Richard Sutton: The OaK Architecture – A Vision of Superintelligence from Experience | AGI-25

Richard Sutton, Professor of computing science at the University of Alberta and Research Scientist at Keen Technologies, delivered a keynote at the 18th Annual AGI Conference (AGI-25) held at Reykjavík University, Iceland, discussing his vision of how superintelligence can arise from an agent’s experience through OaK, a model-based RL architecture with three special features: 1) All of its components learn continually. 2) Each learned weight has a dedicated step-size parameter that is meta-learned using online cross-validation. 3) Abstractions in state and time are continually created in a five-step progression: Feature Construction, posing a SubTask based on the feature, learning an Option to solve the subtask, learning a Model of the option, and Planning using the option’s model (the FC-STOMP progression). Revisit all AGI-25 keynote presentations from industry leaders like Ben Goertzel, Richard Sutton and Joscha Bach, technical sessions, and workshop recordings:    • AGI-25   Explore the conference proceedings on Springer: Part 1: https://link.springer.com/book/10.100... Part 2: https://link.springer.com/book/10.100... #AGI25 #AGI #AI ---- SingularityNET was founded by Dr. Ben Goertzel with the mission of creating a decentralized, democratic, inclusive, and beneficial Artificial General Intelligence (AGI). An AGI is not dependent on any central entity, is open to anyone, and is not restricted to the narrow goals of a single corporation or even a single country. The SingularityNET team includes seasoned engineers, scientists, researchers, entrepreneurs, and marketers. Our core platform and AI teams are further complemented by specialized teams devoted to application areas such as finance, robotics, biomedical AI, media, arts, and entertainment. Website: https://singularitynet.io LinkedIn:   / singularitynet   X: https://x.com/SingularityNET Instagram:   / singularitynet.io   Discord:   / discord   Telegram: https://t.me/singularitynet ASI Alliance on X: https://x.com/ASI_Alliance ASI Alliance on LinkedIn:   / artificial-superintelligence-alliance