
Overview
I often spend hours reviewing my notes without testing myself with the information I've 'learned'. I couldn't handle the thought of creating cue cards, so I built this app to help boost my confidence heading into exams.
A full-stack study tool that generates practice questions powered by local LLM models (private) / Meta / Gemini APIs from lecture notes across Computer Science, Psychology, General Knowledge topics with more to come.
Learned to handle non-deterministic AI outputs by implementing prompt styles, parsing strategies with regex repair, debugging through malformed JSON and token overflows until achieving 80%+ reliability (using local hardware-constrained environments) or 100% reliability (using online models; ChatGPT wrapper basically).
Overall, challenging, but incredibly fun. Give it a try and see how well you do!
Tools
- Next.js
- Ollama
- Supabase
- Groq API
- Gemini API
- Vercel Blob Storage
- Figma
- Vercel
Role
- AI Full Stack Developer
- User Interface & User Experience
- Interaction Design
Year
2026
Gallery

Generate Page, Desktop

How-to, Desktop

Skeleton during load

Preview, Landing Page

Example Q+A, Desktop

FAQ
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