# Tooling

Programs that allow developers to create, test, and debug software.

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

## Zed launches Delta public beta for collaborative code review with developers and coding agents

DevFeed: [Zed launches Delta public beta for collaborative code review with developers and coding agents](<https://devfeed.tech/articles/everyone-s-in-a-race-to-replace-github-zed-launches-delta-because-agents-made-pull-requests-obsolete-31534.md>)

Original publisher: [Read original article](<https://thenewstack.io/zed-delta-github-alternative/>)

Author: Paul Sawers

Published: 2026-09-16T19:45:30Z

Content type: article

Language: en

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

Topics: [GitHub](<https://devfeed.tech/topics/github.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [pull-requests](<https://devfeed.tech/topics/pull-requests.md>), [Developer Platform](<https://devfeed.tech/topics/developer-platform.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [beta](<https://devfeed.tech/tags/beta.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [collaboration](<https://devfeed.tech/tags/collaboration.md>), [developer](<https://devfeed.tech/tags/developer.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [github](<https://devfeed.tech/tags/github.md>), [pull-requests](<https://devfeed.tech/tags/pull-requests.md>), [review](<https://devfeed.tech/tags/review.md>), [software-development](<https://devfeed.tech/tags/software-development.md>)

### AI overview

Zed has announced the public beta of Delta, a collaborative environment where developers and coding agents work, review, and revise code together in shared threads rather than pull requests. The article presents Delta as a response to the volume of agent-generated code and limitations of the pull-request model.

### Source excerpt

Something of a consensus has emerged from the developer fraternity in 2026 -- GitHub, a platform built substantively for human The post "Everyone's in a race to replace GitHub": Zed launches Delta because agents made pull requests obsolete appeared first on The New Stack.

## Cloud Sovereignty, Provider Risk, and Migration Options for EU Companies

DevFeed: [Cloud Sovereignty, Provider Risk, and Migration Options for EU Companies](<https://devfeed.tech/articles/beyond-the-hyperscalers-what-actually-protects-you-31468.md>)

Original publisher: [Read original article](<https://www.pulumi.com/blog/beyond-the-hyperscalers-what-actually-protects-you/>)

Author: Adam Gordon Bell

Published: 2026-09-16T13:00:00Z

Content type: opinion

Language: en

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

Topics: [Cloud](<https://devfeed.tech/topics/cloud.md>), [migration](<https://devfeed.tech/topics/migration.md>), [pulumi](<https://devfeed.tech/topics/pulumi.md>), [Security](<https://devfeed.tech/topics/security.md>), [scaleway](<https://devfeed.tech/topics/scaleway.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [aws](<https://devfeed.tech/tags/aws.md>), [azure](<https://devfeed.tech/tags/azure.md>), [cloud](<https://devfeed.tech/tags/cloud.md>), [customers](<https://devfeed.tech/tags/customers.md>), [kubernetes](<https://devfeed.tech/tags/kubernetes.md>), [migration](<https://devfeed.tech/tags/migration.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [pulumi](<https://devfeed.tech/tags/pulumi.md>), [scaleway](<https://devfeed.tech/tags/scaleway.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

This recorded discussion examines cloud sovereignty, legal and cost concerns for EU companies using major US cloud providers, and the practical tradeoffs of moving to European providers. Three guests discuss provider exposure, encryption and account shutdown risks, migration costs, and whether Pulumi and agentic infrastructure can make future moves easier.

### Source excerpt

Recorded September 3, 2026. Quotes are lightly edited for clarity. Maybe this sounds familiar. You run infrastructure at a company that isn't American. Your workloads are on AWS, Azure, or Google Cloud, probably more than one, because that is what everyone picked. Until recently nobody asked you where the data lives or who can reach it. Now you're getting questions. Legal wants to know what NIS2 means for where your systems run. Someone on the leadership team read that the US government locked the cloud accounts of judges at the International Criminal Court and wants to know if that could happen to you. Finance wants to know why the bill went up again. A customer's security review asked, in writing, which country your data sits in. So now you have questions of your own: If a US court or agency wants my data, can they get it from my provider without involving me? Does putting everything in an EU region change that? The big providers now sell "sovereign cloud" in Europe. Is that different, or a rename? If I encrypt everything and hold the keys myself, am I covered? Could my account be switched off one day? What would I do? Are Hetzner, OVH, and Scaleway usable for real workloads? How much cheaper are they once you count the migration? What should I be building on now so I can leave later if I need to? A migration like this used to be a multi-year project. Does Pulumi and agentic infrastructure change that? Is any of this worth the disruption, or should I leave what works alone? I put those questions to three people who have each dealt with this for real. One of them helps EU companies work out their exposure and builds the tooling to leave. Another has spent fifteen years sizing what cloud actually costs, and thinks most people should stay put. The third moved his company off AWS and onto a European provider. They don't agree on how big the risk is. The full hour is below. Don't just default to the hyperscalers Waldemar Kindler co-founded Think Ahead Technologies, whe

## Presentation: Teaching Engineers, Trusting AI: How Education Enabled Autonomous Code Review

DevFeed: [Presentation: Teaching Engineers, Trusting AI: How Education Enabled Autonomous Code Review](<https://devfeed.tech/articles/presentation-teaching-engineers-trusting-ai-how-education-enabled-autonomous-code-review-30913.md>)

Original publisher: [Read original article](<https://www.infoq.com/presentations/duolingo-ai-literacy-code-review/>)

Author: Sarah Deitke

Published: 2026-09-16T11:00:00Z

Content type: article

Language: en

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

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Code review](<https://devfeed.tech/topics/code-review.md>), [Pull Request](<https://devfeed.tech/topics/pull-request.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [engineering-culture](<https://devfeed.tech/topics/engineering-culture.md>), [observability](<https://devfeed.tech/topics/observability.md>)

