From Code Generation to Logic Internalization: A Human–AI Collaborative Mechanism for Generative AI- Enabled Programming Instruction
To investigate the collaborative mechanisms of generative artificial intelligence in programming instruction, this study conducted a 12-week quasi-experiment with 80 higher vocational students. The experimental group used AI assistance, while the control group relied solely on conventional search engines. The results r...