WebAssembly Proposed as Safeguard for AI-Generated Code in Production
Dan Phillips, founder of WebAssembly Chicago, urged the DevOps community to adopt WebAssembly as a kernel‑free sandbox for AI‑generated code at the Wasm I/O conference in Barcelona. He argued that Wasm can isolate untrusted agent output more efficiently than containers, gVisor or microVMs, and introduced the open‑source Boxer tool to ease migration.
Free 50‑page Guide to Master GitLab CI/CD
The only GitLab CI/CD guide you'll ever need. 🔥 50 pages · 16 chapters · completely FREE. Covers everything: → Pipelines & .gitlab-ci.yml → Runners & autoscaling → SAST, DAST & DevSecOps → Kubernetes & GitOps → GitLab Duo AI (2026) Swipe through the full breakdown ➡️ Comment 𝗴𝗶𝘁𝗹𝗮𝗯𝗰𝗶𝗰𝗱...
Custom AI Tools Automate Reviews, Boost Reliability
Building your own tools like GStack is an amazing experience. You come up with something you think might work and then two days later it replaces what you were doing before. Instead of /plan-ceo-review and /plan-eng-review sequentially, I find myself using...
Atlassian CTO Rajeev Rajan Resigns as Company Cuts 10% of Workforce
Atlassian announced that CTO Rajeev Rajan is leaving the company, a move that coincides with a 10% reduction in its global workforce. The departure of a leader who oversaw Jira, Bitbucket and Bamboo adds uncertainty to the firm’s DevOps roadmap.
Check Kiro CLI: Ensure Correct Model Is Served
Whomever is responsible for checking to see if the right model is being served up in Kiro CLI needs to take a look right now.
Testing 20 Workers Forces Local Postgres Max_connections Scaling
I've scaled app servers, I've scaled HAProxy, I've scaled Postgres replica dbs, I've scaled job servers Never until today have I had to scale my local max_connections for Postgres but once you run 20 simultaneous workers doing full tests, now I...
Serverless vs Containers vs VMs: The Honest Trade-Offs Nobody Talks About
The article breaks down the three dominant compute models—virtual machines, containers, and serverless—highlighting their evolution and core trade‑offs. It explains how VMs provide strong isolation at the cost of heavyweight OS overhead, containers streamline deployment but add orchestration complexity, and...
Argo CD Install: Helm-Based Setup for Enterprise DevOps Team
The article outlines an enterprise‑grade installation of Argo CD using Helm, emphasizing repeatable, version‑pinned deployments. It details prerequisites such as a Kubernetes cluster, ingress with TLS, and SSO integration, then walks through Helm chart setup, namespace isolation, and configuration of secure...
Manage Vulnerability Noise at Scale with Auto-Dismiss Policies
GitLab has launched auto‑dismiss vulnerability policies that let security teams codify triage rules and apply them automatically on every default‑branch pipeline. By matching on file paths, directories or vulnerability identifiers (CVE/CWE), the system can dismiss up to 1,000 findings per...
Self‑Review Tool Boosts PR Accuracy 3‑8× Daily
seriously @walden_yan cooked, this thing legitimately saves my ass 3-8x a day, and yes it sounds weird that devin can catch devin's own mistakes, but this is basically the equivalent of "sleeping on it" and looking at a PR with...
Claude Cowork Switches to API, Needs Clearer UI Testing
I keep trying to test my UI using Claude Cowork and it will do a few UI tests and then started hitting the API directly. I need more explicit instructions.
American Express Announces Zero‑Downtime Migration of Payment Network
American Express completed a migration of its core payment processing network with no customer‑impacting downtime, showcasing the firm’s deployment automation and reliability capabilities. The move underscores the growing importance of zero‑downtime strategies in large‑scale financial services.
Google Releases 60‑control Checklist and Terraform for Cloud Security
346: Zuckerberg Finally Finds His People, They Are All AI Agents One does not simply walk into cloud security - but Google just published a 60-control checklist and some Terraform to help you try. Ryan loves it, but what does...
Witbe Unveil AI-Native Video Streaming Test, Monitoring Infrastructure At 2026 NAB Show
Witbe will debut an AI‑native video streaming test and monitoring infrastructure at the 2026 NAB Show in Las Vegas. The solution weaves artificial intelligence through four layers—real‑device execution (Witbox), AI‑driven automation (Agentic SDK), operational control (REC) and intelligent analysis (Smartgate). Leveraging...
Anthropic's Claude Code Gains Fully Autonomous Auto Mode
Holy moly, these guys never stop shipping. 🚨 @AnthropicAI just pushed a major update to Claude Code, moving closer to true autonomous execution. Meet 'Auto Mode' This drop effectively patches the primary bottleneck in CLI-based AI agents: the constant need for human-in-the-loop authorization...
Test Data Entry via API After Inspecting Network Traffic
using playwrite mcp for testing data entry. I'm really glad I write all my apps as clinet-server with an API. Its will do the first few in the UI, inspect the network traffic and then start posting directly to the...
