# systems

Systems is a computing discipline concerning datacenter server systems and related infrastructure, including storage, networks, virtualization, operating-system platforms, and high-performance computing.

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## Security evaluations find traditional virtual machines inadequate for containing cyber-capable autonomous agents

DevFeed: [Security evaluations find traditional virtual machines inadequate for containing cyber-capable autonomous agents](<https://devfeed.tech/articles/repeated-vm-escapes-by-gpt-5-6-cyber-based-agents-prove-vms-and-os-require-better-maintenance-41295.md>)

Original publisher: [Read original article](<https://www.infoq.com/news/2026/09/agent-escape-vm/>)

Author: Olimpiu Pop

Published: 2026-09-17T07:07:00Z

Content type: news

Language: en

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

Topics: [virtual machines](<https://devfeed.tech/topics/virtual-machines.md>), [Security](<https://devfeed.tech/topics/security.md>), [Vulnerabilities](<https://devfeed.tech/topics/vulnerabilities.md>), [Linux Kernel](<https://devfeed.tech/topics/linux-kernel.md>), [qemu](<https://devfeed.tech/topics/qemu.md>), [Firecracker](<https://devfeed.tech/topics/firecracker.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [agent-escape-vm](<https://devfeed.tech/tags/agent-escape-vm.md>), [ai-security](<https://devfeed.tech/tags/ai-security.md>), [development](<https://devfeed.tech/tags/development.md>), [devops](<https://devfeed.tech/tags/devops.md>), [firecracker](<https://devfeed.tech/tags/firecracker.md>), [linux](<https://devfeed.tech/tags/linux.md>), [linux-kernel](<https://devfeed.tech/tags/linux-kernel.md>), [news](<https://devfeed.tech/tags/news.md>), [qemu](<https://devfeed.tech/tags/qemu.md>), [security](<https://devfeed.tech/tags/security.md>), [security-breach](<https://devfeed.tech/tags/security-breach.md>), [virtual-machines](<https://devfeed.tech/tags/virtual-machines.md>), [virtualization](<https://devfeed.tech/tags/virtualization.md>), [vm](<https://devfeed.tech/tags/vm.md>), [vulnerabilities](<https://devfeed.tech/tags/vulnerabilities.md>)

### AI overview

Security evaluations found that a cyber-capable autonomous agent escaped standard QEMU and KVM virtual machine configurations by exploiting kernel and library vulnerabilities. Firecracker contained the agent in testing, but the agent still hardlocked the host through Linux kernel flaws.

### Source excerpt

Traditional virtual machines are inadequate for isolating cyber-capable autonomous agents. Tests using GPT-5.6-Cyber indicated multiple escape attempts due to kernel flaws. While Firecracker provided some containment, vulnerabilities remained. The study underscores the need for minimal attack surface virtualisation technologies and rapid, proactive patching strategies to safeguard host systems. By Olimpiu Pop

## Libreboot 20140911 release

DevFeed: [Libreboot 20140911 release](<https://devfeed.tech/articles/libreboot-20140911-release-32694.md>)

Original publisher: [Read original article](<https://libreboot.org/news/libreboot20140911.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>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [Documentation](<https://devfeed.tech/topics/documentation.md>), [Git](<https://devfeed.tech/topics/git.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [apple](<https://devfeed.tech/tags/apple.md>), [article](<https://devfeed.tech/tags/article.md>), [beta](<https://devfeed.tech/tags/beta.md>), [bios](<https://devfeed.tech/tags/bios.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>), [git](<https://devfeed.tech/tags/git.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [lenovo](<https://devfeed.tech/tags/lenovo.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>), [systems](<https://devfeed.tech/tags/systems.md>), [thinkpad](<https://devfeed.tech/tags/thinkpad.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot 20140911 is described as a pre-release seventh beta, with support for Lenovo ThinkPad X60 Tablet and T60 systems and Apple MacBook models. The article lists release revisions, documentation updates, dependency changes, and a GRUB CD-ROM regression fix.

### Source excerpt

Article: Libreboot 20140911 release Web link: https://libreboot.org/news/libreboot20140911.html

## Libreboot Build System Audit 5

DevFeed: [Libreboot Build System Audit 5](<https://devfeed.tech/articles/libreboot-build-system-audit-5-32665.md>)

Original publisher: [Read original article](<https://libreboot.org/news/audit5.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: [audit](<https://devfeed.tech/topics/audit.md>), [opensource](<https://devfeed.tech/topics/opensource.md>), [boot](<https://devfeed.tech/topics/boot.md>), [POSIX](<https://devfeed.tech/topics/posix.md>), [ide](<https://devfeed.tech/topics/ide.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [audit](<https://devfeed.tech/tags/audit.md>), [bios](<https://devfeed.tech/tags/bios.md>), [bugs](<https://devfeed.tech/tags/bugs.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [clean-code](<https://devfeed.tech/tags/clean-code.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [efficiency](<https://devfeed.tech/tags/efficiency.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>), [linux](<https://devfeed.tech/tags/linux.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [operating-systems](<https://devfeed.tech/tags/operating-systems.md>), [posix](<https://devfeed.tech/tags/posix.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

This article describes the fifth audit of Libreboot's lbmk build system, covering changes made since the Libreboot 20240504 release. It reports a reduction in shell-script size, bug fixes, feature changes, and improvements aimed at cleaner and more efficient code.

### Source excerpt

Article: Libreboot Build System Audit 5 Web link: https://libreboot.org/news/audit5.html

## Libreboot 20241206, 11th revision released! (fixes to GRUB regressions)

DevFeed: [Libreboot 20241206, 11th revision released! (fixes to GRUB regressions)](<https://devfeed.tech/articles/libreboot-20241206-11th-revision-released-fixes-to-grub-regressions-32721.md>)

Original publisher: [Read original article](<https://libreboot.org/news/libreboot20241206rev11.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>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [cve](<https://devfeed.tech/tags/cve.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>), [open-source](<https://devfeed.tech/tags/open-source.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [regression](<https://devfeed.tech/tags/regression.md>), [release](<https://devfeed.tech/tags/release.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot 20241206 revision 11 is announced as a stable-release revision containing fixes for regressions introduced in revision 10, including GRUB and filesystem-driver issues that could prevent very large files from loading or systems from booting.

