Kubernetes and DevOps

6+ min ago   (555+ words) Hillel Wayne discusses how formal methods principles - such as property strength, state-space verification, and environment assumptions - help software engineers uncover critical architectural bugs early. He shares practical mental models like "adversarial non-determinism" to reason about concurrency, edge cases, and distributed…...

2+ hour, 7+ min ago   (1726+ words) This tutorial walks through building that gateway from scratch, then wiring in all four of this month’s newest releases. By the end you will have a working project that routes requests, streams tokens, falls back automatically when a provider rate-limits…...

6+ hour, 49+ min ago   (245+ words) If your application needs to run in multiple regions, you can send events to buses in different regions, but there is no built-in deduplication. So if you need all events to be present in both regions, you must craft the…...

7+ hour, 31+ min ago   (118+ words) tele.net Tata Consultancy Services (TCS) has partnered with ManageEngine, Zoho Corporation’s enterprise IT management division, to support the deployment of artificial intelligence (AI) enabled sovereign cloud services in India. Under the partnership, ManageEngine’s enterprise IT management solutions will be…...

2+ hour, 3+ min ago   (150+ words) "Doesn’t a gateway add latency?” It’s the first question in every evaluation, and it’s usually answered with vibes. The provider takes 800ms to first token, the gateway sits in the middle, so the gateway must be costing something — but how much,…...

2+ hour, 52+ min ago   (620+ words) Because the platform you ship to is Kubernetes, and Kubernetes has surfaces Docker Compose cannot fake. Namespaces, RBAC bindings, service accounts, DNS-based service discovery, and admission control are all first-class in a cluster and simply absent in Compose. When they…...

3+ hour, 1+ min ago   (512+ words) Everything below comes from operating a major European automotive manufacturer's internal Kubernetes platform, running a fleet of custom controllers on managed GKE. Names and identifiers are generic on purpose. The failure modes are exact. The single most valuable primitive we…...

4+ hour, 28+ min ago   (1016+ words) PU utilization is often treated as a direct indicator of AI infrastructure performance. When utilization is low, the immediate assumption is that the workload needs more GPUs, better scheduling, or a more efficient model. But during model loading, low GPU…...

8+ hour, 44+ min ago   (974+ words) On this page you will learn how to setup an edge system with K3S using the cluster installation tools in the Kelvin UI. If you want Kelvin to install the Kubernetes cluster directly and handle all the management of the cluster,…...

8+ hour, 44+ min ago   (97+ words) When you install a Docker Cluster, you have the option to select what Kelvin Edge Services you require at the edge. This is designed to minimize resource usage to the bare minimum required. Very useful when using low powered edge…...