This work presents an AI tutoring system based on handwriting interaction to support scalable one-on-one STEM learning. Powered by an LLM, the tutor interprets students’ handwritten work and problem-solving processes to provide targeted guidance and feedback. The project investigates how natural handwriting input can be integrated with generative AI to improve personalized and scalable educational support.