1. A system for organizing a nano-scale semiconductor, comprising: a layer of hafnium substrate; a series of rows of nano-scale transistors in arrays on the substrate; routing logic arrays by using nano-scale connectors between the transistors; routing memory arrays by using nano-scale connectors between the transistors; wherein the logic arrays are structured into ASIC or MP devices; wherein the logic arrays are organized by using EDA layout software; wherein the semiconductor device has between 4,000 transistors and 20,000 transistors in a two dimensional configuration; and wherein the logic arrays contain a multiply-accumulate-convert (MAC) component.