Bhumika Rathore

Building an AI tool to reduce study confusion would love feedback from builders.

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I’m currently working on Clugg OS, an early-stage AI-powered study tool for students (grades 6–12). The core problem I’m trying to solve is something I see repeatedly: Students often spend hours studying but still feel: unsure if they’re studying the right things anxious before exams overwhelmed by unstructured notes and syllabi Instead of focusing on “more content,” I’m experimenting with: turning existing notes into revision-focused quizzes helping students create clear, realistic study plans keeping the experience simple and non-intimidating This is still very early, and I’m intentionally keeping the scope narrow while learning from real usage. I’d really value community input on: If you’ve built for students or education — what mistakes should I avoid early? How do you balance AI automation with user trust? What signals helped you know you were solving a real problem? Not here to sell genuinely here to learn and improve what I’m building. Thanks for reading, and happy to answer questions.
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Savilia Lastero

I've worked on eductation tools before and one mistake I made was assuming motivation was the issue. Clarity matters more. If students feel calmer and more confident after using Clugg OS, that's a strong signal you're solving something real.

Bhumika Rathore
@savilia_lastero yeah the only motive of Cluggos is providing clarity. This is created by student for students basically. ☺