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I changed one embedding model and my agent memory needed 8x fewer tokens for the same accuracy

This story is from 2026-10-30. It is preserved in the archive; the latest stories are on the live feed.

I build Turnbook , a local memory for coding agents. It saves every turn from Claude Code, Codex, Cursor, Copilot CLI, Gemini CLI and OpenCode word for word into one SQLite file on your PC, and when a question needs the past it hands the agent a short evidence packet. Saving calls no model, so it c…

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  1. 2026-10-30 04:19 · DEV Community — AI
    I changed one embedding model and my agent memory needed 8x fewer tokens for the same accuracy

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