Tags: [adoption](<https://devfeed.tech/tags/adoption.md>), [agile](<https://devfeed.tech/tags/agile.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-ml-data-engineering](<https://devfeed.tech/tags/ai-ml-data-engineering.md>), [architecture-design](<https://devfeed.tech/tags/architecture-design.md>), [artificial-intelligence](<https://devfeed.tech/tags/artificial-intelligence.md>), [automated](<https://devfeed.tech/tags/automated.md>), [automation](<https://devfeed.tech/tags/automation.md>), [autonomous](<https://devfeed.tech/tags/autonomous.md>), [case-study](<https://devfeed.tech/tags/case-study.md>), [code-review](<https://devfeed.tech/tags/code-review.md>), [code-reviews](<https://devfeed.tech/tags/code-reviews.md>), [culture](<https://devfeed.tech/tags/culture.md>), [culture-methods](<https://devfeed.tech/tags/culture-methods.md>), [developer](<https://devfeed.tech/tags/developer.md>), [developer-experience](<https://devfeed.tech/tags/developer-experience.md>), [development](<https://devfeed.tech/tags/development.md>), [duolingo-ai-literacy-code-review](<https://devfeed.tech/tags/duolingo-ai-literacy-code-review.md>), [infoq](<https://devfeed.tech/tags/infoq.md>), [metrics](<https://devfeed.tech/tags/metrics.md>), [ml-data-engineering](<https://devfeed.tech/tags/ml-data-engineering.md>), [observability](<https://devfeed.tech/tags/observability.md>), [pairing](<https://devfeed.tech/tags/pairing.md>), [presentation](<https://devfeed.tech/tags/presentation.md>), [qcon-london-2026](<https://devfeed.tech/tags/qcon-london-2026.md>), [qcon-software-development-conference](<https://devfeed.tech/tags/qcon-software-development-conference.md>), [transcripts](<https://devfeed.tech/tags/transcripts.md>)

### AI overview

Sarah Deitke presents Duolingo's approach to cultural AI adoption through internal AI literacy workshops, observability dashboards, and safe AI guardrails. The presentation includes a case study on redesigning code review with an automated PR risk-assessment bot and reports faster delivery without increased defect rates.

### Source excerpt

Sarah Deitke discusses how Duolingo drives cultural AI adoption beyond tooling access. She explains their internal AI literacy workshops and observability dashboards, then shares a case study on redesigning code review using an automated PR risk-assessment bot. Deitke demonstrates how pairing targeted developer education with safe AI guardrails speeds up delivery without increasing defect rates. By Sarah Deitke

## OpenVDB Introduces SIMD Framework With Some 2~4x Performance Improvements

DevFeed: [OpenVDB Introduces SIMD Framework With Some 2~4x Performance Improvements](<https://devfeed.tech/articles/openvdb-introduces-simd-framework-with-some-2-4x-performance-improvements-31411.md>)

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

Author: Michael Larabel

Published: 2026-09-16T10:05:23Z

Content type: news

Language: en

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

Topics: [Data structures](<https://devfeed.tech/topics/data-structures.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [x86](<https://devfeed.tech/topics/x86.md>), [releases](<https://devfeed.tech/topics/releases.md>), [cudnn](<https://devfeed.tech/topics/cudnn.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>)

Tags: [avx](<https://devfeed.tech/tags/avx.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [cuda](<https://devfeed.tech/tags/cuda.md>), [data](<https://devfeed.tech/tags/data.md>), [data-structure](<https://devfeed.tech/tags/data-structure.md>), [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [github](<https://devfeed.tech/tags/github.md>), [kernels](<https://devfeed.tech/tags/kernels.md>), [linux-benchmarking](<https://devfeed.tech/tags/linux-benchmarking.md>), [linux-hardware-benchmarks](<https://devfeed.tech/tags/linux-hardware-benchmarks.md>), [linux-hardware-reviews](<https://devfeed.tech/tags/linux-hardware-reviews.md>), [linux-how-to](<https://devfeed.tech/tags/linux-how-to.md>), [linux-performance](<https://devfeed.tech/tags/linux-performance.md>), [linux-server-benchmarks](<https://devfeed.tech/tags/linux-server-benchmarks.md>), [open-source-graphics](<https://devfeed.tech/tags/open-source-graphics.md>), [performance](<https://devfeed.tech/tags/performance.md>), [phoronix](<https://devfeed.tech/tags/phoronix.md>), [phoronix-test-suite](<https://devfeed.tech/tags/phoronix-test-suite.md>), [release](<https://devfeed.tech/tags/release.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>), [x86](<https://devfeed.tech/tags/x86.md>)

### AI overview

OpenVDB 13.1 introduces a SIMD framework using Agner Fog's VectorClass Library for explicit x86 vectorization up to AVX-512. Adapted point transfer algorithms reportedly achieve 2x to 4x performance improvements on modern AVX-512 x86_64 CPUs. The release also includes NanoVDB CUDA resource-management and kernel improvements, plus updates to vdb_tool.

### Source excerpt

OpenVDB is the sparse volume data structure and tooling library maintained by the Academy Software Foundation. OpenVDB in turn is used by various CGI software for dealing with sparse volumetric data such as Houdini, RenderMan, and Cinema 4D to the open-source Blender. It's even won an Academy Award for technical achievement while now in 2026 it's finally establishing a SIMD framework for better leveraging modern x86 ISA capabilities...

## Evolving our content infrastructure

DevFeed: [Evolving our content infrastructure](<https://devfeed.tech/articles/evolving-our-content-infrastructure-27375.md>)

Original publisher: [Read original article](<http://engineering.khanacademy.org/posts/evolving-our-content-infrastructure.htm>)

Author: Khan Academy

Published: 2016-09-19T22:00:00Z

Content type: article

Language: en

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

Topics: [Tooling](<https://devfeed.tech/topics/tooling.md>), [Website](<https://devfeed.tech/topics/website.md>), [Network](<https://devfeed.tech/topics/network.md>)

Tags: [engineering](<https://devfeed.tech/tags/engineering.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [news](<https://devfeed.tech/tags/news.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [website](<https://devfeed.tech/tags/website.md>)

### AI overview

Khan Academy describes infrastructure changes and optimizations that helped make its Spanish-language site fully available in Spanish, focusing on how the team addressed untranslated new and changed content and plans to adapt the approach to more languages.

