You can add robust failure recovery to frozen robotic VLAs with minimal overhead by training a small failure detector on the model's existing representations and using simple motion replay—no retraining or new data needed.
Backtrack is a lightweight failure recovery system for frozen Vision-Language-Action (VLA) robotic models that detects when a task will fail and automatically retraces the robot's recent motion to retry from a safer state.