# toolchain Published articles for toolchain. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Babel in Khan Academy's i18n Toolchain DevFeed: [Babel in Khan Academy's i18n Toolchain]() Original publisher: [Read original article]() Author: Khan Academy Published: 2015-06-22T22:00:00Z Content type: tutorial Language: en Sources: [Khan Academy]() Topics: [Babel](), [Internationalization (i18n)](), [toolchain](), [es6](), [JavaScript](), [Parser](), [Universal Syntax Tree.](), [Open Source]() Tags: [api](), [architecture](), [babel](), [build](), [build-system](), [code](), [engineering](), [es6](), [eslint](), [frontend](), [javascript](), [news](), [plugin](), [source](), [structure](), [syntax](), [tests](), [toolchain](), [types](), [web-frontend](), [workflow]() ### AI overview Khan Academy describes switching its ES6 and JSX frontend compilation from jstransform to Babel. The article explains a custom Babel plugin for preserving the project's internationalization behavior and discusses matching generated output, line numbers, whitespace, and the existing build chain. ### Source excerpt By Kevin Barabash We've been using ES6 (along with JSX) for sometime at Khan Academy. Right now, we're ... Read more ## ESPHome 2026.9.0: Faster builds and encrypted updates DevFeed: [ESPHome 2026.9.0: Faster builds and encrypted updates]() Original publisher: [Read original article]() Author: Jesse Hills Published: 2026-09-16T00:00:00Z Content type: release Language: en Sources: [ESPHome - Smart Home Made Simple - Blog]() Topics: [esphome](), [PlatformIO](), [ESP8266](), [Encryption](), [build performance](), [ChaCha](), [toolchain](), [Home Assistant]() Tags: [2026](), [benchmarks](), [builds](), [ci](), [encryption](), [esp32](), [esp8266](), [esphome](), [ota](), [parallel](), [releases](), [toolchain](), [updates]() ### AI overview ESPHome 2026.9.0 improves build performance by parallelizing PlatformIO setup, lays groundwork for a native ESP8266 toolchain, adds Noise-encrypted OTA updates, and reduces ESP8266 RAM usage. The release also includes component additions, platform updates, and fixes. ### Source excerpt ESPHome 2026.9.0 parallelizes PlatformIO installs, lays the groundwork for a native ESP8266 toolchain, adds Noise-encrypted OTA updates, and frees ESP8266 RAM. ## Run Zephyr on ESP32 with QEMU: no board required DevFeed: [Run Zephyr on ESP32 with QEMU: no board required]() Original publisher: [Read original article]() Author: John Lee Published: 2026-09-15T00:00:00Z Content type: tutorial Language: en Sources: [Blog on Developer Portal]() Topics: [Zephyr RTOS](), [ESP32](), [qemu](), [Espressif](), [Emulator](), [Embedded Software Dev](), [SDK]() Tags: [blog](), [boot](), [bootloader](), [build](), [debugger](), [emulator](), [esp32](), [esp32-c3](), [esp32-c6](), [esp32-s3](), [espressif](), [firmware](), [flash](), [gdb](), [install](), [qemu](), [sdk](), [toolchain](), [tutorial](), [zephyr]() ### 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. ## Chainguard's Factory-Scale Automation for Toolchain Upgrades and Testing DevFeed: [Chainguard's Factory-Scale Automation for Toolchain Upgrades and Testing]() Original publisher: [Read original article]() Published: 2026-09-09T00:00:00Z Content type: article Language: en Sources: [Chainguard: Unchained]() Topics: [chainguard](), [toolchain](), [Automation](), [Testing](), [Open Source](), [Go Language]() Tags: [automation](), [chainguard](), [go](), [open-source](), [security](), [testing](), [toolchain](), [upgrades]() ### AI overview Chainguard describes how its Factory uses automation to manage toolchain version selection, upgrades, builds, and testing across open source packages. The approach uses version streams and rebuilds packages with newer toolchain versions when builds and tests succeed, helping deliver updates quickly while maintaining reliability and security. ### Source excerpt See how Chainguard automates toolchain upgrades and testing to keep thousands of open source packages current, secure, and reliable at scale. ## AMD Reveals Threadripper Halo Station: 96 Cores and up to 576GB of HBM3E Aimed Straight at DGX Station DevFeed: [AMD Reveals Threadripper Halo Station: 96 Cores and up to 576GB of HBM3E Aimed Straight at DGX Station]() Original publisher: [Read original article]() Author: Brian Beeler Published: 2026-09-04T16:08:49Z Content type: news Language: en Sources: [StorageReview.com]() Topics: [DGX Station](), [GPU](), [Nvidia](), [cpu](), [AI Models](), [Inference](), [Arm](), [toolchain]() Tags: [2026](), [accelerators](), [ai](), [ai-models](), [arm](), [consumer](), [cpu](), [dgx-station](), [gpu](), [toolchain](), [workstation]() ### AI