Every prediction model on this platform must earn its place. A new model replaces the current champion only after passing a nine-gate promotion audit — and we publish no performance figures for any model that has not passed it. That is why you will sometimes see “claim pending” instead of a headline accuracy number: we show measured evidence, never marketing.