# Developers

Published articles for Developers.

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## Open-weight models now handle a majority of tokens on Vercel's AI Gateway. But Anthropic still takes 64% of the spend.

DevFeed: [Open-weight models now handle a majority of tokens on Vercel's AI Gateway. But Anthropic still takes 64% of the spend.](<https://devfeed.tech/articles/open-weight-models-now-handle-a-majority-of-tokens-on-vercel-s-ai-gateway-but-anthropic-still-takes-64-of-the-spend-42789.md>)

Original publisher: [Read original article](<https://thenewstack.io/open-weight-anthropic-spend/>)

Author: Paul Sawers

Published: 2026-09-18T12:42:58Z

Content type: news

Language: en

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

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [gateway](<https://devfeed.tech/topics/gateway.md>), [Vercel](<https://devfeed.tech/topics/vercel.md>), [model-deployment](<https://devfeed.tech/topics/model-deployment.md>), [API](<https://devfeed.tech/topics/api.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [api](<https://devfeed.tech/tags/api.md>), [developers](<https://devfeed.tech/tags/developers.md>), [inference](<https://devfeed.tech/tags/inference.md>), [infrastructure](<https://devfeed.tech/tags/infrastructure.md>), [large-language-models](<https://devfeed.tech/tags/large-language-models.md>), [production](<https://devfeed.tech/tags/production.md>), [providers](<https://devfeed.tech/tags/providers.md>), [vercel](<https://devfeed.tech/tags/vercel.md>)

### AI overview

Vercel reports that open-weight models handled 56% of tokens routed through its AI Gateway in August, up from 7% in December 2025. Despite that volume, Anthropic accounted for 64% of spending, illustrating the difference between token usage and model costs.

### Source excerpt

The trend is clear: open-weight models are taking an increasingly large bite out of production AI usage. On Monday, The The post Open-weight models now handle a majority of tokens on Vercel's AI Gateway. But Anthropic still takes 64% of the spend. appeared first on The New Stack.

## CleanSheet Soccer 2 Takes The Pitch On Quest Today

DevFeed: [CleanSheet Soccer 2 Takes The Pitch On Quest Today](<https://devfeed.tech/articles/cleansheet-soccer-2-takes-the-pitch-on-quest-today-41427.md>)

Original publisher: [Read original article](<https://www.uploadvr.com/cleansheet-soccer-2-takes-the-pitch-on-quest-today/>)

Author: James Tocchio

Published: 2026-09-17T19:46:15Z

Content type: news

Language: en

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

Topics: [arcade](<https://devfeed.tech/topics/arcade.md>), [Meta](<https://devfeed.tech/topics/meta.md>)

Tags: [block](<https://devfeed.tech/tags/block.md>), [developers](<https://devfeed.tech/tags/developers.md>), [game](<https://devfeed.tech/tags/game.md>), [games](<https://devfeed.tech/tags/games.md>), [meta](<https://devfeed.tech/tags/meta.md>), [play](<https://devfeed.tech/tags/play.md>), [release](<https://devfeed.tech/tags/release.md>), [stop](<https://devfeed.tech/tags/stop.md>), [training](<https://devfeed.tech/tags/training.md>), [vr-gaming](<https://devfeed.tech/tags/vr-gaming.md>)

### AI overview

CleanSheet Soccer 2, a goalkeeper-focused arcade soccer game from Incisiv, has been released on Meta Quest. The Quest version costs $24.99 and was previously available only on PlayStation VR2.

### Source excerpt

A new goalkeeping soccer game, CleanSheet Soccer 2, arrived on Quest today.

## Reconnecting with the heart of open source: Highlights from our 2026 GSoC India tour

DevFeed: [Reconnecting with the heart of open source: Highlights from our 2026 GSoC India tour](<https://devfeed.tech/articles/reconnecting-with-the-heart-of-open-source-highlights-from-our-2026-gsoc-india-tour-42175.md>)

Original publisher: [Read original article](<http://opensource.googleblog.com/2026/09/reconnecting-with-the-heart-of-open-source-highlights-from-our-2026-gsoc-india-tour.html>)

Author: Google Open Source (noreply@blogger.com)

Published: 2026-09-17T18:30:00Z

Content type: article

Language: en

Sources: [Google Open Source Blog](<https://devfeed.tech/sources/google-open-source-blog.md>)

Topics: [Open Source](<https://devfeed.tech/topics/open-source.md>), [Developer Events](<https://devfeed.tech/topics/developer-events.md>), [Maintainers](<https://devfeed.tech/topics/maintainers.md>), [Learning](<https://devfeed.tech/topics/learning.md>), [pull-requests](<https://devfeed.tech/topics/pull-requests.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [community](<https://devfeed.tech/tags/community.md>), [developer](<https://devfeed.tech/tags/developer.md>), [developer-events](<https://devfeed.tech/tags/developer-events.md>), [developers](<https://devfeed.tech/tags/developers.md>), [events](<https://devfeed.tech/tags/events.md>), [google-summer-of-code](<https://devfeed.tech/tags/google-summer-of-code.md>), [gsoc](<https://devfeed.tech/tags/gsoc.md>), [maintainers](<https://devfeed.tech/tags/maintainers.md>), [mentor](<https://devfeed.tech/tags/mentor.md>), [mentoring](<https://devfeed.tech/tags/mentoring.md>), [mentorship](<https://devfeed.tech/tags/mentorship.md>), [open-source](<https://devfeed.tech/tags/open-source.md>)

### AI overview

Google's 2026 GSoC India tour brought together contributors, mentors, and open source maintainers in Bengaluru and Delhi. The article highlights how mentorship helps developers tackle difficult codebases, grow into community leaders, and build local open source ecosystems, while discussing the continuing importance of human context and maintainer attention in an AI-assisted world.