### Source excerpt

By Willow Chargin Every month, millions of learners use Khan Academy in languages other than English. Over the past ... Read more

## tota11y - an accessibility visualization toolkit

DevFeed: [tota11y - an accessibility visualization toolkit](<https://devfeed.tech/articles/tota11y-an-accessibility-visualization-toolkit-27413.md>)

Original publisher: [Read original article](<http://engineering.khanacademy.org/posts/tota11y.htm>)

Author: Khan Academy

Published: 2015-06-08T22:00:00Z

Content type: release

Language: en

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

Topics: [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [audit](<https://devfeed.tech/topics/audit.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [browser](<https://devfeed.tech/topics/browser.md>), [Chrome](<https://devfeed.tech/topics/chrome.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [accessibility-testing](<https://devfeed.tech/tags/accessibility-testing.md>), [audit](<https://devfeed.tech/tags/audit.md>), [browser](<https://devfeed.tech/tags/browser.md>), [chrome](<https://devfeed.tech/tags/chrome.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [frontend](<https://devfeed.tech/tags/frontend.md>), [linter](<https://devfeed.tech/tags/linter.md>), [news](<https://devfeed.tech/tags/news.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tests](<https://devfeed.tech/tags/tests.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [unit-tests](<https://devfeed.tech/tags/unit-tests.md>), [visualization](<https://devfeed.tech/tags/visualization.md>), [web](<https://devfeed.tech/tags/web.md>), [web-frontend](<https://devfeed.tech/tags/web-frontend.md>)

### AI overview

Khan Academy announces tota11y, an accessibility visualization toolkit designed to make manual accessibility testing easier for developers. The article describes its development and use of browser-based annotations to help teams understand and fix accessibility issues.

### Source excerpt

By Jordan Scales Today we're releasing tota11y (on GitHub), an accessibility visualization toolkit that aims to reduce the ... Read more

## Percona and HexaCluster: Faster, Safer Oracle Migration

DevFeed: [Percona and HexaCluster: Faster, Safer Oracle Migration](<https://devfeed.tech/articles/percona-and-hexacluster-faster-safer-oracle-migration-26240.md>)

Original publisher: [Read original article](<https://www.percona.com/blog/percona-and-hexacluster-faster-safer-oracle-migration/>)

Author: Percona Team

Published: 2026-09-14T22:19:16Z

Content type: article

Language: en

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

Topics: [Oracle Database](<https://devfeed.tech/topics/oracle-database.md>), [migration](<https://devfeed.tech/topics/migration.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [PostgreSQL](<https://devfeed.tech/topics/postgresql.md>), [Database Migration](<https://devfeed.tech/topics/database-migration.md>), [Replication](<https://devfeed.tech/topics/replication.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [database](<https://devfeed.tech/tags/database.md>), [database-migration](<https://devfeed.tech/tags/database-migration.md>), [database-trends](<https://devfeed.tech/tags/database-trends.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [insight-for-dbas](<https://devfeed.tech/tags/insight-for-dbas.md>), [insight-for-developers](<https://devfeed.tech/tags/insight-for-developers.md>), [migration](<https://devfeed.tech/tags/migration.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [oracle](<https://devfeed.tech/tags/oracle.md>), [partners](<https://devfeed.tech/tags/partners.md>), [percona](<https://devfeed.tech/tags/percona.md>), [postgresql](<https://devfeed.tech/tags/postgresql.md>), [replication](<https://devfeed.tech/tags/replication.md>), [schema](<https://devfeed.tech/tags/schema.md>), [sql](<https://devfeed.tech/tags/sql.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [validation](<https://devfeed.tech/tags/validation.md>)

### AI overview

Percona and HexaCluster describe a partnership for moving organizations from Oracle, SQL Server, DB2, and Sybase ASE to supported open source databases, primarily PostgreSQL. HexaCluster provides assessment and migration engineering through DMAT and HexaRocket, while Percona provides distributions, operators, and long-term support. HexaRocket combines schema migration, data migration, validation, change data capture, live replication, and reverse replication in one platform.

### Source excerpt

Percona and HexaCluster have partnered to remove the hardest part of an open source database migration: getting off Oracle, SQL Server, DB2 or Sybase ASE with confidence, on a predictable timeline, without a multi-year consulting program. Percona brings open source expertise, its own distributions, operators and enterprise support. HexaCluster brings the assessment and migration engineering ... Continued The post Percona and HexaCluster: Faster, Safer Oracle Migration appeared first on Percona.

## Jotai 3.0 Ships as a Modernized, ESM-Only Package That Drops Legacy Builds and Deprecated APIs

DevFeed: [Jotai 3.0 Ships as a Modernized, ESM-Only Package That Drops Legacy Builds and Deprecated APIs](<https://devfeed.tech/articles/jotai-3-0-ships-as-a-modernized-esm-only-package-that-drops-legacy-builds-and-deprecated-apis-17394.md>)

Original publisher: [Read original article](<https://www.infoq.com/news/2026/09/jotai-3-released/>)

Author: Daniel Curtis

Published: 2026-09-14T06:46:00Z

Content type: news

Language: en

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

Topics: [React](<https://devfeed.tech/topics/react.md>), [releases](<https://devfeed.tech/topics/releases.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Zustand](<https://devfeed.tech/topics/zustand.md>)

Tags: [commonjs](<https://devfeed.tech/tags/commonjs.md>), [compatibility](<https://devfeed.tech/tags/compatibility.md>), [development](<https://devfeed.tech/tags/development.md>), [javascript](<https://devfeed.tech/tags/javascript.md>), [jotai-3-released](<https://devfeed.tech/tags/jotai-3-released.md>), [news](<https://devfeed.tech/tags/news.md>), [react](<https://devfeed.tech/tags/react.md>), [releases](<https://devfeed.tech/tags/releases.md>), [typescript](<https://devfeed.tech/tags/typescript.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>), [web-development](<https://devfeed.tech/tags/web-development.md>)

### AI overview

Jotai 3.0.0 is a stable, ESM-only release for React that removes CommonJS, UMD, and SystemJS builds, drops older Node, React, and TypeScript support, targets ES2020, and removes several deprecated APIs. Most migrations are described as mechanical, with replacements and import changes documented in the migration guide. Larger feature changes, including concurrent-safe atoms and external-store syncing, are deferred to later versions.

