I am actually using prior_from_idata to reuse the posterior from the first model as a prior for the second model, I just didn’t want to complicate the example code here. My goal is to regularize the posterior of the second model even further, because just using the posterior from the first model as a prior for the second model still resulted in a posterior that diverged too much from the posterior of the first model.