Google Cloud’s Always-On Memory Agent Replaces RAG and Embeddings With Continuous LLM Consolidation on Gemini 3.1 Flash-Lite

Google Cloud’s Always-On Memory Agent, built on Google ADK and Gemini 3.1 Flash-Lite, continuously consolidates memory into SQLite without vector databases or embeddings. The lightweight 24/7 process uses three sub-agents—Ingest, Consolidate (every 30 minutes), and Query—to extract, link, and synthesize insights from 27 file types. Users can interact via HTTP API or optional Streamlit dashboard, with setup requiring minimal dependencies and a Gemini API key.