### Source excerpt

Jotai, an atomic state management library for React, has released version 3.0.0, now exclusively using ES modules. It maintains backward compatibility but removes some deprecated APIs. Migration is straightforward for most users. This version emphasizes a leaner core with improvements while deferring significant feature changes for future updates. By Daniel Curtis

## ESP32 Bit Pirate: Bridging Modern Microcontrollers and Browser-Based Hardware Debugging

DevFeed: [ESP32 Bit Pirate: Bridging Modern Microcontrollers and Browser-Based Hardware Debugging](<https://devfeed.tech/articles/esp32-bit-pirate-bridging-modern-microcontrollers-and-browser-based-hardware-debugging-17393.md>)

Original publisher: [Read original article](<https://www.infoq.com/news/2026/09/esp32-bitpirate-web/>)

Author: Olimpiu Pop

Published: 2026-09-14T06:06:00Z

Content type: news

Language: en

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

Topics: [ESP32](<https://devfeed.tech/topics/esp32.md>), [HTML5](<https://devfeed.tech/topics/html5.md>), [browsers](<https://devfeed.tech/topics/browsers.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [C++](<https://devfeed.tech/topics/c-plus-plus.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [browser](<https://devfeed.tech/tags/browser.md>), [browsers](<https://devfeed.tech/tags/browsers.md>), [c-plus-plus](<https://devfeed.tech/tags/c-plus-plus.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [development](<https://devfeed.tech/tags/development.md>), [development-tools](<https://devfeed.tech/tags/development-tools.md>), [embedded-devices](<https://devfeed.tech/tags/embedded-devices.md>), [embedded-software-dev](<https://devfeed.tech/tags/embedded-software-dev.md>), [esp32](<https://devfeed.tech/tags/esp32.md>), [esp32-bitpirate-web](<https://devfeed.tech/tags/esp32-bitpirate-web.md>), [html5](<https://devfeed.tech/tags/html5.md>), [microcontrollers](<https://devfeed.tech/tags/microcontrollers.md>), [news](<https://devfeed.tech/tags/news.md>)

### AI overview

ESP32 Bit Pirate is a browser-based, multi-protocol debugging platform for ESP32-S3 boards. It uses HTML5 APIs such as Web Serial and WebUSB for firmware flashing, terminal access, documentation, and hardware analysis without requiring local development tools.

### Source excerpt

ESP32 Bit Pirate project integrates multi-protocol debugging within a browser environment using HTML5 APIs. It enables users to install firmware and interact with microcontrollers like the ESP32-S3 directly from the browser. The platform supports various digital and wireless protocols while providing hands-on guidance through practical recipes for tasks such as memory dumping and signal analysis. By Olimpiu Pop

## Meta Open-Sources Astryx, Its Agent-Ready React Design System

DevFeed: [Meta Open-Sources Astryx, Its Agent-Ready React Design System](<https://devfeed.tech/articles/meta-open-sources-astryx-its-agent-ready-react-design-system-10827.md>)

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

Author: Bruno Couriol

Published: 2026-09-13T23:39:00Z

Content type: news

Language: en

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

Topics: [Meta](<https://devfeed.tech/topics/meta.md>), [React](<https://devfeed.tech/topics/react.md>), [Open Source](<https://devfeed.tech/topics/open-source.md>), [CSS](<https://devfeed.tech/topics/css.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>), [User interface design](<https://devfeed.tech/topics/ui-design.md>), [Web Development](<https://devfeed.tech/topics/web-development.md>), [Svelte](<https://devfeed.tech/topics/svelte.md>), [Flutter](<https://devfeed.tech/topics/flutter.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [css](<https://devfeed.tech/tags/css.md>), [development](<https://devfeed.tech/tags/development.md>), [flutter](<https://devfeed.tech/tags/flutter.md>), [javascript](<https://devfeed.tech/tags/javascript.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [meta](<https://devfeed.tech/tags/meta.md>), [meta-astryx-design-system](<https://devfeed.tech/tags/meta-astryx-design-system.md>), [news](<https://devfeed.tech/tags/news.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [react](<https://devfeed.tech/tags/react.md>), [svelte](<https://devfeed.tech/tags/svelte.md>), [tokens](<https://devfeed.tech/tags/tokens.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [typescript](<https://devfeed.tech/tags/typescript.md>), [ui](<https://devfeed.tech/tags/ui.md>), [web-development](<https://devfeed.tech/tags/web-development.md>)

### AI overview

Meta has beta-released Astryx, an open-source React design system developed internally over eight years. It offers more than 150 accessible components, customizable CSS design tokens, precompiled StyleX-based styling, component code ejection, CLI tooling, and an MCP endpoint for developer and AI workflows.

### Source excerpt

Meta recently announced the beta release of Astryx, an open-source React design system developed internally over eight years. Astryx builds on React 19 and StyleX to provide over 150 accessible UI components, customizable CSS design tokens, and dedicated CLI and MCP tooling -- for both engineers and AI agents. By Bruno Couriol

## Open-Source Project Brings Full iOS 27 Virtualization to Apple Silicon

DevFeed: [Open-Source Project Brings Full iOS 27 Virtualization to Apple Silicon](<https://devfeed.tech/articles/open-source-project-brings-full-ios-27-virtualization-to-apple-silicon-8865.md>)

Original publisher: [Read original article](<https://www.infoq.com/news/2026/09/ios-27-virtualization/>)

Author: Sergio De Simone

Published: 2026-09-12T16:00:00Z

Content type: news

Language: en

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

Topics: [iOS](<https://devfeed.tech/topics/ios.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [debugging](<https://devfeed.tech/topics/debugging.md>), [App](<https://devfeed.tech/topics/app.md>)

