Two-stage Bayesian regression enforcing a fixed distribution (not Just Hierarchical regression)

Yeah with a Step method it works as you can use a step method to “fix” these value by drawing from some static distribution.

My question above is more specific to have something like Prevent prior from updating? - #5 by mathiasp work again.