PhysStream is a new model for physics-grounded image-to-video synthesis that enables fine-grained motion control and structured scene memory. It trains a bidirectional model with motion-control conditioning and a causal autoregressive model with additional scene memory, improving physical consistency and interactive control over multi-object scenes.