [postgres](<https://devfeed.tech/tags/postgres.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [real-time](<https://devfeed.tech/tags/real-time.md>), [recommendations](<https://devfeed.tech/tags/recommendations.md>), [release](<https://devfeed.tech/tags/release.md>)

### AI overview

pgAssistant 3.8.0 expands the PostgreSQL analysis and tuning tool into a continuous improvement platform. It adds historical workload and environment measurements, compares consecutive collections, tracks recommendations and configuration changes, and helps teams measure changes while distinguishing correlation from causation.

### Source excerpt

With this release, pgAssistant is evolving beyond PostgreSQL analysis and tuning to become a continuous PostgreSQL improvement platform. The new positioning is built around a continuous improvement loop: Observe -> Diagnose -> Prioritize -> Plan -> Implement -> Collect again -> Measure pgAssistant already helped identify what should be improved and turn recommendations into a prioritized Executive Plan with clear DEV and OPS ownership. Combined with pgAssistant Collector, version 3.8.0 goes further by adding historical workload and environment measurements. The objective is to answer four essential questions: What should we improve? What did we decide to do? What did we actually change? What was the result? Workload Insights compares consecutive collections and highlights: new and no-longer-detected recommendations; changes to the PostgreSQL version and configuration; workload evolution by statement type; changes in execution time and call volume; the queries with the greatest impact on the overall workload. The ambition is to correlate the application of pgAssistant recommendations and the Executive Plan with observed performance changes. Correlation is not causation, and a recommendation that is no longer detected does not necessarily prove that it was implemented. pgAssistant keeps these distinctions explicit while bringing the relevant evidence together in one place. pgAssistant is not intended to replace real-time monitoring. Monitoring shows what is happening now; pgAssistant helps teams decide what to improve next, organize the remediation work, and measure what changed afterwards. From recommendations to action--and from action to measurable evidence. pgAssistant 3.8.0: https://github.com/beh74/pgassistant-community pgAssistant Collector: https://github.com/beh74/pgassistant-collector pgAssistant Grafana : https://github.com/beh74/pgassistant-grafana

## Google tag gateway: Now on Webflow

DevFeed: [Google tag gateway: Now on Webflow](<https://devfeed.tech/articles/google-tag-gateway-now-on-webflow-34915.md>)

Original publisher: [Read original article](<https://webflowmarketingmain.com/blog/google-tag-gateway-now-on-webflow>)

Author: Webflow Team

Published: 2026-09-16T00:00:00Z

Content type: release

Language: en

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

Topics: [gateway](<https://devfeed.tech/topics/gateway.md>), [webflow](<https://devfeed.tech/topics/webflow.md>), [Google](<https://devfeed.tech/topics/google.md>), [Confidential Computing](<https://devfeed.tech/topics/confidential-computing.md>), [data](<https://devfeed.tech/topics/data.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [confidential-computing](<https://devfeed.tech/tags/confidential-computing.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [conversion](<https://devfeed.tech/tags/conversion.md>), [data](<https://devfeed.tech/tags/data.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [development](<https://devfeed.tech/tags/development.md>), [gateway](<https://devfeed.tech/tags/gateway.md>), [google](<https://devfeed.tech/tags/google.md>), [measurement](<https://devfeed.tech/tags/measurement.md>), [webflow](<https://devfeed.tech/tags/webflow.md>)

### AI overview

Webflow announces Google tag gateway, which routes conversion data through a site's first-party infrastructure. Existing native Google tag integration users can activate it by republishing their site, while new users can follow a code-free setup workflow.

### Source excerpt

When you build on Webflow, you're creating experiences designed to help your business stand out and grow. Underpinning those experiences with a strong measurement foundation can help you understand what's driving results and make more informed marketing decisions. Now, Webflow makes it easier to strengthen your measurement foundation.

## Scaling Federated Learning Across Docker, Kubernetes, and Slurm with NVIDIA FLARE

DevFeed: [Scaling Federated Learning Across Docker, Kubernetes, and Slurm with NVIDIA FLARE](<https://devfeed.tech/articles/scaling-federated-learning-across-docker-kubernetes-and-slurm-with-nvidia-flare-26915.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/scaling-federated-learning-across-docker-kubernetes-and-slurm-with-nvidia-flare/>)

Author: Elizabeth Goodman

Published: 2026-09-15T15:00:00Z

Content type: article

Language: en

Sources: [NVIDIA Developer](<https://devfeed.tech/sources/nvidia-developer.md>), [NVIDIA Technical Blog](<https://devfeed.tech/sources/nvidia-technical-blog.md>)

Topics: [Federated Learning](<https://devfeed.tech/topics/federated-learning.md>), [Docker](<https://devfeed.tech/topics/docker.md>), [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Server](<https://devfeed.tech/topics/server.md>), [dataset](<https://devfeed.tech/topics/dataset.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [compute](<https://devfeed.tech/tags/compute.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [container](<https://devfeed.tech/tags/container.md>), [data-analytics-processing](<https://devfeed.tech/tags/data-analytics-processing.md>), [data-science](<https://devfeed.tech/tags/data-science.md>), [dataset](<https://devfeed.tech/tags/dataset.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [docker](<https://devfeed.tech/tags/docker.md>), [docker-container](<https://devfeed.tech/tags/docker-container.md>), [federated-learning](<https://devfeed.tech/tags/federated-learning.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [job](<https://devfeed.tech/tags/job.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvidia-flare](<https://devfeed.tech/tags/nvidia-flare.md>), [server](<https://devfeed.tech/tags/server.md>)

### AI overview

This article explains how NVIDIA FLARE scales federated learning across sites with different infrastructure, including Docker, Kubernetes, and Slurm. Its two-layer architecture separates persistent federation services from on-demand job execution, while allowing each site to retain local control over compute, data, secrets, and scheduling.

