This study delves into the fascinating phenomenon of self-organized coalitions, exploring their formation and evolution within complex systems. Through a multi-disciplinary lens encompassing political science, we analyze the factors that drive the genesis of alliances. By examining empirical data, we aim to shed light on the underlying mechanisms t