Local-model memory: retrieval beats bigger context

A widely-shared r/LocalLLaMA finding pushes back on "just add more context/VRAM": bigger windows can make recall worse due to the Lost-in-the-Middle effect. The fix is structured external memory with selective retrieval, not compute scaling.

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Sources: AI Weekly summary