### Source excerpt

Article: Libreboot 20241206, 11th revision released! (fixes to GRUB regressions) Web link: https://libreboot.org/news/libreboot20241206rev11.html

## New Hampshire software freedom bill hearing scheduled for 21 February 2023

DevFeed: [New Hampshire software freedom bill hearing scheduled for 21 February 2023](<https://devfeed.tech/articles/new-new-hampshire-software-freedom-bill-hearing-on-21-february-2023-needs-your-support-32738.md>)

Original publisher: [Read original article](<https://libreboot.org/news/usa-libre-part3.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: [Software](<https://devfeed.tech/topics/software.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Deployment Strategies](<https://devfeed.tech/topics/deployment-strategies.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [deployment-strategies](<https://devfeed.tech/tags/deployment-strategies.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [information-technology](<https://devfeed.tech/tags/information-technology.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [mastodon](<https://devfeed.tech/tags/mastodon.md>), [news](<https://devfeed.tech/tags/news.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

The article reports on an upcoming New Hampshire House Bill 556-FN hearing concerning software freedom. It describes provisions that would require the New Hampshire Information Technology Council to study promoting libre software and reducing citizens' reliance on proprietary software in state interactions.

### Source excerpt

Article: NEW New Hampshire software freedom bill hearing on 21 February 2023 needs your support! Web link: https://libreboot.org/news/usa-libre-part3.html

## A Speaker That Clips to City Poles and Leaves No Mark

DevFeed: [A Speaker That Clips to City Poles and Leaves No Mark](<https://devfeed.tech/articles/a-speaker-that-clips-to-city-poles-and-leaves-no-mark-34917.md>)

Original publisher: [Read original article](<https://www.yankodesign.com/2026/09/16/a-speaker-that-clips-to-city-poles-and-leaves-no-mark/>)

Author: Ida Torres

Published: 2026-09-16T22:30:15Z

Content type: article

Language: en

Sources: [Yanko Design](<https://devfeed.tech/sources/yanko-design.md>)

Topics: [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [audio](<https://devfeed.tech/tags/audio.md>), [audio-technology-concept-designs-public-speaker](<https://devfeed.tech/tags/audio-technology-concept-designs-public-speaker.md>), [building](<https://devfeed.tech/tags/building.md>), [concept-designs](<https://devfeed.tech/tags/concept-designs.md>), [design](<https://devfeed.tech/tags/design.md>), [public](<https://devfeed.tech/tags/public.md>), [sound](<https://devfeed.tech/tags/sound.md>), [space](<https://devfeed.tech/tags/space.md>), [speaker](<https://devfeed.tech/tags/speaker.md>), [technology](<https://devfeed.tech/tags/technology.md>)

### AI overview

Mariami Kurtishvili's Orchid Sound System is a graduate thesis proposing stainless steel high-frequency horns that clip onto existing urban infrastructure without screws, drilling, or permanent marks. The project explores temporary communal sound in public spaces.

### Source excerpt

A Speaker That Clips to City Poles and Leaves No Mark Walk down almost any street in an American city without your headphones in, and you will notice how little of that walk actually belongs to...

## onsemi Embedded Power Platform Announced

DevFeed: [onsemi Embedded Power Platform Announced](<https://devfeed.tech/articles/onsemi-embedded-power-platform-announced-35039.md>)

Original publisher: [Read original article](<https://www.servethehome.com/onsemi-embedded-power-platform-announced/>)

Author: Vic A

Published: 2026-09-16T22:07:08Z

Content type: release

Language: en

Sources: [ServeTheHome](<https://devfeed.tech/sources/servethehome.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [systems](<https://devfeed.tech/topics/systems.md>), [Simulation and Design](<https://devfeed.tech/topics/simulation-and-design.md>)

Tags: [800v](<https://devfeed.tech/tags/800v.md>), [ai](<https://devfeed.tech/tags/ai.md>), [automotive](<https://devfeed.tech/tags/automotive.md>), [embedded](<https://devfeed.tech/tags/embedded.md>), [industrial](<https://devfeed.tech/tags/industrial.md>), [news](<https://devfeed.tech/tags/news.md>), [onsemi](<https://devfeed.tech/tags/onsemi.md>), [platform](<https://devfeed.tech/tags/platform.md>), [power](<https://devfeed.tech/tags/power.md>)

### AI overview

onsemi announced its Embedded Power Platform, which embeds heterogeneous power dies in silicon and connects them with wafer-level redistribution layers instead of wire bonds. The company is targeting vehicle electrification, AI power infrastructure, and industrial applications, with 800V DC AI racks identified as an early use case.

### Source excerpt

At its investor day, onsemi announced its new Embedded Power Platform for AI racks, automotive, and industrial applications The post onsemi Embedded Power Platform Announced appeared first on ServeTheHome.

## Cargo-dyndrv: A new way of building Cargo packages with Nix

DevFeed: [Cargo-dyndrv: A new way of building Cargo packages with Nix](<https://devfeed.tech/articles/cargo-dyndrv-a-new-way-of-building-cargo-packages-with-nix-34133.md>)

Original publisher: [Read original article](<https://discourse.nixos.org/t/cargo-dyndrv-a-new-way-of-building-cargo-packages-with-nix/80112>)

Author: Ericson2314

Published: 2026-09-16T20:13:36Z

Content type: article

Language: en

Sources: [Announcements - NixOS Discourse](<https://devfeed.tech/sources/announcements-nixos-discourse.md>)

Topics: [Nix](<https://devfeed.tech/topics/nix.md>), [Rust](<https://devfeed.tech/topics/rust.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [announcements](<https://devfeed.tech/tags/announcements.md>), [blog-post](<https://devfeed.tech/tags/blog-post.md>), [declarative](<https://devfeed.tech/tags/declarative.md>), [rust](<https://devfeed.tech/tags/rust.md>)

### AI overview

The article introduces cargo-dyndrv, a new way to build Cargo projects with Nix. It uses dynamic derivations for per-crate incrementality and Cargo's unit graph to align operations with Cargo, while trading some flexibility for fidelity and forward compatibility.