### Source excerpt

Federated learning (FL) projects often begin with a straightforward setup: one server, a few clients, and one dataset at each site. As those projects grow, the...

## Manage Cursor costs with Datadog Cloud Cost Management

DevFeed: [Manage Cursor costs with Datadog Cloud Cost Management](<https://devfeed.tech/articles/manage-cursor-costs-with-datadog-cloud-cost-management-26968.md>)

Original publisher: [Read original article](<https://www.datadoghq.com/blog/cursor-cloud-cost-management/>)

Author: Dom Nguyen; Doug Gunter

Published: 2026-09-15T00:00:00Z

Content type: tutorial

Language: en

Sources: [Datadog | The Monitor blog](<https://devfeed.tech/sources/datadog-the-monitor-blog.md>)

Topics: [cloud cost management](<https://devfeed.tech/topics/cloud-cost-management.md>), [cursor](<https://devfeed.tech/topics/cursor.md>), [finops](<https://devfeed.tech/topics/finops.md>), [ai-coding](<https://devfeed.tech/topics/ai-coding.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [analysis](<https://devfeed.tech/tags/analysis.md>), [cloud-cost-management](<https://devfeed.tech/tags/cloud-cost-management.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [datadog](<https://devfeed.tech/tags/datadog.md>), [features](<https://devfeed.tech/tags/features.md>), [filter](<https://devfeed.tech/tags/filter.md>), [finops](<https://devfeed.tech/tags/finops.md>), [monitor](<https://devfeed.tech/tags/monitor.md>), [monitors](<https://devfeed.tech/tags/monitors.md>), [product](<https://devfeed.tech/tags/product.md>), [software](<https://devfeed.tech/tags/software.md>)

### AI overview

This tutorial explains how Datadog Cloud Cost Management helps teams analyze Cursor spending by user, model, usage mode, and billing group. It covers identifying cost drivers, detecting unexpected changes, correlating spend with usage, and using monitors, budgets, and dashboards to manage AI coding costs alongside cloud and SaaS spending.

### Source excerpt

Analyze Cursor spend by user and model, catch unexpected cost changes, and manage AI coding costs alongside your cloud and SaaS spend.

## Kubernetes v1.37: Memory QoS Graduates to Beta

DevFeed: [Kubernetes v1.37: Memory QoS Graduates to Beta](<https://devfeed.tech/articles/kubernetes-v1-37-memory-qos-graduates-to-beta-20863.md>)

Original publisher: [Read original article](<https://kubernetes.io/blog/2026/09/14/kubernetes-v1-37-memory-qos-graduates-to-beta/>)

Author: Qi Wang; Sohan Kunkerkar

Published: 2026-09-14T18:30:00Z

Content type: article

Language: en

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

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [releases](<https://devfeed.tech/topics/releases.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [Kernel](<https://devfeed.tech/topics/kernel.md>)

Tags: [clusters](<https://devfeed.tech/tags/clusters.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [container](<https://devfeed.tech/tags/container.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [linux](<https://devfeed.tech/tags/linux.md>), [memory](<https://devfeed.tech/tags/memory.md>), [qos](<https://devfeed.tech/tags/qos.md>), [releases](<https://devfeed.tech/tags/releases.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>), [v1](<https://devfeed.tech/tags/v1.md>)

### AI overview

Kubernetes v1.37 promotes Memory QoS to Beta and enables it by default on Linux nodes using cgroup v2. The article explains the updated defaults, configuration options for memory throttling and tiered memory protection, and upgrade behavior intended to preserve existing runtime behavior.

### Source excerpt

Memory QoS has graduated to Beta in Kubernetes v1.37 and is now enabled by default. On Linux nodes running cgroup v2, the feature uses the memory controller to give the kernel better guidance on how to treat container memory. It was first introduced as Alpha in v1.22, and expanded in v1.36 with tiered memory reservation. This post covers what changed in v1.37, what the Beta promotion means for cluster operators, and how to configure the feature. What changed in v1.37Memory QoS is Beta and enabled by default The MemoryQoS feature gate is now Beta in v1.37. This means every v1.37 kubelet has the feature gate turned on without any configuration change. Turning on the feature by default is safe because the default kubelet configuration does not enable memory throttling or memory reservation. No memory.high, memory.min, or memory.low values are written to cgroups unless you explicitly configure them. You can opt into specific behaviors through kubelet configuration fields: Set memoryThrottlingFactor (for example, 0.9) to enable memory.high throttling on Burstable and BestEffort containers. The default is null, which means no throttling. Set memoryReservationPolicy to TieredReservation to enable tiered memory protection via memory.min and memory.low. The default is None, which means no memory reservation. Default memoryThrottlingFactor changed to null In earlier Alpha releases, memoryThrottlingFactor defaulted to 0.9, which meant enabling the feature gate caused the kubelet to set memory.high on containers. In v1.37, the default is null, so the kubelet does not set memory.high unless you configure a value. This change was made because, with the feature gate now on by default, an automatic memory.high could throttle workloads that were previously running without throttling. Making it null ensures that upgrading to v1.37 does not change runtime behavior for existing clusters. If your kubelet configuration file already contains an explicit memoryThrottlingFactor value, that

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