TL;DR of the paper, generated automatically.

Robot memory indexed by time mistakes pauses for progress, so robots stop early.

• Test: brief pauses cut success from 47 to 16 of 50 on one task.
• Cause: idle frames take up memory slots, even with timestamps removed.
• Fix: indexing memory by events recovers half or more, without retraining.