Individual skill

ray-train

Distributed training orchestration across clusters. Scales PyTorch/TensorFlow/HuggingFace from laptop to 1000s of nodes. Built-in hyperparameter tuning with Ray Tune, fault tolerance, elastic scaling. Use when training massive models across multiple machines or running distributed hyperparameter sweeps.

tests/ext_conformance/artifacts/templates-davila7/cli-tool/components/skills/ai-research/distributed-training-ray-train/SKILL.md

Source commit a177737d6df6a543d21d3b7ee6163ec715d24aa8

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Observed behavior

Network or broad shell

Last checked

Nov 9, 2026

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