The speaker’s proposed progression is that pretraining creates base intelligence, RLVR enables broad deployment, and continual learning enables on-the-job improvement.

“Just as free training created a base intelligence that was smart enough to become a competent agent with enough ROVR on top,”

“so ROVR has created an agent that is competent enough to be actually broadly deployed in the world.”

“And from this broad deployment to learn on the job,”

“once the training recipe for continual learning actually arrives.”