A systematic structural investigation of a new series of high-nuclearity Au-Ag clusters containing 25, 37, 38, and 46 metal atoms led to the description of these clusters as "clusters of clusters" based on vertex-sharing icosahedra as building blocks. Based on the observed structures, a growth sequence is proposed here for the formation of these secondary clusters (clusters of clusters) from a single 13-atom icosahedron to a 127-atom icosahedron of icosahedra via successive additions of vertex-sharing icosahedral units. This cluster-ofclusters growth mechanism parallels the atom-by-atom growth pathway for the primary clusters from a single atom to a 13-atom icosahedron. It is hypothesized that the formation of these clusters of clusters is a manifestation of the spontaneous self-organization and self-similarity processes often observed in nature. It is conceivable that the concept of cluster of clusters may be important in the intermediate stages of some cluster growth as exemplified by the polyicosahedral growth of Au-Ag supraclusters.High-nuclearity clusters are often formed by fusing together smaller cluster units (1-8). Indeed, this modular or building block approach is a highly promising route to clusters of increasing nuclearity. Recently we reported the syntheses and structures of a new series of high-nuclearity Au-Ag clusters containing 25 (9), 37 (10), 38 (11), and 46 (B.K.T., X. Shi, and H.Z., unpublished data) metal atoms. The metal configuration of these "supraclusters" can be visualized on the basis of vertex-sharing 13-atom Au-centered icosahedra as building blocks (13-18) (Fig. 1). We refer to these supraclusters as "clusters of clusters" (13-18) (Fig. 2). We also developed atom-and electron-counting schemes for rationalizing or predicting the structure and bonding of these and related supraclusters (15-18) (see Appendix 1).