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Google Cloud's generative-ai repository ships the Always-On Memory Agent, a reference implementation built with Google ADK and Gemini 3.1 Flash-Lite. It runs as a continuous 24/7 process, replacing RAG and embeddings by having the LLM read, think, and consolidate context directly.
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