# DevFeed -- Developer news Published developer news, articles, tutorials, releases, comparisons and opinions. This is one page of public article previews, not the complete archive. Follow Next page to continue. Summaries are not the original full articles. ## Denmark population registry data breach affects 8.8 million people DevFeed: [Denmark population registry data breach affects 8.8 million people]() Original publisher: [Read original article]() Author: Bill Toulas Published: 2026-10-05T15:21:10Z Content type: news Language: en Sources: [BleepingComputer]() Topics: [Security](), [Cybercrime](), [sensitive data]() Tags: [breach](), [computer-help](), [computer-security](), [computers](), [data-breach](), [denmark](), [government](), [infosec](), [infosec-computer-security](), [linux](), [mac](), [malware](), [malware-removal](), [people](), [security](), [security-breach](), [security-incident](), [spyware](), [support](), [tech-support](), [technical-support](), [virus](), [virus-removal](), [windows]() ### AI overview Denmark's Central Population Register says a breach exposed personal information, including names, addresses, dates of birth, marital status and CPR numbers, for approximately 8.8 million registered individuals. Attackers reportedly misused a private company's legitimate access and brute-forced valid CPR numbers to extract records. The company's access has been blocked, police are investigating, and authorities say additional security measures are in place. ### Source excerpt Denmark's Central Population Register (CPR) is warning of a data breach that exposed the personal information of approximately 8.8 million registered individuals. [...] ## Python 3.15 Gets a Surprise RC3 and Other Python News for October 2026 DevFeed: [Python 3.15 Gets a Surprise RC3 and Other Python News for October 2026]() Original publisher: [Read original article]() Author: Bartosz Zaczyński Published: 2026-10-05T14:00:00Z Content type: news Language: en Sources: [Real Python]() Topics: [Python](), [SQLAlchemy](), [Wagtail]() Tags: [ai-apis](), [packaging]() ### AI overview The October Python roundup reports that lazy-import bugs prompted Python 3.15 RC3 and delayed the final release to October 9. It covers the first Python Packaging Council, revised PyPI download counting, Polars 2.0 release candidates, SQLAlchemy 2.1 compatibility changes, and breaking AI API changes. Practical guidance includes testing encoding assumptions, checking dependency requirements, and isolating autonomous coding agents. ### Source excerpt Python 3.15 gets a surprise RC3, the first Packaging Council is elected, Polars 2.0 and SQLAlchemy 2.1 arrive, and AI APIs break Python code again. ## Akka Tests Spec-Driven AI Delivery Across 65 Open Source Projects DevFeed: [Akka Tests Spec-Driven AI Delivery Across 65 Open Source Projects]() Original publisher: [Read original article]() Author: Leela Kumili Published: 2026-10-05T13:58:00Z Content type: news Language: en Sources: [InfoQ]() Topics: [Spec Driven Development](), [Open Source](), [Test automation](), [devstral]() Tags: [adversarial](), [agent-workflows](), [ai](), [ai-architecture](), [ai-assisted](), [ai-coding-agents](), [ai-ml-data-engineering](), [ai-spec-driven-delivery](), [architecture-design](), [automated](), [automated-testing](), [benchmark](), [claude](), [coding-agent](), [developer-experience](), [development](), [ml-data-engineering](), [news](), [performance](), [software](), [spec-driven]() ### AI overview Akka tested a specification-driven workflow for AI-assisted software porting across 65 open-source projects, measuring model choice, time, token use, validation, code size, and runtime performance. Results varied by model and project type: structured specifications improved first-pass implementations, while infrastructure and tooling projects generally showed median performance degradation. ### Source excerpt Akka used 65 open-source projects to examine how specification structure, context, model selection, automated validation, and delivery guardrails affect AI assisted software porting. The experiment measured time, token use, code size, test parity, and performance, finding substantial variation across models, effort levels, and project types. By Leela Kumili ## WordPress MCP DevFeed: [WordPress MCP]() Original publisher: [Read original article]() Author: Chris Coyier Published: 2026-10-05T13:54:59Z Content type: opinion Language: en Sources: [Chris Coyier]() Topics: [WordPress](), [WordPress AI](), [IntelliJ IDEA]() Tags: [claude-code](), [github](), [jetpack](), [mcp](), [uncategorized](), [wordpress]() ### AI overview The author describes connecting Claude Code to WordPress through MCP, with a one-click setup involving Jetpack and WordPress.com. They see potential for routine editorial checks such as title case, formatting, style-guide compliance, code labels, image hosting, and link validity, while rejecting automated AI-written prose. ### Source excerpt I've still got all my WordPress sites on Pressable and happily so; I think they do a good job! They do everything you'd expect a WordPress host to do. The things I specifically like are: On that last point, I appreciated this little one-clicker: With that on (and presumably because I also use Jetpack and [...] ## Why your non-root container dropped its capabilities (and how to fix it) DevFeed: [Why your non-root container dropped its capabilities (and how to fix it)]() Original publisher: [Read original article]() Author: Nandan Hegde Published: 2026-10-05T13:15:18Z Content type: tutorial Language: en Sources: [Red Hat]() Topics: [redhat ubi](), [buildroot]() Tags: [container](), [containers](), [health-checks](), [openshift](), [security](), [sidecar]() ### AI overview The article explains why a non-root OpenShift container can have CAP_NET_RAW allowed by an SCC and requested in its PodSpec yet still lack the effective capability at runtime. CRI-O omits ambient capabilities, and the Linux kernel clears permitted and effective capabilities when the process switches from UID 0 to a non-root UID. It outlines options including file capabilities, running as root, and privileged mode, with their tradeoffs. ### Source excerpt You are a platform engineer running Red Hat OpenShift. A development team runs a monitoring sidecar as a non-root user that needs to perform ICMP ping health checks. They need CAP_NET_RAW, the capability required for raw socket access. Straightforward enough, and the security context constraints (SCC) is configured to allow the capability: The post Why your non-root container dropped its capabilities (and how to fix it) appeared first on Red Hat Developer. ## Security Updates Across Linux Distributions for Monday DevFeed: [Security Updates Across Linux Distributions for Monday]() Original publisher: [Read original article]() Author: jzb Published: 2026-10-05T13:11:21Z Content type: news Language: en Sources: [LWN.net]() Topics: [chromeos](), [software composition analysis]() Tags: [almalinux](), [debian](), [fedora](), [firefox](), [security-updates](), [ubuntu](), [updates]() ### AI overview Security updates were issued across AlmaLinux, Debian, Fedora, Red Hat, SUSE, and Ubuntu for a wide range of packages, including libvirt, Chromium, OpenSSL, Prometheus, and ceph. ### Source excerpt Security updates have been issued by AlmaLinux (ghostscript, libvirt, and osbuild-composer), Debian (freecad, linux-6.12, node-lodash, pcre2, perl, php8.2, ruby-rack-session, wireshark, and xen), Fedora (assimp, budgie-control-center, budgie-desktop, budgie-desktop-services, budgie-desktop-view, chromium, cri-o1.36, curl, flatpak, lemonldap-ng, libX11, nagios-plugins, nanosvg, noctalia, openssl, pgbouncer, pocillo-gtk-theme, prometheus, python-streamlink, python-urllib3, python-uv-build, python3.12, ruff, rust-libcst, rust-libcst_derive, rust-salsa, rust-salsa-macro-rules, rust-salsa-macros, ty, and uv), Red Hat (rhc-worker-script), SUSE (amazon-ecs-init, binaryen-133, bind, chromium, distribution, firefox, firefox-esr, glib2, gnumeric, helm, jline3, kubevirt-1.6, libparted-fs-resize0, libslirp-devel, libtcnative-1-0, libtcnative-2-0, tomcat, tomcat10, tomcat11, libwireshark19, openai-codex, python313-litellm, rpcbind, rustup, sccache, suseconnect-ng, valkey, wget, and xdg-dbus-proxy), and Ubuntu (ceph). ## Everything we launched during Birthday Week 2026 DevFeed: [Everything we launched during Birthday Week 2026]() Original publisher: [Read original article]() Author: Meagan Gamache Published: 2026-10-05T13:00:00Z Content type: news Language: en Sources: [Cloudflare Blog]() Topics: [Cloudflare](), [Open Source](), [Hacktoberfest](), [Post-quantum cryptography]() Tags: [2026](), [agents](), [ai](), [ai-agents](), [birthday-week](), [cf](), [developer-platform](), [open-source](), [product-news](), [security](), [workers]() ### AI overview Cloudflare's Birthday Week 2026 included 46 announcements across open source, application security, post-quantum cryptography, agent monetization, developer tools, analytics, and infrastructure. The roundup highlights a new CLI and SDKs, Cloudflare Basin, the K2 serverless event stream, observability updates, and other platform changes. ### Source excerpt We celebrated our 16th birthday with 46 announcements across open source, post-quantum security, AI agents, and developer platform upgrades. Here's a day-by-day roundup of everything we shipped. ## Two-Way Doors: Don't Code Yourself into a Corner DevFeed: [Two-Way Doors: Don't Code Yourself into a Corner]() Original publisher: [Read original article]() Author: Google Testing Bloggers (noreply@blogger.com) Published: 2026-10-05T12:47:12Z Content type: article Language: en Sources: [Google Testing Blog]() Topics: [Code Modularity](), [feature flags](), [Deployment Strategies]() Tags: [article](), [chris-kennelly](), [decoupling](), [feature-flags](), [nimit-khandelwal](), [technical-debt](), [tott]() ### AI overview The article explains how software teams can keep decisions reversible to move quickly without accumulating technical debt. It recommends designing in flexibility through patterns such as feature flags and limiting access to APIs that are still under development. ### Source excerpt This article was adapted from a Google Tech on the Toilet (TotT) episode. You can download a printer-friendly version of this TotT episode and post it in your office. By Nimit Khandelwal and Chris Kennelly On large software projects, even seemingly trivial choices can set assumptions that the codebase naturally evolves around, making them incredibly expensive to fix later. To help achieve decision velocity without accumulating technical debt, leverage the "one-way vs. two-way doors" mental model: One-way doors: Decisions that are rare, highly consequential, and hard to reverse (e.g., picking a database backend). Two-way doors: Decisions that are low-risk and easy to walk back (e.g., choosing a local variable name). Unless designing for flexibility, even trivial choices can quickly harden into painful one-way doors. To maintain high decision velocity safely, use deliberate architectural patterns to engineer reversibility into your code. Instead of coding yourself into a corner, actively design your code with built-in escape hatches. By consciously building flexibility into your systems up front, you can eliminate analysis paralysis and keep your team executing both fast and safely. Here are some patterns you can use to build two-way-doors into your code: Pattern Description How It Creates a Two-Way Door Feature flags Use conditional switches within the code to safely roll out a new feature in production, decoupling deployment from release. Dynamically isolates experimental behavior from the baseline. If a new logic path fails in production, the flag update can be rolled back and the system restored to the previous, good known state. Limiting API exposure Limit access to APIs that are under development; only expand access once the design is highly mature. Restricts access to your module or package, allowing you to iterate and refactor the interface without breaking downstream clients. Reversing a public API is a painful one-way door. Decoupling data formats Keep trans ## New Dell System Update flaw lets hackers gain root privileges DevFeed: [New Dell System Update flaw lets hackers gain root privileges]() Original publisher: [Read original article]() Author: Sergiu Gatlan Published: 2026-10-05T14:53:06Z Content type: news Language: en Sources: [BleepingComputer]() Topics: [Command-line interface](), [identity and access management](), [Kernel](), [SELinux]() Tags: [code-execution](), [computer-help](), [computer-security](), [computers](), [critical-vulnerability](), [cve](), [dell](), [dell-poweredge](), [dell-system-update](), [deployment](), [enterprise](), [infosec](), [infosec-computer-security](), [infrastructure](), [linux](), [mac](), [malware](), [malware-removal](), [path-traversal](), [rce](), [remote-code-execution](), [root](), [security](), [server](), [spyware](), [support](), [tech-support](), [technical-support](), [virus](), [virus-removal](), [vulnerability](), [windows]() ### AI