圖靈獎得主Rich Sutton：深度學習脆弱，需徹底重構
rich sutton成立了oak lab，旨在構建通過即時經驗進行持續學習的強化學習智能體，而非依賴靜態預訓練。
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.