One fine-tune run as a card — a pipeline strip that keeps the stage a stopped run died at, derived step/epoch progress, a scrubbable train/validation loss sparkline with broken eval gaps, hyperparameter rows, a checkpoint radiogroup that re-targets the deploy action, and a one-shot cancel behind an inline destructive confirm.