### Source excerpt

by Mary Radomile, Stephanie Taylor & amanda casari, OSPO For over twenty years, Google Summer of Code (GSoC) has welcomed new developers into open source by pairing them with experienced mentors on real projects. This spirit is especially vibrant in India, which is home to more than 55% of all global GSoC participants over the last decade. This July, our team traveled across Bengaluru and Delhi to host a series of developer events and debut our first-ever GSoC Alumni CAMP, bringing together members of India's vibrant GSoC alumni community. We engaged directly with current and former GSoC Contributors, Mentors, and project maintainers, experiencing firsthand the passion and energy of the Indian developer ecosystem. Community stories: Learning to think and lead as an engineer In both Bengaluru and Delhi, a highlight of the trip was hearing directly how open source and GSoC have fundamentally changed how developers think and work. For many attendees, having a dedicated open source mentor through GSoC took the fear out of tackling new and intimidating codebases. One former participant told us they almost walked away from a distributed storage project because it felt too overwhelming: "Storage systems felt impossible. But great mentors taught me how to think, not just how to code." Another echoed that shift in perspective: "Why am I spending so much time thinking rather than coding? Then I realized that building products is actually about thinking more than coding. GSoC taught me to think like an engineer." That shift in mindset turns first-time contributors into long-term open source community leaders. We met one developer who submitted their very first pull request in 2023, started mentoring in 2024, and is now a lead maintainer for a major open source Android app. We also saw how new contributors to global projects can spark entire local ecosystems--like the Indian compiler community, which started with a few GSoC alumni and has rapidly grown into a 3,500+ member netwo

## Rust Issues Warning Over Key Developers Being Targeted For Compromise

DevFeed: [Rust Issues Warning Over Key Developers Being Targeted For Compromise](<https://devfeed.tech/articles/rust-issues-warning-over-key-developers-being-targeted-for-compromise-41406.md>)

Original publisher: [Read original article](<https://www.phoronix.com/news/Rust-Developers-Targeted>)

Author: Michael Larabel

Published: 2026-09-17T18:11:30Z

Content type: news

Language: en

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

Topics: [Rust](<https://devfeed.tech/topics/rust.md>), [Security](<https://devfeed.tech/topics/security.md>), [Malware](<https://devfeed.tech/topics/malware.md>), [MFA](<https://devfeed.tech/topics/mfa.md>)

Tags: [authentication](<https://devfeed.tech/tags/authentication.md>), [desktop-linux](<https://devfeed.tech/tags/desktop-linux.md>), [developers](<https://devfeed.tech/tags/developers.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>), [malware](<https://devfeed.tech/tags/malware.md>), [open-source-graphics](<https://devfeed.tech/tags/open-source-graphics.md>), [phoronix](<https://devfeed.tech/tags/phoronix.md>), [phoronix-test-suite](<https://devfeed.tech/tags/phoronix-test-suite.md>), [rust](<https://devfeed.tech/tags/rust.md>), [security](<https://devfeed.tech/tags/security.md>), [ubuntu-benchmarks](<https://devfeed.tech/tags/ubuntu-benchmarks.md>), [ubuntu-hardware](<https://devfeed.tech/tags/ubuntu-hardware.md>)

### AI overview

The Rust security response working group and Crates.io team warn that key Rust developers and maintainers of popular crates are being targeted in sophisticated attempts to compromise devices and accounts and distribute malware. The reported tactics include fake LinkedIn profiles, fraudulent recruiting or contracting opportunities, malicious software, and commands placed on a clipboard. Developers are advised to use multi-factor authentication and other security safeguards.

### Source excerpt

The Rust security response working group and Crates.io team have issued a warning that a targeted attack is underway against key Rust programming language developers...

## Database for AI Agents: 5 Evaluation Criteria

DevFeed: [Database for AI Agents: 5 Evaluation Criteria](<https://devfeed.tech/articles/database-for-ai-agents-5-evaluation-criteria-42692.md>)

Original publisher: [Read original article](<https://www.databricks.com/blog/database-for-ai-agents>)

Author: Databricks Staff

Published: 2026-09-17T17:27:40Z

Content type: article

Language: en

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

Topics: [Databases](<https://devfeed.tech/topics/databases.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [scaling](<https://devfeed.tech/topics/scaling.md>), [Serverless](<https://devfeed.tech/topics/serverless.md>), [hybrid-search](<https://devfeed.tech/topics/hybrid-search.md>), [acid](<https://devfeed.tech/topics/acid.md>), [synthetic-data](<https://devfeed.tech/topics/synthetic-data.md>), [systems](<https://devfeed.tech/topics/systems.md>)

Tags: [acid](<https://devfeed.tech/tags/acid.md>), [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [data-plus-ai-foundations](<https://devfeed.tech/tags/data-plus-ai-foundations.md>), [database](<https://devfeed.tech/tags/database.md>), [databases](<https://devfeed.tech/tags/databases.md>), [developers](<https://devfeed.tech/tags/developers.md>), [hybrid-search](<https://devfeed.tech/tags/hybrid-search.md>), [scaling](<https://devfeed.tech/tags/scaling.md>), [serverless](<https://devfeed.tech/tags/serverless.md>), [synthetic-data](<https://devfeed.tech/tags/synthetic-data.md>)

### AI overview

The article presents five criteria for evaluating databases that support AI agents in production: branch isolation, serverless scaling, hybrid search, ACID guarantees, and unified platform access. It explains why agent workloads require persistent state, memory, tool results, repeated reads and writes, concurrent activity, and access to current operational data.

### Source excerpt

The five criteria for evaluating a database for AI agents are branch isolation, serverless...

