Lifetime-valid decisions by continually evolving AI analysts.

arXiv:2610.30562v1 Announce Type: cross Abstract: AI agents increasingly act as analysts whose decision can often be cast as hypothesis tests. Classical tests control the Type I error rate, the probability of rejecting a true null hypothesis, for fixed procedu