The field of multi-agent systems (MAS) is rife with intrigue, as autonomous agents interact and evolve within complex environments. Within this dynamic landscape, a fascinating phenomenon emerges: the spontaneous formation of architectural structures, akin to "joints," that facilitate coordinated behavior. These emergent architectures are not expli