A wholly refactored, redesigned, and extended implementation of scikit-FIBERS. Expansions include (1) a merge operator, (2) variable mutation rate, (3) improved adaptive burden thresholding, (4) a bin diversity pressure mechanism, (5) a fitness option based on deviance residuals to estimate covariate adjustments throughout algorithm training, and (6) a bin population cleanup option.