LingBot-Video Uses MoE Architecture for Embodied Intelligence Pretraining

LingBot-Video employs a Diffusion Transformer (DiT) with a Mixture-of-Experts (MoE) architecture to balance modeling capacity and inference efficiency for robotics. The paradigm uses a data profiling engine to augment internet videos with specialized robot manipulation footage for improved physical realism.