Vector Databases

Stop Building AI Agents with Vector Databases. Use SQLite Instead.

Forget the hype around vector databases. The most effective AI agent memory is built with SQLite FTS5 and Google’s OKF β€” a simple, fast, and free alternative that outperforms expensive RAG stacks. This article explains why keyword search beats embeddings for agent memory, and how MCP Memory proves it.

Stop Treating Vector Databases as a Silver Bullet. Your Enterprise AI is Bleeding.

The myth that vector databases are a silver bullet is costing enterprises millions. When AI fails on critical compliance queries and precise data retrieval, the bottleneck isn’t the LLMβ€”it’s your retrieval architecture. It’s time to stop treating enterprise search like a semantic guessing game and start building layered, auditable RAG systems.