
Repetition for learning: rethinking school in the age of learning agents
Contemporary schools still conflate teaching, repetition, and certification within a single space: the synchronized classroom. This organization produces mechanisms of pedagogical confinement that discourage struggling students as much as it slows down the most advanced.
This article proposes an alternative architecture: rehabilitating repetition as a legitimate learning space through AI agents designed not as automated teachers, but as digital tutors controlled by professors. The goal is not to replace humans, but to restore the conditions for genuine, asynchronous, and demanding progress, while simultaneously reinforcing the value of academic certification.
A reflection on the future of school, university and knowledge in the age of artificial intelligence.








