MiniMax-H3 is an omni‑modal generative model that unifies text, image, video, and audio processing within a shared latent framework to enable joint audio‑visual generation and multimodal context understanding. The study evaluates whether this multimodal alignment enhances the model’s ability to reason about the physical world and introduces new evaluation paradigms suited to omni‑modal inputs.