## Anthropic adds parallel Claude Code sessions to Projects, with faster usage-limit consumption

DevFeed: [Anthropic adds parallel Claude Code sessions to Projects, with faster usage-limit consumption](<https://devfeed.tech/articles/anthropic-s-new-claude-code-feature-could-drain-your-plan-before-lunch-42137.md>)

Original publisher: [Read original article](<https://thenewstack.io/claude-code-parallel-projects/>)

Author: Amanda Caswell

Published: 2026-09-17T17:00:00Z

Content type: news

Language: en

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

Topics: [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [anthropic](<https://devfeed.tech/topics/anthropic.md>), [Repositories](<https://devfeed.tech/topics/repositories.md>), [Repository](<https://devfeed.tech/topics/repository.md>), [Code](<https://devfeed.tech/topics/code.md>), [API](<https://devfeed.tech/topics/api.md>), [Web](<https://devfeed.tech/topics/web.md>), [Mobile](<https://devfeed.tech/topics/mobile.md>)

Tags: [ai-agents](<https://devfeed.tech/tags/ai-agents.md>), [ai-engineering](<https://devfeed.tech/tags/ai-engineering.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [api](<https://devfeed.tech/tags/api.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [developer-tools](<https://devfeed.tech/tags/developer-tools.md>), [developers](<https://devfeed.tech/tags/developers.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [mobile](<https://devfeed.tech/tags/mobile.md>), [parallel](<https://devfeed.tech/tags/parallel.md>), [repositories](<https://devfeed.tech/tags/repositories.md>), [repository](<https://devfeed.tech/tags/repository.md>), [tests](<https://devfeed.tech/tags/tests.md>), [web](<https://devfeed.tech/tags/web.md>)

### AI overview

Anthropic is beta-testing a Claude Projects redesign that coordinates multiple Claude Code cloud sessions. The coordinator can divide engineering goals into parallel threads, assign each a repository branch, monitor progress, review outputs, and assemble the result. Anthropic says parallel sessions consume plan usage faster because each counts as a full Claude Code session.

### Source excerpt

Anthropic is giving Claude Code a new job: Manage other Claude Code sessions. Starting Thursday, Anthropic says select Claude Pro The post Anthropic's new Claude Code feature could drain your plan before lunch appeared first on The New Stack.

## Study: Developers are addicted to AI, and managers are making it worse

DevFeed: [Study: Developers are addicted to AI, and managers are making it worse](<https://devfeed.tech/articles/study-developers-are-addicted-to-ai-and-managers-are-making-it-worse-42141.md>)

Original publisher: [Read original article](<https://thenewstack.io/study-developers-are-addicted/>)

Author: Steve Fenton

Published: 2026-09-17T15:12:36Z

Content type: article

Language: en

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

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [coding](<https://devfeed.tech/topics/coding.md>), [Claude Code](<https://devfeed.tech/topics/claude-code.md>), [Claude](<https://devfeed.tech/topics/claude.md>), [codex](<https://devfeed.tech/topics/codex.md>), [GitHub Copilot](<https://devfeed.tech/topics/github-copilot.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [ai-coding-tools](<https://devfeed.tech/tags/ai-coding-tools.md>), [ai-engineering](<https://devfeed.tech/tags/ai-engineering.md>), [ai-operations](<https://devfeed.tech/tags/ai-operations.md>), [ai-strategy](<https://devfeed.tech/tags/ai-strategy.md>), [claude](<https://devfeed.tech/tags/claude.md>), [claude-code](<https://devfeed.tech/tags/claude-code.md>), [codex](<https://devfeed.tech/tags/codex.md>), [contributed-octopus-deploy](<https://devfeed.tech/tags/contributed-octopus-deploy.md>), [copilot](<https://devfeed.tech/tags/copilot.md>), [developers](<https://devfeed.tech/tags/developers.md>), [gemini](<https://devfeed.tech/tags/gemini.md>)

### AI overview

The article discusses findings from an AI Coding Addiction Report based on more than 300 developer responses. It argues that AI coding tools may encourage dependence and prolonged use, and that managers may reward heavier usage. The supplied text also describes reported differences among users of Claude Code, Google Gemini, OpenAI Codex, and GitHub Copilot.

### Source excerpt

AI is addictive, and managers are rewarding those who use it the most (even though they are shipping stuff they The post Study: Developers are addicted to AI, and managers are making it worse appeared first on The New Stack.

## Axe-con 2027 registration is now open!

DevFeed: [Axe-con 2027 registration is now open!](<https://devfeed.tech/articles/axe-con-2027-registration-is-now-open-41379.md>)

Original publisher: [Read original article](<https://www.deque.com/blog/axe-con-2027-registration-is-now-open/>)

Author: Deque Systems

Published: 2026-09-17T12:40:21Z

Content type: release

Language: en

Sources: [Deque](<https://devfeed.tech/sources/deque.md>)

Topics: [digital accessibility](<https://devfeed.tech/topics/digital-accessibility.md>), [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [ai](<https://devfeed.tech/tags/ai.md>), [announce](<https://devfeed.tech/tags/announce.md>), [axe-con](<https://devfeed.tech/tags/axe-con.md>), [axe-core](<https://devfeed.tech/tags/axe-core.md>), [company-news-and-updates](<https://devfeed.tech/tags/company-news-and-updates.md>), [conference](<https://devfeed.tech/tags/conference.md>), [developers](<https://devfeed.tech/tags/developers.md>), [digital-accessibility](<https://devfeed.tech/tags/digital-accessibility.md>), [event](<https://devfeed.tech/tags/event.md>), [testing](<https://devfeed.tech/tags/testing.md>)

### AI overview

Deque Systems has opened registration for the virtual Axe-con 2027 digital accessibility conference, scheduled for February 23-24, 2027. The announcement names Chris Coyier and Jennison Asuncion as the first keynote presenters and says the call for presenters is also open.

### Source excerpt

Deque Systems announces that registration is now open for Axe-con, the world's largest digital accessibility event, to be held virtually February 23-24, 2027. The post Axe-con 2027 registration is now open! appeared first on Deque.

## SymfonyCon Warsaw 2026: Beyond the Demo: Shipping Real AI Features

DevFeed: [SymfonyCon Warsaw 2026: Beyond the Demo: Shipping Real AI Features](<https://devfeed.tech/articles/symfonycon-warsaw-2026-beyond-the-demo-shipping-real-ai-features-42783.md>)

Original publisher: [Read original article](<https://symfony.com/blog/symfonycon-warsaw-2026-beyond-the-demo-shipping-real-ai-features>)

Author: Eloïse Charrier

Published: 2026-09-17T12:33:00Z

Content type: release

Language: en

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

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Symfony](<https://devfeed.tech/topics/symfony.md>), [PHP](<https://devfeed.tech/topics/php.md>), [Learning](<https://devfeed.tech/topics/learning.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [ai](<https://devfeed.tech/tags/ai.md>), [announcement](<https://devfeed.tech/tags/announcement.md>), [blog](<https://devfeed.tech/tags/blog.md>), [conference](<https://devfeed.tech/tags/conference.md>), [developers](<https://devfeed.tech/tags/developers.md>), [events](<https://devfeed.tech/tags/events.md>), [learning](<https://devfeed.tech/tags/learning.md>), [php](<https://devfeed.tech/tags/php.md>), [symfony](<https://devfeed.tech/tags/symfony.md>)

### AI overview

SymfonyCon Warsaw 2026 will take place on November 26-27 in Poland and will include a talk on shipping Symfony AI features in production. The talk will cover human-in-the-loop approval, long-running workflows, retries, cost tracking, and extension points, alongside broader conference activities for PHP and Symfony developers.

