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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 Replaces RAG and Embeddings With Continuous LLM Consolidation on Gemini 3.1 Flash-Lite

Google Cloud’s generative AI repository includes an Always-On Memory Agent reference implementation built with Google ADK and Gemini 3.1 Flash-Lite. It uses Ingest, Consolidate, and Query sub-agents to maintain structured memory in SQLite without embeddings or a vector database.

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