This study delves into the fascinating phenomenon of spontaneous coalitions, exploring their formation and evolution within complex systems. Through a multi-disciplinary lens encompassing political science, we analyze the factors that contribute to the coalition building process. By examining empirical data, we aim to shed light on the underlying m