### Source excerpt

Obsidian Systems - 16 Sep 26 cargo-dyndrv: A Beginning Building Rust within Nix has always been somewhat of an annoying problem. Nixpkgs includes tools like buildRustCrate to build a single crate and buildRustPackage to build an entire project with all its dependencies, but both have substantial issues:... We have a new way way of building Cargo projects! As the blog post describes, what distinguishes this from all the other ways of building Cargo project in Nix is this combination of methods: Uses dynamic derivations, so no eval time penalty for per-crate incrementality Uses Cargo's unit graph, so we automatically match to how Cargo performs operations Both cargo-dyndrv itself and this blog post about it are all @artemist's work; I am only the one posting it because she has already left for NixCon (see you all there!) and I haven't left yet, so my internet connection is better. Finally, thank you for Saronic for collaborating with us on this project. 6 posts - 5 participants Read full topic

## Minisforum N5R NAS Revealed - An ARM DIY 5-Bay NAS

DevFeed: [Minisforum N5R NAS Revealed - An ARM DIY 5-Bay NAS](<https://devfeed.tech/articles/minisforum-n5r-nas-revealed-an-arm-diy-5-bay-nas-31462.md>)

Original publisher: [Read original article](<https://nascompares.com/2026/09/16/minisforum-n5r-nas-revealed-an-arm-diy-5-bay-nas/>)

Author: Rob Andrews

Published: 2026-09-16T16:00:07Z

Content type: news

Language: en

Sources: [NAS Compares](<https://devfeed.tech/sources/nas-compares.md>)

Topics: [DIY NAS](<https://devfeed.tech/topics/diy-nas.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [systems](<https://devfeed.tech/topics/systems.md>), [Arm](<https://devfeed.tech/topics/arm.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [NVMe](<https://devfeed.tech/topics/nvme.md>)

Tags: [10gbe-nas](<https://devfeed.tech/tags/10gbe-nas.md>), [10gbe-networking](<https://devfeed.tech/tags/10gbe-networking.md>), [2-5gbe](<https://devfeed.tech/tags/2-5gbe.md>), [2-5gbe-nas](<https://devfeed.tech/tags/2-5gbe-nas.md>), [24-7-nas](<https://devfeed.tech/tags/24-7-nas.md>), [5-bay-nas](<https://devfeed.tech/tags/5-bay-nas.md>), [ai-agent-nas](<https://devfeed.tech/tags/ai-agent-nas.md>), [ai-nas](<https://devfeed.tech/tags/ai-nas.md>), [arm](<https://devfeed.tech/tags/arm.md>), [arm-nas](<https://devfeed.tech/tags/arm-nas.md>), [arm-nas-2026](<https://devfeed.tech/tags/arm-nas-2026.md>), [bluetooth](<https://devfeed.tech/tags/bluetooth.md>), [bluetooth-5-3](<https://devfeed.tech/tags/bluetooth-5-3.md>), [bluetooth-5-3-nas](<https://devfeed.tech/tags/bluetooth-5-3-nas.md>), [business-nas](<https://devfeed.tech/tags/business-nas.md>), [cix-arm-cpu](<https://devfeed.tech/tags/cix-arm-cpu.md>), [cix-cp8180](<https://devfeed.tech/tags/cix-cp8180.md>), [diy-nas](<https://devfeed.tech/tags/diy-nas.md>), [ecc](<https://devfeed.tech/tags/ecc.md>), [ecc-memory-nas](<https://devfeed.tech/tags/ecc-memory-nas.md>), [ecc-nas](<https://devfeed.tech/tags/ecc-nas.md>), [ethernet](<https://devfeed.tech/tags/ethernet.md>), [home-nas](<https://devfeed.tech/tags/home-nas.md>), [home-server](<https://devfeed.tech/tags/home-server.md>), [ifa-2026](<https://devfeed.tech/tags/ifa-2026.md>), [ifa-2026-nas](<https://devfeed.tech/tags/ifa-2026-nas.md>), [local-ai-nas](<https://devfeed.tech/tags/local-ai-nas.md>), [low-power-nas](<https://devfeed.tech/tags/low-power-nas.md>), [lpcamm2-nas](<https://devfeed.tech/tags/lpcamm2-nas.md>), [m-2-nvme-nas](<https://devfeed.tech/tags/m-2-nvme-nas.md>), [miniscloud-os](<https://devfeed.tech/tags/miniscloud-os.md>), [minisforum-ifa-2026](<https://devfeed.tech/tags/minisforum-ifa-2026.md>), [minisforum-miniscloud-os](<https://devfeed.tech/tags/minisforum-miniscloud-os.md>), [minisforum-n5-air](<https://devfeed.tech/tags/minisforum-n5-air.md>), [minisforum-n5-max](<https://devfeed.tech/tags/minisforum-n5-max.md>), [nas](<https://devfeed.tech/tags/nas.md>), [nas-hardware](<https://devfeed.tech/tags/nas-hardware.md>), [network-attached-storage-nas](<https://devfeed.tech/tags/network-attached-storage-nas.md>), [pcie](<https://devfeed.tech/tags/pcie.md>), [pre-release](<https://devfeed.tech/tags/pre-release.md>), [uncategorised](<https://devfeed.tech/tags/uncategorised.md>), [usb](<https://devfeed.tech/tags/usb.md>)

### AI overview

Minisforum revealed the N5R, a pre-release five-bay DIY NAS announced at IFA 2026. It uses the Arm-based CIX CP8180 platform and includes ECC-capable LPCAMM2 memory, five SATA drive bays, an M.2 NVMe slot, 10GbE and 2.5GbE networking, Wi-Fi 6E, Bluetooth 5.3, and PCIe expansion. Final memory capacity, software capabilities, and pricing remain unconfirmed.

### Source excerpt

New ARM v9.2 Powered DIY NAS Revealed - The Minisforum N5R Minisforum has used IFA 2026 to reveal another addition to its growing NAS range, this time in the form of the N5R. At first glance, it follows the same general 5-bay desktop design language as the company's other recent N5 systems, including the removable [...]

