MarkTechPost
7/18/2026

Google Cloud Releases Always-On Memory Agent Reference Implementation on Gemini 3.1 Flash-Lite
Original: Google Cloud’s Always-On Memory Agent Replaces RAG and Embeddings With Continuous LLM Consolidation on Gemini 3.1 Flash-Lite
Short summary
Google Cloud's generative-ai repository introduced the Always-On Memory Agent, a reference implementation that treats memory as a continuous process rather than relying on vector databases or embeddings. Built on Google ADK and Gemini 3.1 Flash-Lite, it uses an orchestrator routing to Ingest, Consolidate, and Query sub-agents that manage structured memory in SQLite around the clock. The article is a brief announcement with minimal technical detail or analysis.
- •Always-On Memory Agent uses continuous LLM consolidation instead of RAG/embeddings
- •Built on Google ADK and Gemini 3.1 Flash-Lite with SQLite for structured memory storage
- •Orchestrator routes to Ingest, Consolidate, and Query sub-agents running 24/7
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