EvoState: Closed-Loop Visual State Management for Long-Form Video Generation
EvoState introduces an agentic framework to prevent identity drift and inconsistencies in long video generation. It uses a closed-loop visual-text-memory process where an entity-centric dynamic memory tracks reusable visual states. This allows the system to iteratively correct both text prompts and generated visuals across multiple shots, ensuring strong narrative coherence.