## Linux Randomly Picking Idle CPU Cores Shows Modest Win On High Core Count Systems

DevFeed: [Linux Randomly Picking Idle CPU Cores Shows Modest Win On High Core Count Systems](<https://devfeed.tech/articles/linux-randomly-picking-idle-cpu-cores-shows-modest-win-on-high-core-count-systems-31409.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/Linux-Random-Equal-Idle-CPUs>)

Author: Michael Larabel

Published: 2026-09-16T13:30:04Z

Content type: news

Language: en

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

Topics: [Linux](<https://devfeed.tech/topics/linux.md>), [Linux Kernel](<https://devfeed.tech/topics/linux-kernel.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [benchmarking](<https://devfeed.tech/topics/benchmarking.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [benchmarking](<https://devfeed.tech/tags/benchmarking.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [linux](<https://devfeed.tech/tags/linux.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-kernel](<https://devfeed.tech/tags/linux-kernel.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>), [patches](<https://devfeed.tech/tags/patches.md>), [phoronix](<https://devfeed.tech/tags/phoronix.md>), [phoronix-test-suite](<https://devfeed.tech/tags/phoronix-test-suite.md>), [scheduler](<https://devfeed.tech/tags/scheduler.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>)

### AI overview

A Linux kernel patch series proposes randomizing the selection among equally shallow idle CPU cores to reduce scan-order bias and prevent concurrent tasks from converging on the same core. Testing on a 160-core Ampere Altra system showed throughput improvements of up to a few percent in Stress-NG benchmarking, while the benefits on smaller systems remain uncertain.

### Source excerpt

Arm engineer Christian Loehle sent out a patch series today proposing that the Linux scheduler code randomize its picking of equally shallow idle CPU cores. This randomization is showing to deliver a win at least for high CPU core counts for better distributing workloads...

## Switching to Slack

DevFeed: [Switching to Slack](<https://devfeed.tech/articles/switching-to-slack-27410.md>)

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

Author: Khan Academy

Published: 2015-11-09T23:00:00Z

Content type: article

Language: en

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

Topics: [Slack](<https://devfeed.tech/topics/slack.md>), [migration](<https://devfeed.tech/topics/migration.md>), [notifications](<https://devfeed.tech/topics/notifications.md>), [systems](<https://devfeed.tech/topics/systems.md>), [Documentation](<https://devfeed.tech/topics/documentation.md>)

Tags: [administration](<https://devfeed.tech/tags/administration.md>), [chat](<https://devfeed.tech/tags/chat.md>), [connectivity](<https://devfeed.tech/tags/connectivity.md>), [delivery](<https://devfeed.tech/tags/delivery.md>), [documentation](<https://devfeed.tech/tags/documentation.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [integration](<https://devfeed.tech/tags/integration.md>), [migrate](<https://devfeed.tech/tags/migrate.md>), [news](<https://devfeed.tech/tags/news.md>), [notifications](<https://devfeed.tech/tags/notifications.md>), [organization](<https://devfeed.tech/tags/organization.md>), [remote](<https://devfeed.tech/tags/remote.md>), [slack](<https://devfeed.tech/tags/slack.md>), [switching](<https://devfeed.tech/tags/switching.md>), [team](<https://devfeed.tech/tags/team.md>)

### AI overview

Khan Academy describes its decision to migrate team chat from HipChat to Slack after connectivity, message delivery, and notification problems affected reliability, especially for remote workers. The article outlines cultural, administrative, organizational, and integration-related costs that make chat-platform migration difficult.

### Source excerpt

By Benjamin Pollack Khan Academy recently made the decision to migrate our team chat from HipChat to Slack. ... Read more

## New data pipeline management platform at Khan Academy

DevFeed: [New data pipeline management platform at Khan Academy](<https://devfeed.tech/articles/new-data-pipeline-management-platform-at-khan-academy-27388.md>)

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

Author: Khan Academy

Published: 2018-04-30T22:00:00Z

Content type: article

Language: en

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

Topics: [data](<https://devfeed.tech/topics/data.md>), [DataOps](<https://devfeed.tech/topics/dataops.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [batch](<https://devfeed.tech/tags/batch.md>), [bigquery](<https://devfeed.tech/tags/bigquery.md>), [cloud-dataflow](<https://devfeed.tech/tags/cloud-dataflow.md>), [data](<https://devfeed.tech/tags/data.md>), [data-pipelines](<https://devfeed.tech/tags/data-pipelines.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [news](<https://devfeed.tech/tags/news.md>), [pipeline](<https://devfeed.tech/tags/pipeline.md>), [scheduling](<https://devfeed.tech/tags/scheduling.md>)

### AI overview

Khan Academy developed Khanalytics to manage its growing collection of data pipelines. The platform provides a sandboxed environment for batch jobs, a web interface, automatic parallelization, centralized logs, and pipeline scheduling with dependencies.

### Source excerpt

By Ragini Gupta Data is very crucial to Khan Academy and is itself an internal product for the ... Read more

## Astera Labs Releases Leo 2 CXL Memory Controllers and Leo X Controller for Rackscale Fabric-Attached Memory

DevFeed: [Astera Labs Releases Leo 2 CXL Memory Controllers and Leo X Controller for Rackscale Fabric-Attached Memory](<https://devfeed.tech/articles/astera-labs-releases-leo-2-cxl-memory-controllers-and-leo-x-controller-for-rackscale-fabric-attached-memory-26778.md>)

Original publisher: [Read original article](<https://www.servethehome.com/astera-labs-releases-leo-2-cxl-memory-controllers-and-leo-x-controller-for-rackscale-fabric-attached-memory/>)

Author: Ryan Smith

Published: 2026-09-15T17:00:48Z

Content type: article

Language: en

Sources: [ServeTheHome](<https://devfeed.tech/sources/servethehome.md>)

Topics: [pcie](<https://devfeed.tech/topics/pcie.md>), [systems](<https://devfeed.tech/topics/systems.md>), [datacenter](<https://devfeed.tech/topics/datacenter.md>)

Tags: [astera-labs](<https://devfeed.tech/tags/astera-labs.md>), [cxl](<https://devfeed.tech/tags/cxl.md>), [data-center](<https://devfeed.tech/tags/data-center.md>), [ddr4](<https://devfeed.tech/tags/ddr4.md>), [ddr5](<https://devfeed.tech/tags/ddr5.md>), [leo](<https://devfeed.tech/tags/leo.md>), [memory](<https://devfeed.tech/tags/memory.md>), [other-components](<https://devfeed.tech/tags/other-components.md>), [pcie](<https://devfeed.tech/tags/pcie.md>), [releases](<https://devfeed.tech/tags/releases.md>), [server](<https://devfeed.tech/tags/server.md>)

### AI overview

Astera Labs is launching Leo 2 CXL smart memory controllers with DDR4 support and CXL 3.2/PCIe Gen6 connectivity, alongside the Leo-X controller for fabric-attached memory in rack-scale systems.

