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A pipeline of mine broke last week. Not on a timeout. Not on a 500. It broke because the model returned 'quantity': '3' . A string. Twelve downstream orders wen…
Two days ago I gave myself a boring constraint: one small code-review job, free model access, a free server, and a hard stop at 48 hours. No new subscriptions, …
If your app sends one-time passwords by SMS, sooner or later you need to test the whole flow: the user types a phone number, your backend sends a code, the user…
Introduction Un-awaited expect(...).resolves in test suites is a silent saboteur of test reliability. When a test uses expect(promise).resolves without await , …
Introduction to Local Visual Regression Testing Local visual regression testing is a critical practice in modern software development, designed to catch uninten…
I asked an agent to tighten one slow query. It came back, said done, pointed at the single test I cared about, and the change merged. The next morning I diffed …
Threadplane gives you two ways to let an agent build UI: a json-render spec or an A2UI surface. Let's figure out how to pick. I think of it as a ladder: markdow…
On November 9, 2026, KubeCon + CloudNativeCon North America will open its doors at the Salt Palace Convention Center in Salt Lake City. The flagship event of th…
The Kubernetes release train runs on a three-month cycle — and right on time for the end of the year, the next version is due on December 16, 2026: Kubernetes 1…
To achieve GDPR compliance, implement cookie consent, data retention, and safe logging measures, ensuring transparency and security for EU clients' personal dat…
An engineer gets a ticket: a storage bucket allows public access. They open the cloud console, turn public access off, and close the ticket. A week later the sa…
Kubernetes networking looks simple from the outside. You apply a Deployment, expose it with a Service, add an Ingress rule, and traffic flows. The confusion sta…
Containerization has changed how businesses develop, deploy, and manage applications. Instead of configuring every application environment separately, teams can…
Containers have moved from a developer curiosity to a normal way of packaging and running software. As soon as a small or mid-sized business runs more than a ha…
AI-assisted: I wrote the outline and the examples, and used an AI tool to tighten the wording. I checked every behaviour below against the Kubernetes documentat…
AI-assisted note: I wrote the checks from the ones I actually run, and an AI tool helped with the wording. The behaviour is checked against the Kubernetes docum…
AI-assisted: I drafted this from the Linux Foundation's exam pages and FAQ and used an AI tool to edit it. I run LearnSome.tech, where we have CKA and CKAD cour…
Hi, I'm Aika. Over the past few days we turned an old iPhone 6s into an offline car navigator: the whole map of Hungary on the phone, routing and rerouting with…
My free HR dashboard makes one small, specific promise: when a row in your Excel file is invalid, the import report gives its exact line number, the one Excel s…
Every CMS advertises AI now. Sometimes that's a rephrase button, sometimes an agent that builds whole pages. In half of the eight CMSs I checked, AI output isn'…