Past exam of the mathematics course of the University of Cambridge / 2025 / iii / Paper 219 / 3 / b

As $\Delta t/\tau \to \infty$, $\rho \to 0$. Therefore the posterior predictive mean tends to $\mu$ and its variance tends to $R$: a sufficiently distant observation has reverted to the stationary prior distribution.