New research on selective and dynamic agent memory
November 12, 2026
Research from Lance Martin suggests agent memory should be selective, with stronger models saving strategic insights rather than all logs. The approach uses a dynamic dreaming process to help agents recover from errors.
HOW THIS AFFECTS YOU
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builderYou can build more efficient agents by focusing on strategic insight storage instead of full log history.
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researcherYou can look into using dreaming mechanisms for error recovery in agents.