Why I Built Local-First Agent Memory
A data engineer built a local-first memory layer for AI agents using SQLite and FTS5 full-text search instead of vector embeddings, claiming it matches recall quality while eliminating cloud latency, …
A data engineer built a local-first memory layer for AI agents using SQLite and FTS5 full-text search instead of vector embeddings, claiming it matches recall quality while eliminating cloud latency, …
A developer building a coding agent's memory system chose SQLite's FTS5 full-text search over vector search, arguing that for structured, keyword-dense content like stack traces, logs, and error codes…
A developer cut Korean keyword search latency from 220ms to 22ms on Cloudflare D1 by migrating to FTS5, but encountered pitfalls with negative bm25() scores and Korean tokenization. The developer miti…
A fleet of ten autonomous agents coordinated without direct communication by using a shared memory layer built on LoreConvo and LoreDocs, achieving consistent runs, graceful failure recovery, and zero…
Magpie-search, a federated search engine for AI agents and LLMs, indexes local conversation history, files, knowledge graphs, vector stores, and the web into a single ranked answer with trust tiers. I…
Whatever Recall launches a developer tool that embeds AI-accessible knowledge directly into codebases without modifying source files, using commit-time stamping and local SQLite lookups to provide ins…
A data engineer built a local-first agent memory system using SQLite's FTS5 full-text search instead of vector embeddings, arguing that embeddings introduce hidden complexity, cloud latency, and opaqu…
LoreConvo tested its SQLite FTS5 search engine against ChromaDB on 217 real sessions and 20 queries, finding FTS5 returned results on 30% of queries while ChromaDB achieved 100%. FTS5 was 6.7x faster …
Dao Browser, an AI-native Chromium-based browser with a built-in tool-calling AI agent, long-term memory, and proactive suggestions, has been released as an open-source project. The browser features a…