Sutton and Javed launch Oak Lab to build continually learning AI agents
Rich Sutton and Khurram Javed are founding Oak Lab to implement the Alberta Plan — a 12-step research agenda centered on continual deep learning and self-discovered abstractions —…
Cursor cited as rare example of continual learning in production
Cursor's tab autocomplete model demonstrates continual learning by collecting data from millions of users and periodically updating model weights, though Sutton argues this batch-…
Sutton and Javed launch Oak Lab to solve continual deep learning
Oak Lab is pursuing a new paradigm of continual deep learning that avoids catastrophic forgetting through per-weight step-size optimization and generate-and-test mechanisms, enabl…