We consider a filtering model where the noise is an Ornstein-Uhlenbeck
process independent of the signal $X$. The signal is assumed to be a
Markov difusion process. We derive the (analogue of) Zakai equation in
this setup. It is a system of two measure valued equations satisfied
by the unnormalised conditional distribution. We also prove uniqueness
of solution to these equations.