overview Dell warned customers to update Dell System Update (DSU) to version 2.3.0.0 or later after disclosing a critical path traversal vulnerability that could allow unauthenticated remote attackers to execute code with root privileges on unpatched systems. Dell also patched four other high-severity DSU flaws. The article says the vulnerabilities had not been flagged as actively exploited at the time of reporting. ### Source excerpt Dell warned customers to patch a critical vulnerability in the System Update (DSU) command-line interface (CLI) deployment tool as soon as possible. [...] ## Add NeMo Guardrails to a LangGraph agent on OpenShift AI DevFeed: [Add NeMo Guardrails to a LangGraph agent on OpenShift AI]() Original publisher: [Read original article]() Author: Tarun Etikala Published: 2026-10-05T13:01:54Z Content type: tutorial Language: en Sources: [Red Hat]() Topics: [Langgraph](), [AI Agent](), [AI Chat](), [AI agent hallucinations](), [Managed Inference and Agents](), [NIXI]() Tags: [ai](), [ai-inference](), [artificial-intelligence](), [customer](), [guardrails](), [help](), [langgraph](), [nemo](), [security]() ### AI overview This tutorial shows how to add NeMo Guardrails to a LangGraph ReAct banking customer service agent using a proxy integration. It describes input and output safety checks, deployment on Red Hat OpenShift AI with the TrustyAI Operator, and tracing rail behavior with MLflow and OpenTelemetry. ### Source excerpt Your LangGraph agent can call tools, follow a system prompt, and answer domain questions. That's not the same as being safe to put in front of users. Without guardrails, a banking customer service agent might explain how to commit check fraud, reply to profanity, or happily help you bake a chocolate cake. The post Add NeMo Guardrails to a LangGraph agent on OpenShift AI appeared first on Red Hat Developer. ## One year later: the power of 1.1.1.1 interns DevFeed: [One year later: the power of 1.1.1.1 interns]() Original publisher: [Read original article]() Author: Judy Cheong Published: 2026-10-05T13:00:00Z Content type: article Language: en Sources: [Cloudflare Blog]() Topics: [engineering-leadership](), [LLM security](), [clean energy data centers]() Tags: [1-1-1-1](), [ai](), [birthday-week](), [career](), [emdash](), [engineering](), [internship-experience](), [post-quantum](), [security]() ### AI overview Cloudflare reports that its internship program hosted 750 interns across 48 teams, with interns contributing shipped products, infrastructure, and process improvements. The article describes how interns used AI to learn codebases, prototype and automate work, while managers and mentors guided decisions. Examples include cache compression, work on the EmDash CMS, post-quantum security visibility, and research on BGP routing. ### Source excerpt A year after announcing our goal to hire 1,111 interns, more than 750 early-career builders have shipped real products across 48 teams at Cloudflare. From Birthday Week launches to post-quantum security, our interns prove that AI amplifies human potential instead of replacing it. ## Working in Kotlin: Waiting Around with Coroutines DevFeed: [Working in Kotlin: Waiting Around with Coroutines]() Original publisher: [Read original article]() Author: Matt Soto Published: 2026-10-05T12:00:12Z Content type: tutorial Language: en Sources: [Atomic Object]() Topics: [Coroutines](), [Kotlin](), [Structured concurrency]() Tags: [await](), [cancellation](), [concurrency](), [coroutines](), [delay](), [dispatcher](), [kotlin](), [platforms-languages]() ### AI overview This Kotlin tutorial explains how coroutines suspend without blocking threads, how to overlap independent operations with async and await, and how coroutineScope provides structured concurrency and cancellation. It also clarifies that suspend does not make blocking code nonblocking and discusses Dispatchers.IO for blocking I/O. ### Source excerpt In part one of this series, I discussed the pros and cons of using Kotlin. In part two, let's talk about waiting. Your application probably does a lot of it. Waiting for a database, waiting for an API, waiting for a second API because apparently the first one didn't have enough information. Our computers are [...] The post Working in Kotlin: Waiting Around