### Source excerpt

Ready to level up your PHP and Symfony skills? SymfonyCon Warsaw 2026 lands in Poland this November 26-27! Gather with fellow developers from around the globe for two dense days of learning, featuring 3 parallel tracks and rich community side-events....

## Quiz: HTML and CSS Foundations for Python Developers

DevFeed: [Quiz: HTML and CSS Foundations for Python Developers](<https://devfeed.tech/articles/quiz-html-and-css-foundations-for-python-developers-41281.md>)

Original publisher: [Read original article](<https://realpython.com/quizzes/html-css-foundations/>)

Author: Real Python

Published: 2026-09-17T12:00:00Z

Content type: tutorial

Language: en

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

Topics: [CSS](<https://devfeed.tech/topics/css.md>), [HTML](<https://devfeed.tech/topics/html.md>), [Web Development](<https://devfeed.tech/topics/web-development.md>)

Tags: [css](<https://devfeed.tech/tags/css.md>), [developers](<https://devfeed.tech/tags/developers.md>), [html](<https://devfeed.tech/tags/html.md>), [python](<https://devfeed.tech/tags/python.md>)

### AI overview

An interactive 12-question quiz tests Python developers' understanding of HTML and CSS foundations, including document structure, semantic elements, links, images, and CSS styling.

### Source excerpt

Test your understanding of HTML and CSS basics for Python developers. Structure a page, link files, and style your site with CSS.

## New Hampshire Proposes Smaller Bills to Enshrine Software Freedom in Law

DevFeed: [New Hampshire Proposes Smaller Bills to Enshrine Software Freedom in Law](<https://devfeed.tech/articles/new-hampshire-once-again-on-the-cusp-of-enshrining-software-freedom-into-law-your-help-is-needed-32737.md>)

Original publisher: [Read original article](<https://libreboot.org/news/usa-libre-part2.html>)

Author: Leah Rowe

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

Content type: news

Language: en

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

Topics: [Open Source](<https://devfeed.tech/topics/open-source.md>), [Software](<https://devfeed.tech/topics/software.md>)

Tags: [article](<https://devfeed.tech/tags/article.md>), [bios](<https://devfeed.tech/tags/bios.md>), [canoeboot](<https://devfeed.tech/tags/canoeboot.md>), [coreboot](<https://devfeed.tech/tags/coreboot.md>), [developers](<https://devfeed.tech/tags/developers.md>), [free-software](<https://devfeed.tech/tags/free-software.md>), [law](<https://devfeed.tech/tags/law.md>), [libre](<https://devfeed.tech/tags/libre.md>), [libreboot](<https://devfeed.tech/tags/libreboot.md>), [news](<https://devfeed.tech/tags/news.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [opensource](<https://devfeed.tech/tags/opensource.md>), [software](<https://devfeed.tech/tags/software.md>), [uefi](<https://devfeed.tech/tags/uefi.md>)

### AI overview

Libreboot reports that New Hampshire is pursuing a series of smaller bills intended to achieve the goals of an earlier software-freedom bill that failed. A new hearing was scheduled for February 16, 2023, and the article urges readers in New Hampshire and surrounding states to participate and support the proposal.

### Source excerpt

Article: New Hampshire once again on the cusp of enshrining Software Freedom into law. YOUR HELP IS NEEDED. Web link: https://libreboot.org/news/usa-libre-part2.html

## GitLab Duo CLI takes a task from goal to done

DevFeed: [GitLab Duo CLI takes a task from goal to done](<https://devfeed.tech/articles/gitlab-duo-cli-takes-a-task-from-goal-to-done-42082.md>)

Original publisher: [Read original article](<https://about.gitlab.com/blog/gitlab-duo-cli-drives-automation/>)

Author: Rebecca Carter

Published: 2026-09-17T00:00:00Z

Content type: release

Language: en

Sources: [GitLab](<https://devfeed.tech/sources/gitlab.md>)

Topics: [GitLab](<https://devfeed.tech/topics/gitlab.md>), [AI-assisted coding](<https://devfeed.tech/topics/ai-assisted-coding.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>), [Development](<https://devfeed.tech/topics/development.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [cli](<https://devfeed.tech/tags/cli.md>), [coding-agents](<https://devfeed.tech/tags/coding-agents.md>), [developers](<https://devfeed.tech/tags/developers.md>), [development](<https://devfeed.tech/tags/development.md>), [features](<https://devfeed.tech/tags/features.md>), [gitlab](<https://devfeed.tech/tags/gitlab.md>), [product](<https://devfeed.tech/tags/product.md>)

### AI overview

GitLab Duo CLI adds a governed /goal command in GitLab 19.4 that lets developers describe an outcome and have open-ended work continue locally, with progress checked against the requested goal and unresolved issues reported.