overview AMD revealed the Threadripper Halo Station, a liquid-cooled workstation combining a 96-core Threadripper PRO CPU with two Instinct MI350P accelerators. AMD positions it as an answer to NVIDIA's GB300-based DGX Station, with up to four accelerators, 576GB of HBM3E, 2TB of DDR5 memory, and support for AI models exceeding one trillion parameters. The article contrasts AMD's expandable, discrete design with NVIDIA's unified-memory architecture. ### Source excerpt AMD used its IFA 2026 opening keynote to reveal the Threadripper Halo Station, a liquid-cooled workstation pairing a 96-core Threadripper PRO with a pair of Instinct MI350P accelerators, and the pitch could not be more direct: this is AMD's answer to NVIDIA's GB300 DGX Station. "This is the most powerful workstation in the world," said The post AMD Reveals Threadripper Halo Station: 96 Cores and up to 576GB of HBM3E Aimed Straight at DGX Station appeared first on StorageReview.com. ## Kotlin Toolchain 0.12: Multiplatform Library Publishing, Wasm Apps, and More DevFeed: [Kotlin Toolchain 0.12: Multiplatform Library Publishing, Wasm Apps, and More]() Original publisher: [Read original article]() Author: Joffrey Bion Published: 2026-09-03T10:40:05Z Content type: release Language: en Sources: [Kotlin : A concise multiplatform language developed by JetBrains | The JetBrains Blog]() Topics: [toolchain](), [multiplatform](), [compose-hot-reload](), [web applications](), [Spring Boot 4]() Tags: [compose-hot-reload](), [gradle](), [intellij-idea](), [kotlin](), [multiplatform](), [news](), [publication](), [releases](), [toolchain](), [toolchains](), [wasm]() ### AI overview Kotlin Toolchain 0.12.0 adds multiplatform library publishing and previews support for building Wasm modules as web applications. It also includes command-line Compose Hot Reload and changes intended to reduce Maven Central publication files. ### Source excerpt Kotlin Toolchain 0.12.0 is out. This release brings some long-awaited features: multiplatform libraries publication, a preview of Wasm application support, Compose Hot Reload from the command line, and more. Read on for the details, and check the release notes for the full list of changes and bug fixes. Additionally, klibs.io now uses the Kotlin Toolchain [...] ## Announcing rustup 1.29.1 DevFeed: [Announcing rustup 1.29.1]() Original publisher: [Read original article]() Author: The Rustup Team Published: 2026-09-01T00:00:00Z Content type: release Language: en Sources: [Rust Blog]() Topics: [releases]() Tags: [bug](), [cli](), [concurrency](), [docs](), [http](), [releases](), [rust](), [toolchain](), [update](), [windows]() ### AI overview Rustup 1.29.1 improves concurrent update and component-install operations, adds local HTTP documentation serving, and changes several installation behaviors. The release also fixes Windows-related installation issues and updates target terminology. ### Source excerpt The rustup team is happy to announce the release of rustup version 1.29.1. Rustup is the recommended tool to install Rust, a programming language that empowers everyone to build reliable and efficient software. What's new in rustup 1.29.1 The headlines of this release are: Concurrency in certain rustup operations has been improved: When running rustup update, rustup will first check for possible updates in parallel. pr#4752 When running rustup component add with multiple components, they will be installed concurrently. pr#4790 Implicit installation of the active toolchain in rustup-init and rustup invocations has been deprecated where deemed unnecessary and will now produce a warning. pr#4840 Please see our blog post for more details regarding this change. rustup doc now supports the --serve flag which allows serving the docs over local HTTP. This should help users with containerized browser and/or rustup setups. pr#4986 Installing i686-pc-windows-* host toolchains on 64-bit Windows now requires --force-non-host. pr#4935 rustup-init will no longer leave unexpected files on disk after cancelled installations. pr#4996 A bug has been fixed which might cause Windows installation to fail when using rustup-init.sh. pr#4756 "Target triple" has been renamed to "target tuple" across the project to reflect the new terminology. pr#4743 pr#4827 pr#4834 Please note that this is not a breaking change in the CLI since the existing options such as --target are not using this terminology. In addition, rustup now officially supports aarch64-pc-windows-gnullvm as a host platform. pr#4523 Further details are available in the changelog! How to update If you have a previous version of rustup installed, getting the new one is as easy as stopping any programs