Abstract: The integration of Large Language Models (LLMs) into education marks a significant advancement toward personalized and adaptive learning environments, particularly in programming education.

The final, formatted version of the article will be published soon. As Artificial Intelligence-Generated Content (AIGC) tools (e.g., ChatGPT for writing assistance, Midjourney for image generation) ...

Abstract: The world is experiencing an AI revolution, with large language models (LLMs) transforming various industries, including education. Academics are striving to harness the potential of LLMs ...