We have developed a comprehensive model to explain the resistive switching (RS) behavior in memristors and have leveraged it to propose enhanced device structures. Two distinct filament growth modes have been identified, each giving rise to varying slopes of conductance modulation and dynamic ranges. Understanding these different modes and their associated observations will play a crucial role in ongoing efforts to optimize devices, paving the way for their application in memory and low-power neuromorphic computing applications.