CoLearn: An Agentic Tutor that Learns its Learner in a Human--AI Co-Learning Loop

What changed

CoLearn, an agentic tutor, uses a persistent learner-state memory and adaptive question generation to personalize education.

Why you should care

Introduces an agentic tutor that adapts questions based on a persistent learner-state memory.

Your move

Test. Evaluate if the agentic loop improves learning outcomes over static tools.

Evidence

Confirmedarxiv.org ↗

What to watch next

Independent replication of the blind A/B evaluation results showing preference for personalized questions.

Event

research

Event date

Sep 21, 2026

Relevant to

General AI readers