# open

Published articles for open.

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

## 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

## What to Expect at the Zephyr Project Meetup (September 19, 2026) - Buenos Aires, Argentina

DevFeed: [What to Expect at the Zephyr Project Meetup (September 19, 2026) - Buenos Aires, Argentina](<https://devfeed.tech/articles/what-to-expect-at-the-zephyr-project-meetup-september-19-2026-buenos-aires-argentina-27004.md>)

Original publisher: [Read original article](<https://www.zephyrproject.org/what-to-expect-at-the-zephyr-project-meetup-september-19-2026-buenos-aires-argentina/>)

Author: Susan Remmert

Published: 2026-09-15T22:12:26Z

Content type: article

Language: en

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

Topics: [Embedded Systems](<https://devfeed.tech/topics/embedded-systems.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Programming](<https://devfeed.tech/topics/programming.md>), [amazon](<https://devfeed.tech/topics/amazon.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [amazon](<https://devfeed.tech/tags/amazon.md>), [blog](<https://devfeed.tech/tags/blog.md>), [community](<https://devfeed.tech/tags/community.md>), [embedded](<https://devfeed.tech/tags/embedded.md>), [embedded-systems](<https://devfeed.tech/tags/embedded-systems.md>), [event](<https://devfeed.tech/tags/event.md>), [events](<https://devfeed.tech/tags/events.md>), [meetup](<https://devfeed.tech/tags/meetup.md>), [open](<https://devfeed.tech/tags/open.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [programming](<https://devfeed.tech/tags/programming.md>), [software-development](<https://devfeed.tech/tags/software-development.md>), [zephyr](<https://devfeed.tech/tags/zephyr.md>)

### AI overview

The article announces an in-person Zephyr Project Meetup in Buenos Aires on September 19, 2026, organized by Iomico. It describes the event's audience, schedule, technical presentations, and a talk on integrating Amazon Sidewalk's closed protocol into a Zephyr application.

### Source excerpt

The Zephyr Project community is heading to Buenos Aires, Argentina! Join us on Saturday, September 19, 2026, for an in-person Zephyr Project Meetup organized by Iomico. The event is open to developers, engineers, contributors, students, technology professionals, and anyone interested in open source, embedded systems programming, and software development. Whether you are an experienced Zephyr developer or are just beginning to explore embedded technologies, you are welcome to join.

## Sound Open Firmware 2.15 Released With AMD ACP 7.x Support, Intel UAOL

DevFeed: [Sound Open Firmware 2.15 Released With AMD ACP 7.x Support, Intel UAOL](<https://devfeed.tech/articles/sound-open-firmware-2-15-released-with-amd-acp-7-x-support-intel-uaol-26768.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/Sound-Open-Firmware-2.15>)

Author: Michael Larabel

Published: 2026-09-15T13:04:40Z

Content type: release

Language: en

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

Topics: [Embedded Software Dev](<https://devfeed.tech/topics/embedded-software-dev.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [intel](<https://devfeed.tech/topics/intel.md>), [Security](<https://devfeed.tech/topics/security.md>), [qemu](<https://devfeed.tech/topics/qemu.md>), [Xtensa](<https://devfeed.tech/topics/xtensa.md>), [Fuzzing/Fuzz testing](<https://devfeed.tech/topics/fuzzing.md>), [POSIX](<https://devfeed.tech/topics/posix.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [driver](<https://devfeed.tech/tags/driver.md>), [dsp](<https://devfeed.tech/tags/dsp.md>), [firmware](<https://devfeed.tech/tags/firmware.md>), [fuzzing](<https://devfeed.tech/tags/fuzzing.md>), [intel](<https://devfeed.tech/tags/intel.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](<https://devfeed.tech/tags/open.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>), [posix](<https://devfeed.tech/tags/posix.md>), [processor](<https://devfeed.tech/tags/processor.md>), [qemu](<https://devfeed.tech/tags/qemu.md>), [security](<https://devfeed.tech/tags/security.md>), [testing](<https://devfeed.tech/tags/testing.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>), [usb](<https://devfeed.tech/tags/usb.md>), [xtensa](<https://devfeed.tech/tags/xtensa.md>)

### AI overview

Sound Open Firmware 2.15 adds user-space, memory-protected module execution, AMD ACP 7.x and NXP i.MX8MP support, Intel UAOL USB audio offload, testing targets, security hardening, and new audio processing modules.

### Source excerpt

Sound Open Firmware as the open-source, vendor-independent audio DSP firmware stack and driver framework is out today with a new feature update...

## Apple Laid Off Around 100 Staff Working On Vision Pro, But Don't Panic

DevFeed: [Apple Laid Off Around 100 Staff Working On Vision Pro, But Don't Panic](<https://devfeed.tech/articles/apple-laid-off-around-100-staff-working-on-vision-pro-but-don-t-panic-17469.md>)

Original publisher: [Read original article](<https://www.uploadvr.com/apple-vision-pro-layoffs-2026-gaming-immersive-video/>)

Author: David Heaney

Published: 2026-09-14T13:06:59Z

Content type: news

Language: en

Sources: [UploadVR](<https://devfeed.tech/sources/uploadvr.md>)

Topics: [visionOS](<https://devfeed.tech/topics/visionos.md>), [Security](<https://devfeed.tech/topics/security.md>), [Meta](<https://devfeed.tech/topics/meta.md>)

Tags: [apple](<https://devfeed.tech/tags/apple.md>), [article](<https://devfeed.tech/tags/article.md>), [company](<https://devfeed.tech/tags/company.md>), [cost](<https://devfeed.tech/tags/cost.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [gaming](<https://devfeed.tech/tags/gaming.md>), [immersive-video](<https://devfeed.tech/tags/immersive-video.md>), [industry-news](<https://devfeed.tech/tags/industry-news.md>), [meta](<https://devfeed.tech/tags/meta.md>), [open](<https://devfeed.tech/tags/open.md>), [report](<https://devfeed.tech/tags/report.md>), [security](<https://devfeed.tech/tags/security.md>), [series](<https://devfeed.tech/tags/series.md>), [third-party](<https://devfeed.tech/tags/third-party.md>), [video](<https://devfeed.tech/tags/video.md>), [vision](<https://devfeed.tech/tags/vision.md>)

### AI overview

Apple laid off around 100 Vision Pro staff, largely shutting down its spatial gaming team and reducing its immersive video team. The cuts also affected security, spatial audio, Siri integration, and visionOS personnel, but Apple is not leaving the VR/MR market. The changes reflect limited gaming use and the high cost of producing immersive video. Apple may launch a slimmer, lighter successor headset around late 2028, although its continuation could depend on the wider headset market.

