World Models

World Models are AI systems that learn not only what an environment looks like but how it behaves over time. In Spatial AI, world models simulate flows of people, vehicles, robots, or water across networks of Spatials. They help answer “what if” questions-what happens to crowding if we close this gate, or to risk if we reroute trucks here? VR Spatials simulations driven by world models let teams test different layouts and Spatial prompts before deploying changes. Spatials.aiTM can connect live Spatial telemetry to world-model training, allowing digital twins to become smarter as real-world events unfold and then feed improvements back into AR Spatials guidance and automation policies.