CausalCine enables real-time multi-shot video consistency

CausalCine's approach to "online directing" marks a shift from passive video generation to interactive narrative control.

• –Content-Aware Memory Routing (CAMR) dynamically retrieves visual context based on attention-based relevance rather than temporal proximity, ensuring cross-shot coherence.
• –The framework achieves 16 FPS on H200 GPUs through model distillation, enabling real-time steering with dynamic prompts during the generation process.
• –Training on native multi-shot data allows the system to learn complex camera transitions and viewpoint shifts that single-shot models typically fail to maintain.
• –The ability to prompt "on the fly" for the next shot while the current one is still streaming opens new possibilities for interactive AI storytelling and game design.