### Source excerpt

Apple laid off around 100 staff working on Vision Pro, including "largely shutting down" the spatial gaming team and downsizing the immersive video team, Bloomberg's Mark Gurman reported.

## The myth of killer AI is a self-serving attempt at regulatory capture

DevFeed: [The myth of killer AI is a self-serving attempt at regulatory capture](<https://devfeed.tech/articles/the-myth-of-killer-ai-is-a-self-serving-attempt-at-regulatory-capture-17405.md>)

Original publisher: [Read original article](<https://www.theregister.com/ai-and-ml/2026/09/14/the-myth-of-killer-ai-is-a-self-serving-attempt-at-regulatory-capture/5295978>)

Author: Brandon Vigliarolo

Published: 2026-09-14T10:00:00Z

Content type: opinion

Language: en

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

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

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-and-ml](<https://devfeed.tech/tags/ai-and-ml.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [models](<https://devfeed.tech/tags/models.md>), [open](<https://devfeed.tech/tags/open.md>), [openai](<https://devfeed.tech/tags/openai.md>), [podcast](<https://devfeed.tech/tags/podcast.md>), [tech-industry](<https://devfeed.tech/tags/tech-industry.md>)

### AI overview

The Kettle podcast discusses existential warnings about AI, arguing that fears of "killer AI" are being used by industry insiders as a self-serving attempt at regulatory capture. The episode also considers how such efforts could backfire and enable open models to gain influence.

### Source excerpt

Skynet is coming soon, and also there's this Nigerian prince with a $20 million fortune who wants to give it to you

## "Machine translation is still broken for most of the world's languages": Cohere builds non-reasoning for a reason

DevFeed: ["Machine translation is still broken for most of the world's languages": Cohere builds non-reasoning for a reason](<https://devfeed.tech/articles/machine-translation-is-still-broken-for-most-of-the-world-s-languages-cohere-builds-non-reasoning-for-a-reason-10829.md>)

Original publisher: [Read original article](<https://thenewstack.io/cohere-north-translate-sovereignty/>)

Author: Adrian Bridgwater

Published: 2026-09-13T14:21:46Z

Content type: news

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [Mixture of Experts (MoE)](<https://devfeed.tech/topics/mixture-of-experts-moe.md>), [cohere](<https://devfeed.tech/topics/cohere.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Benchmark](<https://devfeed.tech/topics/benchmark.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [qwen](<https://devfeed.tech/topics/qwen.md>), [gemma4](<https://devfeed.tech/topics/gemma4.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [aya](<https://devfeed.tech/tags/aya.md>), [benchmark](<https://devfeed.tech/tags/benchmark.md>), [cohere](<https://devfeed.tech/tags/cohere.md>), [gemma](<https://devfeed.tech/tags/gemma.md>), [google](<https://devfeed.tech/tags/google.md>), [inference](<https://devfeed.tech/tags/inference.md>), [large-language-models](<https://devfeed.tech/tags/large-language-models.md>), [mixture-of-experts-moe](<https://devfeed.tech/tags/mixture-of-experts-moe.md>), [model](<https://devfeed.tech/tags/model.md>), [open](<https://devfeed.tech/tags/open.md>), [qwen](<https://devfeed.tech/tags/qwen.md>)

### AI overview

Cohere's North Small Translate is an open-weight mixture-of-experts machine translation model covering 50 languages. The article discusses its non-reasoning design, sovereign AI positioning, deployment options, efficiency claims, and reported WMT26 benchmark comparisons.

### Source excerpt

Enterprise AI company Cohere announced North Small Translate last week, a mixture-of-experts (MOE) open-weight machine translation model that works across The post "Machine translation is still broken for most of the world's languages": Cohere builds non-reasoning for a reason appeared first on The New Stack.

## Teaching AI to Reason Through Detection Triage

DevFeed: [Teaching AI to Reason Through Detection Triage](<https://devfeed.tech/articles/teaching-ai-to-reason-through-detection-triage-8310.md>)

Original publisher: [Read original article](<https://www.crowdstrike.com/en-us/blog/teaching-ai-to-reason-through-detection-triage/>)

Author: Amol Khanna - Manu Nandan - Cristian Viorel Popa - Joan Pujol-Roig - Diana Bolocan - Laura Vasilie - Alexandru Apostu - Chase Helwig - Mihaela Gaman - Mickey Brautbar - Edward Raff - Chase Midler - Sv

Published: 2026-09-12T11:17:51.295154Z

Content type: article

Language: en

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

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-soc](<https://devfeed.tech/tags/agentic-soc.md>), [ai](<https://devfeed.tech/tags/ai.md>), [automation](<https://devfeed.tech/tags/automation.md>), [chain-of-thought](<https://devfeed.tech/tags/chain-of-thought.md>), [classification](<https://devfeed.tech/tags/classification.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [language-models](<https://devfeed.tech/tags/language-models.md>), [llm](<https://devfeed.tech/tags/llm.md>), [model](<https://devfeed.tech/tags/model.md>), [nemotron](<https://devfeed.tech/tags/nemotron.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [open](<https://devfeed.tech/tags/open.md>), [reasoning](<https://devfeed.tech/tags/reasoning.md>), [research](<https://devfeed.tech/tags/research.md>), [security](<https://devfeed.tech/tags/security.md>), [soc](<https://devfeed.tech/tags/soc.md>), [windows](<https://devfeed.tech/tags/windows.md>)

### AI overview

CrowdStrike describes research on a reasoning-enabled language-model classifier for security detection triage. The model produces a verdict and an auditable rationale, with the stated goals of improving accuracy, transparency, and safe alert automation.