which may be using rustup (e.g. closing your IDE) and running: $ rustup self update Rustup will also automatically update itself at the end of a normal toolchain update: $ rustup update If you don't have it already, you can get rustup ## Introducing the Gradle Security Subscription DevFeed: [Introducing the Gradle Security Subscription]() Original publisher: [Read original article]() Author: Gradle Build Tool Published: 2026-08-31T04:00:00Z Content type: release Language: en Sources: [The Gradle Blog]() Topics: [Gradle](), [Security](), [toolchain](), [Vulnerabilities]() Tags: [gradle](), [open-source](), [releases](), [security](), [toolchain](), [vulnerabilities]() ### AI overview Gradle announces the Gradle Security Subscription, which provides security fixes under a service-level agreement, maintenance for Gradle versions beyond the open source end-of-life policy, and advance notice of newly discovered vulnerabilities. The article explains build-tool security risks and argues that the subscription does not change the open source community offering. ### Source excerpt The Gradle Security Subscription is available today. It provides security fixes under a service-level agreement, security maintenance for Gradle versions beyond the open source end-of-life policy, and advance notice of newly discovered vulnerabilities ahead of public disclosure. Coverage details are on our subscription page. The rest of this post explains why the subscription is important and what changes for the open source community (in short, nothing). The toolchain as an attack surface In 1984, while accepting the Turing Award, Ken Thompson described a compiler he had modified to insert a backdoor into the programs it compiled. Reviewing the source of the affected program revealed nothing. And reviewing the source of the compiler revealed nothing either. His conclusion was that you cannot fully trust code you did not create entirely yourself. Four decades later, we find ourselves facing the same dilemma. Software composition analysis scans the dependencies a project declares. Static analysis scans the source a team writes. But neither examines the build tool that turns that source and those dependencies into the artifact that goes to production. This gap has been exploited repeatedly. In 2015, XcodeGhost distributed a modified version of Apple's IDE that inserted malicious code into every application compiled with it, reaching thousands of App Store applications whose developers had written nothing malicious. In 2020, SolarWinds released a compromised version of their IT software, but the attackers modified no source code. They gained access to the build environment and installed malware that monitored the compilation process, injecting a backdoor into the resulting binary as it was produced. Approximately 18,000 organizations installed the signed update, including the U.S. Departments of Treasury, State, Defense, and Homeland Security. There are two more recent incidents. The Codecov Bash Uploader compromise ran undetected for roughly two months in 2021, exfilt ## CUDA Python 1.0: Stable APIs, One Foundation, Full Platform Access DevFeed: [CUDA Python 1.0: Stable APIs, One Foundation, Full Platform Access]() Original publisher: [Read original article]() Author: Elizabeth Goodman Published: 2026-08-25T15:00:00Z Content type: article Language: en Sources: [NVIDIA Developer](), [NVIDIA Technical Blog]() Topics: [CUDA](), [Python](), [GPU](), [C++](), [toolchain](), [PyTorch](), [RAPIDS](), [releases]() Tags: [c-plus-plus](), [cuda](), [data-science](), [developer-tools-techniques](), [gpu](), [numba](), [python](), [pytorch](), [rapids](), [release](), [toolchain]() ### AI overview CUDA Python 1.0 makes the CUDA platform accessible from Python through stable, versioned components, including runtime access, low-level CUDA C API bindings, parallel algorithms, component discovery, and NVIDIA math libraries. The release establishes a shared foundation for Python GPU libraries and introduces semantic-versioning commitments for public APIs. ### Source excerpt For years, a Python developer who needed a GPU had two realistic choices: Learn NVIDIA CUDA C++ well enough to write an extension, set up a build toolchain, and... ## Go 1.27 is released DevFeed: [Go 1.27 is released]() Original publisher: [Read original article]() Author: Nicholas Husin, on behalf of the Go team Published: 2026-08-19T00:00:00Z Content type: release Language: en Sources: [The Go Blog]() Topics: [releases]() Tags: [go](), [json](), [memory](), [performance](), [post-quantum](), [release](), [release-notes](), [toolchain]() ### AI overview Go 1.27 releases language, toolchain, runtime, and