You spent weeks building a smart AI agent. It reasons well, uses tools correctly, and gives great responses. Then a user comes back the next day and your agent has no idea who they are. This is the AI agent memory problem, and it is one of the biggest gaps between demo-quality agents and production-quality agents. Why Agents Forget Most AI agents are stateless by design. Each API call to an LLM