### Source excerpt

New CrowdStrike research shows how step-by-step reasoning can improve detection triage accuracy, transparency, and safe automation.

## How to use Google microbenchmarks for evaluating TPU performance

DevFeed: [How to use Google microbenchmarks for evaluating TPU performance](<https://devfeed.tech/articles/how-to-use-google-microbenchmarks-for-evaluating-tpu-performance-4213.md>)

Original publisher: [Read original article](<https://developers.googleblog.com/how-to-use-google-microbenchmarks-for-evaluating-tpu-performance/>)

Author: Junjie Qian; Chi Shuen Lee; Yu-Hsuan (Amy) Lin; Haixiong (Sean) Wang

Published: 2026-09-12T11:04:33.891311Z

Content type: tutorial

Language: en

Sources: [Google Developers Blog](<https://devfeed.tech/sources/google-developers-blog.md>)

Topics: [Google AI](<https://devfeed.tech/topics/google-ai.md>), [Inference Performance](<https://devfeed.tech/topics/inference-performance.md>)

Tags: [architecture](<https://devfeed.tech/tags/architecture.md>), [benchmarks](<https://devfeed.tech/tags/benchmarks.md>), [compute](<https://devfeed.tech/tags/compute.md>), [developers](<https://devfeed.tech/tags/developers.md>), [google](<https://devfeed.tech/tags/google.md>), [guides](<https://devfeed.tech/tags/guides.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [memory](<https://devfeed.tech/tags/memory.md>), [mesh](<https://devfeed.tech/tags/mesh.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [model](<https://devfeed.tech/tags/model.md>), [open](<https://devfeed.tech/tags/open.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [performance](<https://devfeed.tech/tags/performance.md>), [scale](<https://devfeed.tech/tags/scale.md>), [software](<https://devfeed.tech/tags/software.md>), [tpu](<https://devfeed.tech/tags/tpu.md>)

### AI overview

A tutorial on using Google's TPU microbenchmark suite to measure network, compute, memory, host-transfer, and attention performance. The results can establish a Roofline baseline and guide workload-specific optimization.

### Source excerpt

Google's open-source TPU microbenchmark suite provides developers with granular performance metrics across Network, Compute, HBM, Host Transfer, and Attention components to validate real-world hardware capabilities. By leveraging these benchmarks to establish a Roofline model, engineers can accurately diagnose whether their machine learning workloads are compute-, memory-, or network-bound. This empirical baseline directly guides targeted software optimizations--such as kernel tuning, mesh sharding, and rematerialization--to maximize hardware utilization for large-scale model deployments.

## Cohere's new translation model is open weights -- but not for commercial use

DevFeed: [Cohere's new translation model is open weights -- but not for commercial use](<https://devfeed.tech/articles/cohere-s-new-translation-model-is-open-weights-but-not-for-commercial-use-8474.md>)

Original publisher: [Read original article](<https://thenewstack.io/cohere-translation-commercial-licensing/>)

Author: Meredith Shubel

Published: 2026-09-11T17:50:11Z

Content type: news

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [Inference](<https://devfeed.tech/topics/inference.md>), [moe](<https://devfeed.tech/topics/moe.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [ai-strategy](<https://devfeed.tech/tags/ai-strategy.md>), [api](<https://devfeed.tech/tags/api.md>), [cohere](<https://devfeed.tech/tags/cohere.md>), [hugging-face](<https://devfeed.tech/tags/hugging-face.md>), [inference](<https://devfeed.tech/tags/inference.md>), [mixture-of-experts](<https://devfeed.tech/tags/mixture-of-experts.md>), [model](<https://devfeed.tech/tags/model.md>), [models](<https://devfeed.tech/tags/models.md>), [open](<https://devfeed.tech/tags/open.md>), [production](<https://devfeed.tech/tags/production.md>), [release](<https://devfeed.tech/tags/release.md>)

### AI overview

Cohere released North Small Translate 1.0 as open weights under CC BY-NC 4.0, allowing download, evaluation, and study but requiring a commercial agreement for production use. Commercial deployment requires a license and use of Cohere's managed Model Vault platform.

### Source excerpt

This week, Cohere released North Small Translate 1.0 under a CC BY-NC 4.0 license: the weights are there to download, The post Cohere's new translation model is open weights -- but not for commercial use appeared first on The New Stack.

## Patches Ready For AMDGPU HDMI 2.1 Enabled By Default With Linux 7.4 With FreeSync, VRR & ALLM

DevFeed: [Patches Ready For AMDGPU HDMI 2.1 Enabled By Default With Linux 7.4 With FreeSync, VRR & ALLM](<https://devfeed.tech/articles/patches-ready-for-amdgpu-hdmi-2-1-enabled-by-default-with-linux-7-4-with-freesync-vrr-allm-12416.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/Linux-7.4-AMDGPU-HDMI-2.1-Go>)

Author: Michael Larabel

Published: 2026-09-11T10:39:00Z

Content type: news

Language: en

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

Topics: [hdmi](<https://devfeed.tech/topics/hdmi.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [Low Latency](<https://devfeed.tech/topics/low-latency.md>), [Code](<https://devfeed.tech/topics/code.md>)

Tags: [code](<https://devfeed.tech/tags/code.md>), [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [driver](<https://devfeed.tech/tags/driver.md>), [gaming](<https://devfeed.tech/tags/gaming.md>), [graphics](<https://devfeed.tech/tags/graphics.md>), [hdmi](<https://devfeed.tech/tags/hdmi.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [latency](<https://devfeed.tech/tags/latency.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-performance](<https://devfeed.tech/tags/linux-performance.md>), [linux-server-benchmarks](<https://devfeed.tech/tags/linux-server-benchmarks.md>), [low-latency](<https://devfeed.tech/tags/low-latency.md>), [open](<https://devfeed.tech/tags/open.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>), [release](<https://devfeed.tech/tags/release.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>), [updates](<https://devfeed.tech/tags/updates.md>)

### AI overview

The article reports that most AMDGPU HDMI 2.1 support is expected to merge for Linux 7.4 and be enabled by default. The work includes FreeSync, VRR, ALLM, and HDMI FRL support, along with updates to AMD graphics and display engines.

