# install

Published articles for install.

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## Libreboot adds support for HP EliteBook 820 G2

DevFeed: [Libreboot adds support for HP EliteBook 820 G2](<https://devfeed.tech/articles/hp-elitebook-820-g2-support-added-to-libreboot-32676.md>)

Original publisher: [Read original article](<https://libreboot.org/news/hp820g2.html>)

Author: Leah Rowe

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

Content type: release

Language: en

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

Topics: [libreboot](<https://devfeed.tech/topics/libreboot.md>), [coreboot](<https://devfeed.tech/topics/coreboot.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [Intel Core](<https://devfeed.tech/topics/intel-core.md>), [cpu](<https://devfeed.tech/topics/cpu.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>), [free-software](<https://devfeed.tech/tags/free-software.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [install](<https://devfeed.tech/tags/install.md>), [intel-core](<https://devfeed.tech/tags/intel-core.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [news](<https://devfeed.tech/tags/news.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot added support for the HP EliteBook 820 G2, a Broadwell laptop with Intel Core processor variants and Intel HD 5500 graphics. The article describes its ports, upgrade options, display capabilities, and flashing guidance.

### Source excerpt

Article: HP EliteBook 820 G2 support added to Libreboot! Web link: https://libreboot.org/news/hp820g2.html

## PDFx - Extract references and metadata from PDF documents, and download all referenced PDFs

DevFeed: [PDFx - Extract references and metadata from PDF documents, and download all referenced PDFs](<https://devfeed.tech/articles/pdfx-extract-references-and-metadata-from-pdf-documents-and-download-all-referenced-pdfs-31874.md>)

Original publisher: [Read original article](<https://www.metachris.dev/pdfx/>)

Author: Chris Hager

Published: 2026-09-17T02:48:44.791916Z

Content type: tutorial

Language: en

Sources: [Chris Hager](<https://devfeed.tech/sources/chris-hager.md>)

Topics: [pdf](<https://devfeed.tech/topics/pdf.md>), [Python](<https://devfeed.tech/topics/python.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [JSON](<https://devfeed.tech/topics/json.md>), [pip](<https://devfeed.tech/topics/pip.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [GitHub](<https://devfeed.tech/topics/github.md>)

Tags: [apache](<https://devfeed.tech/tags/apache.md>), [broken-links](<https://devfeed.tech/tags/broken-links.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [download](<https://devfeed.tech/tags/download.md>), [github](<https://devfeed.tech/tags/github.md>), [install](<https://devfeed.tech/tags/install.md>), [json](<https://devfeed.tech/tags/json.md>), [library](<https://devfeed.tech/tags/library.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [pdf](<https://devfeed.tech/tags/pdf.md>), [python](<https://devfeed.tech/tags/python.md>)

### AI overview

PDFx is an Apache-licensed open-source tool that extracts references and metadata from PDF documents. It detects PDF, URL, arXiv, and DOI references, can download referenced PDFs in parallel, identify broken hyperlinks, extract PDF text, and output results as text or JSON. It is available as a command-line tool and Python package, with support for local and online PDFs.

### Source excerpt

Reading over this paper and its references recently, I thought it would be great to be able to download all the references at once... This inspired me to write a little tool to do just that, and now it's done and released under the Apache open source license: https://github.com/metachris/pdfx Features Extract references and metadata from a given PDF Detects pdf, url, arxiv and doi references Fast, parallel download of all referenced PDFs Find broken hyperlinks (using the -c flag) (more) Output as text or JSON (using the -j flag) Extract the PDF text (using the --text flag) Use as command-line tool or Python package Compatible with Python 2 and 3 Works with local and online pdfs Getting Started Grab a copy of pdfx with easy_install or pip and run it:

## How to Identify Which Raspberry Pi Model You Have

DevFeed: [How to Identify Which Raspberry Pi Model You Have](<https://devfeed.tech/articles/how-to-identify-which-raspberry-pi-model-you-have-39830.md>)

Original publisher: [Read original article](<https://raspberrytips.com/which-raspberry-pi-model/>)

Author: Patrick Fromaget

Published: 2026-09-17T02:25:39Z

Content type: tutorial

Language: en

Sources: [RaspberryTips](<https://devfeed.tech/sources/raspberrytips.md>)

Topics: [Raspberry Pi](<https://devfeed.tech/topics/raspberry-pi.md>), [Operating system](<https://devfeed.tech/topics/operating-system.md>), [cpu](<https://devfeed.tech/topics/cpu.md>), [Wi-Fi](<https://devfeed.tech/topics/wi-fi.md>)

Tags: [beginner-s-guides](<https://devfeed.tech/tags/beginner-s-guides.md>), [cpu](<https://devfeed.tech/tags/cpu.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [install](<https://devfeed.tech/tags/install.md>), [raspberry-pi](<https://devfeed.tech/tags/raspberry-pi.md>), [specifications](<https://devfeed.tech/tags/specifications.md>), [system](<https://devfeed.tech/tags/system.md>), [wi-fi](<https://devfeed.tech/tags/wi-fi.md>)

### AI overview

A practical guide to identifying which Raspberry Pi model you own. It covers physical markings, purchase records, system commands, model comparisons, and a flowchart, with examples including Raspberry Pi 1, Raspberry Pi 2, and Raspberry Pi Zero.

### Source excerpt

You bought a Raspberry Pi a few months or years ago and have no idea what model you have. This is a problem because you'll need this information to order accessories or install a new operating system. No worries, I'll give you tips on how to find which one you have easily. Most Raspberry Pi...

## Mem0 joins the Vercel Marketplace

DevFeed: [Mem0 joins the Vercel Marketplace](<https://devfeed.tech/articles/mem0-joins-the-vercel-marketplace-31499.md>)

Original publisher: [Read original article](<https://vercel.com/changelog/mem0-joins-the-vercel-marketplace>)

Author: Tony Pan

Published: 2026-09-16T17:00:00Z

Content type: release

Language: en

Sources: [Vercel News](<https://devfeed.tech/sources/vercel-news.md>)

Topics: [Vercel](<https://devfeed.tech/topics/vercel.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [App](<https://devfeed.tech/topics/app.md>), [context](<https://devfeed.tech/topics/context.md>), [API keys](<https://devfeed.tech/topics/api-keys.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Environment Variables](<https://devfeed.tech/topics/environment-variables.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [app](<https://devfeed.tech/tags/app.md>), [billing](<https://devfeed.tech/tags/billing.md>), [cli](<https://devfeed.tech/tags/cli.md>), [context](<https://devfeed.tech/tags/context.md>), [environment-variables](<https://devfeed.tech/tags/environment-variables.md>), [free](<https://devfeed.tech/tags/free.md>), [giving](<https://devfeed.tech/tags/giving.md>), [install](<https://devfeed.tech/tags/install.md>), [integration](<https://devfeed.tech/tags/integration.md>), [vercel](<https://devfeed.tech/tags/vercel.md>), [volume](<https://devfeed.tech/tags/volume.md>)

### AI overview

Mem0 is now a native integration on the Vercel Marketplace, providing long-term memory for AI agents and apps across sessions. The integration includes billing through Vercel, automatic provisioning of a scoped Mem0 project and API key, and environment-variable configuration. Mem0 offers a free plan with usage limits and a $20-per-month plan for higher volume.