standard-library updates, including generic methods, JSON processing additions, allocation improvements, and new UUID support. ### Source excerpt Go 1.27 adds generic methods, encoding/json/v2 package, uuid package, faster memory allocation, goroutine leak profiles, and more. ## Add the dependency graph to a Kotlin K2 migration checklist DevFeed: [Add the dependency graph to a Kotlin K2 migration checklist]() Original publisher: [Read original article]() Published: 2026-08-18T00:00:00Z Content type: tutorial Language: en Sources: [Koin - Cloud-Inject.io -Kotzilla]() Topics: [Kotlin](), [migration](), [Dependency injection](), [Graphs](), [Compiler](), [toolchain](), [Android Gradle Plugin](), [Compose]() Tags: [android-gradle-plugin](), [compiler](), [compose](), [dependency-injection](), [graph](), [kotlin](), [migration](), [rollback](), [toolchain](), [verification]() ### AI overview A practical checklist for Kotlin K2 migrations in projects that generate or validate dependency wiring. It recommends mapping the compiler and build toolchain, upgrading from a known compatibility matrix, cleaning and inspecting generated output, verifying dependency graphs across flavors and targets, testing runtime slices, and keeping rollback changes coherent. ### Source excerpt A K2 migration is usually planned around source compatibility and compiler diagnostics. Projects that generate or validate dependency wiring need another checklist: compiler plugin versions, generated sources, metadata compatibility, and graph verification on every target. Map the toolchain first Record the Kotlin plugin, Compose compiler plugin, KSP or annotation tooling, dependency-injection compiler plugin, Android Gradle plugin, and target libraries. Upgrade from a known matrix instead of selecting each latest version independently. ## How Google is Making Private AI Practical with Homomorphic Encryption DevFeed: [How Google is Making Private AI Practical with Homomorphic Encryption]() Original publisher: [Read original article]() Author: Jeremy Kun Published: 2026-08-14T14:00:00Z Content type: article Language: en Sources: [Security]() Topics: [Encryption](), [Artificial Intelligence](), [Google](), [AI Inference](), [Compiler](), [Cryptography](), [toolchain](), [Open Source](), [Security](), [Cloud]() Tags: [ai](), [ai-inference](), [cloud](), [cryptographic](), [data](), [encryption](), [google](), [none](), [open-source](), [security](), [toolchain]() ### AI overview Google introduces HEIR, an open-source compiler toolchain designed to make private AI inference practical with homomorphic encryption. The approach lets servers compute on encrypted data and return encrypted results without exposing the underlying information, while addressing the usability challenges of adopting homomorphic encryption. ### Source excerpt heir logo ## C++ libraries linking DevFeed: [C++ libraries linking]() Original publisher: [Read original article]() Author: Nenad Rakocevic (noreply@blogger.com) Published: 2026-07-29T19:07:38Z Content type: release Language: en Sources: [Red]() Topics: [Red](), [C++](), [toolchain]() Tags: [build](), [build-tools](), [c-plus-plus](), [clang](), [compilation](), [directx](), [gcc](), [libraries](), [linux](), [macos](), [msvc](), [static-linking](), [toolchain](), [windows](), [x86]() ### AI overview The Red toolchain now supports statically linking C++ libraries, including their runtime, on Windows, Linux, and macOS. It accepts libraries built with MSVC, GCC, or clang through the existing import system and compilation switch, with platform-specific prerequisites and constraints. ### Source excerpt When we introduced static linking of C libraries, the promise was simple: name a .lib or .a archive in your #import, compile with -s, and ship one self-contained executable, no DLLs riding along, nothing to install on the target machine. There was one big frontier left, and everyone saw it coming: the libraries people want most (vision, GUI, audio, machine learning) are written in C++. A C++ library is a very different animal to link: it brings global constructors, exceptions, RTTI, templates, thread-local storage, and an entire language runtime that expects to be wired up just so. Until now, that was the line where you switched back to DLLs. That line is gone. The Red toolchain now statically links C++ libraries too (their runtime included) on every platform Red targets: Windows, Linux (x86 and ARM), and macOS. The best part: nothing changes. It is the same import system and same compilation switch: red -r -s myapp.red Libraries built with MSVC, GCC or clang are all accepted, in their native object formats. What you need preinstalled ➤ Windows: for C++ libraries (or C code built against Microsoft's static runtime), install the free Visual Studio Build Tools with the "Desktop development with C++" workload. Just one installer, and Red locates everything by itself: no vcvarsall, no PATH, no environment variables. Plain C libraries still need nothing at all and that now extends to C libraries touching COM, DirectX or MediaFoundation: the GUID constants such code references ship inside the toolchain, so a fresh Windows 11 with only red-toolchain executable on it links them! ➤ Linux: the GNU runtime archives from your distribution's gcc packages (libstdc++.a, libgcc.a and friends) placed next to your library. If one is missing, the linker names exactly what it needs. ➤ macOS: nothing beyond the toolchain; the system C++ runtime binds automatically. Some constraints 32-bit libraries for now, until the 64-bit toolchain is ready. The imported surface must be C (extern "C", ## DevOps Toolchain: Build a Stack That Actually Scales DevFeed: [DevOps Toolchain: Build a Stack That Actually Scales]() Original publisher: [Read original article]() Author: Eric Minick Published: 2026-07-22T00:00:00Z Content type: article Language: en Sources: [Harness Blog]() Topics: [DevOps](), [toolchain](), [CI/CD](), [ai-coding]() Tags: [ai-coding](), [ci-cd](), [devops](), [productivity](), [software-delivery](), [toolchain]() ### AI overview This article explains that a scalable DevOps toolchain should be a small, unified stack with shared governance and golden paths rather than a large collection of specialized tools. It argues that tool sprawl increases integration work, governance gaps, context switching, and rollback complexity, especially as AI increases code volume. ### Source excerpt Discover the essential DevOps toolchain for modern software delivery. Learn why consolidation, not sprawl, is how teams scale safely with AI acceleration. | Blog ## Optimized CDN caching and deploying of immutable static assets DevFeed: [Optimized CDN caching and deploying of immutable static assets]() Original publisher: [Read original article]() Author: Niklas Mischkulnig Published: 2026-07-17T00:00:00Z Content type: release Language: en Sources: [Vercel News]() Topics: [Vercel](), [Caching](), [Cache](), [Optimization](), [Next.js](), [toolchain]() Tags: [cache](), [caching](), [cdn](), [next-js](), [optimization](), [toolchain](), [vercel]() ### AI overview Vercel now reuses immutable, content-addressed static assets across deployments for supported frameworks. The zero-configuration optimization reduces CDN requests and transferred bytes, speeds deployments, and can significantly lower global time to first byte. Next.js 16.3 preview and later support it by default, with additional framework support planned. ### Source excerpt Vercel now reuses static files across deployments for frameworks that output content-addressed assets. It's zero-config: Vercel uses Framework-defined infrastructure to manage these immutable files alongside your code changes, handling the hard parts like hash collisions, file lifecycles, and efficient routing. This brings several benefits: Lower costs and improved cache hit rates -- For frameworks using query-parameter-based Skew Protection (such as Next.js), we saw 17% fewer CDN requests and 24% fewer bytes transferred for static content. Faster Deployments -- Deployments complete up to 30% faster on average. Faster Time to First Byte -- Immutable assets can remain cached across deployments, giving frequently deployed projects up to a 60% reduction in global TTFB. Vercel's supported frameworks will automatically take advantage of this optimization, even for projects without Skew Protection enabled. Next.js 16.3 preview and later already have it enabled out of the box, and support for additional frameworks (including Nitro) is coming soon. No configuration is required: upgrading to a supported framework version is all you need to do. If you're a framework author and want to implement this in your own toolchain, see the immutable static files section of the Build Output API docs. Read more ## Vercel Sandbox now support Custom Images DevFeed: [Vercel Sandbox now support Custom Images]() Original publisher: [Read original article]() Author: Tom Lienard Published: 2026-06-30T00:00:00Z Content type: release Language: en Sources: [Vercel News]() Topics: [Vercel](), [toolchain](), [Docker](), [boot]() Tags: [boot](), [compute](), [container-registry](), [dependencies](), [docker](), [documentation](), [filesystem](), [images](), [os](), [performance](), [registry](), [sandbox](), [sandboxes](), [snapshots](), [toolchain](), [vercel]() ### AI overview Vercel Sandboxes now