### Source excerpt

Linux 7.4 is now set to reach the elusive milestone of HDMI 2.1 support for the AMDGPU kernel graphics driver. After the HDMI Forum previously rejected HDMI 2.1 for the AMDGPU open-source driver implementation going back years, earlier this year something changed -- widely speculated to be with Valve's involvement -- that HDMI 2.1 patches began appearing for the AMDGPU driver. With the upcoming Linux 7.4 cycle, the bulk of that work will now be in place and enabled by default...

## Palantir and NVIDIA Deploy a Sovereign Nemotron Supply Chain Stack, Starting With the 1.3 Million Parts in Every Vera Rubin Rack

DevFeed: [Palantir and NVIDIA Deploy a Sovereign Nemotron Supply Chain Stack, Starting With the 1.3 Million Parts in Every Vera Rubin Rack](<https://devfeed.tech/articles/palantir-and-nvidia-deploy-a-sovereign-nemotron-supply-chain-stack-starting-with-the-1-3-million-parts-in-every-vera-rubin-rack-12372.md>)

Original publisher: [Read original article](<https://www.storagereview.com/news/palantir-and-nvidia-deploy-a-sovereign-nemotron-supply-chain-stack-starting-with-the-1-3-million-parts-in-every-vera-rubin-rack>)

Author: Harold Fritts

Published: 2026-09-10T20:56:11Z

Content type: news

Language: en

Sources: [StorageReview.com](<https://devfeed.tech/sources/storagereview-com.md>)

Topics: [Nemotron](<https://devfeed.tech/topics/nemotron.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Vera Rubin](<https://devfeed.tech/topics/vera-rubin.md>), [AI Infrastructure](<https://devfeed.tech/topics/ai-infrastructure.md>), [AI Platform](<https://devfeed.tech/topics/ai-platform.md>), [cuOpt](<https://devfeed.tech/topics/cuopt.md>), [Complex Systems](<https://devfeed.tech/topics/complex-systems.md>), [Optimization](<https://devfeed.tech/topics/optimization.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [complex-systems](<https://devfeed.tech/tags/complex-systems.md>), [cuopt](<https://devfeed.tech/tags/cuopt.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [models](<https://devfeed.tech/tags/models.md>), [nemotron](<https://devfeed.tech/tags/nemotron.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [open](<https://devfeed.tech/tags/open.md>), [optimization](<https://devfeed.tech/tags/optimization.md>), [supply-chain](<https://devfeed.tech/tags/supply-chain.md>), [systems](<https://devfeed.tech/tags/systems.md>), [vera-rubin](<https://devfeed.tech/tags/vera-rubin.md>)

### AI overview

Palantir and NVIDIA have deployed a sovereign AI stack for supply chain operations, initially using NVIDIA's own Vera Rubin supply chain as the first customer. The system combines Nemotron open models with Palantir Foundry and AIP, NVIDIA NeMo Data Libraries, and cuOpt to support materials allocation, scenario planning, optimization, and risk detection while keeping final decisions with supply chain experts.

### Source excerpt

Palantir and NVIDIA have built a sovereign AI stack for supply chain operations and are running it first inside NVIDIA's own supply chain, the one that has to line up 1.3 million parts for every Vera Rubin rack. The stack brings NVIDIA Nemotron open models into Palantir Foundry and its Artificial Intelligence Platform (AIP), grounded The post Palantir and NVIDIA Deploy a Sovereign Nemotron Supply Chain Stack, Starting With the 1.3 Million Parts in Every Vera Rubin Rack appeared first on StorageReview.com.

## Mistral wants open-weight AI to compete at the frontier. It just raised $3.5 billion to do it.

DevFeed: [Mistral wants open-weight AI to compete at the frontier. It just raised $3.5 billion to do it.](<https://devfeed.tech/articles/mistral-wants-open-weight-ai-to-compete-at-the-frontier-it-just-raised-3-5-billion-to-do-it-8482.md>)

Original publisher: [Read original article](<https://thenewstack.io/mistral-funding-open-infrastructure/>)

Author: Meredith Shubel

Published: 2026-09-10T19:37:30Z

Content type: news

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [Model Development](<https://devfeed.tech/topics/model-development.md>), [Training AI Models](<https://devfeed.tech/topics/training-ai-models.md>), [anthropic](<https://devfeed.tech/topics/anthropic.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [compute](<https://devfeed.tech/tags/compute.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [models](<https://devfeed.tech/tags/models.md>), [news](<https://devfeed.tech/tags/news.md>), [open](<https://devfeed.tech/tags/open.md>), [training](<https://devfeed.tech/tags/training.md>)

### AI overview

Mistral's EUR 3 billion Series D is presented as a bet that open-weight AI needs accompanying compute and infrastructure to reduce dependence on concentrated model and chip providers.

### Source excerpt

This week, Mistral announced it raised EUR 3 billion in a Series D funding round, pushing its post-money valuation past EUR 21 The post Mistral wants open-weight AI to compete at the frontier. It just raised $3.5 billion to do it. appeared first on The New Stack.

## Unifying governance across engines and catalogs in the Open Lakehouse

DevFeed: [Unifying governance across engines and catalogs in the Open Lakehouse](<https://devfeed.tech/articles/unifying-governance-across-engines-and-catalogs-in-the-open-lakehouse-11545.md>)

Original publisher: [Read original article](<https://www.databricks.com/blog/unifying-governance-across-engines-and-catalogs-open-lakehouse>)

Author: Daniel Weeks; Ryan Blue; Andrei Tserakhau

Published: 2026-09-10T15:05:10Z

Content type: article

Language: en

Sources: [Databricks](<https://devfeed.tech/sources/databricks.md>)

Topics: [Apache Iceberg](<https://devfeed.tech/topics/apache-iceberg.md>), [data](<https://devfeed.tech/topics/data.md>), [databricks](<https://devfeed.tech/topics/databricks.md>), [Apache Spark](<https://devfeed.tech/topics/spark.md>), [DuckDB](<https://devfeed.tech/topics/duckdb.md>)

