This project aims to develop MetaStep, an LLM-based support system designed to promote self-regulated learning in introductory programming education. By seamlessly integrating students’ cognitive and metacognitive models into LLM-based scaffolding, MetaStep enables a gradual transfer of regulatory control from AI to students, supporting their development into self-directed learners.