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OmniScientist is an end-to-end omni-modal AI scientist that performs multidisciplinary research directly from heterogeneous raw evidence using autonomous agents and lifecycle-wide perception. Evaluated on 36 real-data cases, it improves evidence-grounded discovery across diverse scientific modalities.