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Scholarly Works - Preprints


SAGE: A Novelty Gate for Efficient Memory Evolution in Agentic LLMs

Preprint · May 28, 2026 Agentic LLMs must continuously decide whether newly extracted facts should be added, merged with existing memories, or ignored, yet prior work has focused more on retrieval and storage than on principled write-side control. We frame memory evolution as a n ... Link to item Cite