Long-term memory is the difference between an ephemeral chatbot and an autonomous enterprise agent, but naive approaches quickly lead to prompt bloat, high latency, and unmanaged data drift. This session dives into a production blueprint for agent state management on Google Cloud, demonstrating how to bridge Agent Retrieval for low-latency semantic recall with BigQuery as a governed, analytical foundation.