Tags: [apache](<https://devfeed.tech/tags/apache.md>), [apis](<https://devfeed.tech/tags/apis.md>), [catalog](<https://devfeed.tech/tags/catalog.md>), [data](<https://devfeed.tech/tags/data.md>), [databricks](<https://devfeed.tech/tags/databricks.md>), [duckdb](<https://devfeed.tech/tags/duckdb.md>), [governance](<https://devfeed.tech/tags/governance.md>), [open](<https://devfeed.tech/tags/open.md>), [product](<https://devfeed.tech/tags/product.md>), [spark](<https://devfeed.tech/tags/spark.md>)

### AI overview

The article examines two additions to the Apache Iceberg REST Catalog specification: read restrictions and catalog labels. It explains how they support governance across catalogs and engines, including centralized and delegated enforcement, and discusses trust requirements for engines such as Spark, DuckDB, and Trino.

### Source excerpt

In our previous posts, we showed how open table formats, open APIs and unified governance...

## What to expect at the Zephyr Project Meetup (September 17, 2026) - Zurich, Switzerland

DevFeed: [What to expect at the Zephyr Project Meetup (September 17, 2026) - Zurich, Switzerland](<https://devfeed.tech/articles/what-to-expect-at-the-zephyr-project-meetup-september-17-2026-zurich-switzerland-13983.md>)

Original publisher: [Read original article](<https://www.zephyrproject.org/what-to-expect-at-the-zephyr-project-meetup-september-17-2026-zurich-switzerland/>)

Author: Susan Remmert

Published: 2026-09-10T05:00:25Z

Content type: news

Language: en

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

Topics: [Embedded Systems](<https://devfeed.tech/topics/embedded-systems.md>), [Embedded Software Dev](<https://devfeed.tech/topics/embedded-software-dev.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [systems](<https://devfeed.tech/topics/systems.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Software](<https://devfeed.tech/topics/software.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [blog](<https://devfeed.tech/tags/blog.md>), [community](<https://devfeed.tech/tags/community.md>), [developers](<https://devfeed.tech/tags/developers.md>), [embedded](<https://devfeed.tech/tags/embedded.md>), [embedded-systems](<https://devfeed.tech/tags/embedded-systems.md>), [event](<https://devfeed.tech/tags/event.md>), [events](<https://devfeed.tech/tags/events.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [meetup](<https://devfeed.tech/tags/meetup.md>), [open](<https://devfeed.tech/tags/open.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [software](<https://devfeed.tech/tags/software.md>), [software-engineer](<https://devfeed.tech/tags/software-engineer.md>), [switzerland](<https://devfeed.tech/tags/switzerland.md>), [talk](<https://devfeed.tech/tags/talk.md>), [technical](<https://devfeed.tech/tags/technical.md>), [zephyr](<https://devfeed.tech/tags/zephyr.md>)

### AI overview

The Zephyr Project community will hold an in-person meetup in Zurich, Switzerland, on September 17, 2026. The event will include technical presentations, networking, and discussions about Zephyr development, hardware, developer tools, and embedded systems.

### Source excerpt

The Zephyr Project community is heading to Zurich, Switzerland! Join us on Thursday, September 17, 2026, for an in-person Zephyr Project Meetup organized by Zoi TechCon GmbH. The meetup will take place at Westhive Kitchen, Hardturmstrasse 161, 8005 Zürich, Switzerland. The event is open to developers, engineers, contributors, students, technology professionals, and anyone interested in open source and embedded systems.

## 2026 APNIC Survey report released

DevFeed: [2026 APNIC Survey report released](<https://devfeed.tech/articles/2026-apnic-survey-report-released-10864.md>)

Original publisher: [Read original article](<https://blog.apnic.net/2026/09/10/2026-apnic-survey-report-released/>)

Author: Dale Roberts

Published: 2026-09-10T03:21:38Z

Content type: article

Language: en

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

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

Tags: [apnic-62](<https://devfeed.tech/tags/apnic-62.md>), [apnic-survey](<https://devfeed.tech/tags/apnic-survey.md>), [blog](<https://devfeed.tech/tags/blog.md>), [community](<https://devfeed.tech/tags/community.md>), [executive](<https://devfeed.tech/tags/executive.md>), [india](<https://devfeed.tech/tags/india.md>), [internet](<https://devfeed.tech/tags/internet.md>), [open](<https://devfeed.tech/tags/open.md>), [research](<https://devfeed.tech/tags/research.md>), [responses](<https://devfeed.tech/tags/responses.md>), [september-2026](<https://devfeed.tech/tags/september-2026.md>), [survey](<https://devfeed.tech/tags/survey.md>)

### AI overview

The 2026 APNIC Survey report is available, presenting feedback from 1,385 valid responses about APNIC's performance, priorities, and future direction. A summary will be discussed at APNIC 62 in Mumbai, with the findings and a later response from the Executive Council forming part of APNIC's strategic planning.

### Source excerpt

The 2026 APNIC Survey report is now available, providing valuable feedback from Members and the wider Internet community on APNIC's performance, priorities, and future direction.

## ICYMI: What landed for AI builders in August 2026

DevFeed: [ICYMI: What landed for AI builders in August 2026](<https://devfeed.tech/articles/icymi-what-landed-for-ai-builders-in-august-2026-4735.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/machine-learning/icymi-what-landed-for-ai-builders-in-august-2026/>)

Author: Tanvi Girinath

Published: 2026-09-09T20:01:03Z

Content type: news

Language: en

Sources: [Artificial Intelligence](<https://devfeed.tech/sources/artificial-intelligence.md>)

Topics: [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Caching](<https://devfeed.tech/topics/caching.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [amazon-bedrock](<https://devfeed.tech/tags/amazon-bedrock.md>), [amazon-bedrock-agentcore](<https://devfeed.tech/tags/amazon-bedrock-agentcore.md>), [announcements](<https://devfeed.tech/tags/announcements.md>), [caching](<https://devfeed.tech/tags/caching.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [govcloud](<https://devfeed.tech/tags/govcloud.md>), [inference](<https://devfeed.tech/tags/inference.md>), [intermediate-200](<https://devfeed.tech/tags/intermediate-200.md>), [latency](<https://devfeed.tech/tags/latency.md>), [open](<https://devfeed.tech/tags/open.md>), [robots](<https://devfeed.tech/tags/robots.md>), [updates](<https://devfeed.tech/tags/updates.md>)

### AI overview

A recap of August 2026 Amazon Bedrock, AgentCore, and Strands updates for AI builders, including expanded context windows, inference, long-running agents, GovCloud availability, and robot deployment.