### Source excerpt

Complex tasks hit a wall at the end of every chat turn. Developers already know what they're trying to accomplish. What stalls the work is the handoff back and forth between each step. Without a pre-defined definition of success, the agent stops and waits for direction or clarification, so you end up re-prompting it step by step, effectively acting as its continue button until the task is done. Depending on the team, that handoff can mean minutes of back-and-forth, or it can mean the request sits until someone is free to look at it again. A back-and-forth like this is manageable for small, well-scoped requests, but it breaks down for the kind of open-ended work developers actually spend their time on: fixing the failing tests, getting this build past checks, or cleaning up the lint errors across a module. With GitLab 19.4, GitLab Duo CLI includes the /goal slash command, a governed, goal-driven flow that takes on that open-ended work directly, running locally while you stay in control. GitLab Transcend returns in October Coding agents are increasing your speed of development, but your reviews, security policies, and release cycles still have to keep pace. Our Transcend event on October 6 will demonstrate how GitLab is helping teams close that gap and explore what it takes to carry the speed of agentic AI across the software lifecycle. Register for the livestream today! Why turn-by-turn chat keeps costing you time This isn't about the assistant getting smarter. Turn-by-turn chat requires someone to keep it moving: read the response, decide the next instruction, send it, repeat. Even a capable model still waits at the end of each turn for a person to unstick it, so a developer's attention stays tied to how long a task takes, not how much of it they actually need to do by hand. That's why AI assistance so far has mostly changed the shape of a developer's time rather than given much of it back. Delegate it, and get a verified result back With /goal, you describe the out

## Be alert: targeted attacks on prominent Rustaceans

DevFeed: [Be alert: targeted attacks on prominent Rustaceans](<https://devfeed.tech/articles/be-alert-targeted-attacks-on-prominent-rustaceans-42155.md>)

Original publisher: [Read original article](<https://blog.rust-lang.org/2026/09/17/targeted-attacks/>)

Author: Adam Harvey

Published: 2026-09-17T00:00:00Z

Content type: news

Language: en

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

Topics: [Security](<https://devfeed.tech/topics/security.md>), [Malware](<https://devfeed.tech/topics/malware.md>), [Rust](<https://devfeed.tech/topics/rust.md>)

Tags: [attacks](<https://devfeed.tech/tags/attacks.md>), [developers](<https://devfeed.tech/tags/developers.md>), [malware](<https://devfeed.tech/tags/malware.md>), [mfa](<https://devfeed.tech/tags/mfa.md>), [rust](<https://devfeed.tech/tags/rust.md>), [security](<https://devfeed.tech/tags/security.md>)

### AI overview

The Rust project warns of an ongoing campaign targeting Rust community members and maintainers of popular crates. Attackers use seemingly legitimate job or project outreach, video calls, fake company profiles, and malicious commands or software to compromise devices and accounts and publish malware. The advisory recommends using trusted call platforms, checking account activity, and enabling MFA.

### Source excerpt

We believe that there is an ongoing campaign targeting rust-lang members and owners of popular crates that is attempting to compromise devices and accounts in order to use them to publish malware. What we've seen A video call is set up for something positive -- maybe for a job, maybe for a project, maybe for a contract opportunity -- and then that's used as a vector to either get the target to install something on their computer (such as a purportedly missing audio codec) or execute another command (for example, via putting a command on the clipboard). These attackers are setting up new but legitimate seeming company profiles, including plausible LinkedIn presences, in order to pass cursory inspection. A previous attack of this form targeted many prominent Rust developers in June, and, last month, the arrayref crate was briefly compromised through similar attacks. At this moment we do not know if these are all a part of the same campaign. This attack style is known to be used by the DPRK, and has been seen outside of the Rust community as well. What you can do Please take extra care in the near term. Be appropriately suspicious of cold outreaches, and ensure that any calls you have with new people are on platforms you trust -- ideally, try to be the one who sets up the call on a platform you already use. Please also re-check that your accounts look normal: MFA enabled, no unexpected logins on platforms that can track that, and so on. If you have any concerns about your accounts, please reach out to help@crates.io (for crates.io account concerns) and/or security@rust-lang.org (for any other concerns). We're very happy to help.

## When scanners miss the attack: how Cloudflare Client-Side Security protects storefronts

DevFeed: [When scanners miss the attack: how Cloudflare Client-Side Security protects storefronts](<https://devfeed.tech/articles/when-scanners-miss-the-attack-how-cloudflare-client-side-security-protects-storefronts-31481.md>)

Original publisher: [Read original article](<https://blog.cloudflare.com/client-side-security-finds-4-malicious-campaigns/>)

Author: Denzil Correa

Published: 2026-09-16T20:06:17Z

Content type: article

Language: en

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

Topics: [Cloudflare](<https://devfeed.tech/topics/cloudflare.md>), [Machine Learning, Security Attacks](<https://devfeed.tech/topics/machine-learning-security-attacks.md>), [Security](<https://devfeed.tech/topics/security.md>), [JavaScript](<https://devfeed.tech/topics/javascript.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [application-security](<https://devfeed.tech/tags/application-security.md>), [attacks](<https://devfeed.tech/tags/attacks.md>), [client-side-security](<https://devfeed.tech/tags/client-side-security.md>), [cloudflare](<https://devfeed.tech/tags/cloudflare.md>), [cybersecurity](<https://devfeed.tech/tags/cybersecurity.md>), [developer-platform](<https://devfeed.tech/tags/developer-platform.md>), [developers](<https://devfeed.tech/tags/developers.md>), [ecommerce](<https://devfeed.tech/tags/ecommerce.md>), [javascript](<https://devfeed.tech/tags/javascript.md>), [machine-learning](<https://devfeed.tech/tags/machine-learning.md>), [malicious-javascript](<https://devfeed.tech/tags/malicious-javascript.md>), [page-shield](<https://devfeed.tech/tags/page-shield.md>), [security](<https://devfeed.tech/tags/security.md>), [security-research](<https://devfeed.tech/tags/security-research.md>), [virustotal](<https://devfeed.tech/tags/virustotal.md>), [workers-ai](<https://devfeed.tech/tags/workers-ai.md>)

### AI overview

Cloudflare describes how its Client-Side Security machine learning model detected four malicious JavaScript operations involving eight payloads in live storefront traffic. The post says humans verified the findings after automated detection, while most payloads were absent from VirusTotal and received no malicious verdict from URLScan.

### Source excerpt

A modern storefront can look healthy while malicious JavaScript quietly siphons revenue, hijacks clicks, or rewrites analytics. See how Cloudflare's machine learning models surface evasive client-side attacks for analyst investigation.

