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MIRA not only boosts diagnostic accuracy but also transforms how medical visual agents evaluate the necessity and reliability of their tool use, achieving a remarkable reduction in harmful judgments.
MedXIAOHE leapfrogs closed-source systems on medical benchmarks by using entity-aware pretraining and RL-based reasoning, offering a new open-source foundation for medical AI.