with Coroutines appeared first on Atomic Spin. ## Quiz: How to Launch an HTTP Server in One Line of Python Code DevFeed: [Quiz: How to Launch an HTTP Server in One Line of Python Code]() Original publisher: [Read original article]() Author: Real Python Published: 2026-10-05T12:00:00Z Content type: tutorial Language: en Sources: [Real Python]() Topics: [Python](), [HTTP](), [nginx]() Tags: [http](), [http-server](), [interactive](), [python](), [tutorial]() ### AI overview An interactive seven-question quiz reviews Python's built-in http.server, including serving files from the command line, configuring its address, port, and directory, running CGI scripts, extending a request handler, serving over HTTPS, and understanding why the server should be kept out of production. ### Source excerpt Test your understanding of Python's http.server module. Serve files with one command, run CGI scripts, and encrypt the connection with HTTPS. ## September was an insane month for AI coding DevFeed: [September was an insane month for AI coding]() Original publisher: [Read original article]() Author: Jeff Morhous Published: 2026-10-05T11:35:12Z Content type: article Language: en Sources: [The AI-Augmented Engineer]() Topics: [gpt-6-astra](), [agentic-coding](), [cursor](), [Kiro]() Tags: [agents](), [ai](), [ai-coding](), [developers]() ### AI overview The article reviews September 2026 AI developments relevant to software work, including new Claude and GPT-6 models, Meta Muse, Jev, Claude Code support for AGENTS.md, and Grok 4.7. It discusses model capabilities, costs, agent use, and changes to AI coding tools. ### Source excerpt September 2026 was a huge month for AI, and it's all centered around agents ## Podcast: Future Cybersecurity: Hardware Memory Safety, Automated Governance and Post-Quantum Cryptography DevFeed: [Podcast: Future Cybersecurity: Hardware Memory Safety, Automated Governance and Post-Quantum Cryptography]() Original publisher: [Read original article]() Author: Chris Swan Published: 2026-10-05T11:00:00Z Content type: article Language: en Sources: [InfoQ]() Topics: [Cybersecurity](), [Memory Safety](), [Post-quantum cryptography](), [NVMe](), [LLM security](), [ai-governance](), [cyber resilience act](), [Cryptography]() Tags: [artificial-intelligence](), [cybersecurity](), [devops](), [future-cybersecurity-hardware-memory-safety](), [governance](), [hardware](), [infoq](), [infrastructure](), [large-language-models](), [memory](), [memory-safety](), [podcast](), [post-quantum-cryptography](), [qcon-london-2026](), [security](), [security-engineering](), [the-infoq-podcast]() ### AI overview Chris Swan discusses security engineering lessons from QCon London 2026, including hardware memory safety with CHERI, software supply chain governance and SBOMs, post-quantum cryptographic migration, AI-assisted vulnerability testing, and tighter permissions for autonomous agents. He argues that security needs to be built and monitored across the full technology stack through automation. ### Source excerpt In this episode, Chris Swan, engineer at Atsign and security track host at QCon London, reflects on the ideas shared during QCon London 2026 and teases topics of the future edition. The discussion explores how security engineering is shifting from relying on human vigilance toward automated, system-level defences across the entire application stack. By Chris Swan ## 12 Docker Tips to Save Disk Space, Limit Resources, and Secure Containers on Linux DevFeed: [12 Docker Tips to Save Disk Space, Limit Resources, and Secure Containers on Linux]() Original publisher: [Read original article]() Author: Ravi Saive Published: 2026-10-05T10:22:21Z Content type: tutorial Language: en Sources: [Tecmint: Linux Howtos, Tutorials & Guides]() Topics: [Docker](), [container-security](), [Linux]() Tags: [containers](), [docker](), [docker-log-rotation](), [docker-system-prune](), [docker-tips-and-tricks](), [linux]() ### AI overview A practical Docker guide covers disk cleanup, log rotation, restart policies, CPU and memory limits, localhost port binding, health checks, logs, resource monitoring, container inspection, file copying, and network troubleshooting on Linux hosts. It also explains relevant security and operational cautions, including the root level access granted by Docker group membership. ### Source excerpt The post 