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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Coding Agents Write the Code. Who Verifies It Works? We Built the Answer.

Coding agents are good at reading a spec and producing code. But producing code is one step in a longer process. The real loop is Spec -> Code -> Deploy -> Test -> Verify -> Ship. Agents stop at step two. Romaric founded Qovery to make Kubernetes accessible to every engineering team. He writes about platform strategy, developer experience, and the future of cloud infrastructure.

Shipped: Counting tokens isn't enough. Start connecting them to outcomes.

You’re funding AI across four billing relationships – Anthropic direct, OpenAI, Claude through Bedrock, Claude through Vertex – and the spend climbs every month. When your CEO asks what it’s producing, you have a number and no answer. Not which product it built, which customer it served, or which bet it’s paying off. And you’re being asked to approve more of it.

From Visibility to Real Savings: Turning FinOps Insights into Measurable Cost Reduction

FinOps programs are maturing, and most organizations have better visibility into cloud spend than ever before. Dashboards are full of data. And yet costs keep climbing. The problem isn’t the data. It’s the gap between knowing where the waste is and actually eliminating it. In this joint session, Tangoe and Kubex come together to bridge that gap. Tangoe brings deep expertise in spend management and FinOps discipline, while Kubex delivers infrastructure-level optimization across cloud, Kubernetes, and the AI and GPU workloads that are rapidly becoming the next frontier of cost pressure.

Beneath the Stack: A Software Engineer's Journey into Infrastructure

A software engineer's hands-on journey building a private cloud on bare-metal: Incus clustering, K3s, OVN networking, the Gateway API, and everything that breaks along the way — and what it taught them about why platforms like Qovery exist. Antoine is a senior software engineer at Qovery. He writes about hands-on infrastructure engineering, Kubernetes internals, and the realities of running production systems.

A practical guide to standardizing app delivery without rebuilding everything internally

Standardize the route from code to production. Everything else is a team decision, not a platform problem. Most app delivery problems do not start with bad engineering. They start with too much variation. One team provisions environments manually. Another keeps deployment notes in a wiki. A third has a staging setup that only one engineer understands. Security reviews happen late because the platform does not make the safe path obvious.

Certificate lineage: the concept your tools already use but nobody named

The word “certificate” means too many different things. When someone says “the certificate for example.com,” they might mean the public key the CA signed. They might mean the key-pair sitting on the filesystem. They might mean the signature that expires in 47 days. Or they might mean all the things together, that you’ve been renewing for the last 10 years. That last one doesn’t have a name in any PKI standard. And it should.

Why More SysAdmins Are Moving to aaPanel in 2026

Server management doesn't look like it did five years ago everything's moving fast, and sysadmins are under more pressure than ever to keep things smooth without blowing budgets or eating up resources. Lately, one name keeps popping up across every forum and tech chat: aaPanel. People who spent years with the same old paid panels are jumping ship. I'll break down exactly why that's happening-and why you might want to join them.

Validate Spring Boot Upgrades with Traffic Replay

Spring Boot version upgrades—whether moving from 2.x to 3.x, 3.x to 4.x, or even minor bumps like 3.2.5 to 3.3.1—regularly introduce subtle, breaking changes that unit and integration tests miss. JSON serialization shifts, autoconfiguration reordering, and transitive dependency conflicts can silently alter your API contract.