### Source excerpt

Mem0 is now available as a native integration on the Vercel Marketplace, giving your AI agents and apps long-term memory. Mem0 remembers user preferences, facts, and context across sessions, so your app stops starting from scratch. Install from the Marketplace with integrated billing on your Vercel invoice, no separate account or key management. A scoped Mem0 project and API key are provisioned automatically and added to your project as environment variables, including MEM0_API_KEY. Mem0 offers a free plan with usage limits and a $20 per month plan for higher volume. To see it end to end, deploy the eve Memory Agent template, an eve agent with long-term memory powered by Mem0. Get started with Mem0 on the Vercel Marketplace or through the Vercel CLI, available to customers on all plans. Read more

## Raspberry Pi accessories for faster setup, debugging, and managing USB power

DevFeed: [Raspberry Pi accessories for faster setup, debugging, and managing USB power](<https://devfeed.tech/articles/3-raspberry-pi-upgrades-actually-worth-paying-for-27012.md>)

Original publisher: [Read original article](<https://raspberrytips.com/best-raspberry-pi-upgrades/>)

Author: Patrick Fromaget

Published: 2026-09-16T05:00:00Z

Content type: article

Language: en

Sources: [RaspberryTips](<https://devfeed.tech/sources/raspberrytips.md>)

Topics: [Raspberry Pi](<https://devfeed.tech/topics/raspberry-pi.md>), [USB](<https://devfeed.tech/topics/usb.md>), [debug](<https://devfeed.tech/topics/debug.md>), [hdmi](<https://devfeed.tech/topics/hdmi.md>)

Tags: [accessories](<https://devfeed.tech/tags/accessories.md>), [debug](<https://devfeed.tech/tags/debug.md>), [install](<https://devfeed.tech/tags/install.md>), [kvm](<https://devfeed.tech/tags/kvm.md>), [network](<https://devfeed.tech/tags/network.md>), [pi-4](<https://devfeed.tech/tags/pi-4.md>), [quick-tips](<https://devfeed.tech/tags/quick-tips.md>), [raspberry-pi](<https://devfeed.tech/tags/raspberry-pi.md>), [usb](<https://devfeed.tech/tags/usb.md>)

### AI overview

The article recommends Raspberry Pi accessories that the author finds useful in daily testing, including a KVM device for viewing and controlling the Pi from a laptop during setup and debugging, and a powered USB switch to address power issues with multiple accessories.

### Source excerpt

I've tested so many accessories for RaspberryTips over the years that my closets and drawers are full of things I never use. But I also have a few ones that rarely leave my desk. They are essentials to my daily tests with Raspberry Pis. If you are looking for your next gadget, here are some...

## Quiz: How to Get Started With Ollama

DevFeed: [Quiz: How to Get Started With Ollama](<https://devfeed.tech/articles/quiz-how-to-get-started-with-ollama-26582.md>)

Original publisher: [Read original article](<https://realpython.com/quizzes/get-started-with-ollama/>)

Author: Real Python

Published: 2026-09-15T12:00:00Z

Content type: tutorial

Language: en

Sources: [Real Python](<https://devfeed.tech/sources/real-python.md>)

Topics: [Ollama](<https://devfeed.tech/topics/ollama.md>), [Python](<https://devfeed.tech/topics/python.md>), [Code](<https://devfeed.tech/topics/code.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>)

Tags: [chat](<https://devfeed.tech/tags/chat.md>), [generate](<https://devfeed.tech/tags/generate.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [install](<https://devfeed.tech/tags/install.md>), [internet](<https://devfeed.tech/tags/internet.md>), [local](<https://devfeed.tech/tags/local.md>), [models](<https://devfeed.tech/tags/models.md>), [ollama](<https://devfeed.tech/tags/ollama.md>), [python](<https://devfeed.tech/tags/python.md>), [running](<https://devfeed.tech/tags/running.md>)

### AI overview

An interactive 10-question quiz tests understanding of installing Ollama, pulling local models, and calling chat and generate functions from Python. It also covers multi-turn conversations, local hardware, and data privacy.

### Source excerpt

Check your understanding of installing Ollama, pulling local models, and calling the chat and generate functions from your Python code.

## Run Zephyr on ESP32 with QEMU: no board required

DevFeed: [Run Zephyr on ESP32 with QEMU: no board required](<https://devfeed.tech/articles/run-zephyr-on-esp32-with-qemu-no-board-required-26238.md>)

Original publisher: [Read original article](<https://developer.espressif.com/blog/2026/09/zephyr-espressif-qemu-hello-world/>)

Author: John Lee

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

Content type: tutorial

Language: en

Sources: [Blog on Developer Portal](<https://devfeed.tech/sources/blog-on-developer-portal.md>)

Topics: [Zephyr RTOS](<https://devfeed.tech/topics/zephyr-rtos.md>), [ESP32](<https://devfeed.tech/topics/esp32.md>), [qemu](<https://devfeed.tech/topics/qemu.md>), [Espressif](<https://devfeed.tech/topics/espressif.md>), [Emulator](<https://devfeed.tech/topics/emulator.md>), [Embedded Software Dev](<https://devfeed.tech/topics/embedded-software-dev.md>), [SDK](<https://devfeed.tech/topics/sdk.md>)

