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Native unified modelling is position as a promising path towards systems that perceive, reason and create within a fully end-to-end framework through SenseNova-U1.5, an 8B-MoT native unified multimodal model that understands, reasons about, and generates visual content within an encoder-free and VAE-free architecture.
Current image generation models fall far short of the mark when it comes to the structured and multi-constraint demands of real-world commercial design, as revealed by a new systematic benchmark.