The iFLYTEK-Embodied-Omni framework integrates vision, language, and action into a single foundation model. It replaces cascaded pipelines with a unified architecture to eliminate prediction errors between world modeling and control. This approach reduces interface bottlenecks during long-horizon tasks. Practitioners gain a more cohesive system for deploying general-purpose agents in complex, evolving environments.