Tags: [blog](<https://devfeed.tech/tags/blog.md>), [boot](<https://devfeed.tech/tags/boot.md>), [bootloader](<https://devfeed.tech/tags/bootloader.md>), [build](<https://devfeed.tech/tags/build.md>), [debugger](<https://devfeed.tech/tags/debugger.md>), [emulator](<https://devfeed.tech/tags/emulator.md>), [esp32](<https://devfeed.tech/tags/esp32.md>), [esp32-c3](<https://devfeed.tech/tags/esp32-c3.md>), [esp32-c6](<https://devfeed.tech/tags/esp32-c6.md>), [esp32-s3](<https://devfeed.tech/tags/esp32-s3.md>), [espressif](<https://devfeed.tech/tags/espressif.md>), [firmware](<https://devfeed.tech/tags/firmware.md>), [flash](<https://devfeed.tech/tags/flash.md>), [gdb](<https://devfeed.tech/tags/gdb.md>), [install](<https://devfeed.tech/tags/install.md>), [qemu](<https://devfeed.tech/tags/qemu.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [toolchain](<https://devfeed.tech/tags/toolchain.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>), [zephyr](<https://devfeed.tech/tags/zephyr.md>)

### AI overview

This tutorial explains how to install and use the Espressif QEMU fork to build and run Zephyr firmware for emulated ESP32, ESP32-S3, ESP32-C3, and ESP32-C6 targets without physical boards. It covers Simple Boot and MCUboot/sysbuild workflows, debugger attachment through GDB, and the relevant Zephyr SDK toolchain setup.

### Source excerpt

Install the Espressif QEMU fork and run Zephyr on emulated ESP32, ESP32-S3, ESP32-C3, and ESP32-C6 targets without a physical board.

## How to Orchestrate Multi-Call Conversations with an LLM and Twilio Conversation in Node.js Memory

DevFeed: [How to Orchestrate Multi-Call Conversations with an LLM and Twilio Conversation in Node.js Memory](<https://devfeed.tech/articles/how-to-orchestrate-multi-call-conversations-with-an-llm-and-twilio-conversation-in-node-js-memory-26244.md>)

Original publisher: [Read original article](<https://www.twilio.com/en-us/blog/developers/tutorials/orchestrate-multi-call-conversations-with-llm-twilio-conversation-memory-nodejs>)

Author: Amanda Lange, Dhruv Patel

Published: 2026-09-14T00:00:00Z

Content type: tutorial

Language: en

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

Topics: [Node.js](<https://devfeed.tech/topics/node-js.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Express](<https://devfeed.tech/topics/express.md>), [OpenAI](<https://devfeed.tech/topics/openai.md>), [API](<https://devfeed.tech/topics/api.md>), [WebSocket](<https://devfeed.tech/topics/websocket.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [axios](<https://devfeed.tech/tags/axios.md>), [console](<https://devfeed.tech/tags/console.md>), [developer-insights](<https://devfeed.tech/tags/developer-insights.md>), [environment-variables](<https://devfeed.tech/tags/environment-variables.md>), [express](<https://devfeed.tech/tags/express.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [http](<https://devfeed.tech/tags/http.md>), [ide](<https://devfeed.tech/tags/ide.md>), [install](<https://devfeed.tech/tags/install.md>), [js](<https://devfeed.tech/tags/js.md>), [json](<https://devfeed.tech/tags/json.md>), [llm](<https://devfeed.tech/tags/llm.md>), [ngrok](<https://devfeed.tech/tags/ngrok.md>), [node-js](<https://devfeed.tech/tags/node-js.md>), [npm](<https://devfeed.tech/tags/npm.md>), [openai](<https://devfeed.tech/tags/openai.md>), [rest-api](<https://devfeed.tech/tags/rest-api.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [visual-studio-code](<https://devfeed.tech/tags/visual-studio-code.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

This tutorial shows how to build a Node.js Express service that uses Twilio Conversation Memory, OpenAI, and voice streams to preserve caller context, preferences, and action history across separate inbound calls. It covers project setup, package installation, local webhook exposure with ngrok, and access to Twilio's Conversation Memory REST API.

### Source excerpt

Learn how to orchestrate multi-call voice conversations using Node.js, OpenAI, and Twilio Conversation Memory to persist caller context across separate calls.

## Introducing Postgres to self-hosted Appwrite

DevFeed: [Introducing Postgres to self-hosted Appwrite](<https://devfeed.tech/articles/introducing-postgres-to-self-hosted-appwrite-16448.md>)

Original publisher: [Read original article](<https://appwrite.io/blog/post/appwrite-2-0-postgres-by-default>)

Author: Atharva Deosthale

Published: 2026-09-07T00:00:00Z

Content type: release

Language: en

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

Topics: [Appwrite](<https://devfeed.tech/topics/appwrite.md>), [Self-hosted](<https://devfeed.tech/topics/self-hosted.md>), [Databases](<https://devfeed.tech/topics/databases.md>), [Docker](<https://devfeed.tech/topics/docker.md>)

Tags: [database](<https://devfeed.tech/tags/database.md>), [docker](<https://devfeed.tech/tags/docker.md>), [install](<https://devfeed.tech/tags/install.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [postgres](<https://devfeed.tech/tags/postgres.md>), [products](<https://devfeed.tech/tags/products.md>), [self-hosted](<https://devfeed.tech/tags/self-hosted.md>)

### AI overview

Appwrite 2.0 makes Postgres the default database for new self-hosted installations. The setup wizard also lets users choose MariaDB or MongoDB. Existing installations keep their current database, and migration to another database is not supported.

### Source excerpt

Appwrite 2.0 runs new self-hosted instances on Postgres by default. Choose Postgres, MariaDB, or MongoDB in the setup wizard when you install.

## Track LLM API Costs with genai-prices

DevFeed: [Track LLM API Costs with genai-prices](<https://devfeed.tech/articles/track-llm-api-costs-with-genai-prices-30863.md>)

Original publisher: [Read original article](<https://www.packetcoders.io/track-llm-api-costs-with-genai-prices/>)

Author: Rick Donato

Published: 2026-09-01T11:16:32Z

Content type: tutorial

Language: en

Sources: [Packet Coders - Learn Network Automation](<https://devfeed.tech/sources/packet-coders-learn-network-automation.md>)

Topics: [Large Language Model](<https://devfeed.tech/topics/llm.md>), [API](<https://devfeed.tech/topics/api.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Library](<https://devfeed.tech/topics/library.md>), [Python](<https://devfeed.tech/topics/python.md>), [Binance](<https://devfeed.tech/topics/binance.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [cost](<https://devfeed.tech/tags/cost.md>), [example](<https://devfeed.tech/tags/example.md>), [genai](<https://devfeed.tech/tags/genai.md>), [inference](<https://devfeed.tech/tags/inference.md>), [install](<https://devfeed.tech/tags/install.md>), [library](<https://devfeed.tech/tags/library.md>), [llm](<https://devfeed.tech/tags/llm.md>), [openai](<https://devfeed.tech/tags/openai.md>), [pricing](<https://devfeed.tech/tags/pricing.md>), [python](<https://devfeed.tech/tags/python.md>), [report](<https://devfeed.tech/tags/report.md>), [request](<https://devfeed.tech/tags/request.md>), [tips](<https://devfeed.tech/tags/tips.md>), [token](<https://devfeed.tech/tags/token.md>), [uv](<https://devfeed.tech/tags/uv.md>)

### AI overview

A tutorial introducing the genai-prices Python library for estimating the cost of calling LLM inference APIs. It explains that the library can avoid maintaining a custom pricing table and can report token counts and cost for each request, with an OpenAI installation and usage example.

