The Agent Skills Directory

[COMMAND_EXECUTION]: The skill provides numerous examples of using the Ray CLI for cluster management and job submission, such as ray job submit, serve deploy, and ray start. These are standard operational commands for the Ray framework.
[EXTERNAL_DOWNLOADS]: Instructions include using Ray's runtime_env to manage Python dependencies via pip or uv. This is a native feature of the platform used to synchronize environments across distributed worker nodes.
[SAFE]: The skill demonstrates secure practices, such as using Kubernetes secretKeyRef to handle Redis passwords for cluster fault tolerance and advocating for baked container images over dynamic runtime installations in production environments.

ray