# GitHub Published articles for GitHub. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Mojo 1.1 Released, Now Accepting Community Contributions To The Compiler DevFeed: [Mojo 1.1 Released, Now Accepting Community Contributions To The Compiler]() Original publisher: [Read original article]() Author: Michael Larabel Published: 2026-09-17T16:26:41Z Content type: release Language: en Sources: [Phoronix]() Topics: [releases](), [Compiler](), [Code](), [Development](), [Nvidia](), [Qualcomm](), [GitHub]() Tags: [ai](), [amd](), [code](), [compiler](), [contributions](), [desktop-linux](), [development](), [github](), [language](), [linux-benchmarking](), [linux-hardware-benchmarks](), [linux-hardware-reviews](), [linux-how-to](), [linux-performance](), [linux-server-benchmarks](), [nvidia](), [open](), [open-source-graphics](), [performance](), [phoronix](), [phoronix-test-suite](), [qualcomm](), [releases](), [standard-library](), [ubuntu-benchmarks](), [ubuntu-hardware]() ### AI overview Mojo 1.1 and MAX 26.6 have been released. Mojo 1.1 adds inferred member references, improved compile times, better generated code performance, and more stable standard-library APIs, while the development process now accepts community contributions to the compiler. MAX 26.6 adds audio generation support and kernel speedups across AMD and NVIDIA GPUs. ### Source excerpt Last month Modular's Mojo language was open-sourced following the acquisition of Modular by Qualcomm. Modular was the AI startup founded by Chris Lattner of LLVM and Swift fame. Released today was Mojo 1.1 and also marks the project recently now beginning code contributions from the community to its compiler... ## How libreboot.org is hosted DevFeed: [How libreboot.org is hosted]() Original publisher: [Read original article]() Author: Leah Rowe Published: 2026-09-17T04:32:50.666044Z Content type: article Language: en Sources: [News about Libreboot releases and development]() Topics: [Self-hosted](), [hosting](), [Internet](), [static-site-generator](), [Git](), [forgejo]() Tags: [article](), [bios](), [canoeboot](), [coreboot](), [free-software](), [github](), [hosting](), [internet](), [libre](), [libreboot](), [opensource](), [self-hosted](), [static-site-generator](), [uefi]() ### AI overview The article introduces the Federation of Freedom, or Fedfree, a website launched in December 2022 to teach people how to self-host internet servers using libre software. It documents the hosting setup used by libreboot.org and plans to add guides for mail, rsync, cgit, and Forgejo. The project aims to help people avoid defaulting to proprietary hosting services. ### Source excerpt Article: How libreboot.org is hosted Web link: https://libreboot.org/news/fedfree.html ## PDFx - Extract references and metadata from PDF documents, and download all referenced PDFs DevFeed: [PDFx - Extract references and metadata from PDF documents, and download all referenced PDFs]() Original publisher: [Read original article]() Author: Chris Hager Published: 2026-09-17T02:48:44.791916Z Content type: tutorial Language: en Sources: [Chris Hager]() Topics: [pdf](), [Python](), [Command-line interface](), [JSON](), [pip](), [Open Source](), [GitHub]() Tags: [apache](), [broken-links](), [command-line](), [download](), [github](), [install](), [json](), [library](), [open-source](), [pdf](), [python]() ### AI overview PDFx is an Apache-licensed open-source tool that extracts references and metadata from PDF documents. It detects PDF, URL, arXiv, and DOI references, can download referenced PDFs in parallel, identify broken hyperlinks, extract PDF text, and output results as text or JSON. It is available as a command-line tool and Python package, with support for local and online PDFs. ### Source excerpt Reading over this paper and its references recently, I thought it would be great to be able to download all the references at once... This inspired me to write a little tool to do just that, and now it's done and released under the Apache open source license: https://github.com/metachris/pdfx Features Extract references and metadata from a given PDF Detects pdf, url, arxiv and doi references Fast, parallel download of all referenced PDFs Find broken hyperlinks (using the -c flag) (more) Output as text or JSON (using the -j flag) Extract the PDF text (using the --text flag) Use as command-line tool or Python package Compatible with Python 2 and 3 Works with local and online pdfs Getting Started Grab a copy of pdfx with easy_install or pip and