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Forget retraining: Steve-Evolving lets embodied agents in Minecraft learn continually by turning past successes into skills and failures into guardrails, all without updating model parameters.
Pathology MLLMs can now better incorporate diagnostic standards during reasoning, thanks to a new memory architecture inspired by how human pathologists process information.