## What to Expect at the Zephyr Project Workshop & Meetup (September 24, 2026) - Stuttgart, Germany

DevFeed: [What to Expect at the Zephyr Project Workshop & Meetup (September 24, 2026) - Stuttgart, Germany](<https://devfeed.tech/articles/what-to-expect-at-the-zephyr-project-workshop-meetup-september-24-2026-stuttgart-germany-38680.md>)

Original publisher: [Read original article](<https://zephyrproject.org/what-to-expect-at-the-zephyr-project-workshop-meetup-september-24-2026-stuttgart-germany/>)

Author: Susan Remmert

Published: 2026-09-16T17:57:36Z

Content type: article

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>), [Application Development](<https://devfeed.tech/topics/application-development.md>), [Testing](<https://devfeed.tech/topics/testing.md>), [Simulation](<https://devfeed.tech/topics/simulation.md>), [Command-line interface](<https://devfeed.tech/topics/cli.md>)

Tags: [2026](<https://devfeed.tech/tags/2026.md>), [blog](<https://devfeed.tech/tags/blog.md>), [command-line](<https://devfeed.tech/tags/command-line.md>), [developers](<https://devfeed.tech/tags/developers.md>), [embedded-systems](<https://devfeed.tech/tags/embedded-systems.md>), [events](<https://devfeed.tech/tags/events.md>), [germany](<https://devfeed.tech/tags/germany.md>), [meetup](<https://devfeed.tech/tags/meetup.md>), [open-source](<https://devfeed.tech/tags/open-source.md>), [technical](<https://devfeed.tech/tags/technical.md>), [workshop](<https://devfeed.tech/tags/workshop.md>), [zephyr](<https://devfeed.tech/tags/zephyr.md>)

### AI overview

The Zephyr community will hold a hands-on workshop and afternoon meetup in Stuttgart, Germany, on September 24, 2026. The workshop will cover practical Zephyr development, while the meetup will feature community-led technical presentations and networking.

### Source excerpt

On September 24, the Zephyr community will gather in Stuttgart for a hands-on workshop followed by an afternoon meetup featuring community-led technical presentations. The event is open to experienced contributors, first-time users, students, engineers, and anyone interested in open source embedded development. Attendees may join both sessions or choose either the workshop or the meetup based on their interests.

## AWS reimagines the getting started experience

DevFeed: [AWS reimagines the getting started experience](<https://devfeed.tech/articles/aws-reimagines-the-getting-started-experience-31475.md>)

Original publisher: [Read original article](<https://aws.amazon.com/blogs/aws/aws-reimagines-the-getting-started-experience/>)

Author: Micah Walter

Published: 2026-09-16T17:50:14Z

Content type: release

Language: en

Sources: [AWS News Blog](<https://devfeed.tech/sources/aws-news-blog.md>)

Topics: [Amazon Web Services](<https://devfeed.tech/topics/aws.md>), [AWS IAM](<https://devfeed.tech/topics/aws-iam.md>), [configuration](<https://devfeed.tech/topics/configuration.md>), [App](<https://devfeed.tech/topics/app.md>)

Tags: [announcements](<https://devfeed.tech/tags/announcements.md>), [aws](<https://devfeed.tech/tags/aws.md>), [aws-management-console](<https://devfeed.tech/tags/aws-management-console.md>), [configuration](<https://devfeed.tech/tags/configuration.md>), [developers](<https://devfeed.tech/tags/developers.md>), [free](<https://devfeed.tech/tags/free.md>), [getting-started](<https://devfeed.tech/tags/getting-started.md>), [launch](<https://devfeed.tech/tags/launch.md>), [news](<https://devfeed.tech/tags/news.md>), [permissions](<https://devfeed.tech/tags/permissions.md>), [project](<https://devfeed.tech/tags/project.md>), [team](<https://devfeed.tech/tags/team.md>)

### AI overview

AWS announces a simplified getting-started experience with sensible defaults, managed project environments, simplified permissions, and $100 in Free Tier credits for most new customers. Customers can later activate advanced AWS features without migrating.

### Source excerpt

AWS has reimagined the getting started experience with smart and sensible defaults to help developers get started fast so that they can focus on building. New customers can sign up and get started right away with $100 in Free Tier credits, managed project environments, and simplified team and resource permissions. If their workload evolves, customers can activate advanced features to access the full breadth and depth of AWS in one step, with no migration required.

## Our framework for reporting model misalignment

DevFeed: [Our framework for reporting model misalignment](<https://devfeed.tech/articles/our-framework-for-reporting-model-misalignment-31554.md>)

Original publisher: [Read original article](<https://openai.com/index/model-misalignment-reporting-framework>)

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

Content type: article

Language: en

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

Topics: [OpenAI](<https://devfeed.tech/topics/openai.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [AI Strategy](<https://devfeed.tech/topics/ai-strategy.md>), [Framework](<https://devfeed.tech/topics/framework.md>), [Development](<https://devfeed.tech/topics/development.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-development](<https://devfeed.tech/tags/ai-development.md>), [alignment](<https://devfeed.tech/tags/alignment.md>), [behavior](<https://devfeed.tech/tags/behavior.md>), [developers](<https://devfeed.tech/tags/developers.md>), [model](<https://devfeed.tech/tags/model.md>), [monitoring](<https://devfeed.tech/tags/monitoring.md>), [openai](<https://devfeed.tech/tags/openai.md>), [reporting](<https://devfeed.tech/tags/reporting.md>), [research](<https://devfeed.tech/tags/research.md>), [standards](<https://devfeed.tech/tags/standards.md>)

### AI overview

OpenAI introduces a framework for tracking, investigating, and disclosing model misalignment, accompanied by six reports on unexpected or concerning model behavior observed over the previous six months. The framework favors disclosure even when the significance of an instance is uncertain and is intended to evolve through experience and public feedback.

### Source excerpt

OpenAI shares a framework for tracking, investigating, and disclosing model misalignment, alongside six reports of unexpected or concerning model behavior.