### Source excerpt

Tip: Use the genai-prices Python library to calculate the estimated cost of calling LLM inference APIs. This avoids maintaining your own pricing table and lets you report token counts and cost for each request. Below is an example: # Install: uv add openai genai-prices from openai import OpenAI from

## Pulumi Kubernetes v4.34.0: CRDs as provider extensions

DevFeed: [Pulumi Kubernetes v4.34.0: CRDs as provider extensions](<https://devfeed.tech/articles/pulumi-kubernetes-v4-34-0-crds-as-provider-extensions-19012.md>)

Original publisher: [Read original article](<https://www.pulumi.com/blog/kubernetes-crds-as-provider-extensions/>)

Author: Guinevere Saenger

Published: 2026-08-28T00:00:00Z

Content type: release

Language: en

Sources: [Pulumi](<https://devfeed.tech/sources/pulumi.md>)

Topics: [Kubernetes](<https://devfeed.tech/topics/kubernetes.md>), [Extension](<https://devfeed.tech/topics/extension.md>), [SDKs](<https://devfeed.tech/topics/sdks.md>), [YAML](<https://devfeed.tech/topics/yaml.md>), [ingress-nginx](<https://devfeed.tech/topics/ingress-nginx.md>)

Tags: [extensions](<https://devfeed.tech/tags/extensions.md>), [install](<https://devfeed.tech/tags/install.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [migration](<https://devfeed.tech/tags/migration.md>), [product](<https://devfeed.tech/tags/product.md>), [providers](<https://devfeed.tech/tags/providers.md>), [release](<https://devfeed.tech/tags/release.md>), [releases](<https://devfeed.tech/tags/releases.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [sdks](<https://devfeed.tech/tags/sdks.md>), [yaml](<https://devfeed.tech/tags/yaml.md>)

### AI overview

Pulumi Kubernetes provider v4.34.0 adds support for extending the provider with Kubernetes Custom Resource Definitions through a manifest and the new --extension flag. The release generates SDKs, supports all supported Pulumi languages including YAML, uses a single provider instance, and provides a migration path from crd2pulumi.

### Source excerpt

We're really excited to bring you v4.34.0, the newest version of the Pulumi Kubernetes provider, which includes improved support for Kubernetes Custom Resource Definitions (CRDs). As with any release, we've also shipped standard dependency updates and bug fixes. This provider release includes the newest resources for Kubernetes v1.37.0, which was recently cut. So that in itself is very exciting! But the feature we're proudest of is that you can now extend the Kubernetes provider with any Kubernetes Custom Resource Definition of your choice by passing its manifest file to Pulumi, using the new --extension flag. We believe first-class CRD support in Pulumi is becoming more important than ever. For example, since the retirement of the ingress-nginx controller earlier this year, the recommended path for cluster ingress is Gateway API, which is maintained and shipped as CRDs. Generating a Pulumi SDK for CRDs In your Pulumi project root, run: pulumi package add kubernetes --extension "name=gateway-networking crd-manifest=gateway-api-crds.yaml" You will see the custom SDK appear in a new sdks/ folder, as well as a new parameterization reference in Pulumi.yaml. Single provider instance Your new CRD schema exists as an extension to your existing provider and will be managed under the same provider instance, allowing you to use a single provider configuration and kubeconfig. SDKs as dependencies Additionally, your code no longer needs to ship SDK files as part of the project. The provider extension is referenced in your project file and its SDK, like all dependencies, can be regenerated via pulumi install. You can choose to version the extension SDK, or continue to check the files into version control if you so desire. Full language support, including for YAML Kubernetes CRDs can now be provisioned with Pulumi in all supported languages. Unified CLI experience pulumi package add --extension extends your CRD schema into the Pulumi Kubernetes provider, using the same CLI as any

## How to Configure Playwright Test to run smoke tests, headed tests, and debug versions through scripts in package.json

DevFeed: [How to Configure Playwright Test to run smoke tests, headed tests, and debug versions through scripts in package.json](<https://devfeed.tech/articles/how-to-configure-playwright-test-to-run-smoke-tests-headed-tests-and-debug-versions-through-scripts-in-package-json-22419.md>)

Original publisher: [Read original article](<https://www.tjmaher.com/2026/08/how-to-configure-playwright-test-to-run.html>)

Author: T.J. Maher (noreply@blogger.com)

Published: 2026-08-20T02:13:32Z

Content type: tutorial

Language: en

Sources: [T.J. Maher](<https://devfeed.tech/sources/t-j-maher.md>)

Topics: [Playwright](<https://devfeed.tech/topics/playwright.md>), [Script](<https://devfeed.tech/topics/script.md>), [Bun](<https://devfeed.tech/topics/bun.md>), [Smoke Tests](<https://devfeed.tech/topics/smoke-tests.md>), [test](<https://devfeed.tech/topics/test.md>), [Package manager](<https://devfeed.tech/topics/package-manager.md>)

Tags: [bun](<https://devfeed.tech/tags/bun.md>), [bun-create-playwright](<https://devfeed.tech/tags/bun-create-playwright.md>), [commands](<https://devfeed.tech/tags/commands.md>), [gitlab](<https://devfeed.tech/tags/gitlab.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [install](<https://devfeed.tech/tags/install.md>), [playwright](<https://devfeed.tech/tags/playwright.md>), [test](<https://devfeed.tech/tags/test.md>), [tests](<https://devfeed.tech/tags/tests.md>)

### AI overview

A tutorial on configuring Playwright Test commands in package.json scripts. It demonstrates shortcuts for headed, traced, Chromium, Firefox, WebKit, smoke, debugging, reporting, linting, formatting, and type-checking workflows, and explains using Bun and bunx to run commands.

