Hello! I just wanted to add a link here for a new, but very-much related, topic if anyone in this thread might be interested. I could be wrong, but I linked a google colab notebook (in my post) that displays scan as providing backward smoothing behavior in the parameters through time. This is of course OK, if this of interest, but raises issues of look-ahead bias for forecasts… any and all feedback appreciated!