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OmegaViT (ΩViT) is an all-new vision transformer architecture that combines multi-query attention, rotary embeddings, state space modeling, and mixture of experts to achieve superior performance across various computer vision tasks. The model can process images of any resolution while maintaining extreme computational efficiency.