TL;DR of the paper, generated automatically.

A robot framework that uses learned correction codes to recover from failures.

• Benchmark: 0.5755 Q-score on a 50-task BEHAVIOR 2026 subset.
• Real robots: 57.92% success on 12 tasks, versus 26.67% for pi0.5.
• Release: the authors say code and models will be released.