### Source excerpt

Astera Labs is launching a new generation of Leo smart memory controllers. The Leo 2 series adds support for CXL 3.2 and PCIe Gen6, while the ambitious Leo X brings the ability to attach memory expanders directly to the fabric networks of AI accelerators The post Astera Labs Releases Leo 2 CXL Memory Controllers and Leo X Controller for Rackscale Fabric-Attached Memory appeared first on ServeTheHome.

## America is building datacenters faster than the grid can power them

DevFeed: [America is building datacenters faster than the grid can power them](<https://devfeed.tech/articles/america-is-building-datacenters-faster-than-the-grid-can-power-them-26957.md>)

Original publisher: [Read original article](<https://www.theregister.com/on-prem/2026/09/15/america-is-building-datacenters-faster-than-the-grid-can-power-them/5296608>)

Author: Dan Robinson

Published: 2026-09-15T16:37:00Z

Content type: news

Language: en

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

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

Tags: [ai-and-ml](<https://devfeed.tech/tags/ai-and-ml.md>), [datacenters](<https://devfeed.tech/tags/datacenters.md>), [energy](<https://devfeed.tech/tags/energy.md>), [generation](<https://devfeed.tech/tags/generation.md>), [on-prem](<https://devfeed.tech/tags/on-prem.md>), [report](<https://devfeed.tech/tags/report.md>)

### AI overview

Meeting expected energy consumption through 2030 will require $110 billion in new generation resources as America builds datacenters faster than the power grid can support.

### Source excerpt

Meeting expected energy consumption through 2030 will require $110 billion in new generation resources

## Presentation: Lead Without a Ladder: How I Climbed Into Engineering Leadership

DevFeed: [Presentation: Lead Without a Ladder: How I Climbed Into Engineering Leadership](<https://devfeed.tech/articles/presentation-lead-without-a-ladder-how-i-climbed-into-engineering-leadership-26603.md>)

Original publisher: [Read original article](<https://www.infoq.com/presentations/engineering-leadership/>)

Author: Pauline Jepp

Published: 2026-09-15T09:10:00Z

Content type: opinion

Language: en

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

Topics: [engineering-leadership](<https://devfeed.tech/topics/engineering-leadership.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [alignment](<https://devfeed.tech/tags/alignment.md>), [careers](<https://devfeed.tech/tags/careers.md>), [chief-engineer](<https://devfeed.tech/tags/chief-engineer.md>), [culture-methods](<https://devfeed.tech/tags/culture-methods.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [engineering-leadership](<https://devfeed.tech/tags/engineering-leadership.md>), [infoq](<https://devfeed.tech/tags/infoq.md>), [leadership](<https://devfeed.tech/tags/leadership.md>), [mentorship](<https://devfeed.tech/tags/mentorship.md>), [presentation](<https://devfeed.tech/tags/presentation.md>), [qcon-san-francisco-2025](<https://devfeed.tech/tags/qcon-san-francisco-2025.md>), [qcon-software-development-conference](<https://devfeed.tech/tags/qcon-software-development-conference.md>), [safety](<https://devfeed.tech/tags/safety.md>), [team](<https://devfeed.tech/tags/team.md>), [transcripts](<https://devfeed.tech/tags/transcripts.md>), [trust](<https://devfeed.tech/tags/trust.md>)

### AI overview

Pauline Jepp discusses how systems thinking, rock climbing, and flocking behaviors inform engineering leadership. She covers balancing team autonomy with alignment, supporting mentorship and other invisible work, and transitioning from hands-on engineering to leadership while maintaining organizational trust and psychological safety.

### Source excerpt

Pauline Jepp explains how systems thinking, rock climbing, and flocking behaviors apply to engineering leadership. She shares strategies for balancing team autonomy with alignment, supporting invisible work like mentorship, and navigating transitions from hands-on engineer to engineering leader while maintaining organizational trust and psychological safety. By Pauline Jepp

## Thinking Like A Naturalist: An Interview with Claire Barrett

DevFeed: [Thinking Like A Naturalist: An Interview with Claire Barrett](<https://devfeed.tech/articles/thinking-like-a-naturalist-an-interview-with-claire-barrett-26236.md>)

Original publisher: [Read original article](<https://nordicapis.com/thinking-like-a-naturalist-an-interview-with-claire-barrett/>)

Author: J Simpson

Published: 2026-09-15T07:00:00Z

Content type: article

Language: en

Sources: [Nordic APIs](<https://devfeed.tech/sources/nordic-apis.md>)

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

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-readiness](<https://devfeed.tech/tags/ai-readiness.md>), [api-governance](<https://devfeed.tech/tags/api-governance.md>), [api-integration](<https://devfeed.tech/tags/api-integration.md>), [api-security](<https://devfeed.tech/tags/api-security.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [awareness](<https://devfeed.tech/tags/awareness.md>), [blog](<https://devfeed.tech/tags/blog.md>), [digital-transformation](<https://devfeed.tech/tags/digital-transformation.md>), [driving](<https://devfeed.tech/tags/driving.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [governance](<https://devfeed.tech/tags/governance.md>), [integration](<https://devfeed.tech/tags/integration.md>), [summit](<https://devfeed.tech/tags/summit.md>), [systems](<https://devfeed.tech/tags/systems.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

Claire Barrett discusses the mindset shift needed for AI-enabled strategies, emphasizing systems thinking, governance, testing, awareness, and attention to long-term risks.