12 Docker Tips to Save Disk Space, Limit Resources, and Secure Containers on Linux first appeared on Tecmint: Linux Howtos, Tutorials & Guides . A Docker host can run reliably for months and still fill its disk overnight or expose a port to your The post 12 Docker Tips to Save Disk Space, Limit Resources, and Secure Containers on Linux first appeared on Tecmint: Linux Howtos, Tutorials & Guides. ## South Korea probes bank breaches amid suspected AI-powered attacks DevFeed: [South Korea probes bank breaches amid suspected AI-powered attacks]() Original publisher: [Read original article]() Author: Bill Toulas Published: 2026-10-05T14:22:12Z Content type: news Language: en Sources: [BleepingComputer]() Topics: [Cybersecurity](), [cyber resiliency](), [ai-assisted attacks]() Tags: [authentication](), [bank](), [computer-help](), [computer-security](), [computers](), [customer-data](), [cyberattacks](), [cybersecurity](), [data-breach](), [financial-institutions](), [government](), [infosec](), [infosec-computer-security](), [linux](), [mac](), [malware](), [malware-removal](), [security](), [south-korea](), [spyware](), [support](), [tech-support](), [technical-support](), [virus](), [virus-removal](), [windows]() ### AI overview South Korean authorities are investigating breaches and cyberattacks affecting several banks, including Shinhan Bank and KB Kookmin Bank. Officials have directed financial companies to inspect exposed IT systems, review authentication and access controls, share threat information, and report security inspection results. Reports suggest AI-based attack automation may have been involved, but authorities have not confirmed that ARTEX AI was used or linked the attacks to a specific threat actor. ### Source excerpt South Korea's Financial Services Commission (FSC) held an emergency meeting following a series of cyberattacks targeting financial institutions in the country. [...] ## Article: The Platform Engineering Playbook for Production LLMs DevFeed: [Article: The Platform Engineering Playbook for Production LLMs]() Original publisher: [Read original article]() Author: Aditya Mulik Published: 2026-10-05T11:00:00Z Content type: article Language: en Sources: [InfoQ]() Topics: [Platform Engineering](), [LLM security](), [AI Chat](), [LLM observability](), [CI/CD](), [site-reliability-engineering]() Tags: [adk](), [agent-security](), [agentic-ai-architecture](), [agents](), [ai](), [ai-agent](), [ai-agent-hallucinations](), [ai-architecture](), [ai-ml-data-engineering](), [api](), [api-gateway](), [apis](), [apm-tools](), [app](), [architecture](), [article](), [artificial-intelligence](), [engineering](), [infrastructure](), [large-language-models](), [llms](), [ml-data-engineering](), [platform](), [platform-engineering](), [platform-engineering-playbook-production-llms](), [production](), [token-cost](), [versioning]() ### AI overview The article presents a shared platform approach for production LLM applications, based on experience with an inventory recommendation system. It describes structured-output validation and retry handling, versioned prompts with rollback, intent validation, authorization at MCP resource servers, behavioral observability and cost attribution, and evaluation gates for prompt changes. The author reports that the system's hallucination rate fell from 15% to 1.5% after shifting LLM concerns into platform infrastructure. ### Source excerpt In this article, author discusses his experience with AI agent hallucinations in an inventory recommendation system and how this problem was solved by treating the LLM stack as a platform infrastructure concern instead of as an application one. He makes a case for a shared LLM platform with common services like prompt registry & versioning, schema enforcement and token cost attribution by request. By Aditya Mulik ## Building high-agency engineering teams and assessing growth in the age of AI DevFeed: [Building high-agency engineering teams and assessing growth in the age of AI]() Original publisher: [Read original article]() Author: Luca Rossi Published: 2026-10-05T10:00:57Z Content type: article Language: en Sources: [Refactoring]() Topics: [software-architecture](), [AI Chat](), [Deployment-Driven Development]() Tags: [agent](), [behavioral-interviews](), [culture](), [engineering]() ### AI overview This newsletter discusses