7 articles tagged
The 24 August 2026 launch says Ray on SageMaker HyperPod needs a cluster and the KubeRay operator. The dashboards, IDE attach, Grafana panels and KV cache each need a separate add-on.
Customer managed keys for SageMaker MLflow arrived on 24 August 2026. They cover MLflow Apps in 16 AWS Regions and no MLflow Tracking Server, which is where most teams still are.
Zafran Security's FaceHugger research showed three ways a crafted Hugging Face repo runs Python during from_pretrained even when trust_remote_code is False. Here is the patch path and the policy.
AWS's June 2026 container caching removes the ECR image pull from SageMaker scale-out. In AWS's own test a GenAI endpoint's cold start fell from 525 to 258 seconds. The benchmarks and when to use it.
Gradient-boosted trees stopped setting the accuracy frontier on tabular data in 2026. But the benchmark that shows it also shows why XGBoost and LightGBM still belong in production, and the answer is not the one most
Kubernetes v1.35 introduced the Workload API and native gang scheduling. Four months later v1.36 replaced the API version entirely. Here is the current shape, the migration, and the GPU maths that justifies it.
Kubernetes image volumes reached stable in v1.36 after starting as alpha in v1.31. You can mount model weights straight from an OCI registry, read-only, with no rebuild of your model-server image.
