I’m still exploring new forms of AI-powered learning tools.

The latest thing I’ve been working on is an adaptive mode inspired by the LECTOR paper [1]. Where each lesson is a single learning concept with a mastery score tight to it based on your understanding of the said concept, so in principle the system can reintroduce concepts you didn’t fully grasp later on, ideally making separate flashcards unnecessary.

It can be self-hosted if any one want's to give it a try!

[1] https://arxiv.org/abs/2508.03275