Probabilistic programming is way to increase flexibility of statisticall modelling. You only write the code that generates data and give statistical model and possibly some parameters to fix approximations used in estimation and get out model from that.

For example, Stan-language supports MCMC modelling using Hamiltonian dynamics.

http://mc-stan.org/