Concept Flow was inspired by my first solo participation in a big hackathon. I wanted to challenge myself and build something innovative that could make learning easier and better for students. I was excited to explore new ideas and create something meaningful.
While building this project, I learned a lot about development, problem-solving, and improving user experience. I also learned that building a good project takes time, testing, and patience.
One of the main challenges was that image uploads took a lot of time, and the generated results were not always as good as I expected. I also redesigned the dashboard UI several times to make it simpler and better. These challenges helped me learn, improve, and keep working towards my vision for Concept Flow.
Built With
- ai
- bayesian-knowledge-tracing
- bm25
- fastapi
- javascript
- katex
- lucide
- machine-learning
- ollama
- pillow
- pyav
- pydantic
- pymupdf
- python
- qwen2.5
- qwen3-vl
- rag
- react
- sqlalchemy
- sqlite
- tailwind-css
- vite
- whisper
- yt-dlp
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