support custom images in public beta. Users can provide a custom root filesystem with their own operating system, toolchain, and dependencies. Images are pulled from Vercel Container Registry, and the feature is designed to preserve cold start performance through precompiled snapshots. ### Source excerpt Vercel Sandboxes now supports custom images. Launching in public beta today, images allow Sandboxes to start with your own custom root filesystem. Images are pulled from Vercel Container Registry, so anything you docker push is immediately available. Bring your own OS, toolchain and dependencies into the Sandbox without needing to spin up compute and create Snapshots. Images in the background for Fluid Compute and boot from a precompiled snapshot in the same format as our Sandbox Snapshots - so you get the convenience of a custom filesystem without sacrificing cold start performance. Read more about running images with Sandbox in the documentation. Read more ## Static linking support DevFeed: [Static linking support]() Original publisher: [Read original article]() Author: Nenad Rakocevic (noreply@blogger.com) Published: 2026-06-29T18:39:33Z Content type: release Language: en Sources: [Red]() Topics: [Red](), [toolchain](), [C](), [parquet](), [MSVC](), [Claude Code](), [codex]() Tags: [agents](), [c](), [claude-code](), [codex](), [compression](), [mod-player](), [msvc](), [soundtracker](), [static-linking](), [toolchain]() ### AI overview The Red toolchain now supports statically linking C libraries, allowing Red/System programs to be distributed as single self-contained executables. The article explains the linker's handling of object formats, symbols, sections, and relocations, and demonstrates the process with the miniz compression library. ### Source excerpt We must free ourselves of the hope that the sea will ever rest. We must learn to sail in high winds. -Aristotle Onassis The coding agents revolution is taking the world by storm and we are right in the middle of it. Like most of you, we have experimented with the agent's amazing (and frustrating) capabilities, pondering the role of Red and our vision in that new world. The conclusion is (un)surprisingly clear, Red is still very relevant and will be even more so as we improve it to better work with agents. In the meantime, here are some treats, starting with expanding our toolchain to support static linking of libraries written in C, allowing you to distribute single executables with all dependencies packed inside. This work has been done with the heavy assistance of frontier models and local harnesses (Claude Code and Codex). You might expect that to be a small addition, but a static linker has to read each platform's object format, pull in just the pieces it needs, fold duplicated sections, resolve system symbols and patch relocations by hand, so there was quite a bit of machinery to put together. The reward is the result everyone wants: a single, self-contained binary, with nothing to install beside it. A simple example Let's compress some data without shipping a compression library next to our program. For something concrete we will use miniz, a small, MIT-licensed library that implements the well-known zlib and deflate APIs. It is distributed as a single `miniz.c` / `miniz.h` pair, which makes it especially convenient to compile and link. The first step is to compile miniz into a static library. There are only two things to keep in mind. Red/System currently produces 32-bit code, so the object has to be 32-bit too; and it helps to switch off a couple of compiler extras (C++ exception tables and stack canaries) that would otherwise make the object reference runtime helpers we do not need. On Windows, with MSVC: cl /c /MT /GS- /EHs-c- /GR- miniz.c lib /out:miniz.l ## WASI 0.3 Launched DevFeed: [WASI 0.3 Launched]() Original publisher: [Read original article]() Author: \["Bailey Hayes", "Yosh Wuyts"\] Published: 2026-06-11T00:00:00Z Content type: release Language: en Sources: [Bytecode Alliance]() Topics: [WebAssembly](), [toolchain]() Tags: [async](), [component](), [components](), [native](), [support](), [toolchain](), [wasi](), [webassembly]() ### AI overview WASI 0.3.0 has been ratified as a stable specification. It rebases WASI on the WebAssembly Component Model's native async primitives, making most changes from WASI 0.2 mechanical and simplifying interface signatures. Runtime and toolchain support is beginning to land. ### Source excerpt WASI 0.3 is official, and async is now native to WebAssembly Components. The WASI Subgroup voted to ratify WASI 0.3.0, rebasing WASI onto the WebAssembly Component Model's async primitives. The 0.3.0 specification is