HexaShell: Can Debugging Code Generalize RGB Robot Manipulation?

HexaShell treats robot control as a coding task where an agent writes reusable tools from RGB camera observations, achieving 39.7% success across 42 tasks on the RoboDojo benchmark — a new SOTA. This matters because it demonstrates that code-as-action abstractions can unlock generalizable, camera-based robot manipulation without privileged state information.