how engineering teams can support end-to-end ownership through clear purpose, decision-making freedom, and low cognitive load. It recommends bringing engineers closer to customers and describes evaluating candidates' adaptability and ownership as AI changes engineering work. ### Source excerpt Monday Ideas -- Edition #228 ## Apidays London 2026 DevFeed: [Apidays London 2026]() Original publisher: [Read original article]() Author: Rob Published: 2026-10-05T10:00:00Z Content type: article Language: en Sources: [Rob Allen]() Topics: [OpenAPI Specification](), [QCon San Francisco 2025](), [AI Integration Strategies]() Tags: [agent](), [api](), [conferences](), [keynote](), [london](), [openapi](), [security]() ### AI overview The author recounts attending FOST London 2026, focusing on the apidays and OpenAPI Initiative tracks. They highlight talks about OpenAPI workflows, upgrading specifications to version 3.2, extensions, overlays, security proposals, AI in software systems, developer portals, and accountability for autonomous agents. The author recommends API conferences as a way to learn about the industry and connect with practitioners. ### Source excerpt Last week I attended FOST London 2026, mostly I was there for apidays and the OpenAPI Initiative track. As ever, there was a set of excellent talks and I particularly liked Abby Bangser's opening keynote, Steven Willmott's talk on how to think about software systems as AI is added to them, and Kristof Van Tomme's thoughts on where developer portals fit into today's AI world. The OpenAPI track was excellent. We started with Frank Kilcommins... continue reading. ## OpenAI introduces visual ads and expands measurement tools in ChatGPT DevFeed: [OpenAI introduces visual ads and expands measurement tools in ChatGPT]() Original publisher: [Read original article]() Published: 2026-10-05T10:00:00Z Content type: release Language: en Sources: [OpenAI News]() Topics: [OpenAI](), [AI Chat]() Tags: [advertising](), [chatgpt-ads](), [human-oversight](), [measurement](), [partnerships](), [product]() ### AI overview OpenAI says it is testing a visual ad format during image generation in ChatGPT and expanding advertiser measurement through conversion data integrations, attribution partners, and geo-based experiments. It is also developing brand suitability evaluations and placement safeguards, while stating that ads do not influence ChatGPT's answers and that conversations remain private. ### Source excerpt OpenAI introduces a new visual ad format in ChatGPT and expands measurement tools, attribution partnerships, and brand suitability for advertisers. ## Ubuntu 26.10 Includes Sequoia PGP Alongside GnuPG DevFeed: [Ubuntu 26.10 Includes Sequoia PGP Alongside GnuPG]() Original publisher: [Read original article]() Author: Sourav Rudra Published: 2026-10-05T09:50:08Z Content type: news Language: en Sources: [It's FOSS]() Topics: [Ubuntu](), [known exploitable vulnerabilities](), [Rust]() Tags: [encryption](), [key-management](), [news](), [rust](), [ubuntu]() ### AI overview Ubuntu 26.10 includes Sequoia PGP, a Rust-based OpenPGP implementation, in its default installation alongside GnuPG. Canonical has described replacing GnuPG with Sequoia as a future goal, and the current default commands still use GnuPG. ### Source excerpt The Rust-based OpenPGP tool lands in Ubuntu 26.10's main archive, with sq and sqv available alongside gpg and gpgv. ## DEBIX M8391-01 industrial SBC features MediaTek Genio 720 SoC with 9 TOPS NPU, dual-display support DevFeed: [DEBIX M8391-01 industrial SBC features MediaTek Genio 720 SoC with 9 TOPS NPU, dual-display support]() Original publisher: [Read original article]() Author: Debashis Das Published: 2026-10-05T09:00:49Z Content type: news Language: en Sources: [CNX Software - Embedded Systems News]() Topics: [Raspberry Pi RP2350](), [ESP32-S3](), [NVMe]() Tags: [ai](), [ai-inference](), [aiot](), [android](), [bluetooth-5-4](), [computer-vision](), [debix](), [edge-ai](), [embedded-systems](), [ethernet](), [hardware](), [industrial](), [linux](), [mediatek-mt8xxx](), [npu](), [single-board-computer](), [ssd](), [ubuntu](), [yocto]() ### AI overview The DEBIX M8391-01 is a compact industrial single-board computer based on MediaTek's Genio 720 processor. It combines a 9 TOPS NPU for local AI inference with camera and dual-display