TLDR Tech / Data
Stop Treating AI Memory Like a Search Problem
Reliable AI memory needs more than store-and-retrieve approaches: it must manage decay, contradiction, confidence, compression, and expiry. The proposed SQLite-based design keeps plain-text memories locally, then scores them based on importance, confidence, and decay, so outdated or weakly supported facts stop dominating retrieval. New memories can supersede older ones, expired items fade into an archive, and duplicate beliefs are merged into higher-signal summaries.
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