Research questionHow can edge systems fuse occlusion-limited vehicle observations and predict trajectories within strict freshness limits at scale?Vehicle sensors can miss relevant objects because of occlusions, while fusing observations and generating predictions for many vehicles can exceed the time available before the information becomes stale. The system must therefore preserve useful situational coverage without allowing the connected-vehicle workload to violate the freshness budget.