Disaster Agents with Evidence Trails

Projection: disaster agents will reconcile forecasts, sensors, road closures, shelter capacity, and field reports inside emergency operations centers. Every recommendation must carry its evidence, uncertainty, and expiration time. In a fast-moving crisis, a beautifully synthesized answer becomes dangerous the moment responders cannot tell whether it is stale.