### Source excerpt

Ahead of Nordic APIs Summit 2026, we catch up with speaker Claire Barrett on the mindset shift needed for adopting AI-enabled strategies. "Imagine driving around an old town," responds Claire Barrett when asked to describe what it means to be AI-ready from an integration perspective. "Imagine a European city that's been inhabited for thousands of ...

## How Solaris' Turnstile Influenced the Modern System Designs of Web Browsers and Language Runtimes

DevFeed: [How Solaris' Turnstile Influenced the Modern System Designs of Web Browsers and Language Runtimes](<https://devfeed.tech/articles/how-solaris-turnstile-influenced-the-modern-system-designs-of-web-browsers-and-language-runtimes-26602.md>)

Original publisher: [Read original article](<https://www.infoq.com/news/2026/09/turnstile-system-design/>)

Author: Olimpiu Pop

Published: 2026-09-15T06:06:00Z

Content type: article

Language: en

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

Topics: [systems](<https://devfeed.tech/topics/systems.md>), [Programming](<https://devfeed.tech/topics/programming.md>), [Kernel](<https://devfeed.tech/topics/kernel.md>), [observability](<https://devfeed.tech/topics/observability.md>), [browsers](<https://devfeed.tech/topics/browsers.md>), [web browsers](<https://devfeed.tech/topics/web-browsers.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [architecture-design](<https://devfeed.tech/tags/architecture-design.md>), [architectures](<https://devfeed.tech/tags/architectures.md>), [blocking](<https://devfeed.tech/tags/blocking.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [development](<https://devfeed.tech/tags/development.md>), [efficiency](<https://devfeed.tech/tags/efficiency.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [locking](<https://devfeed.tech/tags/locking.md>), [memory](<https://devfeed.tech/tags/memory.md>), [news](<https://devfeed.tech/tags/news.md>), [observability](<https://devfeed.tech/tags/observability.md>), [operating-systems](<https://devfeed.tech/tags/operating-systems.md>), [solaris](<https://devfeed.tech/tags/solaris.md>), [storage](<https://devfeed.tech/tags/storage.md>), [systems](<https://devfeed.tech/tags/systems.md>), [turnstile-system-design](<https://devfeed.tech/tags/turnstile-system-design.md>)

### AI overview

The article examines how Solaris innovations influenced modern systems engineering. It discusses the Slab Allocator, OpenZFS, DTrace, Zones, and turnstiles, focusing on how turnstiles reduce per-lock memory overhead while supporting priority inheritance for contended locks.

### Source excerpt

Sun's Solaris influenced modern systems engineering, with key innovations like the Slab Allocator for efficient memory management, OpenZFS for advanced storage, and DTrace for observability. Its turnstile mechanism addressed issues with mutexes, promoting lean locking designs that are reflected in contemporary programming languages and web browsers, enhancing performance and memory efficiency. By Olimpiu Pop

## Design in KiCad, Quote with AIVON: A Faster Path to PCB Prototyping (Sponsored)

DevFeed: [Design in KiCad, Quote with AIVON: A Faster Path to PCB Prototyping (Sponsored)](<https://devfeed.tech/articles/design-in-kicad-quote-with-aivon-a-faster-path-to-pcb-prototyping-sponsored-26239.md>)

Original publisher: [Read original article](<https://www.cnx-software.com/2026/09/15/design-in-kicad-quote-with-aivon-a-faster-path-to-pcb-prototyping/>)

Author: Sponsored Post

Published: 2026-09-15T02:00:57Z

Content type: article

Language: en

Sources: [CNX Software - Embedded Systems News](<https://devfeed.tech/sources/cnx-software-embedded-systems-news.md>)

Topics: [Hardware](<https://devfeed.tech/topics/hardware.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [aivon](<https://devfeed.tech/tags/aivon.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [kicad](<https://devfeed.tech/tags/kicad.md>), [manufacturing](<https://devfeed.tech/tags/manufacturing.md>), [pcb](<https://devfeed.tech/tags/pcb.md>), [plugin](<https://devfeed.tech/tags/plugin.md>), [prototyping](<https://devfeed.tech/tags/prototyping.md>), [sponsored](<https://devfeed.tech/tags/sponsored.md>), [verification](<https://devfeed.tech/tags/verification.md>), [workflow](<https://devfeed.tech/tags/workflow.md>)

### AI overview

AIVON's official KiCad Plugin connects a completed PCB layout to an online quotation form. After design-rule checking, it prepares manufacturing data and reduces manual exporting, zipping, uploading, and form entry during PCB prototyping.

### Source excerpt

Finished your PCB layout in KiCad? You don't necessarily need to leave the PCB Editor, export a separate set of manufacturing files, and manually upload them to a PCB manufacturer. AIVON's KiCad Plugin creates a direct path from your PCB design to an online PCB quote. AIVON has integrated an official KiCad plugin that connects a finished PCB layout to the company's online quotation page. After DRC, users can click the plugin in the PCB Editor, automatically prepare manufacturing data, and land on a pre-filled quote form instead of exporting, zipping, and uploading files by hand. Rather than introducing a new plugin framework, AIVON's integration leverages KiCad's existing Plugin and Content Manager ecosystem. For developers who already use KiCad for schematic capture and PCB layout, the integration provides another way to connect the design stage with PCB fabrication without manually repeating every manufacturing-file preparation step. Connecting KiCad PCB Design with [...] The post Design in KiCad, Quote with AIVON: A Faster Path to PCB Prototyping (Sponsored) appeared first on CNX Software - Embedded Systems News.

## Agent session chains that can't escalate

DevFeed: [Agent session chains that can't escalate](<https://devfeed.tech/articles/agent-session-chains-that-can-t-escalate-26792.md>)

Original publisher: [Read original article](<https://workos.com/blog/agent-session-chaining>)

Author: WorkOS

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

Content type: article

Language: en

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

Topics: [Authorization](<https://devfeed.tech/topics/authorization.md>), [API](<https://devfeed.tech/topics/api.md>), [API keys](<https://devfeed.tech/topics/api-keys.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [api](<https://devfeed.tech/tags/api.md>), [auth](<https://devfeed.tech/tags/auth.md>), [authorization](<https://devfeed.tech/tags/authorization.md>), [backend](<https://devfeed.tech/tags/backend.md>), [multi-agent](<https://devfeed.tech/tags/multi-agent.md>), [multi-agent-systems](<https://devfeed.tech/tags/multi-agent-systems.md>), [permission](<https://devfeed.tech/tags/permission.md>), [server](<https://devfeed.tech/tags/server.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

The article explains how Agent Auth session chaining lets an agent create separately scoped child sessions for subtasks. Each child records its parent, uses its own access and single-use refresh tokens, can be revoked independently, and cannot outlive the root session. The supplied text also states that the backend creates the chain server-side using an API key.