## AI leaders propose embedded third-party evaluators for frontier AI safety

DevFeed: [AI leaders propose embedded third-party evaluators for frontier AI safety](<https://devfeed.tech/articles/ai-evaluator-the-most-important-ai-job-in-history-how-developers-might-fill-the-proposed-new-job-31530.md>)

Original publisher: [Read original article](<https://thenewstack.io/ai-embedded-evaluator-jobs/>)

Author: Adrian Bridgwater

Published: 2026-09-16T15:58:41Z

Content type: news

Language: en

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

Topics: [Job](<https://devfeed.tech/topics/job.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Frontier AI](<https://devfeed.tech/topics/frontier-ai.md>), [anthropic](<https://devfeed.tech/topics/anthropic.md>), [AI Models](<https://devfeed.tech/topics/ai-models.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-infrastructure](<https://devfeed.tech/tags/ai-infrastructure.md>), [ai-strategy](<https://devfeed.tech/tags/ai-strategy.md>), [alignment](<https://devfeed.tech/tags/alignment.md>), [anthropic](<https://devfeed.tech/tags/anthropic.md>), [developers](<https://devfeed.tech/tags/developers.md>), [frontier-ai](<https://devfeed.tech/tags/frontier-ai.md>), [google](<https://devfeed.tech/tags/google.md>), [job](<https://devfeed.tech/tags/job.md>), [meta](<https://devfeed.tech/tags/meta.md>), [openai](<https://devfeed.tech/tags/openai.md>), [safety](<https://devfeed.tech/tags/safety.md>), [tech-careers](<https://devfeed.tech/tags/tech-careers.md>)

### AI overview

The article examines Anthropic CEO Dario Amodei's proposal for frontier AI companies to provide embedded third-party evaluators with employee-like access. These evaluators would verify safety practices, report incidents, and assess AI models, training pipelines, and processes.

### Source excerpt

The pace of frontier AI model development spurred Anthropic CEO Dario Amodei to publish an essay last weekend, calling for The post AI evaluator: The most important AI job in history? How developers might fill the proposed new job appeared first on The New Stack.

## AI Is Changing How We Code. It's Also Changing How We Learn.

DevFeed: [AI Is Changing How We Code. It's Also Changing How We Learn.](<https://devfeed.tech/articles/ai-is-changing-how-we-code-it-s-also-changing-how-we-learn-31479.md>)

Original publisher: [Read original article](<https://devblogs.microsoft.com/visualstudio/ai-is-changing-how-we-code-its-also-changing-how-we-learn/>)

Author: James Rempt

Published: 2026-09-16T14:00:09Z

Content type: opinion

Language: en

Sources: [Visual Studio Blog](<https://devfeed.tech/sources/visual-studio-blog.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Development](<https://devfeed.tech/topics/development.md>), [AI Development](<https://devfeed.tech/topics/ai-development.md>), [Software](<https://devfeed.tech/topics/software.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [code](<https://devfeed.tech/tags/code.md>), [developers](<https://devfeed.tech/tags/developers.md>), [development](<https://devfeed.tech/tags/development.md>), [learning](<https://devfeed.tech/tags/learning.md>), [software](<https://devfeed.tech/tags/software.md>), [software-development](<https://devfeed.tech/tags/software-development.md>), [visual-studio](<https://devfeed.tech/tags/visual-studio.md>)

### AI overview

The article argues that AI tools are changing software development by helping developers write and understand code, troubleshoot problems, learn frameworks, and get answers quickly. It also emphasizes the continuing value of learning directly from other developers through practical education, hands-on discussion, and professional networking at events such as VSLive!.

### Source excerpt

AI is changing software development at a pace no one can ignore. Developers now have powerful AI tools that can help us write code, understand unfamiliar codebases, troubleshoot problems, learn new frameworks, and get answers in seconds. That is an incredible opportunity. But as these tools become more capable, I believe something else is becoming more valuable [...] The post AI Is Changing How We Code. It's Also Changing How We Learn. appeared first on Visual Studio Blog.

## ADLX 2.0: Extending graphics control to AI agents and agentic apps

DevFeed: [ADLX 2.0: Extending graphics control to AI agents and agentic apps](<https://devfeed.tech/articles/adlx-2-0-extending-graphics-control-to-ai-agents-and-agentic-apps-31427.md>)

Original publisher: [Read original article](<https://gpuopen.com/learn/adlx-2-0-extending-graphics-control-to-ai-agents-apps/>)

Author: Pete Vagiakos; Alexander Blake-Davies

Published: 2026-09-16T10:00:00Z

Content type: article

Language: en

Sources: [AMD GPUOpen](<https://devfeed.tech/sources/amd-gpuopen.md>)

Topics: [GPU](<https://devfeed.tech/topics/gpu.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [SDK](<https://devfeed.tech/topics/sdk.md>), [Model Context Protocol](<https://devfeed.tech/topics/model-context-protocol.md>)

Tags: [agents](<https://devfeed.tech/tags/agents.md>), [ai](<https://devfeed.tech/tags/ai.md>), [amd-device-library-extra](<https://devfeed.tech/tags/amd-device-library-extra.md>), [amd-device-library-extra-adlx](<https://devfeed.tech/tags/amd-device-library-extra-adlx.md>), [announcement](<https://devfeed.tech/tags/announcement.md>), [developers](<https://devfeed.tech/tags/developers.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [mcp](<https://devfeed.tech/tags/mcp.md>), [ml](<https://devfeed.tech/tags/ml.md>), [product-blogs](<https://devfeed.tech/tags/product-blogs.md>), [product-release](<https://devfeed.tech/tags/product-release.md>), [tools](<https://devfeed.tech/tags/tools.md>)

### AI overview

AMD ADLX 2.0 adds an AI extension framework and MCP servers that connect AI applications with AMD graphics technologies, enabling developers to build apps that monitor, manage, and optimize AMD graphics hardware.

### Source excerpt

AMD ADLX 2.0 adds AI extensions and MCP servers to help developers build intelligent apps that can monitor, manage, and optimize AMD graphics hardware.