run it: ## Most Simple Ajax Chat Ever DevFeed: [Most Simple Ajax Chat Ever]() Original publisher: [Read original article]() Author: Chris Hager Published: 2026-09-17T02:48:44.791916Z Content type: article Language: en Sources: [Chris Hager]() Topics: [Ajax](), [PHP](), [HTML](), [Code]() Tags: [code](), [files](), [github](), [html](), [http](), [php]() ### AI overview A project page describing a simple Ajax chat application created in January 2006. It explains the two-file implementation, pure JavaScript approach without libraries, text-based content storage, spam filtering, and two-step PHP setup. ### Source excerpt Most Simple Ajax Chat Ever A fun little project from January 2006. Back then ajax just started becoming popular, but with very few tools around. jQuery came out later that year, Github just two years later, in 2008. Original code on Github Original site on web.archive.org Featured on Wired in February 2006 Features Super simple Efficient spam filter (thanks to some live 'hackers' at launch) Only 2 files needed (index.html, w. ## A custom virtual machine for the Stars! 4X game DevFeed: [A custom virtual machine for the Stars! 4X game]() Original publisher: [Read original article]() Published: 2026-09-17T02:00:00Z Content type: opinion Language: en Sources: [Chris Wellons]() Topics: [Emulator](), [win32](), [Windows](), [x86](), [GitHub](), [releases]() Tags: [blog](), [c](), [emulator](), [game](), [github](), [releases](), [vm](), [win32](), [windows](), [x86]() ### AI overview The article presents Stars!VM, a custom virtual machine for running the 1995 16-bit Windows 3.1 game Stars! on modern systems. It combines an 80286 emulator with a Win16-to-Win32 bridge, embeds the original game in signed GitHub releases, and provides 32-bit builds with features such as a modern file chooser and 4K scaling. ### Source excerpt Stars! is a 1995 4X game (explore, expand, exploit, exterminate) for 16-bit Windows 3.1 that I first played ~28 years ago. While Windows is famously backwards compatible, it's notoriously difficult to play Stars! today. Windows x64 cannot run 16-bit applications, and playing requires either retro hardware or emulation (otvdm, DOSBox), sometimes paired with Wine. My new, exciting solution, Stars!VM, or Stars! Virtual Machine, embeds a custom 80286 emulator and a Win16 to Win32 bridge. As native Win32, the game looks and feels exactly as it did originally, except sporting a modern file chooser and 4k scaling. It's indistinguishable from a genuine 32-bit or 64-bit port of the game, especially with the original 16-bit game embedded inside the VM executable. The signed releases on GitHub embed a compressed copy of the original 16-bit game, so that single EXE is ready to play out-of-the-box with no further setup or downloads. I'm distributing 32-bit builds (but requires SSE2) because there's no advantage to 64-bit here, and these builds work (almost) everywhere except 16-bit Windows. 32-bit Windows could run the original 16-bit game, but the VM-encapsulated version is better behaved. It doesn't dump a Stars.ini under C:\WINDOWS, it interacts properly with the task bar, and copy protection is neutralized via the OS bridge. If you ever been curious about Stars!, now's the time to try it. The game has a thorough, built-in tutorial, but also check out the wiki, the official strategy guide, and AutoHost (play-by-email service). The game predates the modern search engine concept, otherwise they might have chosen a better name. I suggest using "stars 4x" in your searches. If you want to build from source and hack on the VM yourself, the best tool for the job is w64devkit, of course, because it comes with everything you'll need. Plus the game itself: stars.exe from stars27jrc3.zip. Implementation details The emulator itself requires x86 or x86-64 because it does not implement x87 ## Mir/Wayland-Powered Miracle-WM 0.11 Released With New Overview Mode, Window Urgency DevFeed: [Mir/Wayland-Powered Miracle-WM 0.11 Released With New Overview Mode, Window Urgency]() Original publisher: [Read original article]() Author: Michael Larabel Published: 2026-09-17T00:58:42Z Content type: release Language: en Sources: [Phoronix]() Topics: [Wayland](), [Library](), [canonical]() Tags: [commands](), [data](), [desktop-linux](), [events](), [github](), [image](), [input](), [ipc](), [library](), [linux-benchmarking](), [linux-hardware-benchmarks](), [linux-hardware-reviews](), [linux-how-to](), [linux-performance](), [linux-server-benchmarks](), [open-source-graphics](), [overview](), [phoronix](), [phoronix-test-suite](), [plugins](), [release](), [ubuntu-benchmarks](), [ubuntu-hardware](), [update](), [wayland](), [window](), [windows]() ### AI