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AI-Driven Classroom Simulation Platform (Capstone)
A RAG-backed platform that simulates elementary-school student responses to give teachers-in-training realistic, textbook-aligned practice feedback.
- Role
- Project Lead / AI Developer
- Stack
- RAG pipeline, Vector retrieval, LLM
Problem
Education students need realistic practice giving feedback to students, but real classroom access for practice is limited.
Decision
Built a document ingestion + vector retrieval pipeline that grounds LLM-generated "student" responses and feedback in authoritative textbook material, reducing hallucinated or pedagogically incorrect output.
Outcome
Delivered a production-ready app that was selected out of 9 competing teams for actual use in Elementary Education final examinations at Utah Valley University.
AI/LLMRAGPython