Understanding the Conditional Forecast

But isn’t parameter uncertainty that a parameter is time invariant (and agents know it), but the econometrician does not know this fixed value? What you are simulating is that parameters change over time, agents learn the parameter fully when its new value is realized and the econometrician also does not know its value and has to use least squares learning using the Kalman filter to infer the value.