X post:wast3
Memory Engineering: Why Large Context Windows Are Not True Memory
An engineer showcases a low-cost memory architecture for Kimi K3 that replaces vector stores and context bloat with a four-node lifecycle based on expiration. Rather than persisting everything, memories must earn retention through active model reuse.
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