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NVIDIA and university researchers introduced ASPIRE, a self-improving robotics framework that writes and refines robot control programs. ASPIRE reached 31% zero-shot on LIBERO-Pro Long tasks, where prior methods saturate near 4%. The framework uses a coordinator-actor architecture, trace-guided debugging, and a reusable skill library.
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