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How I built memory that stops repeating itself: dedup at 0.85, conflicts flagged, nothing deleted

My desktop companion remembers things about me. That is the whole point of it — until it remembers the same thing twice, and then remembers the opposite of it, and then confidently asserts whichever one it read last. That is the failure mode I fixed in Ankita v2.7.5. The problem was not that the me…

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  1. 2026-11-02 10:26 · DEV Community — AI
    How I built memory that stops repeating itself: dedup at 0.85, conflicts flagged, nothing deleted

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