チューリング賞受賞者のRich Sutton氏「深層学習は弱い、全面的な作り直しが必要」
Rich Sutton氏は、静的な事前学習に依存せずリアルタイムで継続的に学習する強化学習エージェントを構築するため、Oak Labを立ち上げた。
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.