Write Cypress Tests in Plain English: AI-Powered Test Automation Is Now in Beta
Cypress has moved its AI‑driven `cy.prompt` command from experimental to beta, shipping in version 15.13.0 and enabled by default. The beta adds positional element targeting, text‑based `cy.contains` matching, visible generated code on failures, and self‑healing selectors that reveal whether AI...
Opkey Introduces AI-Powered Release Advisor to Address Growing Complexity in Enterprise SaaS Updates
Opkey unveiled Release Advisor, an AI‑driven tool that automates analysis of Oracle and Workday SaaS updates. The solution promises to shrink release‑analysis cycles from five‑to‑seven weeks to as little as three days, cutting effort by 60‑80 percent. It launches in...
The 2026 Cloud-Native Developer Survey: Tracking Adoption and Maturity in Platform Engineering
SlashData’s 2026 Cloud‑Native Developer Survey of over 400 engineers maps platform‑engineering tool adoption across workflow automation, application delivery, and security. Helm, Backstage and kro, along with GitHub Actions, Armada, Buildpacks, Jenkins and ArgoCD, earn ‘Adopt’ status, while tools such as...
Airweave AI Automates Root‑Cause Diagnosis From Production Logs
🚨 @Airweave_ai just solved one of the absolute hardest problems in production debugging and... ... they open-sourced it 🤯 Server logs are great at telling you when something broke in production. They are terrible at telling you why it happened. This new tool adds...
How Federal Agencies Can Start Their SRE Journey
Federal agencies are turning to Site Reliability Engineering (SRE) to meet rising expectations for fast, dependable digital services. The guide recommends starting with robust observability to turn raw telemetry into actionable signals, then defining service‑level indicators (SLIs) and objectives (SLOs)...
From Embedded to Everywhere: How Forward Deployed Engineering Was Born at PagerDuty by Doug McClure
PagerDuty launched Forward Deployed Engineering (FDE), a model that embeds engineers directly with customers to build product features that solve real‑time problems. The approach evolved from ad‑hoc professional services engagements, leveraging AI tools to contribute code in unfamiliar stacks and...
Eliminate SSH Access with Rafay MKS Control Plane Overrides
Rafay has introduced Control Plane Overrides for its Managed Kubernetes Service (MKS), allowing administrators to customize API Server, Controller Manager, and Scheduler settings without SSHing into master nodes. The declarative approach lets users define extra arguments, volumes, and mounts directly...
DSPy’s Adoption Lags as AI‑DevOps Teams Favor Home‑Grown Solutions
AI‑focused DevOps framework DSPy is struggling to gain traction despite performance claims. Practitioners cite steep learning curves and mismatched abstractions, leading many to build ad‑hoc replacements. The gap underscores broader challenges in integrating AI tooling into existing DevOps pipelines.
AI Speeds up PHP Tests From 20 Minutes to 3
My full PHP test suite took 20+ minutes. Unbearable. Yesterday, I asked Claude Code to speed up my test suite. I knew that parallel testing would be a massive time saver, but I had set it up so that things immediately...
Advanced Deep Learning Interview Questions #3 - The Leaderboard Overfitting Trap
In a Meta senior ML engineer interview, candidates are asked why deploying a 12‑model ensemble that wins a leaderboard is a bad idea for production. While the ensemble boosts raw accuracy, it dramatically raises inference latency and multiplies maintenance complexity....
Red Hat Sees Inference as AI’s Next Battleground — with Kubernetes at the Core
Red Hat has contributed the open‑source llm‑d project to the Cloud Native Computing Foundation, aiming to make large‑language‑model inference run natively on Kubernetes clusters. The project introduces disaggregated serving, splitting the pre‑fill and decode phases so each can be scaled independently....
Canva Recovers From Brief Design-Loading Outage Within Hours
Canva experienced a brief service disruption on March 23, 2026, when users saw 503 errors loading designs. Engineers fixed the issue within 25 minutes, and the platform was fully restored by mid‑morning UTC.
AI Agents Need Product‑style Lifecycle Management, Not One‑offs
AI agents rarely fail where most teams expect them to. They don’t fail in development, where everything is controlled and tested. They fail later, once exposed to real-world variability. I see this repeatedly. An organisation builds an agent, the demos...
The Promise of SRE: Can It Ease Infrastructure Integration?
Site Reliability Engineering (SRE) was created to fuse developers and system engineers, giving early signals of production failures and improving operational productivity by 20‑30% and developer experience by 30‑40% according to a June 2025 McKinsey report. By embedding system engineers in...
7 Safeguards for Observable AI Agents
Enterprises are moving AI agents from pilots to production, prompting DevOps teams to adopt observability practices that capture every interaction. Experts outline seven safeguards, starting with clear success criteria and operational governance, then defining the exact data to track—prompts, model...
Designing Self-Healing Microservices with Recovery-Aware Redrive Frameworks
The article introduces a recovery‑aware redrive framework that captures failed microservice requests, monitors downstream health, and replays traffic only after services recover. By persisting failures in a durable queue and gating retries with real‑time metrics, the design eliminates uncontrolled retry...