Tags: [apple](<https://devfeed.tech/tags/apple.md>), [cli](<https://devfeed.tech/tags/cli.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [development](<https://devfeed.tech/tags/development.md>), [ios](<https://devfeed.tech/tags/ios.md>), [ios-27-virtualization](<https://devfeed.tech/tags/ios-27-virtualization.md>), [iphone](<https://devfeed.tech/tags/iphone.md>), [kernel](<https://devfeed.tech/tags/kernel.md>), [macos](<https://devfeed.tech/tags/macos.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [mobile-testing](<https://devfeed.tech/tags/mobile-testing.md>), [news](<https://devfeed.tech/tags/news.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [research](<https://devfeed.tech/tags/research.md>), [reverse-engineering](<https://devfeed.tech/tags/reverse-engineering.md>), [security](<https://devfeed.tech/tags/security.md>), [ssh](<https://devfeed.tech/tags/ssh.md>), [testing](<https://devfeed.tech/tags/testing.md>), [virtualization](<https://devfeed.tech/tags/virtualization.md>), [xcode](<https://devfeed.tech/tags/xcode.md>)

### AI overview

vphone-cli runs a full iOS 27 system as a virtual machine on Apple Silicon using Apple's Virtualization.framework. The article contrasts it with the Xcode iPhone Simulator and highlights uses in security research, reverse engineering, debugging, and automated testing.

### Source excerpt

The open-Source project vphone-cli enables a full iOS 27 system to run as a virtual machine on Apple Silicon. Built on Apple's own Virtualization.framework rather than traditional emulation, the project opens up new possibilities for security research, reverse engineering, and automated iOS testing. By Sergio De Simone

## Why Go is an Ideal Language for AI-Assisted Software Engineering

DevFeed: [Why Go is an Ideal Language for AI-Assisted Software Engineering](<https://devfeed.tech/articles/why-go-is-an-ideal-language-for-ai-assisted-software-engineering-4219.md>)

Original publisher: [Read original article](<https://developers.googleblog.com/why-go-is-an-ideal-language-for-ai-assisted-software-engineering/>)

Author: Cameron Balahan; Richard Seroter

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

Content type: opinion

Language: en

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

Topics: [Go Language](<https://devfeed.tech/topics/go-language.md>), [Software Engineering](<https://devfeed.tech/topics/software-engineering.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [Architecture & Design](<https://devfeed.tech/topics/architecture-design.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [compatibility](<https://devfeed.tech/tags/compatibility.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [go](<https://devfeed.tech/tags/go.md>), [software-development](<https://devfeed.tech/tags/software-development.md>), [software-engineering](<https://devfeed.tech/tags/software-engineering.md>)

### AI overview

The article argues that AI-assisted software engineering shifts developers' work from writing boilerplate toward reviewing, verifying, maintaining, and architecting systems. It presents Go as well suited to this model because its simplicity, readability, tooling, compatibility guarantees, and team-oriented design provide consistency and guardrails for AI-generated code.

### Source excerpt

As AI coding assistants shift the developer's primary role from writing boilerplate to reviewing and maintaining systems, language choice becomes critical for long-term architectural integrity. Go directly addresses this new paradigm by utilizing its strict compiler, integrated toolchain, and uncompromising readability to provide deterministic guardrails that help AI models self-correct and generate highly standardized code. By enforcing ecosystem-wide consistency and strict backward compatibility, the Go platform empowers engineering teams to efficiently verify, optimize, and maintain high-velocity, AI-generated output in production environments.

## Scality Maestro 1.1 Manages ARTESCA Fleets From One Console With No VPN Into Customer Sites

DevFeed: [Scality Maestro 1.1 Manages ARTESCA Fleets From One Console With No VPN Into Customer Sites](<https://devfeed.tech/articles/scality-maestro-1-1-manages-artesca-fleets-from-one-console-with-no-vpn-into-customer-sites-12377.md>)

Original publisher: [Read original article](<https://www.storagereview.com/news/scality-maestro-1-1-manages-artesca-fleets-from-one-console-with-no-vpn-into-customer-sites>)

Author: Harold Fritts

Published: 2026-09-10T20:17:01Z

Content type: news

Language: en

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

Topics: [cloud-infrastructure](<https://devfeed.tech/topics/cloud-infrastructure.md>), [Monitoring](<https://devfeed.tech/topics/monitoring.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Deployment](<https://devfeed.tech/topics/deployment.md>), [Server](<https://devfeed.tech/topics/server.md>), [Firewall](<https://devfeed.tech/topics/firewall.md>), [Network](<https://devfeed.tech/topics/network.md>), [Disk image](<https://devfeed.tech/topics/disk-image.md>)

Tags: [data-protection](<https://devfeed.tech/tags/data-protection.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [enterprise](<https://devfeed.tech/tags/enterprise.md>), [firewall](<https://devfeed.tech/tags/firewall.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [network](<https://devfeed.tech/tags/network.md>), [platform](<https://devfeed.tech/tags/platform.md>), [production](<https://devfeed.tech/tags/production.md>), [scale](<https://devfeed.tech/tags/scale.md>), [server](<https://devfeed.tech/tags/server.md>), [software](<https://devfeed.tech/tags/software.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [updates](<https://devfeed.tech/tags/updates.md>), [upgrade](<https://devfeed.tech/tags/upgrade.md>)

### AI overview

Scality has generally released Maestro 1.1, a fleet management platform for service providers operating many Scality ARTESCA object storage deployments. It provides centralized monitoring, software and server firmware updates, capacity tracking, and automated pay-as-you-go billing without requiring VPN tunnels or customer-side network reconfiguration. Each deployment connects outbound to Maestro, which does not connect back into customer networks.

### Source excerpt

Scality has made Maestro 1.1 generally available, a fleet management platform for service providers running large numbers of Scality ARTESCA object storage deployments on behalf of their customers. The target is the backup-as-a-service business that starts as a handful of ARTESCA clusters and grows to tens or hundreds, each sitting inside a different customer's network The post Scality Maestro 1.1 Manages ARTESCA Fleets From One Console With No VPN Into Customer Sites appeared first on StorageReview.com.

