(a). Predictive performance of linear top-models used in directed evolution simulations. Ridge-regressions were trained and tested on single-mutant datasets of β-lactamase, MS2, and PETase. (b). Five replicate trajectories of simulated in silico directed evolution for variants of β-lactamase, MS2, and PETase, each with 25 steps of potential mutation and selection.