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Most social LLMs fail to achieve verifiable success in coordination tasks, even when rated highly by conversational judges.
Clinical ultrasound AI usually collapses without pre-isolated views, but combining self-supervised video pre-training with gated transformer MIL delivers a 0.985 AUC directly from uncurated, whole-study examinations.