overview Miracle-WM 0.11, a Wayland compositor built on the Mir library, adds an overview mode, window urgency support, plugin IPC events and commands, and support for newer Mir protocols. The release is built on Mir 2.29. ### Source excerpt Canonical engineer Matthew Kosarek rolled out Miracle-WM 0.11 today as an end-of-summer update to this Wayland compositor built atop the Mir library... ## Migrating the GitHub Copilot runtime to Rust, using Copilot DevFeed: [Migrating the GitHub Copilot runtime to Rust, using Copilot]() Original publisher: [Read original article]() Author: Stephen Toub Published: 2026-09-17T00:26:43Z Content type: article Language: en Sources: [GitHub Engineering]() Topics: [GitHub Copilot](), [Rust](), [Agent Harness](), [GitHub Copilot SDK](), [GitHub]() Tags: [agent-harness](), [ai-agents](), [ai-ml](), [developer-experience](), [generative-ai](), [github](), [github-copilot](), [github-copilot-sdk](), [rust]() ### AI overview The GitHub Copilot agent runtime was rewritten from TypeScript on Node.js and V8 into more than 800,000 lines of production Rust. AI agents wrote most of the code across 128 pull requests, and the runtime was shipped incrementally while regressions were fixed and performance improved by orders of magnitude. ### Source excerpt A rewrite this size wasn't affordable before agents. Here's what porting the Copilot agent runtime to 800,000 lines of production Rust actually took. The post Migrating the GitHub Copilot runtime to Rust, using Copilot appeared first on The GitHub Blog. ## Investigating whether LLMs disproportionately use "spine" in GitHub pull request titles DevFeed: [Investigating whether LLMs disproportionately use "spine" in GitHub pull request titles]() Original publisher: [Read original article]() Author: Hillel Wayne Published: 2026-09-16T19:58:30Z Content type: opinion Language: en Sources: [Newsletter feed for Hillel Wayne's Newsletter]() Topics: [Large Language Model](), [Artificial Intelligence](), [GitHub](), [pull-requests](), [anthropic](), [cursor]() Tags: [2026](), [ai](), [claude](), [cursor](), [github](), [llms](), [pull-requests]() ### AI overview The article investigates whether large language models disproportionately use the word "spine" in GitHub pull request titles. Using GitHub Search as a proxy, it finds a much larger increase in "spine" pull requests than overall pull requests, but does not establish that the pattern comes from one specific model; sampled pull requests were coauthored by Claude or Cursor. ### Source excerpt Earlier this year I worked on a couple of AI-generated TLA+ specifications, and one thing I've noticed was that they all used the word "spine" somewhere. Then I saw some non-TLA+ public projects use "spine" too and got curious if it was a new LLMism (LLisM?). If it is, we should see it appear in a discontinuous jump in the number of code projects that use "spine". The proper way to thoroughly explore this would be via the GitHub archive data dump but that'd take forever and I have a full time job now. Instead, I'm going to use GitHub Search. We can't filter code samples by date but can filter pull requests, which seems like an acceptable enough proxy. Here's a graph of the number of public PRs each year with "spine" in the title: I stopped 2026 at 2026-09-01, meaning the first nine months of this year have seen 20 times more "spine" PRs as all of 2025. Now it could be the case that that GitHub grew, like, a lot in the last year. Maybe the 20x increase is due there being 20x as many pull requests. We can account for this by comparing it against all public PRs:1 If "spine" wasn't an LLisM, we would expect only a 1.5xish increase from 2025, not a 20x increase. One other possible confounder could be that LLMs don't like the word spine but PRs Georg submitted 15,000 changes to a chiropractor repo. I will deal with this issue by ignoring it. Can we figure out which models specifically are obsessed with spines? Let's try breaking the change down by month: Looking at LLM timeline, the only widely-used model released in May was Opus 4.8, which came out too late in the month to explain the spike. GPT 5.5 came out in April, which could be the cause. But I'm not convinced by this. For one, the spine count is still 1.5xing each month before April, and I definitely remember seeing spines