now stable, and runtime and toolchain support is landing now. ## Modern Mainframe DevOps: Automate CI/CD for z/OS Application DevFeed: [Modern Mainframe DevOps: Automate CI/CD for z/OS Application]() Original publisher: [Read original article]() Author: Eric Minick Published: 2026-06-10T00:00:00Z Content type: article Language: en Sources: [Harness Blog]() Topics: [Mainframe](), [CI/CD](), [DevOps](), [Platform Engineering](), [Deployment](), [Developer experience](), [dora metrics]() Tags: [automated](), [ci](), [ci-cd](), [declarative](), [deployment](), [developer-experience](), [developer-platform](), [developer-productivity](), [devops](), [dora-metrics](), [os](), [pipelines](), [platform](), [platform-engineering](), [platforms](), [software](), [toolchain](), [tooling](), [workflows]() ### AI overview The article explains how platform engineering teams can integrate mainframe applications into unified CI/CD workflows alongside cloud-native services. It argues that replacing isolated, script-heavy mainframe processes with automated, declarative pipelines can improve visibility, coordinate cross-tier releases, and reduce operational overhead. ### Source excerpt Drive developer productivity by replacing brittle, legacy mainframe scripts with declarative, secure, and fully automated multi-tier release pipelines. | Blog ## How much do amd64 microarchitecture levels help in Go? DevFeed: [How much do amd64 microarchitecture levels help in Go?]() Original publisher: [Read original article]() Author: Daniel Lemire Published: 2026-06-06T20:25:19Z Content type: article Language: en Sources: [Daniel Lemire]() Topics: [Go Language](), [Benchmark](), [cpu](), [Data structures](), [toolchain](), [intel]() Tags: [avx](), [benchmark](), [cpu](), [data-structure](), [go](), [intel](), [performance](), [toolchain]() ### AI overview This article examines how amd64 microarchitecture levels affect Go program performance. It explains the instruction-set levels and reports a benchmark methodology using the Roaring Bitmaps library on an Intel Xeon Gold 6548N with Go 1.26.2 and Roaring v2.18.2. The supplied text does not include the benchmark results. ### Source excerpt Our 64-bit Intel and AMD processors have evolved over decades. When you compile a Go program for a 64-bit Intel or AMD processor, the compiler targets, by default, a nearly 20-year-old instruction set. The binary that comes out runs on essentially any x64 chip, but it also leaves on the table every instruction that was ... Continue reading How much do amd64 microarchitecture levels help in Go? ## Introducing Search Toolkit DevFeed: [Introducing Search Toolkit]() Original publisher: [Read original article]() Published: 2026-05-28T11:42:21Z Content type: release Language: en Sources: [Mistral AI Blog]() Topics: [AI Development](), [Retrieval Augmented Generation (RAG)](), [Artificial Intelligence](), [Open Source](), [data](), [cloud-infrastructure]() Tags: [ai](), [applications](), [building](), [cloud](), [data](), [engineering](), [framework](), [infrastructure](), [open-source](), [production](), [rag](), [retrieval](), [search](), [toolchain](), [workflows]() ### AI overview Search Toolkit is a composable, open-source framework for building production search pipelines for AI applications. It combines ingestion, retrieval, and evaluation behind a shared interface, supports cloud, on-premises, and edge infrastructure, and provides consistent processing and indexing across different enterprise data sources. ### Source excerpt Search Toolkit is a composable framework for building production search pipelines for AI applications. ## ESPHome 2026.5.0: Device Builder enters public beta DevFeed: [ESPHome 2026.5.0: Device Builder enters public beta]() Original publisher: [Read original article]() Author: Jesse Hills Published: 2026-05-20T00:00:00Z Content type: release Language: en Sources: [ESPHome - Smart Home Made Simple - Blog]() Topics: [esphome](), [Web app](), [configuration](), [toolchain](), [ESP32](), [Streaming](), [zigbee]() Tags: [configuration](), [esp-idf](), [esp32](), [esphome](), [feature](), [release](), [releases](), [streaming](), [toolchain](), [web-app](), [zigbee]() ### AI overview ESPHome 2026.5.0 launches the public beta of the ESPHome Device Builder, a web application that replaces the legacy dashboard with configuration editing, firmware job management, bulk actions, search, distributed builds, and settings. The release also reworks the main loop and watchdog, adds measured optimizations, introduces native ESP-IDF toolchain support alongside PlatformIO, modernizes audio decoding, expands OTA capabilities, and adds ESP32-based Zigbee and multi-room audio