NVIDIA AI has introduced ASPIRE (Agentic Skill Programming through Iterative Robot Exploration), a self-improving robotics framework designed to ensure experience compounds over time. Unlike traditional robot-coding agents that discard learned solutions, ASPIRE enables continuous learning across tasks. The framework achieved a 31% zero-shot success rate on LIBERO-Pro long tasks.