as early as February. Also, I spot checked and many of the PRs that use "spine" are coauthored by Claude or Cursor. So I think it's not specific to one LLM, but could be convinced otherwise. Othe ## 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]() Original publisher: [Read original article]() Author: Paul Sawers Published: 2026-09-16T19:45:30Z Content type: article Language: en Sources: [The New Stack]() Topics: [GitHub](), [AI-assisted coding](), [pull-requests](), [Developer Platform](), [Tooling]() Tags: [ai](), [ai-agents](), [beta](), [coding-agents](), [collaboration](), [developer](), [developer-tools](), [github](), [pull-requests](), [review](), [software-development]() ### 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. ## Forge-X on the Adventurer 5M: how to ditch FlashMaker and run Klipper anyway DevFeed: [Forge-X on the Adventurer 5M: how to ditch FlashMaker and run Klipper anyway]() Original publisher: [Read original article]() Author: Shed Stack Published: 2026-09-16T19:00:00Z Content type: tutorial Language: en Sources: [Shed Stack]() Topics: [Embedded Software Dev](), [foss](), [Software](), [USB](), [GitHub](), [Network](), [screen]() Tags: [firmware](), [flashing](), [foss](), [github](), [how-to](), [network](), [screen](), [usb]() ### AI overview A tutorial for installing Forge-X, an open firmware mod that runs Klipper on the Flashforge Adventurer 5M and 5M Pro. It covers the risks, required firmware and USB drive, flashing process, networking, updates, recalibration, and OrcaSlicer setup. ### Source excerpt Forge-X is an open firmware mod that runs real Klipper on the Flashforge Adventurer 5M and 5M Pro to free you from FlashMaker. The whole install, the recalibration, and the OrcaSlicer setup. ## Visual Studio Code 1.139 (Insiders) DevFeed: [Visual Studio Code 1.139 (Insiders)]() Original publisher: [Read original article]() Author: Visual Studio Code Team Published: 2026-09-16T13:22:12.332134Z Content type: release Language: en Sources: [Visual Studio Code - Code Editing. Redefined.]() Topics: [Visual Studio Code](), [releases](), [Release notes](), [GitHub Copilot CLI](), [Command-line interface](), [CSS]() Tags: [extension](), [github](), [github-copilot](), [release](), [release-notes](), [terminal](), [visual-studio-code](), [vs-code]() ### AI overview Visual Studio Code 1.139 (Insiders) release notes describe updates added between September 11 and September 15, 2026. Changes include Cargo completions in terminal suggestions, experimental Agent Merge support for creating and reviewing pull requests, CSS color previews, searchable Remote workspace menus, improved Copilot context routing, and other editor and API updates. ### Source excerpt Learn what is new in Visual Studio Code 1.139 (Insiders) Read the full article ## SymfonyCon Warsaw 2026: The Attack Reached PHP: Composer and Packagist, One Year On DevFeed: [SymfonyCon Warsaw 2026: The Attack Reached PHP: Composer and Packagist, One Year On]() Original publisher: [Read original article]() Author: Eloïse Charrier Published: 2026-09-16T12:30:00Z Content type: article Language: en Sources: [Symfony Blog]() Topics: [Symfony](), [Composer](), [PHP](), [supply-chain-security](), [Security]() Tags: [2026](), [composer](), [conference](), [github](), [php](), [supply-chain-security](), [symfony]() ### AI overview SymfonyCon Warsaw 2026 will take place in Poland on November 26-27, with talks across three parallel tracks and related community events. The announcement highlights a talk about PHP supply-chain security changes made after attacks involving Composer and Packagist, including malware detection, transparency logging, dependency policies, immutable releases, release-age settings, maintainer MFA status, and ownership controls. ### Source excerpt Get ready to connect with the global Symfony community! SymfonyCon Warsaw 2026 is landing in Poland, on November 26-27. We are bringing you two days of inspiring talks across 3 parallel tracks, alongside plenty of networking opportunities and vibrant... ## Test GitHub Actions Locally with Act DevFeed: [Test GitHub Actions Locally with Act]() Original publisher: [Read original article]() Author: Valerie Nielson Published: 2026-09-16T12:00:44Z Content type: tutorial Language: en Sources: [Atomic Object]() Topics: [GitHub Actions](), [CI/CD](), [Docker](), [Testing](), [unit test]() Tags: [ci-cd](), [developer-tools](), [docker](), [github](), [github-actions](), [pull-request](), [testing](), [unit-test](), [workflow]() ### AI