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 eliminate interface bottlenecks and compound prediction errors. This approach allows agents to jointly model environment evolution and precise control. Practitioners gain a more cohesive method for long-horizon robotic task execution.