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AI Learning Companion for K-12 Education
Personalized AI tutoring system adapting to student learning patterns.
Client: EdTech startup
Challenge
One-size-fits-all education was failing students with different learning speeds and styles. Teachers were unable to provide individual attention at scale across large class sizes.
Our approach
We built an adaptive learning companion using LLM-based tutoring with student modeling. The system tracks comprehension, adjusts difficulty in real time, and provides step-by-step explanations tailored to each student. A teacher dashboard offers class-wide insights and intervention alerts for students falling behind.
Results
01Personalized learning paths for 1000+ students
02Adaptive difficulty adjustment
03Teacher intervention alerts
04Improved test scores by 25% in pilot
Tech stack
PythonOpenAIReactNode.jsPostgreSQLRedisWebSocket