斯坦福规范AI助教边界
为什么值得看
斯坦福CS336课程发布AI Agent使用指南，明确AI应充当助教而非答案生成器，通过解释和引导帮助学生理解。这为高校AI辅助教学提供了可落地的边界框架，避免学生直接复制代码。
编辑判断
这份指南的聪明之处在于把"禁止用AI"的无效对抗，转化为"如何正确用AI"的建设性规范。之前很多课程要么一刀切禁止（学生偷偷用），要么放任不管（作业失去考核意义），斯坦福的做法是给AI一个明确的角色剧本。
更深层信号是：Cursor、Claude Code这类工具已经渗透进顶尖高校的核心课程，教育机构被迫从"堵"转向"疏"。如果你在做AI编程教育或开发者工具，可以参考这个框架设计自己的"AI协作协议"，这比单纯卖工具更有差异化价值。
社区反馈
意见分歧 90 条评论
核心争论：AI教学边界能否落地，还是学生必然绕过规则直接抄答案
This is ridiculous. The genie is not going to go back into the bottle. This is the equivalent of "you wouldn't download a car". (Yes, we would.) The solution is to scale the difficulty of the objective measures. Expect far more from students. Reorient the university around physical laboratories and
> The solution is to scale the difficulty of the objective measures. Expect far more from students. So now students are _required_ to use agents? That's a bit crazy Would universities be paying the token cost? Is that you Dario?
I mean you kinda have to own a computer to be in this industry at all. Back in the 90s there was a clear distinction between someone who had a computer and someone who didn't in so far as what they could do. Maybe a subscription might be a requirement soon. Overall it's much less money than what my