Improved inspection and monitoring capabilities

This is the first release that will allow users to completely monitor, watch, inspect, and debug their workload without having any access to the Kubernetes cluster.

Users can inspect their runs directly from the statuses page without the need to have access to the Kubernetes cluster:



Container Shell

Users can additionally access the operation’s container without the need for a kubeconfig on their machine. These new capabilities work natively with Polyaxon’s AuthN/AuthZ as well as respects any additional RBAC configured on the cluster.



Future releases will bring the same feature to Polyaxon CLI with polyaxon ops shell.

Learn More about Polyaxon

This blog post just goes over a couple of features that we shipped in v1.11. To learn more about all the features, fixes, and enhancements, please visit the release notes and the short term roadmap.

Polyaxon continues to grow quickly and keeps improving and providing the simplest machine learning abstraction. We hope that these updates will improve your workflows and increase your productivity, and again, thank you for your continued feedback and support.