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Education · Product

Learning Matrix

A personalized AI study companion for students — a reliable, fast-responding mentor that connects new topics to existing knowledge, and an indispensable assistant for teachers.

Role
AI architecture & full build
Domain
EdTech
Core stack
RAG · LangChain · FastAPI
Status
Live product

Overview

Learning Matrix delivers highly personalized education at scale. It acts as a diligent assistant that gives students the freedom to ask countless questions, an impartial career coach, and a teaching aid that helps educators create content and organize their learning processes.

The system grounds every answer in retrieved source material, so students get accurate, trustworthy information instead of hallucinated responses — and can always trace an answer back to its documents.

What it does

  • Ask service — open-ended Q&A grounded in course material via retrieval-augmented generation.
  • Exam service — generates and evaluates exam questions and answers for practice and assessment.
  • RAG service — retrieves and cites the exact documents behind each explanation.
  • Teacher's assistant — drafts lesson plans and learning content to cut prep time.

Highlights

RAGSource-grounded, cited answers
24/7Always-available study mentor
2-in-1For students & teachers
K-12+Broad subjects & levels

Demo

Screens

Stack

PythonFastAPILangChainRAGhybrid retrievalElasticsearchvLLM
All work Next: NLP Research