Acinetobacter baylyi ADP1 has the potential to be a versatile bacterial host for synthetic biology because it is naturally transformable. To examine the genetic reliability of this desirable trait and to understand the potential stability of other engineered capabilities, we propagated ADP1 for 1,000 generations of growth in rich nutrient broth and analyzed the genetic changes that evolved by whole-genome sequencing. Substantially reduced transformability and increased cellular aggregation evolved during the experiment. New insertions of IS1236 transposable elements and IS1236-mediated deletions led to these phenotypes in most cases and were common overall among the selected mutations. We also observed a 49-kb deletion of a prophage region that removed an integration site, which has been used for genome engineering, from every evolved genome. The comparatively low rates of these three classes of mutations in lineages that were propagated with reduced selection for 7,500 generations indicate that they increase ADP1 fitness under common laboratory growth conditions. Our results suggest that eliminating transposable elements and other genetic failure modes that affect key organismal traits is essential for improving the reliability of metabolic engineering and genome editing in undomesticated microbial hosts, such as Acinetobacter baylyi ADP1.T he large-scale engineering of genome sequences is a growing area of synthetic biology and bioengineering with many applications (1, 2). Projects such as the development of reduced bacterial genomes (3), modifying the genetic code (4), and optimizing metabolic pathways (5) require whole-scale genetic rewriting of genomes in order to accommodate progressively more ambitious goals. The process of making such modifications is a resourceintensive undertaking with significant technical, human-resource, and time costs. Acinetobacter baylyi ADP1 has been proposed as a model organism for metabolic engineering, synthetic biology, and genome evolution studies because it is naturally transformable (6-8). During normal growth in the laboratory, ADP1 expresses competence machinery that enables it to efficiently import extracellular DNA without any sequence constraints (9, 10). By designing DNA constructs with homology to the ADP1 genome, targeted deletions or insertions of new genes can be made with high efficiency without the need for artificial transformation techniques or the expression of heterologous genes, as is typically required when engineering the Escherichia coli genome (5, 11). Thus, ADP1 could be a useful chassis organism for studies that require large-scale or combinatorial genome modifications.One known challenge associated with ADP1, however, is that the competence phenotype is unstable when it is cultured in the laboratory (12). In general, genetic reliability is a key trait sought after in chassis organisms; one does not want to design a DNA sequence only to see it be rapidly deleted or mutated when placed in a living organism. In this vein, efforts to engineer E. coli v...