overview This tutorial explains how to test GitHub Actions workflows locally with act. It describes how act uses Docker to reproduce the workflow environment, including environment variables and the file system, and demonstrates testing pull-request workflows and unit tests before merging. ### Source excerpt GitHub Actions are a great way to implement CI/CD into your projects, whether personal or professional. GitHub has a lot of great tools to help with CI/CD, but GitHub Actions in particular is very helpful. However, writing actions can be tedious and a little annoying, especially if you don't know what you're doing. On top [...] The post Test GitHub Actions Locally with Act appeared first on Atomic Spin. ## AMD's GAIA Local AI Now Able To Transcribe & Summarize Meeting Recordings DevFeed: [AMD's GAIA Local AI Now Able To Transcribe & Summarize Meeting Recordings]() Original publisher: [Read original article]() Author: Michael Larabel Published: 2026-09-16T10:19:10Z Content type: news Language: en Sources: [Phoronix]() Topics: [gaia](), [Local AI](), [Generative AI](), [Artificial Intelligence]() Tags: [agents](), [ai](), [bug-fixes](), [desktop-linux](), [gaia](), [generative-ai](), [github](), [linux](), [linux-benchmarking](), [linux-hardware-benchmarks](), [linux-hardware-reviews](), [linux-how-to](), [linux-performance](), [linux-server-benchmarks](), [local-ai](), [macos](), [open-source](), [open-source-graphics](), [phoronix](), [phoronix-test-suite](), [release](), [security](), [ubuntu-benchmarks](), [ubuntu-hardware](), [user-interface](), [windows]() ### AI overview AMD GAIA 0.24 adds local transcription and summarization of meeting recordings, including multi-speaker recognition. The release also improves inbox triage and its text interface, supports an embedded local Lemonade server, and includes security and bug fixes. ### Source excerpt AMD's GAIA software for building AI agents on your PC and leveraging generative AI locally with the power of AMD Ryzen and Radeon hardware continues becoming more featureful. Out today is AMD GAIA 0.24/0.24.1 and with it comes the ability to transcribe and summarize meeting recordings locally along with other functionality... ## OpenVDB Introduces SIMD Framework With Some 2~4x Performance Improvements DevFeed: [OpenVDB Introduces SIMD Framework With Some 2~4x Performance Improvements]() Original publisher: [Read original article]() Author: Michael Larabel Published: 2026-09-16T10:05:23Z Content type: news Language: en Sources: [Phoronix]() Topics: [Data structures](), [Tooling](), [x86](), [releases](), [cudnn](), [Open Source]() Tags: [avx](), [command-line](), [cuda](), [data](), [data-structure](), [desktop-linux](), [github](), [kernels](), [linux-benchmarking](), [linux-hardware-benchmarks](), [linux-hardware-reviews](), [linux-how-to](), [linux-performance](), [linux-server-benchmarks](), [open-source-graphics](), [performance](), [phoronix](), [phoronix-test-suite](), [release](), [ubuntu-benchmarks](), [ubuntu-hardware](), [x86]() ### 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... ## Stories from our latest intern class DevFeed: [Stories from our latest intern class]() Original publisher: [Read original article]() Author: Khan Academy Published: 2015-12-21T23:00:00Z Content type: article Language: en Sources: [Khan Academy]() Topics: [Programming](), [Mobile](), [JavaScript](), [Ionic](), [AdventureX 2026]() Tags: [backup](), [blog-post](), [email](), [engineering](), [github](), [hackathon](), [intern](), [ionic](), [javascript](), [mobile](), [news](), [programming](), [project](), [stories](), [web-frontend]() ### AI overview This article shares reflections from Khan Academy's 2015 intern class. It describes a hackathon project that used Ionic to build a mobile app for browsing and playing JavaScript projects, and discusses backing up Khan Academy mailing-list data. ### Source excerpt By 2015 Interns We sent an email out to all of the 2015 interns in early November, shortly ... Read more ## Mercure Broadcasting in Laravel 13.32 DevFeed: [Mercure Broadcasting in Laravel 13.32]() Original publisher: [Read original article]() Author: Paul Redmond Published: 2026-09-16T02:44:52Z Content type: release Language: en Sources: [Laravel]() Topics: [Laravel](), [releases](), [Release notes](), [real-time](), [enum](), [WebSocket]() Tags: [enums](), [features](), [github](), [laravel](), [laravel-releases](), [news](), [queue](), [real-time](), [release](), [release-notes](), [storage](), [update](), [websockets]() ### AI