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<p>For centuries, education has faced an impossible trilemma: quality, scale, and personalization. We force diverse minds into standardized curriculums simply because true 1-on-1 mentorship has never been scalable—until now. In this lightning talk, 16-year-old developer and student Kannan Murugapandian explores how Open Source AI is shattering this barrier.</p><p>Moving beyond simple chatbots, we will examine how fine-tuned LLMs can act as Socratic tutors rather than just answer engines, adapting to a student's unique pace and curiosity in real-time. Drawing from the development of <strong>DonumAI</strong>, this session paints an optimistic future where AI doesn't replace teachers, but empowers them to offer "Oxbridge-style" tutorial attention to every student in the classroom. Join us to see how open technology is turning the dream of equitable, personalized education into a deployable reality.</p>