All work
LLM & NLPProduct2025
BioBrain — semantic study assistant
A retrieval assistant over biology material that answers from the source text and shows where it came from.
Scope something similarCode walkthrough available on request
The problem
Students asking a general chatbot about a specific syllabus get confident answers that aren't in their curriculum.
What we built
- Embedding pipeline over curated biology content with FAISS similarity search
- Grounded answer generation restricted to retrieved passages
- MongoDB-backed content store so material can be extended without retraining anything
- Live Streamlit app, publicly accessible with no setup
Need something like this?
We'll tell you honestly whether your case is a two-week build or a three-month one — and what it would cost — before you commit to anything.
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