## 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-38678.md>)

Original publisher: [Read original article](<https://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-2.md>)

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

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [blog](<https://devfeed.tech/tags/blog.md>), [community](<https://devfeed.tech/tags/community.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.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>), [meetup](<https://devfeed.tech/tags/meetup.md>), [modem](<https://devfeed.tech/tags/modem.md>), [networking](<https://devfeed.tech/tags/networking.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [practical](<https://devfeed.tech/tags/practical.md>), [switzerland](<https://devfeed.tech/tags/switzerland.md>), [technical](<https://devfeed.tech/tags/technical.md>)

### AI overview

An announcement for the September 17, 2026, Zephyr Project Meetup in Zurich, Switzerland, organized by Zoi TechCon GmbH. The event will include presentations on Zephyr modem support, embedded applications, developer tools, hardware, and practical implementation experiences.

### 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.

## 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.

## Survey Finds AI Agent Confidence Outpaces Production Controls

DevFeed: [Survey Finds AI Agent Confidence Outpaces Production Controls](<https://devfeed.tech/articles/confidence-in-ai-agents-don-t-match-controls-13488.md>)

Original publisher: [Read original article](<https://www.harness.io/blog/the-ai-agent-confidence-gap>)

Author: Keith Mann

Published: 2026-09-10T00:00:00Z

Content type: article

Language: en

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

Topics: [AI Agent](<https://devfeed.tech/topics/ai-agent.md>), [Security](<https://devfeed.tech/topics/security.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [MCP](<https://devfeed.tech/topics/mcp.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [security](<https://devfeed.tech/tags/security.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tooling](<https://devfeed.tech/tags/tooling.md>)

### AI overview

A survey of 700 organizations running AI agents found that confidence in testing, security, inventory, cost, and rollback ranged from 74% to 77%, while the controls supporting those claims were often absent. The largest gap was in security: 75% reported end-to-end confidence, but only 23% had a dedicated AI-agent security layer in production.

### Source excerpt

A survey of 700 organizations reveals a dangerous gap between confidence in AI agents and the controls needed to test, secure, track, and roll them back. | Blog

## From Livestream To Library: Publishing Flock To Fedora's Session Recordings

DevFeed: [From Livestream To Library: Publishing Flock To Fedora's Session Recordings](<https://devfeed.tech/articles/from-livestream-to-library-publishing-flock-to-fedora-s-session-recordings-12391.md>)

Original publisher: [Read original article](<https://fedoramagazine.org/from-livestream-to-library-publishing-flock-to-fedoras-session-recordings/>)

Author: Akashdeep Dhar

Published: 2026-09-09T08:00:00Z

Content type: article

Language: en

Sources: [Fedora Magazine](<https://devfeed.tech/sources/fedora-magazine.md>)

Topics: [Fedora](<https://devfeed.tech/topics/fedora.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [DRIVE](<https://devfeed.tech/topics/drive.md>), [Google](<https://devfeed.tech/topics/google.md>), [VLC](<https://devfeed.tech/topics/vlc-media-player.md>), [Quartz](<https://devfeed.tech/topics/quartz.md>)

Tags: [2025](<https://devfeed.tech/tags/2025.md>), [2026](<https://devfeed.tech/tags/2026.md>), [article](<https://devfeed.tech/tags/article.md>), [community](<https://devfeed.tech/tags/community.md>), [drive](<https://devfeed.tech/tags/drive.md>), [events](<https://devfeed.tech/tags/events.md>), [fedora-project-community](<https://devfeed.tech/tags/fedora-project-community.md>), [ffmpeg](<https://devfeed.tech/tags/ffmpeg.md>), [flock-2026](<https://devfeed.tech/tags/flock-2026.md>), [google](<https://devfeed.tech/tags/google.md>), [livestream](<https://devfeed.tech/tags/livestream.md>), [livestreams](<https://devfeed.tech/tags/livestreams.md>), [marketing](<https://devfeed.tech/tags/marketing.md>), [media](<https://devfeed.tech/tags/media.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [youtube](<https://devfeed.tech/tags/youtube.md>)

### AI overview

This article documents the process of turning raw Flock To Fedora livestream footage from 2025 and 2026 into published session recordings. It covers vendor and platform use, footage organization, metadata and thumbnail preparation, timestamp annotation with VLC Media Player, and upload workflows for YouTube and PeerTube.

### Source excerpt

Intro After months of good old fashioned struggle with Google Drive and YouTube Studio, we were finally able to prepare the video sessions from the 2025 and 2026 Flock To Fedora event livestreams. These are now released to our YouTube and PeerTube communities. This article describes the details of the entire process that got us from the raw footage to the [...]

## Why Spotify Is Not Using Bayesian A/B Testing

DevFeed: [Why Spotify Is Not Using Bayesian A/B Testing](<https://devfeed.tech/articles/why-spotify-is-not-using-bayesian-a-b-testing-156.md>)

Original publisher: [Read original article](<https://engineering.atspotify.com/2026/9/why-spotify-is-not-using-bayesian-a-b-testing/>)

Author: Spotify Engineering

Published: 2026-09-08T13:18:44Z

Content type: article

Language: en

Sources: [Spotify Engineering](<https://devfeed.tech/sources/spotify-engineering.md>), [Spotify Engineering Blog](<https://devfeed.tech/sources/spotify-engineering-blog.md>)

Topics: [Data Science](<https://devfeed.tech/topics/data-science.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [a-b-testing](<https://devfeed.tech/tags/a-b-testing.md>), [data](<https://devfeed.tech/tags/data.md>), [data-science](<https://devfeed.tech/tags/data-science.md>), [experimentation](<https://devfeed.tech/tags/experimentation.md>), [inference](<https://devfeed.tech/tags/inference.md>), [statistics](<https://devfeed.tech/tags/statistics.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tooling](<https://devfeed.tech/tags/tooling.md>)

### AI overview

Spotify argues that Bayesian A/B testing can be oversimplified and that its claimed advantages require careful configuration. The article compares Bayesian and frequentist approaches and explains why Spotify does not currently need Bayesian inference alongside its frequentist tooling.

### Source excerpt

Clearing the confusion about what Bayesian A/B testing is. The post Why Spotify Is Not Using Bayesian A/B Testing appeared first on Spotify Engineering.

