When Does Test-Time Physical Diagnosis Pay? A Frozen Policy Buys Evidence It Never Reads

When a robot faces unfamiliar physical conditions, a common approach is to collect evidence about what changed and adapt. For such diagnosis to improve behavior, six ordered empirical conditions must hold: a meaningful reference, identifiability of the physical condition, use of the acquired evidenc