The equation for free-energy/ELBO has two terms, an energy and an entropy. You can rewrite it as "log-likelihood minus KL from prior". If you write your model in a certain way, you can then read it as, "Fit to the data, minus cost" (second formulation) or "Accuracy + exploitation + exploration" (first formulation).