#Tag (1)

Make π0.5 Learn to Call Astra for Reliable Robot Manipulation

A frozen pi0.5 policy uses a lightweight CALL head to predict when external reasoning is needed. Astra takes over only for selected recovery events, raising LIBERO success from 95.5% to 97.5% while keeping outside calls sparse.