### Source excerpt

A recap of August 2026 launches for AI builders across Amazon Bedrock, Amazon Bedrock AgentCore, and Strands: million-token context for OpenAI models, cross-Region inference, agents that run for up to 14 days on dedicated compute, expanded AWS GovCloud availability, and Strands Robots for physical deployment.

## Built for agents: Omarchy's pipeline moves to DigitalOcean

DevFeed: [Built for agents: Omarchy's pipeline moves to DigitalOcean](<https://devfeed.tech/articles/built-for-agents-omarchy-s-pipeline-moves-to-digitalocean-19872.md>)

Original publisher: [Read original article](<https://www.digitalocean.com/blog/digitalocean-joins-omacom-foundation>)

Author: Paddy Srinivasan

Published: 2026-09-09T15:30:15Z

Content type: release

Language: en

Sources: [DigitalOcean](<https://devfeed.tech/sources/digitalocean.md>)

Topics: [Digital Ocean](<https://devfeed.tech/topics/digital-ocean.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [Maintainers](<https://devfeed.tech/topics/maintainers.md>), [Pull Request](<https://devfeed.tech/topics/pull-request.md>), [Testing](<https://devfeed.tech/topics/testing.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agents](<https://devfeed.tech/tags/agents.md>), [compute](<https://devfeed.tech/tags/compute.md>), [digitalocean](<https://devfeed.tech/tags/digitalocean.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [linux](<https://devfeed.tech/tags/linux.md>), [maintainers](<https://devfeed.tech/tags/maintainers.md>), [news](<https://devfeed.tech/tags/news.md>), [open](<https://devfeed.tech/tags/open.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [qa](<https://devfeed.tech/tags/qa.md>), [review](<https://devfeed.tech/tags/review.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>)

### AI overview

DigitalOcean is becoming the agentic compute provider for Omarchy, a keyboard-first Linux desktop built on Arch and Hyprland. Omarchy's production pipeline, packaging builds, pull request review agents, and QA testing now run on DigitalOcean infrastructure.

### Source excerpt

Omarchy is a keyboard-first Linux desktop built on Arch and Hyprland by David Heinemeier Hansson (DHH), and its production pipeline, packaging builds, PR review agents, and QA testing, now run on DigitalOcean. Agent workloads don't behave like a typical web server. They're bursty and parallel: an agent spins up, does one job, and shuts down. Omarchy's pipeline is a real example of that pattern, and DigitalOcean infrastructure complements its needs. A single doctl command can provision a Droplet, run the job, call separately configured inference services, and destroy the Droplet when the work is done. Alongside the infrastructure move, DigitalOcean is joining the Omacom Foundation, the nonprofit that funds Omarchy's infrastructure and the open source projects it depends on, as a Founding Corporate Patron, and will serve as Omarchy's agentic compute provider. "I'm thrilled to have DigitalOcean become a Founding Corporate Patron of the Omacom Foundation, and our new agentic compute provider as well. We have such grand ambitions for Omarchy, and it's time we upgrade our technical infrastructure to match. Whether it's build servers for packaging, agent runners for PR reviews, or Droplets for QA testing, DigitalOcean simply has everything we need. They also have the right mindset for the future and our new age of agents. Couldn't imagine a better fit!" -- David Heinemeier Hansson, creator of Omarchy What's Next Coming soon, DigitalOcean and Omarchy plan to release a 1-click Omarchy Droplet available through the DigitalOcean Marketplace, enabling developers to quickly deploy the same environment used by the maintainers.

## K2 Horizon just shipped as six new fully open models -- developers aren't fully convinced

DevFeed: [K2 Horizon just shipped as six new fully open models -- developers aren't fully convinced](<https://devfeed.tech/articles/k2-horizon-just-shipped-as-six-new-fully-open-models-developers-aren-t-fully-convinced-8479.md>)

Original publisher: [Read original article](<https://thenewstack.io/k2-horizon-fully-open/>)

Author: Adrian Bridgwater

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

Content type: news

Language: en

Sources: [The New Stack](<https://devfeed.tech/sources/the-new-stack.md>)

Topics: [Open Source Models & Datasets](<https://devfeed.tech/topics/open-source-models-datasets.md>), [foundation-models](<https://devfeed.tech/topics/foundation-models.md>), [Training AI Models](<https://devfeed.tech/topics/training-ai-models.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-models](<https://devfeed.tech/tags/ai-models.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [foundation-models](<https://devfeed.tech/tags/foundation-models.md>), [open](<https://devfeed.tech/tags/open.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [release](<https://devfeed.tech/tags/release.md>), [training](<https://devfeed.tech/tags/training.md>)

### AI overview

The Institute of Foundation Models introduced K2 Horizon, a six-model open-source foundation-model fleet. The article examines its promised release of training artifacts and notes that some data, code, checkpoints, and a final 32B model were not yet available at launch.

### Source excerpt

Based in the Emirati capital, Abu Dhabi, the Institute of Foundation Models (IFM) introduced K2 Horizon last week. This group The post K2 Horizon just shipped as six new fully open models -- developers aren't fully convinced appeared first on The New Stack.

