MathGPTPro is an AI-driven learning platform that offers personalized and interactive learning experiences for both students and teachers. It provides on-demand interactive tutoring, instant assistance, and employs Socratic questioning to enhance critical thinking. The platform uses a knowledge graph with a heatmap to track students' learning progress, tailoring tasks and awards to make learning engaging. MathGPTPro supports teachers by automating homework assessment, guiding students through mistakes, and searching for relevant study materials. It aims to scale up one-on-one tutoring experiences, ensuring no student is left behind, and advocates for embracing AI as a tool for inspiration and increased productivity in education.