Kiwix + a small local AI as a study tutor: useful, or a bad idea? I'd love your honest opinion
Hi again r/Kiwix! Some of you saw our preview of Offlined a few days ago. Thanks again for all the feedback, it's been incredibly helpful.
I'd like to open a discussion on something I keep going back and forth on. I recently shared the project in r/wikipedia and got a strong reaction against the AI part. I understand why, so I deleted the post. I'd rather listen first, and this community felt like the right place to talk about it honestly.
Why we care about this: around a third of the world still has no internet access, and in many places good education isn't available to everyone. That's what Kiwix has been fighting for years, and it's what drives us too. We also think of families who simply want to get their kids away from the open internet: ads, tracking, and apps designed to keep them hooked. For all of them, a PC that brings knowledge and someone to learn with, completely offline, could make a real difference.
Where I stand on the AI: you can't trust an AI's answers blindly. LLMs hallucinate, make things up and tend to agree with whatever you say. I don't think an LLM can educate anyone on its own; you always need your own judgement. And the real value is in the articles, written by people.
What we tried: Michael Encartha, a tutor built around the ZIM article you're reading:
• It runs a small model (Qwen 3.5 4B) locally on an ordinary home PC. No cloud, no internet.
• It's confined to the article's text. It doesn't replace or rewrite anything.
• It asks you questions, builds quizzes, and can give you an oral exam, then reminds you which parts you got wrong so you can go back and review them.
• The oral exam is where it can drift furthest from the article, and that's where I'm least sure.
We also built Wikitrees, which lets you explore Wikipedia's categories as interactive Sankey-style diagrams. That's a different way to discover articles, and no AI is involved.
I know a Windows PC that can run a local model isn't a given everywhere, and that's a real limitation. But where there is one, a school, a library or a family computer, Kiwix plus a small local model feels like an amazing combination: the article stays the source of truth, and the AI just helps you engage with it more deeply.
So I'd really like to hear what you think:
• Can AI be genuinely useful for learning when it's confined like this?
• Where would you draw the line?
• What would worry you most?
Honest criticism very welcome. I'd rather hear it now than build the wrong thing. 🙏