Turing Award Winner Sutton Leaves Keen to Found OakLab

Reinforcement learning pioneer and 2024 Turing Award winner Richard Sutton has left Keen Technologies, founded by John Carmack, to co-found OakLab with Khurram Javed. The new lab will advance Sutton's OaK (Options and Knowledge) architecture, betting that agents should primarily learn through continuous runtime first-person experience, rather than relying on massive offline pretraining to "memorize everything." This makes OakLab a distinct new case study in recent AGI route discussions.

Key Direction

Multiple posts note that OakLab aims to build general agents with learning mechanisms closer to those of animals. The approach emphasizes fully autonomous learning, forming knowledge from experience, and maintaining intelligence through runtime experience, rather than passively feeding on human data. Through this direction, Sutton's team hopes to explore a new AGI algorithm path distinct from the current mainstream large model paradigm.

Background and Focus

Sutton has long been a representative figure in reinforcement learning and the "experience-based learning" route. This spin-off from Keen is seen by many as a continuation and organizational realization of his research stance. External attention focuses not just on the company's formation, but on whether OakLab can propose a verifiable new technical path using continuous online learning and RL frameworks, at a time when the industry broadly bets on larger-scale pretraining. Current public information is mainly concentrated on concepts and directions; specific products, models, or阶段性 results have not yet been disclosed.

2026-07-13 ~ 2026-07-14 · 10 related posts

• Richard Sutton Founds Oak Lab to Tackle Autonomous Agents — RichardSSutton · 2026-07-13
• [source] RL Pioneer Sutton to Launch New Startup — mark_k · 2026-07-13
• [source] Sutton Launches Oak Lab to Advance OaK — Mindrust · 2026-07-14
• Sutton Foundes New Company Betting on Reinforcement Learning — ShakeelHashim · 2026-07-14
• Sutton Launches New Lab for AGI — himanshustwts · 2026-07-14
• [source] Sutton Founds OakLab, Betting on Experiential Learning — 机器之心 · 2026-07-14
• Sutton Leaves Keen to Found Oak Lab — anshulkundaje · 2026-07-14
• Richard Sutton Leaves Keen to Found OakLab — 量子位 · 2026-07-14
• Sutton's New Lab Bets on Real-Time Learning — burny_tech · 2026-07-14

1 near-duplicate retellings: sebkrier