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Build, Adopt, Build Again: Seven Months of Search in a Personal AI Tool

This story is from 2026-09-05. It is preserved in the archive; the latest stories are on the live feed.

Introduction Open Walnut is a self-hosted personal AI: tasks, notes, long-term memory, and Claude Code sessions in one web app. Over seven months we replaced its search engine twice. We wrote our own, threw it out for an open-source library, and then wrote our own again on top of two small librarie…

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  1. 2026-09-05 17:48 · DEV Community — AI
    Build, Adopt, Build Again: Seven Months of Search in a Personal AI Tool

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