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Robots can now evolve their own code, learning from task execution to autonomously repair and reuse skills, achieving superior performance on complex manipulation benchmarks.
Robots can learn contact-rich dexterity directly from human skin: co-training on aligned human visual-tactile-action data more than doubles real-world manipulation success (70% vs. 29%) with zero performance saturation up to 1,000 demonstrations.