CourseBlueprint: A Structured Pipeline for Adaptive Pedagogical Video Generation Grounded in Course Corpora

CourseBlueprint introduces a structured pipeline for generating adaptive pedagogical videos using a biomedical imaging course corpus, leveraging a single forward pass to create a teaching blueprint based on learner personas. The system employs typed intermediate representations, including a prerequisite concept graph and an engagement generator, to enhance instructional effectiveness, with evaluation metrics indicating significant improvements in engagement and instructional quality when using explicit pedagogical contracts. This framework provides a reusable benchmark corpus and evaluation harness, highlighting the importance of structured instructional design in generative video systems for educational contexts.