overview Laravel 13.32 adds a Mercure broadcast driver, filesystem methods for copying and moving files between disks, and enum support for queue pause and resume methods. The release also includes additional fixes and updates. ### Source excerpt Laravel 13.32 adds a Mercure broadcast driver, Storage::copyToDisk() and moveToDisk(), enum support in queue pause/resume, and more. The post Mercure Broadcasting in Laravel 13.32 appeared first on Laravel News. Join the Laravel Newsletter to get Laravel articles like this directly in your inbox. ## Delta launches public beta for collaborative coding with agents and code review DevFeed: [Delta launches public beta for collaborative coding with agents and code review]() Original publisher: [Read original article]() Author: Nathan Sobo Published: 2026-09-16T00:00:00Z Content type: release Language: en Sources: [Zed Industries - Blog]() Topics: [coding](), [pull-requests](), [GitHub](), [browser]() Tags: [beta](), [github](), [mobile](), [pull-requests](), [tooling]() ### AI overview Delta is now available in public beta as a collaborative environment for coding with agents and reviewing their work. It supports shared agent conversations, isolated review worktrees, and access from macOS, Linux, Windows, the web, and mobile browsers. ### Source excerpt Delta is now in public beta. Replacing pull requests is our first step toward replacing GitHub. ## Building the new GitHub Copilot Inline Suggestions Model: Part One DevFeed: [Building the new GitHub Copilot Inline Suggestions Model: Part One]() Original publisher: [Read original article]() Author: Julia Gong, Ben Liggett, Ulugbek Abdullaev Published: 2026-09-16T00:00:00Z Content type: article Language: en Sources: [Visual Studio Code - Code Editing. Redefined.]() Topics: [GitHub Copilot](), [AI-assisted coding](), [coding](), [Development](), [GitHub](), [Software Engineering]() Tags: [agent](), [ai-assisted-coding](), [blog](), [coding](), [github](), [github-copilot](), [quality](), [vs-code](), [workflows]() ### AI overview GitHub Copilot unified completion-style ghost text, nearby next edit suggestions, and long-distance edits into a single "3-in-1" model. The article explains that training, evaluation, and editor design evolved together, and that the unified model can improve suggestion selection and cache additional edits for faster subsequent interactions. ### Source excerpt Explore how GitHub Copilot unified completion, next edit, and long-distance suggestions into one model for a faster, more cohesive coding experience. Read the full article ## A Threat Hunter's Guide to Detecting Malicious Activity in GitHub Audit Logs DevFeed: [A Threat Hunter's Guide to Detecting Malicious Activity in GitHub Audit Logs]() Original publisher: [Read original article]() Author: Julie Agnes Sparks, Juvenal Araujo Published: 2026-09-16T00:00:00Z Content type: article Language: en Sources: [Datadog Security Labs]() Topics: [GitHub](), [Threat Hunting & Intel](), [Security](), [Logging](), [Authentication](), [personal access token]() Tags: [authentication](), [github](), [logging](), [oauth](), [personal-access-token](), [secrets](), [security](), [security-research]() ### AI overview This article examines threats targeting GitHub organizations, including compromised accounts, personal access tokens, OAuth tokens, leaked secrets, phishing, and malicious extensions or OAuth apps. It describes GitHub audit-log queries and behaviors that can help detect account compromise, reconnaissance, and source-code exfiltration. ### Source excerpt In this post, we walk through different threats to GitHub and how to detect them. ## Let coding agents review PRs without giving them unrestricted merge access DevFeed: [Let coding agents review PRs without giving them unrestricted merge access]() Original publisher: [Read original article]() Author: WorkOS Published: 2026-09-15T15:29:00Z Content type: tutorial Language: en Sources: [WorkOS Blog]() Topics: [AI-assisted coding](), [Code review](), [GitHub](), [Authorization](), [Pull Request](), [pull-requests]() Tags: [ai-code-review](), [authorization](), [code-review](), [coding-agents](), [github](), [reviews]() ### AI overview This guide explains how to let coding agents review GitHub pull requests without granting unrestricted merge access. It recommends separate review and merge credentials, explicit merge assignments governed by WorkOS Airlock, required checks and reviews, and reapproval when the reviewed commit