## Review: Codex Tools for Improving Accessibility

DevFeed: [Review: Codex Tools for Improving Accessibility](<https://devfeed.tech/articles/review-codex-tools-for-improving-accessibility-32184.md>)

Original publisher: [Read original article](<https://spin.atomicobject.com/codex-tools-accessibility/>)

Author: Riley Collins

Published: 2026-09-08T12:00:30Z

Content type: opinion

Language: en

Sources: [Atomic Object](<https://devfeed.tech/sources/atomic-object.md>)

Topics: [codex](<https://devfeed.tech/topics/codex.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [codex](<https://devfeed.tech/tags/codex.md>), [developer](<https://devfeed.tech/tags/developer.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [review](<https://devfeed.tech/tags/review.md>)

### AI overview

A software developer reviews Codex accessibility tools after breaking their wrist. The article focuses on dictation, describing how it transcribes speech into text for messages, emails, and prompts, while noting transcription errors and dictionary settings that can improve accuracy.

### Source excerpt

Recently, I was met with a situation that you do not wish to run into as a software developer. I was playing a game of baseball, and due to a wild pitch, I broke my wrist. This resulted in being put into a cast (and for a moment a sling) that made it very difficult [...] The post Review: Codex Tools for Improving Accessibility appeared first on Atomic Spin.

## The iOS Simulator Inside Cursor, Claude Code, and Codex

DevFeed: [The iOS Simulator Inside Cursor, Claude Code, and Codex](<https://devfeed.tech/articles/the-ios-simulator-inside-cursor-claude-code-and-codex-11482.md>)

Original publisher: [Read original article](<https://www.avanderlee.com/ai-development/the-ios-simulator-inside-cursor-claude-code-and-codex/>)

Author: Antoine van der Lee

Published: 2026-09-07T13:07:15Z

Content type: opinion

Language: en

Sources: [SwiftLee](<https://devfeed.tech/sources/swiftlee.md>)

Topics: [iOS](<https://devfeed.tech/topics/ios.md>), [cursor](<https://devfeed.tech/topics/cursor.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [codex](<https://devfeed.tech/topics/codex.md>), [App](<https://devfeed.tech/topics/app.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [agent](<https://devfeed.tech/tags/agent.md>), [agent-skills](<https://devfeed.tech/tags/agent-skills.md>), [ai-development](<https://devfeed.tech/tags/ai-development.md>), [app-development](<https://devfeed.tech/tags/app-development.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [cursor](<https://devfeed.tech/tags/cursor.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [ios](<https://devfeed.tech/tags/ios.md>)

### AI overview

An opinion article examines how the iOS Simulator is becoming integrated into Cursor, Claude Code, and Codex as app development shifts toward orchestrating AI agents. It argues that visual testing, performance review, and critical human validation remain essential, and describes AI Agents for the iOS Simulator as a way to automate navigation and validation within the developer workflow.

### Source excerpt

App development is changing, and the iOS Simulator is too, as it starts to appear in Cursor, Claude Code, and Codex in different ways. I've been developing apps since 2009 and the RocketSim developer tool since 2019, and I can tell we're reinventing ourselves like never before. I also started to wonder: what is the ... -> The post The iOS Simulator Inside Cursor, Claude Code, and Codex appeared first on SwiftLee.

## Java Weekly, Issue 662

DevFeed: [Java Weekly, Issue 662](<https://devfeed.tech/articles/java-weekly-issue-662-4501.md>)

Original publisher: [Read original article](<https://www.baeldung.com/java-weekly-662>)

Author: baeldung

Published: 2026-09-06T09:25:19Z

Content type: article

Language: en

Sources: [Baeldung](<https://devfeed.tech/sources/baeldung.md>)

Topics: [IntelliJ IDEA](<https://devfeed.tech/topics/intellij-idea.md>), [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>), [Cryptography](<https://devfeed.tech/topics/cryptography.md>), [elasticsearch](<https://devfeed.tech/topics/elasticsearch.md>)

Tags: [concurrency](<https://devfeed.tech/tags/concurrency.md>), [cryptography](<https://devfeed.tech/tags/cryptography.md>), [elasticsearch](<https://devfeed.tech/tags/elasticsearch.md>), [intellij-idea](<https://devfeed.tech/tags/intellij-idea.md>), [java](<https://devfeed.tech/tags/java.md>), [no-ads](<https://devfeed.tech/tags/no-ads.md>), [no-after-post](<https://devfeed.tech/tags/no-after-post.md>), [no-before-post](<https://devfeed.tech/tags/no-before-post.md>), [no-optins](<https://devfeed.tech/tags/no-optins.md>), [tooling](<https://devfeed.tech/tags/tooling.md>), [weekly-review](<https://devfeed.tech/tags/weekly-review.md>), [weekly-review-no-ads-no-after-post-no-before-post-no-optins](<https://devfeed.tech/tags/weekly-review-no-ads-no-after-post-no-before-post-no-optins.md>)

### AI overview

A Java ecosystem roundup led by a hands-on look at Project Loom in IntelliJ IDEA, covering virtual threads, scoped values, structured concurrency, and related tooling. It also links to Java and Spring articles, podcasts, release announcements, code-review commentary, and IntelliJ IDEA Conf 2026.

### Source excerpt

The three Loom pillars and, more importantly, the tooling. Plus IntelliJ IDEA Conf 2026 getting close. The post Java Weekly, Issue 662 first appeared on Baeldung.

## Beyond the Merge: Enforcing Policy Before the Terraform Apply

DevFeed: [Beyond the Merge: Enforcing Policy Before the Terraform Apply](<https://devfeed.tech/articles/beyond-the-merge-enforcing-policy-before-the-terraform-apply-17660.md>)

Original publisher: [Read original article](<https://nirmata.com/2026/09/03/beyond-the-merge-enforcing-policy-before-the-terraform-apply/>)

Author: Sachin Agarwal

Published: 2026-09-03T17:25:32Z

Content type: article

Language: en

Sources: [Nirmata](<https://devfeed.tech/sources/nirmata.md>)

