Richard Sutton announced the launch of Oak Lab, aimed at developing a trillion‑parameter artificial agent that can learn, plan, and operate in real time while consuming only about 20 watts of power. The project is based on his "Options and Knowledge" (OaK) architecture, which emphasizes continuous reinforcement learning, self‑generated concepts, and skill acquisition rather than reliance on static pre‑trained datasets. Sutton envisions this approach as a path toward scalable, energy‑efficient AGI.