AI is rapidly automating coding’s routine tasks, pushing software engineering back towards its mathematical roots. Experts predict AI could soon handle most end-to-end coding, with some engineers already code-free. While LLMs still struggle with complex design, this shift is prompting a rethink in computer science education, emphasizing logic over syntax.