The sleep framework: A new way for LLMs to retain knowledge in continual learning

Published 28 October 2026

Google researchers propose a periodic lifecycle that alternates active interaction with offline memory consolidation, helping LLMs integrate new facts, retain context for up to 10 million tokens, and improve complex reasoning without static knowledge cutoffs.