Core concept
Runs on K8s (KubeRay operator) or bare Slurm. Actors + tasks abstract distribution.
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How it works
Overhead vs raw PyTorch DDP. Some overhead for actor communication.
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Trade-offs + gotchas
Complex ML workflows. Hyperparameter search at scale. Serving at scale.