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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.
Unified models can master multi-turn visual self-correction through end-to-end trajectory RL, eliminating the need for external critic models or inference-time verifiers while yielding double-digit visual alignment gains.