How to use the posterior distribution of one model as a prior distribution for another model

[iavicenna]

Based on Simon’s answer and jesse’s answer perhaps one another way could be to calculate correlations between your variables from your trace and then set your new priors to be a multivariate normal with mean and non-trivial correlation matrix. This would assume that your joint posterior looks sufficiently like a mvnormal