Frozen Memory Is Not Enough: Rethinking External Memory as Extraction

The study tested if frozen, Engram-style external memory remains useful when moved between different AI models. It found that simply having a memory table is not enough; success depends entirely on how well the target model can read and use that stored information. The key is designing an effective reader interface for the new model.

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