Research questionHow can robots maintain geometrically grounded semantic maps as objects and spatial relations change in real time?A robot must reconcile geometric estimates, detected objects, persistent identities, and structured relations as new observations arrive. Scene changes and estimation errors can leave object instances or spatial relationships inconsistent with the map.