### Source excerpt

Earlier, we went over how we could create scripts in the package.json file of our Playwright framework to add typechecking, linting, and formatting your code with prettier. Want to see the entire bun-create-playwright project? It is on tinyurl.com/bun-create-playwright! With this post, we will explore how the built-in test runner for Playwright Test can run headed tests, debug versions of tests, and smoke tests. ... and shortcuts for all of these can be set up in the scripts in your package.json! If you are using "bun" as a package manager, as we are in bun-create-playwright, just type out "bun run", a space and then the shortcut such as: bun run test package.json "scripts": { "test": "playwright test", "test:headed": "playwright test --headed", "test:trace": "playwright test --trace on", "test:chromium": "playwright test --project=chromium", "test:firefox": "playwright test --project=firefox", "test:webkit": "playwright test --project=webkit", "test:smoke": "playwright test --project=chromium --grep '@smoke'", "test:flaky": "playwright test --project=chromium --repeat-each=20", "test:ui": "playwright test --ui", "test:debug": "playwright test --debug", "test:failed": "playwright test --last-failed", "test:login": "playwright test tests/login.spec.ts", "test:secure-area": "playwright test tests/secure-area.spec.ts", "report:list": "playwright test --reporter=list", "report:line": "playwright test --reporter=line", "report:dot": "playwright test --reporter=dot", "report:blob": "playwright test --reporter=blob", "report": "playwright show-report", "codegen": "playwright codegen", "lint": "eslint .", "lint:ci": "eslint . --max-warnings 0", "lint:fix": "eslint . --fix", "format": "prettier --write .", "format:check": "prettier --check .", "format:debug": "prettier --check . --log-level debug", "format:diff": "prettier --list-different", "typecheck": "tsc --noEmit" }, bun-create-playwright / package.json Do you need to really set up shortcuts like these? Certainly not! B

## 2.5x Faster x86\_64 Linux Builds on macOS with Rosetta

DevFeed: [2.5x Faster x86\_64 Linux Builds on macOS with Rosetta](<https://devfeed.tech/articles/2-5x-faster-x86-64-linux-builds-on-macos-with-rosetta-32450.md>)

Original publisher: [Read original article](<https://nixcademy.com/posts/rosetta-linux-builder-macos/>)

Author: Jacek Galowicz

Published: 2026-08-10T00:00:00Z

Content type: article

Language: en

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

Topics: [macOS](<https://devfeed.tech/topics/macos.md>), [Nix](<https://devfeed.tech/topics/nix.md>), [virtualization](<https://devfeed.tech/topics/virtualization.md>), [qemu](<https://devfeed.tech/topics/qemu.md>), [x86](<https://devfeed.tech/topics/x86.md>), [Linux](<https://devfeed.tech/topics/linux.md>)

Tags: [apple-silicon](<https://devfeed.tech/tags/apple-silicon.md>), [install](<https://devfeed.tech/tags/install.md>), [macos](<https://devfeed.tech/tags/macos.md>), [qemu](<https://devfeed.tech/tags/qemu.md>), [rosetta](<https://devfeed.tech/tags/rosetta.md>), [run](<https://devfeed.tech/tags/run.md>), [virtualization](<https://devfeed.tech/tags/virtualization.md>), [x86-64](<https://devfeed.tech/tags/x86-64.md>)

### AI overview

The article explains a new nix-darwin Linux builder backend that uses Apple's Virtualization.framework and exposes Rosetta to guest VMs. On Apple Silicon Macs, it supports x86_64 Linux builds and is reported to be roughly 2.5 times faster than QEMU-based emulation.

### Source excerpt

Build x86_64 Linux packages 2.5x faster on your Apple Silicon Mac with the new Rosetta-based linux-builder, a drop-in replacement in nix-darwin.

## Installing CLIs with uv

DevFeed: [Installing CLIs with uv](<https://devfeed.tech/articles/installing-clis-with-uv-30857.md>)

Original publisher: [Read original article](<https://www.packetcoders.io/installing-clis-with-uv/>)

Author: Rick Donato

Published: 2026-07-31T07:00:05Z

Content type: tutorial

Language: en

Sources: [Packet Coders - Learn Network Automation](<https://devfeed.tech/sources/packet-coders-learn-network-automation.md>)

Topics: [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Python](<https://devfeed.tech/topics/python.md>), [Tool](<https://devfeed.tech/topics/tool.md>)

Tags: [cli](<https://devfeed.tech/tags/cli.md>), [install](<https://devfeed.tech/tags/install.md>), [python](<https://devfeed.tech/tags/python.md>), [run](<https://devfeed.tech/tags/run.md>), [tips](<https://devfeed.tech/tags/tips.md>), [tool](<https://devfeed.tech/tags/tool.md>), [uv](<https://devfeed.tech/tags/uv.md>)

### AI overview

A short tutorial explains how to install a Python CLI as a standalone uv tool so it can be called directly without repeatedly using uv run, a virtual environment, or a prefix.

### Source excerpt

🐍 Python Tip! Tired of typing uv run every time? Install any Python CLI as a standalone uv tool and call it directly from anywhere, with no venv and no prefix. # Before: prefix every call with `uv run` uv run mytool --help uv run mytool serve # After: install once... uv

## Install Terraform: Secure & Scalable IaC Setup Guide

DevFeed: [Install Terraform: Secure & Scalable IaC Setup Guide](<https://devfeed.tech/articles/install-terraform-secure-scalable-iac-setup-guide-13431.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/install-terraform-secure-scalable-iac-setup-guide>)

Author: Mrinalini Sugosh

Published: 2026-07-24T00:00:00Z

Content type: tutorial

Language: en

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

Topics: [Terraform](<https://devfeed.tech/topics/terraform.md>), [Infrastructure as code](<https://devfeed.tech/topics/infrastructure-as-code.md>), [iac-security](<https://devfeed.tech/topics/iac-security.md>), [Scalability](<https://devfeed.tech/topics/scalability.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>)

Tags: [cli](<https://devfeed.tech/tags/cli.md>), [guide](<https://devfeed.tech/tags/guide.md>), [iac](<https://devfeed.tech/tags/iac.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [install](<https://devfeed.tech/tags/install.md>), [scalability](<https://devfeed.tech/tags/scalability.md>), [security](<https://devfeed.tech/tags/security.md>), [terraform](<https://devfeed.tech/tags/terraform.md>)

### AI overview

A guide to installing Terraform across platforms with security hardening and scalability in mind. It covers installation, configuration, state management, secret handling, version control, team workflows, and production-oriented infrastructure automation.

