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对于当下开始学习编程的学习者而言，黄超认为关键是需要转变学习的核心观念。过去，学习编程往往意味着要系统性地、从头到尾掌握一门语言的所有知识。但在 AI 时代，应该更加专注于理解编程的思想和代码背后的整体逻辑，而不是去死记硬背具体的语言语法或某个细枝末节的算法实现，因为这些工作完全可以交由 AI 高效完成。