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Google Research introduces a sleep framework on October 27, 2026, enabling large language models to continuously learn and retain knowledge up to 10M tokens. Researchers Ali Behrouz and Vahab Mirrokni demonstrate that alternating active interaction with offline memory consolidation mitigates catastrophic forgetting.
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