From Chatbot to Adaptive Syllabus-aware AI-mechanism: LLM Personalized Teaching Assistant in Higher Education
Michael, a syllabus-aware AI teaching assistant designed to scaffold reasoning through structured, hint-first dialogue aligned with course progression, rather than providing direct solutions, is introduced, suggesting that curriculum-aligned constraints and hint-first scaffolding can support instructional integration without displacing pedagogical goals.