Presented by Bill Gillespie at StanCon 2023, this workshop highlights how to leverage the R package bbr.bayes to create traceable and reproducible Bayesian modeling workflows. The current version of bbr.bayes supports Stan models using cmdstanr, and future releases will include support for Bayesian modeling with NONMEM.