A passing test in a monolith traditionally offered a relatively straightforward signal. The code behaved as expected under the conditions tested. The function produced the expected output. The integration with the database worked. The deployment was probably safe within those limits. A passing test in a cloud-native system can offer
The real transformation begins when the ML lifecycle becomes declarative, observable, and recoverable. As Vara Bonthu described in a recent CNCF article, the great migration of AI workloads to Kubernetes is well underway. Training jobs run in containers, inference services run as Deployments, and GPUs are scheduled across clusters. These
ActiveState and Docker, Inc. today revealed they will both resell the hardened libraries and images that each company curates. The overall goal is to make it simpler for application development teams to source both hardened container images and the libraries they run on that are certified using Level 3 of
If you’re running a multi-AZ Kubernetes cluster with a service mesh on top, there’s a good chance you’re paying a tax you never signed up for, and it won’t show up as a line item on any dashboard you’re already watching. The Default Nobody Configures Kubernetes Services and Istio’s Envoy
