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Imagine this: You’ve got a business problem to solve. Instead of waiting on dev cycles, planning sprints, and juggling priorities, you just ask an AI assistant to write the code for you. A few seconds later, it hands you the solution — and with your AI also providing a step-by-step deployment guide, what could be simpler? That’s the promise of AI Vibe coding — a future where anyone can build and deploy software just by describing what they want in natural language.

We are thrilled to announce the release of Charmed Kubeflow 1.10, Canonical’s latest update to the widely-adopted open source MLOps platform. This release integrates significant improvements from the upstream Kubeflow 1.10 project, while also bringing a suite of additional capabilities targeted towards enterprise deployments. Charmed Kubeflow 1.10 empowers machine learning practitioners and teams to operationalize machine learning workflows more efficiently, securely, and seamlessly than ever.

Here at Civo, we’re proud to announce that we have become the first UK company to successfully host and operationalize Meta’s new Llama 4 model family on relaxAI, our AI assistant. This breakthrough positions relaxAI at the forefront of sovereign AI development, combining world-class capabilities with uncompromising data protection standards that UK businesses can trust.

If you’re operating a SaaS company these days, chances are you’ve got at least some AI features already on the market and others in the pipeline. That also means you’ve likely encountered one of the top problems with AI in today’s market: It can be prohibitively expensive — to the point where you gamble with actually losing money rather than making a profit with the release of a new AI feature.

Choosing between Envoy and HAProxy isn't just about picking a proxy server. It's about deciding which tool will handle your traffic, balance your loads, and keep your services running when everything else wants to crash. If you're a DevOps engineer or system admin weighing these options, you're in the right place.

If you're running workloads in AWS, you've probably heard about VPC Flow Logs. These logs are your eyes and ears for network traffic in your Virtual Private Cloud, and knowing how to check them properly can save you hours of troubleshooting headaches. Whether you're tracking down connectivity issues or monitoring for suspicious activity, this guide will walk you through checking VPC flow logs step by step, with practical examples you can apply today.