### Source excerpt

Learn to install Terraform with security and scalability built in. Master IaC automation setup from start to finish. See how Harness helps. | Blog

## Codename One Settings Is Now a Standalone Tool

DevFeed: [Codename One Settings Is Now a Standalone Tool](<https://devfeed.tech/articles/codename-one-settings-is-now-a-standalone-tool-19530.md>)

Original publisher: [Read original article](<https://www.codenameone.com/blog/standalone-codename-one-settings/>)

Author: Shai Almog

Published: 2026-07-18T00:00:00Z

Content type: release

Language: en

Sources: [CodeName One](<https://devfeed.tech/sources/codename-one.md>)

Topics: [configuration](<https://devfeed.tech/topics/configuration.md>), [Spring Boot](<https://devfeed.tech/topics/spring-boot.md>), [Extension](<https://devfeed.tech/topics/extension.md>), [App](<https://devfeed.tech/topics/app.md>)

Tags: [build](<https://devfeed.tech/tags/build.md>), [dependencies](<https://devfeed.tech/tags/dependencies.md>), [desktop](<https://devfeed.tech/tags/desktop.md>), [extensions](<https://devfeed.tech/tags/extensions.md>), [install](<https://devfeed.tech/tags/install.md>), [legacy](<https://devfeed.tech/tags/legacy.md>), [project](<https://devfeed.tech/tags/project.md>), [tests](<https://devfeed.tech/tags/tests.md>), [themes](<https://devfeed.tech/tags/themes.md>), [ui](<https://devfeed.tech/tags/ui.md>)

### AI overview

Codename One Settings has been replaced by a standalone desktop application distributed through a Codename One Maven project. It focuses on project properties, build hints, themes, and extensions while keeping project files as the source of truth.

### Source excerpt

Codename One Settings is now a focused Maven-distributed desktop tool for project identity, build hints, themes, and extensions.

## Claude Code learning hub

DevFeed: [Claude Code learning hub](<https://devfeed.tech/articles/claude-code-learning-hub-30014.md>)

Original publisher: [Read original article](<https://www.augmentedswe.com/p/claude-code-learning-hub>)

Author: Jeff Morhous

Published: 2026-06-20T12:11:50Z

Content type: article

Language: en

Sources: [The AI-Augmented Engineer](<https://devfeed.tech/sources/the-ai-augmented-engineer.md>)

Topics: [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Terminal](<https://devfeed.tech/topics/terminal.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [npm](<https://devfeed.tech/topics/npm.md>)

Tags: [claude-code](<https://devfeed.tech/tags/claude-code.md>), [guides](<https://devfeed.tech/tags/guides.md>), [install](<https://devfeed.tech/tags/install.md>), [npm](<https://devfeed.tech/tags/npm.md>), [terminal](<https://devfeed.tech/tags/terminal.md>)

### AI overview

A collection of Claude Code guides gathered from the newsletter archive, including instructions for installing Claude Code with npm through a terminal.

### Source excerpt

Every article the newsletter has about Claude Code

## Harness VS Code Extension brings CI/CD monitoring and AI-assisted debugging into VS Code

DevFeed: [Harness VS Code Extension brings CI/CD monitoring and AI-assisted debugging into VS Code](<https://devfeed.tech/articles/harness-vs-code-extension-ai-for-software-delivery-13413.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/harness-vs-code-extension>)

Author: Chinmay Gaikwad

Published: 2026-06-09T00:00:00Z

Content type: release

Language: en

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

Topics: [VS Code Extension](<https://devfeed.tech/topics/vscode-extension.md>), [vs-code](<https://devfeed.tech/topics/vs-code.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [cursor](<https://devfeed.tech/topics/cursor.md>), [GitHub Copilot](<https://devfeed.tech/topics/github-copilot.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ci-cd](<https://devfeed.tech/tags/ci-cd.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [extension](<https://devfeed.tech/tags/extension.md>), [github](<https://devfeed.tech/tags/github.md>), [github-copilot](<https://devfeed.tech/tags/github-copilot.md>), [install](<https://devfeed.tech/tags/install.md>), [logs](<https://devfeed.tech/tags/logs.md>), [pipelines](<https://devfeed.tech/tags/pipelines.md>), [software](<https://devfeed.tech/tags/software.md>), [vs-code](<https://devfeed.tech/tags/vs-code.md>)

### AI overview

Harness announces a VS Code Extension available on the VS Code Marketplace. It lets developers monitor pipelines, view logs, approve deployments, and investigate CI/CD failures with Claude Code, GitHub Copilot, or Cursor from within VS Code.

### Source excerpt

Install the Harness VS Code Extension to monitor pipelines, view execution logs, approve deployments, and debug CI/CD failures with Claude Code, GitHub Copilot, or Cursor without leaving VS Code. | Blog

## How to Install MongoDB on Ubuntu: A Step-by-Step Guide for Beginners

DevFeed: [How to Install MongoDB on Ubuntu: A Step-by-Step Guide for Beginners](<https://devfeed.tech/articles/how-to-install-mongodb-on-ubuntu-a-step-by-step-guide-for-beginners-21848.md>)

Original publisher: [Read original article](<https://www.thepolyglotdeveloper.com/blog/2026/06/how-to-install-mongodb-on-ubuntu-a-step-by-step-guide-for-beginners/>)

Author: Nic Raboy

Published: 2026-06-06T02:40:24Z

Content type: tutorial

Language: en

Sources: [Nic Raboy](<https://devfeed.tech/sources/nic-raboy.md>)

Topics: [MongoDB](<https://devfeed.tech/topics/mongodb.md>), [Ubuntu](<https://devfeed.tech/topics/ubuntu.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [Package manager](<https://devfeed.tech/topics/package-manager.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>)

Tags: [command-line](<https://devfeed.tech/tags/command-line.md>), [guide](<https://devfeed.tech/tags/guide.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [install](<https://devfeed.tech/tags/install.md>), [linux](<https://devfeed.tech/tags/linux.md>), [mongodb](<https://devfeed.tech/tags/mongodb.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>), [ubuntu](<https://devfeed.tech/tags/ubuntu.md>)

### AI overview

A beginner-focused tutorial explains how to install MongoDB Community Edition on Ubuntu using the package manager. It covers importing MongoDB's GPG key, adding the package list, refreshing packages, and installing MongoDB, with notes about MongoDB 8.X and compatibility between Ubuntu versions.

