Enterprise AI “agents” unveiled by vendors are mostly simple automations and fall short of the long-lived, goal-driven systems researchers define as true agents. Two technical gaps stand in the way: a robust reinforcement learning (RL) approach for long-horizon decision making, and a rethought memory system that can store and retrieve