changes. ### Source excerpt Set GitHub permissions for AI code review, govern merges with Airlock, and prevent agents from merging code that changed after approval. ## MPLS/VPN with SR-MPLS Core DevFeed: [MPLS/VPN with SR-MPLS Core]() Original publisher: [Read original article]() Published: 2026-09-15T05:45:00Z Content type: article Language: en Sources: [ipSpace.net blog]() Topics: [SR-MPLS](), [MPLS VPN](), [networking](), [BGP](), [IS-IS](), [Network](), [GitHub]() Tags: [bgp](), [devices](), [github](), [is-is](), [mpls](), [mpls-vpn](), [netlab](), [sr-mpls](), [vpn]() ### AI overview This article explains how to build and test an MPLS/VPN service over an SR-MPLS core. It describes the required lab topology changes, including enabling MPLS/VPN, disabling LDP, configuring PE routers with IS-IS, SR-MPLS, BGP, MPLS, and VRF modules, and moving PE-to-host links into tenant VRFs. It also outlines how to run the lab using GitHub Codespaces, an Arista cEOS container, and netlab. ### Source excerpt As we discussed in the BGP-Free Core with SR-MPLS blog post, SR-MPLS works as a drop-in replacement for the traditional MPLS control plane. No wonder it works well (when properly implemented) with MPLS/VPN services - the second "fun" scenario in my ITNOG10 Segment Routing workshop. It uses the same topology as the BGP-Free Core scenario: Simplest possible MPLS/VPN network with SR-MPLS core Read more ... ## About DevFeed: [About]() Original publisher: [Read original article]() Author: Kaushik Gopal Published: 2026-09-15T04:00:36.743345Z Content type: article Language: en Sources: [Kaushik Gopal's Site]() Topics: [Development](), [Android](), [Hugo](), [Google](), [Azure]() Tags: [android](), [developer](), [development](), [github](), [google](), [hugo](), [podcast](), [talks]() ### AI overview An about page for Kaushik Gopal, an Android-focused Google Developer Expert and Principal Engineer at Instacart. It highlights his podcast, talks, developer posts, and work on Caper smart carts and AI strategy, along with the Hugo theme used to build the site. ### Source excerpt Hi, I'm Kaushik Gopal. I host Fragmented an AI developer podcast and previously the most popular Android developer podcast. I'm also a Google Developer Expert for Android. I work as a Principal Engineer at Instacart leading the development of our Caper smart carts and assist with AI strategies for the company. #work podcast talks github contact #blog posts newsletter RSS #social bluesky linkedin threads twitter mastodon Talks ## 2019-10 Architecting Android and iOS app features for 2020 2018-09 Unidirectional State Flow patterns - a refactoring story 2018-05 Supercharging your workflow with App Center and Azure 2017-07 Rx by example - Volume 3 (the multicast edition) 2016-11 What I learnt using the Presenter pattern 2016-11 Learning Rx by Example (Part 2) 2015-08 Painless UI Testing 2015-06 Learning Rx by Example (Part 1) Colophon ## This site is built entirely with the custom Hugo theme I maintain called Henry. I have put thought into almost every inch of this website and released the theme free for everyone to use. Curious about the tools I use day-to-day? I keep a running list. Want to reach out? I'd love to hear from you. ## Super Stack: Laravel Starter Kit With Filament and NativePHP DevFeed: [Super Stack: Laravel Starter Kit With Filament and NativePHP]() Original publisher: [Read original article]() Author: Yannick Lyn Fatt Published: 2026-09-15T02:50:55Z Content type: news Language: en Sources: [Laravel]() Topics: [Laravel](), [MCP](), [MCP Server](), [Model Context Protocol (MCP)](), [Open Source](), [PHP](), [Android](), [iOS]() Tags: [api](), [authentication](), [filament](), [github](), [laravel](), [laravel-packages](), [mcp](), [mcp-server](), [mobile](), [nativephp](), [open-source](), [starter-kits]() ### AI overview NativePHP released Super Stack, an open-source Laravel starter kit that combines a web app, Filament admin panel, native mobile app, Sanctum API tokens, and a Laravel MCP server in one repository. The MCP server is intended for local exploration and requires authentication before production deployment. ### Source excerpt Super Stack is an open-source Laravel starter kit from NativePHP with a Filament admin, a native mobile app, Sanctum, and a Laravel MCP server in one repo. The post Super Stack: Laravel Starter Kit With Filament and NativePHP appeared first on Laravel News. Join the Laravel Newsletter to get Laravel articles like this directly in your inbox. [Next page]()