components. ### Source excerpt ESPHome 2026.5.0 launches the public beta of the new ESPHome Device Builder, reworks the main loop and watchdog, and modernizes the audio decoder pipeline. ## gosentry brings LibAFL-grade fuzzing to Go's native interface DevFeed: [gosentry brings LibAFL-grade fuzzing to Go's native interface]() Original publisher: [Read original article]() Author: "Kevin Valerio" Published: 2026-05-12T11:00:00Z Content type: article Language: en Sources: [The Trail of Bits Blog](), [The Trail of Bits Blog]() Topics: [Go Language](), [C++]() Tags: [bug](), [c](), [c-plus-plus](), [cache](), [cli](), [fuzzing](), [go](), [research-practice](), [rust](), [security](), [testing](), [tool-release](), [toolchain](), [tooling](), [vulnerabilities](), [workflow]() ### AI overview Gosentry is a fuzzing-oriented fork of the Go toolchain that retains Go's native fuzzing interface while using LibAFL by default. It adds native struct fuzzing, Nautilus grammar-based fuzzing, additional bug detection, and campaign coverage reporting without requiring existing Go fuzz harnesses to be rewritten. ### Source excerpt Go's native fuzzing is useful, but it stands far behind state-of-the-art tooling that the Rust, C, and C++ ecosystems offer with LibAFL and AFL++. Path constraints are hard to solve. Structured inputs usually need handmade parsing. It doesn't even detect several common bug classes, such as integer overflows, goroutine leaks, data races, and execution timeouts. So to make it better, we built gosentry, a fuzzing-oriented fork of the Go toolchain that keeps the standard testing.F workflow while using a stronger fuzzing stack underneath to tackle those issues. With gosentry, go test -fuzz uses LibAFL by default. It can fuzz structs natively, run grammar-based fuzzing with Nautilus, detect bug classes that it couldn't detect before, and create a fuzzing campaign coverage report in one command. If you already have Go fuzz harnesses, you don't need to rewrite them. Point them at gosentry's binary and you get all of the above through the same go test -fuzz interface, with a few new flags: ./bin/go test -fuzz=FuzzHarness --focus-on-new-code=false --catch-races=true --catch-leaks=true Figure 1: Basic gosentry usage gosentry keeps the harness API and changes the engine and the surrounding tooling -- you just tweak the CLI. You can also generate coverage reports from an existing campaign with --generate-coverage. Run it from the same package with the same -fuzz target, and no corpus path is needed; gosentry stores the campaign state under Go's fuzz cache index by package and fuzz target, so restarting the campaign resumes from the existing corpus. Why we built gosentry We started this project after we released go-panikint to improve Go fuzzing's integer overflow detection. We realized that integer overflow detection wasn't enough. Go's fuzzing ecosystem was still missing techniques that Rust, C, and C++ researchers already use every day. We often faced these gaps in our own security work using Go's vanilla fuzzer: Program comparisons (path constraints) were impossible to solve: ## TanStack Npm Packages Compromised Inside The Mini Shai Hulud Supply Chain Attack DevFeed: [TanStack Npm Packages Compromised Inside The Mini Shai Hulud Supply Chain Attack]() Original publisher: [Read original article]() Author: Stephen Thoemmes Published: 2026-05-11T05:00:00Z Content type: news Language: en Sources: [Blog RSS Feed | Snyk]() Topics: [incident]() Tags: [article](), [attacks](), [cache](), [ci-cd](), [cryptographic](), [developer](), [devops](), [devsecops](), [github](), [github-actions](), [identity](), [incident](), [maintainers](), [memory](), [npm-packages](), [open-source-security](), [sbom](), [scm](), [security](), [snyk-open-source](), [snyk-security-intel](), [supply-chain](), [supply-chain-security](), [teampcp](), [tech](), [toolchain](), [vulnerability-insights](), [workflow]() ### AI overview TanStack's legitimate release pipeline was hijacked to publish malicious npm packages with valid SLSA provenance. The article describes the Mini Shai-Hulud supply-chain attack, its impact, and remediation guidance to rotate secrets on affected install environments. ### Source excerpt On May 11, 2026, the Mini Shai-Hulud worm compromised 84 npm package artifacts across 42 @tanstack/* packages (as well as @squawk/*, @mistralai/* packages, and others) by chaining a GitHub Actions "Pwn Request," cache poisoning, and OIDC token extraction from runner memory -- producing the first npm supply chain attack with valid SLSA Build Level 3 attestations. Here's what happened, what was stolen, and what you need to do right now. [Next page]()