Elastic open-sourced Atlas, a system built on Elasticsearch that maintains three categories of memory for AI agents based on cognitive science. Atlas integrates with agents via MCP, provides per-user …
Mariana Souza describes a three-index Elasticsearch architecture for persistent LLM agent memory that achieves 0.89 recall without tenant leaks. The system separates episodic, semantic, and procedural…
A developer deployed Jina Serve, an open-source framework for neural search and multimodal AI, on Ubuntu 24.04 using Docker Compose and Traefik for automatic HTTPS. The setup includes a custom text ex…
A developer building a tutoring AI initially used vector RAG to retrieve similar past problems, but the approach performed poorly. After investigating, they found that semantic similarity did not equa…