Density-functional-theory calculations of twin-boundary energies in hexagonal close packed metals reveal anomalously low values for elemental Tc and Re, which can be lowered further by alloying with solutes that reduce the electron per atom ratio. The anomalous behavior is linked to atomic geometries in the interface similar to those observed in bulk tetrahedrally close packed phases. The results establish a link between twin-boundary energetics and the theory of bulk structural stability in transition metals that may prove useful in controlling mechanical behavior in alloy design. DOI: 10.1103/PhysRevLett.115.065501 PACS numbers: 62.20.-x, 61.72.Mm Twinning is a common deformation mechanism in materials where the number of active dislocation slip systems is limited [1][2][3][4][5]. In such materials, understanding of the mechanisms underlying twin boundary (TB) formation can thus be essential for optimizing mechanical properties [6][7][8][9]. Theories of the crystallography of twinning and its relation to bulk deformation are well developed, and the mechanisms of twin nucleation and growth have been investigated in many technologically important systems [2]. However, the degree to which deformation twinning can be significantly influenced through variations in composition for materials design has been investigated in only a limited number of systems (see, e.g., Refs. [10][11][12][13]).In this Letter we report results of a study of the properties of commonly observed deformation twins in hexagonal close packed (hcp) structured transition metals, a class of materials that finds use in diverse applications including aerospace alloys, cladding for nuclear fuel, and magnetic recording. Through the use of density-functional-theory (DFT) calculations, we demonstrate anomalously low TB energies (γ t ) for the group VII transition metals, Re and Tc. This finding correlates with the unique mechanical properties of hcp structured Re, which displays pronounced deformation twinning [14][15][16][17], and a unique combination of high-temperature strength and low-temperature ductility [18] that have made it of interest for structural applications in extreme environments [18,19]. To investigate the electronic origins of this anomalous twinning behavior, we introduce a new method for computing the composition dependence of γ t in alloys. Results derived with this approach demonstrate that TB energies in Re can be decreased even further through alloying with elements that lower the average number of d electrons per atom relative to pure Re. These predictions are consistent with experimental characterization studies undertaken in this work, demonstrating pronounced differences in deformation microstructures in Re versus Re-10 at. % W alloys. The anomalous TB energetics in the group VII metals are correlated with the presence of structural units near the TB plane that are similar to the Frank-Kasper polyhedra characterizing the tetrahedrally close packed (TCP) transition metal intermetallic compounds that are stable near half d...