Chat logs aren’t memory. Learn how to build reliable long-term memory for AI agents: capture runtime events, consolidate them into episodes, extract and reconcile semantic facts, recall context progressively with hybrid search, and version procedural playbooks—all through a cleanup agent that keeps shutting down the wrong server.