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

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iib 2 days ago | parent [-]

This seems really nice, and looks like something I have been wanting to exist for some time. I will definitely play with it when I have some time.

I know this is a personal project and you maybe didn't want to make it public, but I think the README.md would be better suited with a section about the actual product. I clicked on it wanting to learn more, but with no time to test it for now.

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SamDc73 a day ago | parent [-]

Thanks for the feedback, I did update the README and included all the futures and also there is https://talimio.com, I think it shows the future in a better way visually

	▲	iib a day ago \| parent [-]
		Didn't see the website at first. Thank you!