在趋势之前进行vibe编码
Vibe coding before the trend
AI总结：
本文通过2025年四个学生群体的vibe编码挑战，探讨AI工具对学习焦点、技能转变和职业影响的模式，总结教育实践中AI与学习的关系变化及教育实践启示。
摘要：
2025年初，我们在荷兰Fontys应用科学大学和南非北开普大学的四个不同学生群体中进行了系列vibe编码挑战。从学生反思中出现了五个主要模式：AI工具使学习重点从语法转向更高阶思维；技能从记忆转向评估；AI能力被视为职业必需；AI被视为合作伙伴而非替代品；非技术学生对工具的可访问性有最高认可。本文报告了课堂实验中的观察，反思了过去一年的变化，并分享了对考虑类似实验的教育者实践启示。我们呈现这些观察作为实践中的模式，而非已证明的结论，相信分享早期经验有助于AI与教育领域的发展。
英文摘要：
Early 2025 we ran a series of vibe coding challenges across four different student cohorts. The cohorts included 54 ICT students, 24 digital marketing students, and 7 journalism students at Fontys University of Applied Sciences (Netherlands), and 22 BA Communication students at North-West University (South Africa). From the student reflections, five major patterns emerged. Students reported that AI tools shifted their focus from syntax to higher-order thinking; they also described a skill shift from memorizing to evaluating; they viewed AI proficiency as career-essential; they framed their relationship with AI as partnership rather than replacement; and finally non-technical students showed the strongest appreciation for the accessibility these tools provide. This practitioner report documents what we observed during the classroom experiments, we reflect on how the landscape has shifted in the year since, and shares practical lessons for educators considering similar experiments. We present the observations as what they are: patterns from practice, not proven conclusions, in the beleif that sharing early stage experiences contributes to the overall field of AI and education.
机构、总结、中文摘要均由AI分析而来，可能存在错误，请以论文正文为准。