### Source excerpt

So you're ready to dabble with MongoDB on Linux and you've chosen Ubuntu as the variant you want to work with. Fantastic choice because you're in for a fairly easy experience that will get you up and ... The post How to Install MongoDB on Ubuntu: A Step-by-Step Guide for Beginners appeared first on DataCamp.

## AWS Bedrock AgentCore, S3 File Mounts, Python & Install Improvements

DevFeed: [AWS Bedrock AgentCore, S3 File Mounts, Python & Install Improvements](<https://devfeed.tech/articles/aws-bedrock-agentcore-s3-file-mounts-python-install-improvements-14083.md>)

Original publisher: [Read original article](<https://www.serverless.com/blog/aws-bedrock-agentcore-s3-file-mounts-python-install-improvements>)

Author: Serverless Team

Published: 2026-05-27T00:00:00Z

Content type: release

Language: en

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

Topics: [Amazon Bedrock](<https://devfeed.tech/topics/amazon-bedrock.md>), [Amazon S3](<https://devfeed.tech/topics/amazon-s3.md>), [Python](<https://devfeed.tech/topics/python.md>), [Framework](<https://devfeed.tech/topics/framework.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [Security](<https://devfeed.tech/topics/security.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [aws-lambda](<https://devfeed.tech/tags/aws-lambda.md>), [bedrock](<https://devfeed.tech/tags/bedrock.md>), [bug](<https://devfeed.tech/tags/bug.md>), [bug-fixes](<https://devfeed.tech/tags/bug-fixes.md>), [cloud-computing](<https://devfeed.tech/tags/cloud-computing.md>), [faas](<https://devfeed.tech/tags/faas.md>), [framework](<https://devfeed.tech/tags/framework.md>), [function-as-a-service](<https://devfeed.tech/tags/function-as-a-service.md>), [improvements](<https://devfeed.tech/tags/improvements.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [install](<https://devfeed.tech/tags/install.md>), [news](<https://devfeed.tech/tags/news.md>), [python](<https://devfeed.tech/tags/python.md>), [s3](<https://devfeed.tech/tags/s3.md>), [security](<https://devfeed.tech/tags/security.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [serverless-architecture](<https://devfeed.tech/tags/serverless-architecture.md>), [serverless-framework](<https://devfeed.tech/tags/serverless-framework.md>), [update](<https://devfeed.tech/tags/update.md>)

### AI overview

Serverless Framework's May 2026 update covers built-in AWS Bedrock AgentCore support, S3 file system mounts for Lambda, faster Framework installs, Python improvements, bug fixes, and security updates.

### Source excerpt

Serverless Framework's May 2026 update covering built-in AWS Bedrock AgentCore support, S3 file system mounts for Lambda, faster Framework installs, Python improvements, bug fixes, and security updates.

## Claude Code for PMs: The Beginner's Guide

DevFeed: [Claude Code for PMs: The Beginner's Guide](<https://devfeed.tech/articles/claude-code-for-pms-the-beginner-s-guide-39174.md>)

Original publisher: [Read original article](<https://www.productcompass.pm/p/claude-code-beginners-guide>)

Author: Paweł Huryn

Published: 2026-05-12T21:39:56Z

Content type: tutorial

Language: en

Sources: [The Product Compass](<https://devfeed.tech/sources/the-product-compass.md>)

Topics: [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [Visual Studio Code](<https://devfeed.tech/topics/visual-studio-code.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Vibe coding](<https://devfeed.tech/topics/vibe-coding.md>)

Tags: [beginner](<https://devfeed.tech/tags/beginner.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [install](<https://devfeed.tech/tags/install.md>), [llm](<https://devfeed.tech/tags/llm.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [openai](<https://devfeed.tech/tags/openai.md>), [skills](<https://devfeed.tech/tags/skills.md>), [template](<https://devfeed.tech/tags/template.md>)

### AI overview

A beginner-focused guide for product managers explains how to install Claude Code with its Visual Studio Code extension, configure MCP servers, use and create skills, and work with free frontier models. It also includes a ready-to-use template with plugins, skills, permissions, and configuration.

### Source excerpt

No Cowork experience needed. Install Claude Code, configure MCP servers, build skills, and run free frontier models. Ready-to-use template included.

## Vulkan SC SDK Released: An Integrated Toolchain for Vulkan Safety-Critical Development

DevFeed: [Vulkan SC SDK Released: An Integrated Toolchain for Vulkan Safety-Critical Development](<https://devfeed.tech/articles/vulkan-sc-sdk-released-an-integrated-toolchain-for-vulkan-safety-critical-development-15123.md>)

Original publisher: [Read original article](<https://www.khronos.org/blog/vulkan-sc-sdk-released-an-integrated-toolchain-for-vulkan-safety-critical-development>)

Author: Khronos Group (webservices@khronosgroup.org)

Published: 2026-05-06T13:00:00Z

Content type: release

Language: en

Sources: [Blogs Khronos Blog](<https://devfeed.tech/sources/blogs-khronos-blog.md>)

Topics: [SDK](<https://devfeed.tech/topics/sdk.md>), [toolchain](<https://devfeed.tech/topics/toolchain.md>), [Development](<https://devfeed.tech/topics/development.md>), [Linux](<https://devfeed.tech/topics/linux.md>), [Windows](<https://devfeed.tech/topics/windows.md>), [CMake](<https://devfeed.tech/topics/cmake.md>)

Tags: [api](<https://devfeed.tech/tags/api.md>), [blog-vulkans](<https://devfeed.tech/tags/blog-vulkans.md>), [building](<https://devfeed.tech/tags/building.md>), [cmake](<https://devfeed.tech/tags/cmake.md>), [components](<https://devfeed.tech/tags/components.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [developer-experience](<https://devfeed.tech/tags/developer-experience.md>), [developers](<https://devfeed.tech/tags/developers.md>), [development](<https://devfeed.tech/tags/development.md>), [download](<https://devfeed.tech/tags/download.md>), [ecosystem](<https://devfeed.tech/tags/ecosystem.md>), [getting-started](<https://devfeed.tech/tags/getting-started.md>), [install](<https://devfeed.tech/tags/install.md>), [installation](<https://devfeed.tech/tags/installation.md>), [integration](<https://devfeed.tech/tags/integration.md>), [linux](<https://devfeed.tech/tags/linux.md>), [sdk](<https://devfeed.tech/tags/sdk.md>), [toolchain](<https://devfeed.tech/tags/toolchain.md>), [tools](<https://devfeed.tech/tags/tools.md>), [vulkan](<https://devfeed.tech/tags/vulkan.md>), [vulkan-sc](<https://devfeed.tech/tags/vulkan-sc.md>), [windows](<https://devfeed.tech/tags/windows.md>)

### AI overview

The Vulkan SC SDK is a unified installer for tools supporting safety-critical application development. It provides Linux and Windows installers, optional environment setup, CMake integration, pipeline cache compiler discovery, and components including the Vulkan SC loader, emulation and validation layers, device simulation, utilities, and samples. Version 1.0.21 is available on GitHub.