interfaces, networking, and expansion options. DEBIX lists support for Android, Yocto Linux, and Ubuntu, but details are limited; pricing has not been announced. ### Source excerpt The DEBIX M8391-01 is a compact industrial SBC built around the MediaTek MT8391 (Genio 720) processor, designed for edge AI, computer vision, robotics, and intelligent IoT applications. The S0C's 9-TOPS NPU enables local AI inference without relying on cloud processing. The board features up to 16GB LPDDR4 memory and up to 64GB eMMC storage, with M.2 PCIe 2.0 NVMe SSD and MicroSD card expansion. It also offers a 4-lane MIPI CSI camera input, MIPI DSI up to 2.5K and eDP 1.4 display interfaces, Gigabit Ethernet with PoE, Wi-Fi 6, Bluetooth 5.4, five USB ports, and a 40-pin expansion header. With an industrial operating temperature range (-40°C to 85°C), this credit card-sized, Raspberry Pi-inspired SBC can be used for edge AI vision, robotics, industrial IoT, and other embedded systems. DEBIX M8391-01 specifications: MediaTeck Genio 720 (MT8391) CPU Commercial-grade (default) - 2x Arm Cortex-A78 cores @ up to 2.6 GHz, 6x Arm [...] The post DEBIX M8391-01 industrial SBC features MediaTek Genio 720 SoC with 9 TOPS NPU, dual-display support appeared first on CNX Software - Embedded Systems News. ## How CVSS, EPSS, and application context can guide vulnerability remediation DevFeed: [How CVSS, EPSS, and application context can guide vulnerability remediation]() Original publisher: [Read original article]() Author: Sonu Kapoor Published: 2026-10-05T09:00:00Z Content type: article Language: en Sources: [InfoWorld]() Topics: [CVSS v4.0](), [alert triage](), [CI/CD](), [known exploitable vulnerabilities]() Tags: [application-security](), [application-security-devops-devsecops-security-software-development](), [cve](), [cvss](), [devops](), [devsecops](), [epss](), [next](), [security](), [software-development](), [vulnerability]() ### AI overview CVSS describes a vulnerability's technical severity, while EPSS estimates the likelihood of exploitation in the next 30 days. The article proposes combining these signals with reachability, exposure, and asset context to help developers prioritize dependency findings. Its CVE Lite CLI example uses four remediation lanes and treats the 90th EPSS percentile as a configurable default, not a universal threshold. ### Source excerpt Common Vulnerability Scoring System (CVSS) severity tells you how serious a vulnerability could be. Exploit Prediction Scoring System (EPSS) estimates how likely exploitation is in the next 30 days. Neither one, by itself, tells you what your team should fix first. Run a dependency scan on any moderately sized JavaScript project and you will probably see a table of findings, many of them labeled "high" -- 10, 20, sometimes 50 entries. If they all carry the same label, which one gets the next hour of engineering time? The usual answer is the one with the highest CVSS number. That feels objective, but it uses a severity score as a remediation queue. Those are not the same thing. What CVSS actually measures The Common Vulnerability Scoring System describes technical severity. Its Base metrics account for characteristics such as attack vector, attack complexity, privileges required, user interaction, and potential impact on confidentiality, integrity, and availability. A high Base score means the vulnerability has a severe technical profile under the assumptions encoded by CVSS. It does not mean the vulnerable code is reachable in your application. It does not know whether the affected system is exposed to the internet, whether compensating controls exist, or whether exploitation is occurring. That distinction matters because severity is a property of a vulnerability. Priority is a decision about a vulnerability in context. Security teams have long added threat intelligence, exploit catalogs, asset data, and vendor-specific risk models to severity scores. But developer-time dependency scanners often collapse the result back into a single severity column. The developer sees an advisory ID and a label, then has to reconstruct the missing context. What EPSS adds The Exploit Prediction Scoring System, maintained by FIRST and updated daily, answers a different question. It estimates the probability that exploitation activity for a published CVE will be observed in the wild du [Next page]()