### Source excerpt

An agent can open a child session of itself for a sub-task. The chain re-derives authority at every hop and can never outlive its root.

## GNU Coreutils 9.12 Released With Performance Optimizations, New uname Option

DevFeed: [GNU Coreutils 9.12 Released With Performance Optimizations, New uname Option](<https://devfeed.tech/articles/gnu-coreutils-9-12-released-with-performance-optimizations-new-uname-option-17444.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/GNU-Coreutils-9.12>)

Author: Michael Larabel

Published: 2026-09-14T17:45:05Z

Content type: news

Language: en

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

Topics: [systems](<https://devfeed.tech/topics/systems.md>), [Filesystems](<https://devfeed.tech/topics/filesystems.md>), [Optimization](<https://devfeed.tech/topics/optimization.md>), [bug](<https://devfeed.tech/topics/bug.md>), [chmod](<https://devfeed.tech/topics/chmod.md>), [ls](<https://devfeed.tech/topics/ls.md>)

Tags: [bug](<https://devfeed.tech/tags/bug.md>), [chmod](<https://devfeed.tech/tags/chmod.md>), [core](<https://devfeed.tech/tags/core.md>), [desktop-linux](<https://devfeed.tech/tags/desktop-linux.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>), [ls](<https://devfeed.tech/tags/ls.md>), [open-source-graphics](<https://devfeed.tech/tags/open-source-graphics.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [performance](<https://devfeed.tech/tags/performance.md>), [phoronix](<https://devfeed.tech/tags/phoronix.md>), [phoronix-test-suite](<https://devfeed.tech/tags/phoronix-test-suite.md>), [release](<https://devfeed.tech/tags/release.md>), [systems](<https://devfeed.tech/tags/systems.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>)

### AI overview

GNU Coreutils 9.12 fixes recursive traversal failures when files are removed concurrently, adds FailFS and NULLFS support to stat and tail, and introduces new uname labeling options. It also improves performance in cut, uniq, and sort, adds a copy fallback for cp, install, and mv, and includes additional bug fixes and warnings.

### Source excerpt

GNU Coreutils 9.12 released today with a mix of fixes, some new options, and various performance improvements to these widely-used set of core system utilities...

## Brownfield Agentic Engineering

DevFeed: [Brownfield Agentic Engineering](<https://devfeed.tech/articles/brownfield-agentic-engineering-18048.md>)

Original publisher: [Read original article](<https://addyo.substack.com/p/brownfield-agentic-engineering>)

Author: Addy Osmani

Published: 2026-09-14T14:32:06Z

Content type: article

Language: en

Sources: [Elevate](<https://devfeed.tech/sources/elevate.md>)

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

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [code](<https://devfeed.tech/tags/code.md>), [coding](<https://devfeed.tech/tags/coding.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [software](<https://devfeed.tech/tags/software.md>), [systems](<https://devfeed.tech/tags/systems.md>), [technical](<https://devfeed.tech/tags/technical.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

The article discusses agentic engineering in older brownfield codebases, where important constraints and system behavior exist outside the repository. It emphasizes making hidden constraints visible, using strong testing and verification, and introducing autonomous changes carefully to avoid brittle tests and technical debt.

### Source excerpt

What it takes to run agents in a codebase older than the team

## Why didn't ReadDirectoryChangesW provide a way to correlate the two sides of a rename operation?

DevFeed: [Why didn't ReadDirectoryChangesW provide a way to correlate the two sides of a rename operation?](<https://devfeed.tech/articles/why-didn-t-read-directory-changesw-provide-a-way-to-correlate-the-two-sides-of-a-rename-operation-21762.md>)

Original publisher: [Read original article](<https://devblogs.microsoft.com/oldnewthing/20260914-00/?p=112696>)

Author: Raymond Chen

Published: 2026-09-14T14:00:00Z

Content type: article

Language: en

Sources: [Raymond Chen](<https://devfeed.tech/sources/raymond-chen.md>)

Topics: [Filesystems](<https://devfeed.tech/topics/filesystems.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [concurrent](<https://devfeed.tech/tags/concurrent.md>), [events](<https://devfeed.tech/tags/events.md>), [files](<https://devfeed.tech/tags/files.md>), [ids](<https://devfeed.tech/tags/ids.md>), [implementation](<https://devfeed.tech/tags/implementation.md>), [information](<https://devfeed.tech/tags/information.md>), [old-new-thing](<https://devfeed.tech/tags/old-new-thing.md>), [other](<https://devfeed.tech/tags/other.md>), [post](<https://devfeed.tech/tags/post.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

The article explains why ReadDirectoryChangesW did not explicitly provide a mechanism for correlating the two events generated by a file rename. It suggests that the events were expected to occur consecutively, but that assumption was never documented and could fail when concurrent renames or disk activity interleave events. File IDs provide the information needed to correlate the two sides reliably.

### Source excerpt

Perhaps it wasn't necessary, or perhaps it didn't occur to them that this a problem. The post Why didn't <CODE>ReadDirectoryChangesW</CODE> provide a way to correlate the two sides of a rename operation? appeared first on The Old New Thing.