### Source excerpt

Developers building safety-critical applications can now get started with Vulkan® SC faster than ever. The new Vulkan SC SDK is a simpler way to install and use a comprehensive set of tools and utilities to leverage the Vulkan SC ecosystem. With installers for Linux and Windows, the SDK makes it easy for developers to get up and running quickly, whether they are just getting started with Vulkan SC or building on existing deployments.

## Scaling a Vespa Application: Feeding Fast and Furiously

DevFeed: [Scaling a Vespa Application: Feeding Fast and Furiously](<https://devfeed.tech/articles/scaling-a-vespa-application-feeding-fast-and-furiously-12797.md>)

Original publisher: [Read original article](<https://blog.vespa.ai/scaling-a-vespa-application-feeding-fast-and-furiously/>)

Author: Kai Borgen

Published: 2026-04-28T00:00:00Z

Content type: tutorial

Language: en

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

Topics: [AI search](<https://devfeed.tech/topics/ai-search.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [datasets](<https://devfeed.tech/topics/datasets.md>), [information retrieval](<https://devfeed.tech/topics/information-retrieval.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Homebrew](<https://devfeed.tech/topics/homebrew.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [onnx](<https://devfeed.tech/topics/onnx.md>), [optimum](<https://devfeed.tech/topics/optimum.md>), [XML](<https://devfeed.tech/topics/xml.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-search](<https://devfeed.tech/tags/ai-search.md>), [cli](<https://devfeed.tech/tags/cli.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [dataset](<https://devfeed.tech/tags/dataset.md>), [genai](<https://devfeed.tech/tags/genai.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [information-retrieval](<https://devfeed.tech/tags/information-retrieval.md>), [install](<https://devfeed.tech/tags/install.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [onnx](<https://devfeed.tech/tags/onnx.md>), [optimum](<https://devfeed.tech/tags/optimum.md>), [performance](<https://devfeed.tech/tags/performance.md>), [rag](<https://devfeed.tech/tags/rag.md>), [ranking](<https://devfeed.tech/tags/ranking.md>), [tensors](<https://devfeed.tech/tags/tensors.md>), [tutorial](<https://devfeed.tech/tags/tutorial.md>)

### AI overview

This tutorial demonstrates how to scale a Vespa application while feeding the full MS_marco passages dataset. It covers preparing the dataset, configuring access, deploying a sample application, and using scaling and metrics to improve feed throughput and performance.

### Source excerpt

A tutorial on how to scale the resources in a Vespa application to increase feed throughput. Using the metrics dashboard for informed and optimised scaling.

## Chainguard Libraries is now free until June 30, 2026 -- no commitment required

DevFeed: [Chainguard Libraries is now free until June 30, 2026 -- no commitment required](<https://devfeed.tech/articles/chainguard-libraries-is-now-free-until-june-30-2026-no-commitment-required-12968.md>)

Original publisher: [Read original article](<https://www.chainguard.dev/unchained/chainguard-libraries-is-now-free-until-june-30-2026-no-commitment-required>)

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

Content type: release

Language: en

Sources: [Chainguard: Unchained](<https://devfeed.tech/sources/chainguard-unchained.md>)

Topics: [chainguard libraries](<https://devfeed.tech/topics/chainguard-libraries.md>), [open-source-security](<https://devfeed.tech/topics/open-source-security.md>), [Security](<https://devfeed.tech/topics/security.md>), [Malware](<https://devfeed.tech/topics/malware.md>), [Java](<https://devfeed.tech/topics/java.md>), [JavaScript](<https://devfeed.tech/topics/javascript.md>), [Python](<https://devfeed.tech/topics/python.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [article](<https://devfeed.tech/tags/article.md>), [attacks](<https://devfeed.tech/tags/attacks.md>), [axios](<https://devfeed.tech/tags/axios.md>), [chainguard-console](<https://devfeed.tech/tags/chainguard-console.md>), [chainguard-libraries](<https://devfeed.tech/tags/chainguard-libraries.md>), [chainguard-repository](<https://devfeed.tech/tags/chainguard-repository.md>), [code](<https://devfeed.tech/tags/code.md>), [dependency](<https://devfeed.tech/tags/dependency.md>), [free](<https://devfeed.tech/tags/free.md>), [install](<https://devfeed.tech/tags/install.md>), [java](<https://devfeed.tech/tags/java.md>), [javascript](<https://devfeed.tech/tags/javascript.md>), [libraries](<https://devfeed.tech/tags/libraries.md>), [library](<https://devfeed.tech/tags/library.md>), [litellm](<https://devfeed.tech/tags/litellm.md>), [malicious-packages](<https://devfeed.tech/tags/malicious-packages.md>), [malware](<https://devfeed.tech/tags/malware.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [open-source-packages](<https://devfeed.tech/tags/open-source-packages.md>), [open-source-security](<https://devfeed.tech/tags/open-source-security.md>), [packages](<https://devfeed.tech/tags/packages.md>), [rebuilds](<https://devfeed.tech/tags/rebuilds.md>), [software-supply-chain-security](<https://devfeed.tech/tags/software-supply-chain-security.md>), [telnyx](<https://devfeed.tech/tags/telnyx.md>), [trivy-attack](<https://devfeed.tech/tags/trivy-attack.md>)

### AI overview

Chainguard Libraries is free for Chainguard console users until June 30, 2026, with no paid commitment required. It rebuilds Python, Java, and JavaScript packages from verified source in isolated environments and excludes libraries that use install-time scripts, helping reduce malware and software supply-chain risk.

### Source excerpt

Open source attacks are rising. Chainguard Libraries rebuilds packages from verified source to block malware--now free until June 30, 2026.

[Next page](<https://devfeed.tech/tags/install.md?cursor=WyIyMDI2LTA0LTA5VDAwOjAwOjAwKzAwOjAwIiwgIjRjNWQ5ZTNlLTIyZmYtNGEzZi05NTk4LTEyNDNkYjQ5ODc1MyJd>)