Red Hat and HP: Empowering physical AI from bench to fleet

Teaching a robot to perform its first task is thrilling, but turning that initial win into a repeatable, self-improving process capable of backing production fleets is a challenge. Communities like the one behind Robot Operating System 2 (ROS2) have made the record-train-deploy loop more accessible than ever, but challenges remain:How can we assess policy quality across iterations?Does the policy improve or is it a fluke based on a series of fortunate episodes?Can we quantify good and bad episodes contributing to…

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