Exact ordinary observation ceiling with repeated corruption

Gain affects the relative size of the unscaled ordinary input stress $\tau$. The formula does not describe the biased hidden-update path. For that path, the data-processing ceiling from its admitted input observation remains valid, but hidden noise can add implementation loss.