Figure 1: Overall simulation-grounded VLM framework. Top: 2D simulation and procedural 3D
proxies provide depth, scribble, and prompt controls for synthetic aerial-view episodes with simulator-
derived labels. Bottom: a memory-augmented multi-agent VLM reporter combines query frames,
retrieved labeled references, and disagreement adjudication for wildfire monitoring and reporting.