SyllabusSherlock: A Curriculum-Aware and Knowledge Graph-Enhanced Generative AI Tutoring System for NCTB Education

SyllabusSherlock is a curriculum-aware AI tutoring system built around the NCTB curriculum. At its core, it links a Knowledge Graph of textbook topics and prerequisites with textbook-based retrieval and an estimate of what the learner already knows. Together, these let the system move beyond simple question-answering, offering prerequisite-based learning paths, adaptive assessment, and practice tailored to each student. We also present an initial evaluation of the generated tutoring responses, looking at how correct, textbook-grounded, relevant, clear, and personalized they are.