General-purpose AI, based on reinforcement learning (RL), is stepping into the real industrial world. It shows the strong capacity to maximize the manufacturing efficiencies in inventory control, chemical process control, discovery of industrial recipe, and so on. In this session, the speaker talks about the latest examples of RL in real factories and plants as a single or multiple agentic AI system.