## Mistral raises EUR 3B to make sovereign, open-weight AI the technology frontier

DevFeed: [Mistral raises EUR 3B to make sovereign, open-weight AI the technology frontier](<https://devfeed.tech/articles/mistral-raises-3b-to-make-sovereign-open-weight-ai-the-technology-frontier-7061.md>)

Original publisher: [Read original article](<https://mistral.ai/news/mistral-makes-sovereign-open-weight-ai-to-frontier/>)

Published: 2026-09-08T12:00:22Z

Content type: news

Language: en

Sources: [Mistral AI Blog](<https://devfeed.tech/sources/mistral-ai-blog.md>)

Topics: [AI Chat](<https://devfeed.tech/topics/ai-chat.md>), [data-governance](<https://devfeed.tech/topics/data-governance.md>), [samsung](<https://devfeed.tech/topics/samsung.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [data-governance](<https://devfeed.tech/tags/data-governance.md>), [generative-ai](<https://devfeed.tech/tags/generative-ai.md>), [open](<https://devfeed.tech/tags/open.md>), [samsung](<https://devfeed.tech/tags/samsung.md>)

### AI overview

Mistral announced a EUR 3 billion Series D round to expand frontier AI research, compute capacity, infrastructure, and international commercial growth. The article presents its open-weight, full-stack approach as a way for organizations to retain control over data, models, compute, and production systems.

### Source excerpt

Mistral today announced that it has raised EUR 3 billion in a Series D funding round at a post-money valuation of more than EUR 21 billion.

## Devenv 2.3: Portless and TUI configuration

DevFeed: [Devenv 2.3: Portless and TUI configuration](<https://devfeed.tech/articles/devenv-2-3-portless-and-tui-configuration-31348.md>)

Original publisher: [Read original article](<https://discourse.nixos.org/t/devenv-2-3-portless-and-tui-configuration/79969>)

Author: domenkozar

Published: 2026-09-07T13:59:38Z

Content type: release

Language: en

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

Topics: [Nix](<https://devfeed.tech/topics/nix.md>), [Pingora](<https://devfeed.tech/topics/pingora.md>), [Text-based user interface](<https://devfeed.tech/topics/tui.md>), [proxy](<https://devfeed.tech/topics/proxy.md>), [Processes](<https://devfeed.tech/topics/processes.md>), [configuration](<https://devfeed.tech/topics/configuration.md>)

Tags: [announcements](<https://devfeed.tech/tags/announcements.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [docker](<https://devfeed.tech/tags/docker.md>), [llms](<https://devfeed.tech/tags/llms.md>), [localhost](<https://devfeed.tech/tags/localhost.md>), [open](<https://devfeed.tech/tags/open.md>), [pingora](<https://devfeed.tech/tags/pingora.md>), [processes](<https://devfeed.tech/tags/processes.md>), [proxy](<https://devfeed.tech/tags/proxy.md>), [python](<https://devfeed.tech/tags/python.md>)

### AI overview

Devenv 2.3 introduces an opt-in localhost proxy using Pingora for stable process URLs, configurable TUI settings, a dotenv parser, improved process cleanup, credential helpers in SecretSpec 0.20, and a smaller devenv closure.

### Source excerpt

The new opt-in localhost proxy (using Pingora) gives your processes stable URLs, even when automatic port allocation changes the underlying port: { pkgs, config, ... }: { process.proxy.enable = true; processes.web = { exec = "${pkgs.python3}/bin/python -m http.server $PORT"; ports.http.allocate = 8000; env.PORT = builtins.toString config.processes.web.ports.http.value; }; } Run devenv up and open http://web.<project-name>.localhost. You can override hostnames per process or port and enable HTTPS per process. The TUI now has a personal configuration file for statusline placement, colors, keybindings, and log behavior. You can also hide the statusline or disable the (devenv) prompt prefix. Other highlights: multiverse.pins resolves multiple package versions through the fewest nixpkgs revisions. A new dotenv parser supports quotes, multiline values, variable substitution, and ordered files. SecretSpec 0.20 adds Git and Docker credential helpers and five new providers. Process shutdown and cleanup are more reliable. The devenv closure shrank from 528 MB to 376 MB. nixpkgs PR devenv devenv 2.3: Portless and TUI configuration Fast, Declarative, Reproducible, and Composable Developer Environments using Nix. LLMs have been used 1 post - 1 participant Read full topic

## An RTOS for Ages Two and Up -- Zephyr Podcast #049

DevFeed: [An RTOS for Ages Two and Up -- Zephyr Podcast #049](<https://devfeed.tech/articles/an-rtos-for-ages-two-and-up-zephyr-podcast-049-13977.md>)

Original publisher: [Read original article](<https://www.zephyrproject.org/an-rtos-for-ages-two-and-up-zephyr-podcast-049/>)

Author: Benjamin Cabé

Published: 2026-09-04T20:01:01Z

Content type: article

Language: en

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

Topics: [Embedded Software Dev](<https://devfeed.tech/topics/embedded-software-dev.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Arduino](<https://devfeed.tech/topics/arduino.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [Maintainers](<https://devfeed.tech/topics/maintainers.md>), [GitHub](<https://devfeed.tech/topics/github.md>), [Robotics](<https://devfeed.tech/topics/robotics.md>), [Wi-Fi](<https://devfeed.tech/topics/wi-fi.md>)

Tags: [arduino](<https://devfeed.tech/tags/arduino.md>), [blog](<https://devfeed.tech/tags/blog.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [firmware](<https://devfeed.tech/tags/firmware.md>), [github](<https://devfeed.tech/tags/github.md>), [halow](<https://devfeed.tech/tags/halow.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [harness](<https://devfeed.tech/tags/harness.md>), [maintainers](<https://devfeed.tech/tags/maintainers.md>), [open](<https://devfeed.tech/tags/open.md>), [podcast](<https://devfeed.tech/tags/podcast.md>), [robotics](<https://devfeed.tech/tags/robotics.md>), [test](<https://devfeed.tech/tags/test.md>), [zephyr](<https://devfeed.tech/tags/zephyr.md>)

### AI overview

Zephyr Podcast episode 049 covers open-firmware hardware that does not yet run Zephyr, hardware-in-the-loop testing with Twister's pytest harness, project growth and contributors, Arduino Core for Zephyr 1.0, maintainer news, new drivers and subsystems, Wi-Fi HaLow support, and Zephyr's robotics community.

### Source excerpt

The Dato DUO and the Teenage Engineering catalogue: lovely open-firmware noise machines that do not run Zephyr ...yet! Using the pytest harness in Twister to coordinate a device under test...

