The iFLYTEK-Embodied-Omni framework integrates vision, language, and action into a single multimodal foundation model. It replaces cascaded pipelines with a unified architecture to reduce prediction errors and interface bottlenecks. This approach allows agents to jointly model environment evolution and precise control actions. Practitioners gain a more cohesive path toward general-purpose robotic autonomy.