Memory as Metabolism: A Design for Companion Knowledge Systems

“Researchers are moving past Retrieval-Augmented Generation toward personal wiki-style memory systems that compile knowledge into interlinked artifacts for individual users. This shift represents a fundamental redesign of how AI assistants maintain and utilize long-term context, bridging academic proposals with production systems already deployed by major labs.”