Know What's Happening in DevOps
Know What's Happening in DevOps
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.
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.
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 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...
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...
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...
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 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...
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 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...
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)...
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...
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...
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.
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...
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 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 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 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...
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...
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...
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...
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 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...
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...
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...
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...
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 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...
For those of you, developing with Temporal Temporal Developer Skill - install in Claude Code using https://github.com/temporalio/skill-temporal-developer
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...
Banks face costly legacy core systems that force a two‑year feature freeze when using traditional “Big Bang” cloud migrations. The freeze stalls product innovation and heightens compliance risk as regulators like DORA and PSD3 continue evolving. Upsun proposes a preview‑environment...
Claude Code giving useful reminders for GitHub workflow dependabot PR recommendations that may break my app's usage on Cloudflare Workers platform 🤓 👍
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...
Next.js offers powerful server‑side rendering, file‑based routing, and edge runtimes, but its three‑runtime architecture creates blind spots in production monitoring. Errors from server actions are stripped of detail, hydration mismatches surface with cryptic messages, and ORM database calls remain invisible...
New agent primitives are sprouting up left and right. Virtual sandboxed containers for them are one of the hot new infra components…
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
Generali Malaysia began migrating legacy insurance applications to AWS in 2019, selecting Amazon Elastic Kubernetes Service (EKS) as its container platform. By adopting EKS Auto Mode, the insurer automated node provisioning, scaling, and patch management, dramatically reducing operational overhead. Integrated...
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
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
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OpenClaw is an open‑source, gateway‑centric runtime that turns generative AI into an always‑on service deployed on Kubernetes. It provides a unified onboarding flow for workspaces, channels and skills, and ships with a documented Kubernetes install path and operator. The platform...
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
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
Rafay’s Developer Pods let developers request GPU‑enabled environments through a simple UI, bypassing tickets, YAML, and long wait times. Within roughly 30 seconds, a pod spins up and is reachable via SSH, offering pre‑built images such as Ubuntu and various...
We're early in a world where agents maintain the software they help you build. Ramp Labs team is proving it works at production scale and the results are only getting better as models improve. Sharing what we learned, hope it's...
You can have green DORA metrics and still have miserable developers. Speed ≠ Joy. To get real IDP adoption, we need to treat platforms like products. APIs aren't enough. Read my new article for Platform Engineering here: https://platformengineering.org/blog/the-empathy-gap-why-your-platform-needs-ux-not-just-apis #DevEx #PlatformEngineering #devopspink
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Rafay’s SKU Studio enables platform teams to package GPU‑powered Kubernetes environments as ready‑to‑use Developer Pods. By defining curated SKUs with clear descriptions, guided inputs and prescriptive outputs, teams turn raw infrastructure into a self‑service product that launches in about 30...
Rafay’s Developer Pods redefine GPU access by delivering ready‑to‑use Ubuntu environments with CUDA in roughly 30 seconds, eliminating the multi‑day ticket queues and bulky VM provisioning that plague many enterprises. The solution abstracts Kubernetes away from developers, offering a simple...
In this episode of Founder Firesides, YC's @harjtaggar talks to @wuweiweiwu and @itsjeffan, co-founders of @MomenticAI, who just raised a $15M Series A. Momentic is the verification layer for software. The AI-powered testing platform impersonates end users to catch bugs before...
Big day for Windows + libghostty-vt: - We now run the full unit tests on Windows in CI - We now build libghostty-vt in CI - We fixed a ton of issues related to MSVC with libghostty-vt - CMake now supports building libghostty-vt...