## MIT spinout turns plastic waste into resilient building materials

DevFeed: [MIT spinout turns plastic waste into resilient building materials](<https://devfeed.tech/articles/mit-spinout-turns-plastic-waste-into-resilient-building-materials-37972.md>)

Original publisher: [Read original article](<https://news.mit.edu/2026/mit-spinout-turns-plastic-waste-into-resilient-building-materials-0914>)

Author: Zach Winn | MIT News

Published: 2026-09-14T04:00:00Z

Content type: news

Language: en

Sources: [MIT AI News](<https://devfeed.tech/sources/mit-ai-news.md>)

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

Tags: [3-d-printing](<https://devfeed.tech/tags/3-d-printing.md>), [ai](<https://devfeed.tech/tags/ai.md>), [aj-perez](<https://devfeed.tech/tags/aj-perez.md>), [alumni-ae](<https://devfeed.tech/tags/alumni-ae.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [atlas-composites](<https://devfeed.tech/tags/atlas-composites.md>), [cleaner-industry](<https://devfeed.tech/tags/cleaner-industry.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [homes](<https://devfeed.tech/tags/homes.md>), [housing](<https://devfeed.tech/tags/housing.md>), [manufacturing](<https://devfeed.tech/tags/manufacturing.md>), [materials-science-and-engineering](<https://devfeed.tech/tags/materials-science-and-engineering.md>), [matt-pouliot](<https://devfeed.tech/tags/matt-pouliot.md>), [mechanical-engineering](<https://devfeed.tech/tags/mechanical-engineering.md>), [platform](<https://devfeed.tech/tags/platform.md>), [pollution](<https://devfeed.tech/tags/pollution.md>), [production](<https://devfeed.tech/tags/production.md>), [recycled-plastic-building-materials](<https://devfeed.tech/tags/recycled-plastic-building-materials.md>), [robotics](<https://devfeed.tech/tags/robotics.md>), [school-of-engineering](<https://devfeed.tech/tags/school-of-engineering.md>), [startups](<https://devfeed.tech/tags/startups.md>), [sustainability](<https://devfeed.tech/tags/sustainability.md>), [u-s-army](<https://devfeed.tech/tags/u-s-army.md>), [water](<https://devfeed.tech/tags/water.md>)

### AI overview

MIT spinout Atlas Building Composites is commercializing an AI-powered robotic manufacturing platform that recycles single-use and low-grade plastic into durable building components. Its waterless process has been used for structures including a bridge supplied to the U.S. Army Corps of Engineers.

### Source excerpt

Atlas Building Composites is commercializing MIT research to turn plastic waste into parts for buildings and other infrastructure.

## M5Stack Module13.2 LoRa-1262 expansion board integrates 14x10 mm Stamp LoRa-1262 module

DevFeed: [M5Stack Module13.2 LoRa-1262 expansion board integrates 14x10 mm Stamp LoRa-1262 module](<https://devfeed.tech/articles/m5stack-module13-2-lora-1262-expansion-board-integrates-14-10-mm-stamp-lora-1262-module-14042.md>)

Original publisher: [Read original article](<https://www.cnx-software.com/2026/09/13/m5stack-module13-2-lora-1262-expansion-board-integrates-14x10-mm-stamp-lora-1262-module/>)

Author: Debashis Das

Published: 2026-09-13T05:02:54Z

Content type: news

Language: en

Sources: [CNX Software - Embedded Systems News](<https://devfeed.tech/sources/cnx-software-embedded-systems-news.md>)

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

Tags: [connectivity](<https://devfeed.tech/tags/connectivity.md>), [development-board](<https://devfeed.tech/tags/development-board.md>), [embedded-systems](<https://devfeed.tech/tags/embedded-systems.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [i2c](<https://devfeed.tech/tags/i2c.md>), [io](<https://devfeed.tech/tags/io.md>), [iot](<https://devfeed.tech/tags/iot.md>), [lora](<https://devfeed.tech/tags/lora.md>), [lorawan](<https://devfeed.tech/tags/lorawan.md>), [low-power](<https://devfeed.tech/tags/low-power.md>), [lpwan](<https://devfeed.tech/tags/lpwan.md>), [m5stack](<https://devfeed.tech/tags/m5stack.md>), [module](<https://devfeed.tech/tags/module.md>), [news](<https://devfeed.tech/tags/news.md>), [power-management](<https://devfeed.tech/tags/power-management.md>), [routing](<https://devfeed.tech/tags/routing.md>), [series](<https://devfeed.tech/tags/series.md>), [smart-agriculture](<https://devfeed.tech/tags/smart-agriculture.md>), [smart-city](<https://devfeed.tech/tags/smart-city.md>), [spi](<https://devfeed.tech/tags/spi.md>), [wireless](<https://devfeed.tech/tags/wireless.md>)

### AI overview

M5Stack has launched the Stamp LoRa-1262 SMD module and the stackable Module13.2 LoRa-1262 expansion board for M5Stack Core controllers. Based on the Semtech SX1262, the module supports several modulation modes across 868-923 MHz, with up to +22 dBm transmit power and -147 dBm receive sensitivity. Module13.2 adds an RP-SMA antenna interface, M5IOE1 I/O expansion, configurable pin routing, and selectable I2C addresses for multi-module stacking.

### Source excerpt

After launching the SX1262-based M5Stamp C6LoRa tiny module, M5Stack has launched two SX1262-based LoRa add-ons for the 868-923 MHz band: the tiny Stamp LoRa-1262 SMD module for custom PCBs, and the stackable Module13.2 LoRa-1262 module for the M5Stack Core series. The Stamp LoRa-1262 supports LoRa, FSK, GFSK, MSK, GMSK, and OOK modulation, with up to +22 dBm transmit power and -147 dBm receive sensitivity. The Module13.2 adds an RP-SMA antenna interface, an M5IOE1 IO expansion chip for reset and power management, and DIP switches for flexible pin routing and configurable I2C addresses, enabling multi-module stacking. Stamp LoRa-1262 SMD module M5Stack Stamp LoRa-1262 specifications: LoRa Transceiver - Semtech SX1262 Wireless Connectivity (LoRa) Frequency Band - 868 to 923 MHz Modulation Modes - LoRa, FSK, GFSK, MSK, GMSK, OOK Bitrate - Up to 300 kbps (programmable) Transmit power (Tx) - Up to +22 dBm Receive sensitivity (Rx) - Down to -147 dBm [...] The post M5Stack Module13.2 LoRa-1262 expansion board integrates 14x10 mm Stamp LoRa-1262 module appeared first on CNX Software - Embedded Systems News.

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