I use combinations of bacterial experimental evolution, whole genome whole population sequencing, and agent-based simulations to study the following: 1. The effects of population size on Genotype X Environment interactions in asexual systems. 2. The population genetics of divergent character evolution in identical environments. 3. The reasons behind the rarity of fitness costs in empirical studies.