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

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 libraries. This post covers why we changed twice, what...