TL;DR of the paper, generated automatically.

Robot model that keeps task history as written language memory.

• Memory: updated only on task-relevant events or instruction changes.
• Results: 12.8 points better intra-episode success than the strongest baseline.
• Speed: up to 4.5x less memory, 2.5x faster at long horizons.