Topics: [iac-security](<https://devfeed.tech/topics/iac-security.md>), [Terraform](<https://devfeed.tech/topics/terraform.md>), [Security](<https://devfeed.tech/topics/security.md>), [Kyverno](<https://devfeed.tech/topics/kyverno.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [ci](<https://devfeed.tech/tags/ci.md>), [cloud-security](<https://devfeed.tech/tags/cloud-security.md>), [code-security](<https://devfeed.tech/tags/code-security.md>), [infrastructure-as-code](<https://devfeed.tech/tags/infrastructure-as-code.md>), [kyverno](<https://devfeed.tech/tags/kyverno.md>), [other](<https://devfeed.tech/tags/other.md>), [policy-as-code](<https://devfeed.tech/tags/policy-as-code.md>), [pull-request](<https://devfeed.tech/tags/pull-request.md>), [scanner](<https://devfeed.tech/tags/scanner.md>), [security](<https://devfeed.tech/tags/security.md>), [shift-left](<https://devfeed.tech/tags/shift-left.md>), [terraform](<https://devfeed.tech/tags/terraform.md>)

### AI overview

The article describes using Nirmata Control and its nctl CLI to evaluate Terraform plans against policy-as-code rules before deployment. It presents pre-apply CI checks for detecting infrastructure misconfigurations, including unrestricted ingress, missing S3 public-access blocking, wildcard IAM resources, and missing VPC deployment.

### Source excerpt

Run Terraform security scanning on the plan, not the live account. nctl checks 4 critical misconfigs in CI, with exceptions scoped to one resource.

## From Bottleneck to Breakthrough: Centralizing GitOps at Enterprise Scale with VCF 9.1.1

DevFeed: [From Bottleneck to Breakthrough: Centralizing GitOps at Enterprise Scale with VCF 9.1.1](<https://devfeed.tech/articles/from-bottleneck-to-breakthrough-centralizing-gitops-at-enterprise-scale-with-vcf-9-1-1-12804.md>)

Original publisher: [Read original article](<https://blogs.vmware.com/cloud-foundation/2026/09/03/from-bottleneck-to-breakthrough-centralizing-gitops-at-enterprise-scale-with-vcf-9-1-1/>)

Author: vmwareblogs

Published: 2026-09-03T14:03:46Z

Content type: article

Language: en

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

Topics: [GitOps](<https://devfeed.tech/topics/gitops.md>), [Platform Engineering](<https://devfeed.tech/topics/platform-engineering.md>), [CI/CD](<https://devfeed.tech/topics/cicd.md>), [Automation](<https://devfeed.tech/topics/automation.md>), [Cloud](<https://devfeed.tech/topics/cloud.md>), [Provisioning](<https://devfeed.tech/topics/provisioning.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [argo-cd](<https://devfeed.tech/tags/argo-cd.md>), [automation](<https://devfeed.tech/tags/automation.md>), [cloud-infrastructure](<https://devfeed.tech/tags/cloud-infrastructure.md>), [cloud-native](<https://devfeed.tech/tags/cloud-native.md>), [continuous-delivery](<https://devfeed.tech/tags/continuous-delivery.md>), [deployment](<https://devfeed.tech/tags/deployment.md>), [gitops](<https://devfeed.tech/tags/gitops.md>), [home-page](<https://devfeed.tech/tags/home-page.md>), [platform](<https://devfeed.tech/tags/platform.md>), [platform-engineering](<https://devfeed.tech/tags/platform-engineering.md>), [provisioning](<https://devfeed.tech/tags/provisioning.md>), [self-service](<https://devfeed.tech/tags/self-service.md>), [vcf-9-1](<https://devfeed.tech/tags/vcf-9-1.md>), [vcf-automation](<https://devfeed.tech/tags/vcf-automation.md>), [vmware](<https://devfeed.tech/tags/vmware.md>), [vmware-cloud-foundation](<https://devfeed.tech/tags/vmware-cloud-foundation.md>)

### AI overview

This VMware article announces VCF 9.1.1, which introduces a native GitOps service for VCF Automation Org users in Tech Preview. By integrating Argo CD, the update aims to centralize declarative application delivery, continuous delivery pipelines, and lifecycle management at enterprise scale, reducing manual work and operational friction for platform engineering teams.

### Source excerpt

In today's fast-paced digital economy, where AI-driven innovation demands unprecedented agility, IT leaders are tasked with more than just provisioning infrastructure; they are expected to deliver a frictionless, self-service platform that accelerates software delivery. For platform engineers, cloud architects, and IT executives, the goal is to bridge the gap between robust infrastructure and modern application ... Continued The post From Bottleneck to Breakthrough: Centralizing GitOps at Enterprise Scale with VCF 9.1.1 appeared first on VMware Blogs.

## Goroutine Leak Profiles

DevFeed: [Goroutine Leak Profiles](<https://devfeed.tech/articles/goroutine-leak-profiles-2360.md>)

Original publisher: [Read original article](<https://go.dev/blog/goroutine-leak-profiles>)

Author: Vlad Saioc

Published: 2026-09-02T00:00:00Z

Content type: article

Language: en

Sources: [The Go Blog](<https://devfeed.tech/sources/the-go-blog.md>)

Topics: [Go Language](<https://devfeed.tech/topics/go-language.md>), [Concurrency](<https://devfeed.tech/topics/concurrency.md>), [debugging](<https://devfeed.tech/topics/debugging.md>), [Tooling](<https://devfeed.tech/topics/tooling.md>)

Tags: [bugs](<https://devfeed.tech/tags/bugs.md>), [concurrency](<https://devfeed.tech/tags/concurrency.md>), [debugging](<https://devfeed.tech/tags/debugging.md>), [go](<https://devfeed.tech/tags/go.md>), [performance](<https://devfeed.tech/tags/performance.md>), [production](<https://devfeed.tech/tags/production.md>), [testing](<https://devfeed.tech/tags/testing.md>), [tools](<https://devfeed.tech/tags/tools.md>)

### AI overview

Go 1.27 introduces a goroutine leak profiler for detecting goroutines blocked permanently in running programs, including production systems.

### Source excerpt

Go 1.27 includes new goroutine leak profiles.

[Next page](<https://devfeed.tech/topics/tooling.md?cursor=WyIyMDI2LTA5LTAyVDAwOjAwOjAwKzAwOjAwIiwgImE0MjBmYjIwLTQ0NWMtNDFiNi1hMzEwLWYxODE2MTExOWUxZiJd>)