튜링상 수상자 Rich Sutton: 딥러닝은 약하며, 전면 재설계가 필요하다
Rich Sutton은 정적 사전 학습에 의존하는 대신 실시간으로 지속적으로 학습하는 강화학습 에이전트를 구축하기 위해 Oak Lab을 설립했습니다.
turing award winner rich sutton founded oak lab with khurram javed to pursue ai agents capable of continuous, lifelong learning from their environment. sutton critiques current generative ai for merely imitating data without evaluating outputs, arguing the industry needs fundamental changes, not incremental tweaks. the company aims to build a trillion-parameter agent that plans in real-time using only 20 watts of energy. this signals a research shift back toward reinforcement learning and world modeling as alternatives to llm scaling.