New USC project funded by NSF will develop an agentic AI framework to give Los Angeles a real-time evacuation system connecting fire, traffic and human mobility. Delayed warnings, alerts sent to the wrong neighborhood and traffic-clogged evacuation routes exposed a fundamental weakness in the L.A.’s outdated evacuation system: the city’s inability to coordinate fire conditions, traffic and residents’ movements in real time.