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Rigor pass: exact terminal-match negatives (30 remodeled/verified), full Pfly metric panel, functional-AUROC finding, Data-tab UI (stats-above-schema + collapsible), IgE copy fix, Pfly training option (TF/dlomix bundled)

Concise copy + em-dash removal + calibration on leaderboard

Pfly OOB leaderboard row + schema card to top

UI overhaul: model-type leaderboard, visual analysis, pickers, data, train exports