Optimistic Locking Vs. Pessimistic Locking: Handling Concurrency in High-Traffic Systems
The article compares pessimistic and optimistic locking as two core strategies for handling concurrent writes in high‑traffic systems. Pessimistic locking acquires exclusive locks early, blocking other transactions and guaranteeing consistency at the expense of latency. Optimistic locking allows parallel reads...
EmbedUR Expands Arm Support in Fusion Studio
embedUR Systems announced a major expansion of Arm ecosystem support in its ModelNova Fusion Studio desktop application at Embedded World 2026. The update introduces native ExecuTorch integration for Ethos‑U85 and U55 NPUs, seamless deployment to Alif Ensemble development kits, and...
Fluid Becomes a CNCF Incubating Project
The Cloud Native Computing Foundation’s Technical Oversight Committee has promoted Fluid to an incubating project, recognizing its maturity as a data‑orchestration layer for Kubernetes. Fluid adds an abstraction layer that enables elastic dataset caching, dynamic source switching, and cross‑storage acceleration...
Tekton Becomes a CNCF Incubating Project
The Cloud Native Computing Foundation’s Technical Oversight Committee has accepted Tekton as an incubating project, marking a key maturity milestone after its stable v1.0 Pipelines release. Tekton is a Kubernetes‑native CI/CD framework with over 11,000 GitHub stars, 600 contributors, and...
GStack Streamlines Massive Legacy Codebase Integration
Just created my first PR into the Y Combinator codebase (1.84M lines of code total, this PR was 2400 lines) I got the YC internal/bookface codebase to run natively in @conductor_build - and it was hairy since it's a gargantuan...
Master Fundamentals Before Diving Into Kubernetes
If you’re starting your DevOps journey, don’t begin directly with Kubernetes. Many beginners jump into advanced tools because they are popular and in demand. But without strong basics, things start feeling difficult very quickly. Before Kubernetes, get comfortable with: • Linux • Networking...
Anynines Advances Klutch to Power A9s Hub for Kubernetes Data Service Orchestration Across On-Premises and AWS Environments
anynines unveiled its open‑source Klutch control plane at KubeCon EU, positioning it as the core of the a9s Hub framework for data‑service orchestration across on‑premises and AWS environments. The solution lets platform teams expose databases, object storage and caches through...
Add Temporal Developer Skill to Claude Code
For those of you, developing with Temporal Temporal Developer Skill - install in Claude Code using https://github.com/temporalio/skill-temporal-developer
Reimagining Software Factories with AI: 8090 Leads
I think the concept of building a Software Factory is now a commonplace expectation. Yay. The winner still isn’t clear but whoever does the best job reimagining the software development lifecycle in a world of agents, AI, expert knowledge, tribal...
Claude Code Flags Dependabot PRs that May Break Cloudflare Workers
Claude Code giving useful reminders for GitHub workflow dependabot PR recommendations that may break my app's usage on Cloudflare Workers platform 🤓 👍
Vercel Auto‑scales Build Hardware for Optimal Cost
Vercel can now intelligently pick the right hardware for your build. With new Rust-based compilers like Turbopack & Rolldown, build performance now scales with 𝒪(cpus). But too many CPUs and you waste money. Too few and agents waste time. Elastic build machines...
AWS Now Adds IDs to Security Group Rules
I thought there was a problem with the security group rules created by my bootstrap script initially but there was not. AWS added ids to security group rules which threw me for a loop in my tired state when I...
Virtual Sandboxed Containers Become Essential for Emerging Agents
New agent primitives are sprouting up left and right. Virtual sandboxed containers for them are one of the hot new infra components…
Turn Bulky MCP Servers Into Lightweight Binaries for Agents
Maybe flip some heavy MCP servers to tiny, fast binaries that your agent can use within a Skill? That's what @iRomin did here as an experiment and I think the approach has merit. https://t.co/if8SC0djvj
Production AI Agents Require Full Observability Metrics
If you can't answer "who did what, when, why, and with what data,' your AI agents aren't ready for production. #DevOps #Observability https://t.co/tRGwCPc4Mb
Built AWS Batch Environment in 2.5 Weeks, Not Years
What I've Vibe Coded 🤖 In 2.5 Weeks ~ Compared to similar code I tried to implement for years to deploy an AWS environment for running batch jobs (as AI agents or not). How I did it. https://t.co/BlXxVvHagH https://t.co/btfZ0Yw1hK
Map AI Dependency Risks Before Provider Outages
Most AI teams have a dependency problem they haven't mapped. If your compute provider had a two-week outage, what breaks in production? If you can't answer that clearly, that's your next architecture conversation. https://t.co/skfSBDmvnp
10 PR Bug Fixes and CI Test Refactor Improve Stability
Cooking with GStack today. I just dropped 10 PR bug fixes from the community plus a big refactor of E2E CI tests, which should help stability overall. https://t.co/xJDTIpixTy