 The article presents a simple theoretical framework for walker dynamics that relies on time-scale decomposition, showing how memory effects generate spontaneous pivotal structures and self-organization into global structures, which is applied in the presence of an external harmonic potential to reveal underlying mechanisms leading to macroscopic spatial organization. This article was authored by M. Labous, S. Perid, Waikuda, and others.