ASPIRE: NVIDIA's agent writes robot control code, watches it fail, fixes it and saves what works as a skill
NVIDIA Research treats training as skill refinement instead of gradient descent, so the result is a repo of robot skills rather than model weights. The loop ships as skills for Claude Code and Codex.
For robotics teams: build a skill library you can read and reuse instead of reprogramming each cell from scratch.