## Making Websites Work with Windows High Contrast Mode

DevFeed: [Making Websites Work with Windows High Contrast Mode](<https://devfeed.tech/articles/making-websites-work-with-windows-high-contrast-mode-27420.md>)

Original publisher: [Read original article](<http://engineering.khanacademy.org/posts/windows-high-contrast-mode.htm>)

Author: Khan Academy

Published: 2019-03-21T22:00:00Z

Content type: tutorial

Language: en

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

Topics: [Accessibility](<https://devfeed.tech/topics/accessibility.md>), [web applications](<https://devfeed.tech/topics/web-applications.md>), [Windows](<https://devfeed.tech/topics/windows.md>), [CSS](<https://devfeed.tech/topics/css.md>), [Web Development](<https://devfeed.tech/topics/web-development.md>)

Tags: [accessibility](<https://devfeed.tech/tags/accessibility.md>), [css](<https://devfeed.tech/tags/css.md>), [developers](<https://devfeed.tech/tags/developers.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [how-to](<https://devfeed.tech/tags/how-to.md>), [news](<https://devfeed.tech/tags/news.md>), [web-applications](<https://devfeed.tech/tags/web-applications.md>), [web-frontend](<https://devfeed.tech/tags/web-frontend.md>), [windows](<https://devfeed.tech/tags/windows.md>)

### AI overview

This tutorial explains how Windows High Contrast Mode changes web application styling and presents accessibility considerations for backgrounds, images, borders, and outlines. It emphasizes using CSS for decorative styling and retaining borders and outlines for functional purposes.

### Source excerpt

By Diedra Rater At Khan Academy, we've been working to make our web product more accessible to a ... Read more

## Khan Academy: a new employee's primer

DevFeed: [Khan Academy: a new employee's primer](<https://devfeed.tech/articles/khan-academy-a-new-employee-s-primer-27395.md>)

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

Author: Khan Academy

Published: 2015-07-20T22:00:00Z

Content type: article

Language: en

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

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

Tags: [developer](<https://devfeed.tech/tags/developer.md>), [developers](<https://devfeed.tech/tags/developers.md>), [education](<https://devfeed.tech/tags/education.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [news](<https://devfeed.tech/tags/news.md>), [onboarding](<https://devfeed.tech/tags/onboarding.md>), [organization](<https://devfeed.tech/tags/organization.md>), [people](<https://devfeed.tech/tags/people.md>), [startup](<https://devfeed.tech/tags/startup.md>), [web-frontend](<https://devfeed.tech/tags/web-frontend.md>), [work](<https://devfeed.tech/tags/work.md>)

### AI overview

Riley Shaw describes the onboarding experience after joining Khan Academy's developer team. The article highlights advance communication, supportive team messages, an assigned onboarding mentor, and early one-on-one time with a manager.

### Source excerpt

By Riley Shaw I recently joined the developer team at Khan Academy. Since arriving I've been surprised by ... Read more

## Kotlin for Python developers

DevFeed: [Kotlin for Python developers](<https://devfeed.tech/articles/kotlin-for-python-developers-27390.md>)

Original publisher: [Read original article](<http://engineering.khanacademy.org/posts/kotlin-for-python-developers.htm>)

Author: Khan Academy

Published: 2018-11-29T23:00:00Z

Content type: tutorial

Language: en

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

Topics: [Kotlin](<https://devfeed.tech/topics/kotlin.md>), [Python](<https://devfeed.tech/topics/python.md>), [Learning](<https://devfeed.tech/topics/learning.md>), [Programming](<https://devfeed.tech/topics/programming.md>)

Tags: [content-platform](<https://devfeed.tech/tags/content-platform.md>), [developers](<https://devfeed.tech/tags/developers.md>), [engineering](<https://devfeed.tech/tags/engineering.md>), [guide](<https://devfeed.tech/tags/guide.md>), [kotlin](<https://devfeed.tech/tags/kotlin.md>), [learning](<https://devfeed.tech/tags/learning.md>), [news](<https://devfeed.tech/tags/news.md>), [programming](<https://devfeed.tech/tags/programming.md>), [python](<https://devfeed.tech/tags/python.md>)

### AI overview

Khan Academy Engineering publicly released a Kotlin for Python developers guide after adopting Kotlin as an alternative backend language alongside Python. The textbook-style resource explains Kotlin in terms familiar to Python developers, while noting that it is not comprehensive and is provided as-is.

### Source excerpt

By Aasmund Eldhuset Earlier this year, the Khan Academy Engineering organization decided to introduce Kotlin as an alternative ... Read more

## How sandbox boundaries affect AI coding agent evaluations

DevFeed: [How sandbox boundaries affect AI coding agent evaluations](<https://devfeed.tech/articles/your-ai-coding-agent-evaluation-is-only-as-good-as-its-sandbox-30939.md>)

Original publisher: [Read original article](<https://devblogs.microsoft.com/blog/your-ai-coding-agent-evaluation-is-only-as-good-as-its-sandbox/>)

Author: Waldek Mastykarz

Published: 2026-09-16T09:09:51Z

Content type: opinion

Language: en

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

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

Tags: [agent-experience](<https://devfeed.tech/tags/agent-experience.md>), [ai](<https://devfeed.tech/tags/ai.md>), [ai-coding](<https://devfeed.tech/tags/ai-coding.md>), [ax](<https://devfeed.tech/tags/ax.md>), [coding](<https://devfeed.tech/tags/coding.md>), [developers](<https://devfeed.tech/tags/developers.md>), [eval](<https://devfeed.tech/tags/eval.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [measurement](<https://devfeed.tech/tags/measurement.md>), [sandbox](<https://devfeed.tech/tags/sandbox.md>)

### AI overview

The article explains that an AI coding agent evaluation can produce misleading scores when the agent retrieves answers from its prompt, environment, or other accessible resources. It argues that evaluators should define the capability being tested and set information boundaries accordingly, including restricting access to evidence when measuring internal model knowledge.

### Source excerpt

Your AI coding agent passed the eval. But did the model know the answer, or did it find it somewhere on your machine? A correct answer can still invalidate your measurement. The post Your AI coding agent evaluation is only as good as its sandbox appeared first on Microsoft for Developers.

[Next page](<https://devfeed.tech/tags/developers.md?cursor=WyIyMDI2LTA5LTE2VDA5OjA5OjUxKzAwOjAwIiwgImUzYTdlYWZkLTVhMzUtNGMyYy05YjU1LWIyM2M0N2ZjZDQ2OSJd>)