The GIST pipeline converts mobile point clouds into semantically annotated navigation topologies. It addresses spatial grounding failures in dense environments like warehouses where traditional vision models struggle with long-tail distributions. This architecture allows embodied AI to navigate quasi-static spaces more reliably. It is an incremental improvement for robotic spatial awareness.