## Open by design: How Elastic supports MOSA, the DoD's Modular Open Systems Approach

DevFeed: [Open by design: How Elastic supports MOSA, the DoD's Modular Open Systems Approach](<https://devfeed.tech/articles/open-by-design-how-elastic-supports-mosa-the-dod-s-modular-open-systems-approach-4825.md>)

Original publisher: [Read original article](<https://www.elastic.co/blog/how-elastic-supports-mosa-modular-open-systems-approach>)

Author: Woody Walton

Published: 2026-09-04T00:00:00Z

Content type: article

Language: en

Sources: [Elastic Blog - Elasticsearch, Kibana, and ELK Stack](<https://devfeed.tech/sources/elastic-blog-elasticsearch-kibana-and-elk-stack.md>)

Topics: [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [data](<https://devfeed.tech/topics/data.md>), [Instrumentation](<https://devfeed.tech/topics/instrumentation.md>), [telemetry](<https://devfeed.tech/topics/telemetry.md>)

Tags: [acquisition](<https://devfeed.tech/tags/acquisition.md>), [analytics](<https://devfeed.tech/tags/analytics.md>), [data](<https://devfeed.tech/tags/data.md>), [defense-government-open-source-standards](<https://devfeed.tech/tags/defense-government-open-source-standards.md>), [design](<https://devfeed.tech/tags/design.md>), [elasticsearch-platform](<https://devfeed.tech/tags/elasticsearch-platform.md>), [government-public-sector](<https://devfeed.tech/tags/government-public-sector.md>), [instrumentation](<https://devfeed.tech/tags/instrumentation.md>), [integration](<https://devfeed.tech/tags/integration.md>), [open](<https://devfeed.tech/tags/open.md>), [opentelemetry](<https://devfeed.tech/tags/opentelemetry.md>), [scalability](<https://devfeed.tech/tags/scalability.md>), [systems](<https://devfeed.tech/tags/systems.md>)

### AI overview

Elastic explains how its data and analytics platform can support the US Department of Defense Modular Open Systems Approach through modularity, open standards, and component removability.

### Source excerpt

Major US defense acquisition programs are required to be designed around a Modular Open Systems Approach (MOSA). Here's what program offices need to know about how Elastic can support MOSA at the data and analytics layer.

## The Pulse: tech companies move to open AI models

DevFeed: [The Pulse: tech companies move to open AI models](<https://devfeed.tech/articles/the-pulse-tech-companies-move-to-open-ai-models-18185.md>)

Original publisher: [Read original article](<https://newsletter.pragmaticengineer.com/p/the-pulse-tech-companies-move-to>)

Author: Gergely Orosz

Published: 2026-09-03T17:00:14Z

Content type: article

Language: en

Sources: [The Pragmatic Engineer](<https://devfeed.tech/sources/the-pragmatic-engineer.md>)

Topics: [AI Models](<https://devfeed.tech/topics/ai-models.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>)

Tags: [ai-models](<https://devfeed.tech/tags/ai-models.md>), [automated](<https://devfeed.tech/tags/automated.md>), [cost](<https://devfeed.tech/tags/cost.md>), [maintenance](<https://devfeed.tech/tags/maintenance.md>), [open](<https://devfeed.tech/tags/open.md>)

### AI overview

Cost-saving efforts reportedly show that moving simpler workloads to open AI models can reduce AI bills by about 50%. The article also covers automated software maintenance experience.

### Source excerpt

Cost-saving efforts reveal that moving simpler workloads to open AI models is the easiest way to save ~50% on AI bills. Also: automated software maintenance experience, and more

## Building an Adaptive Agentic Cybersecurity System with NVIDIA Nemotron

DevFeed: [Building an Adaptive Agentic Cybersecurity System with NVIDIA Nemotron](<https://devfeed.tech/articles/building-an-adaptive-agentic-cybersecurity-system-with-nvidia-nemotron-6770.md>)

Original publisher: [Read original article](<https://developer.nvidia.com/blog/building-an-adaptive-agentic-cybersecurity-system-with-nvidia-nemotron/>)

Author: Michelle Horton

Published: 2026-09-01T17:00:04Z

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: [AI Bots](<https://devfeed.tech/topics/ai-bots.md>)

Tags: [agentic](<https://devfeed.tech/tags/agentic.md>), [agentic-ai-generative-ai](<https://devfeed.tech/tags/agentic-ai-generative-ai.md>), [ai](<https://devfeed.tech/tags/ai.md>), [attacks](<https://devfeed.tech/tags/attacks.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [models](<https://devfeed.tech/tags/models.md>), [nemo](<https://devfeed.tech/tags/nemo.md>), [nemotron](<https://devfeed.tech/tags/nemotron.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [open](<https://devfeed.tech/tags/open.md>), [orchestration](<https://devfeed.tech/tags/orchestration.md>), [security-for-ai](<https://devfeed.tech/tags/security-for-ai.md>), [telemetry](<https://devfeed.tech/tags/telemetry.md>), [testing](<https://devfeed.tech/tags/testing.md>), [top-stories](<https://devfeed.tech/tags/top-stories.md>), [traces](<https://devfeed.tech/tags/traces.md>), [trustworthy-ai-cybersecurity](<https://devfeed.tech/tags/trustworthy-ai-cybersecurity.md>)

### AI overview

The article describes an agentic cybersecurity system that uses red and blue agents to continuously test attacks, analyze telemetry, generate detections, and retest them in an isolated representative environment. It discusses NVIDIA Nemotron models used with CrowdStrike SafeMind for defensive orchestration and detection generation.

### Source excerpt

AI is changing the pace of cybersecurity. Agentic systems can coordinate work and pursue complex objectives over long horizons. Security teams are beginning to...

[Next page](<https://devfeed.tech/tags/open.md?cursor=WyIyMDI2LTA5LTAxVDE3OjAwOjA0KzAwOjAwIiwgIjE2ZDhhOTcyLWUwZTctNDNmMi05YmI4LTcwYjE2NmYwYWZlMyJd>)