We discuss the construction of a conjugate prior for reversible Markov chains with a countably infinite number of states through a random walk with reinforcement. The talk with touch on different properties of the prior, including conjugacy, a sufficientness characterization, and an exact algorithm for posterior sampling [1]. The prior finds applications in the analysis of molecular dynamics...