From Code Generation to Computational Design: Generative AI as an Interactive Partner for Future Computer Science Education

This position paper proposes AI tools that help students develop and inspect computational designs. Learners express their intent, examine intermediate plans, simulate behavior, and revise solutions while practicing the reasoning behind the code.