A self-learning public-pool chemical advisor keeps updating after new readings. Last month’s expected-result cards no longer match what “correct” means. What oracle problem is that?

A self-learning chemical advisor that keeps updating after new readings makes last month's expected-result cards go stale. Adaptive systems invalidate an initial oracle set. Those cards do not still judge this month, and stale cards are not a reason to skip testing.