‘Failure risks’: a powerful term. Yet, even with rigorous tests like Kolmogorov-Smirnov, the picture can change. A key actor, the independent third-party validator, plays an essential role because without their fresh perspective, even seemingly similar distributions could hide deep methodological biases, threatening the true realization of statistical resemblance.