Data validation
Schema check every JSONL row. Length distribution. Token count. Balance labels. Reject on regression.
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Train job
Kubeflow / Vertex / SageMaker / vast.ai. Reproducible configs. Log to W&B, MLflow. Checkpoints per epoch.
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Eval
Golden set + benchmark. Automatic pipeline. Reject deploy on regression. LLM judge for open-ended.