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ME-Brain-1.0: Memory, Cognition and Action for Evolving Embodied Intelligence

arXiv · AI, language, vision and robotics · article · Sep 21, 2026 · UTC

Current embodied systems largely rely on pretrained capabilities that remain fixed after deployment, limiting their ability to learn from physical interaction. We introduce MachEmbodied-Brain (ME-Brain), a self-evolving embodied system organized around a closed loop of action execution, experience acquisition, experience evolution, and improved execution. Evolvable Memory consolidates multimodal trajectories into hierarchical, reusable experience; Cognitive Core transforms physical experience into transferable skills; and the Action Model combines event-driven keyframes, EventCell local-world

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Evidence & attribution

First collected: 2026-09-23T08:01:43.213Z. This is not the publication date.