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我们决定不写一行代码，仅凭自然语言，让 M2.1 手搓一个 3D 交互版的《Attention Is All You Need》论文主页。 同时，为了验证它是否真的具备从视觉审美到工程硬实力的全栈能力，我们还准备了两道硬核关卡：Zotero 智能学术中台与 Go 语言高并发 arXiv 论文雷达。

只用 FAISS 时，搜索有时像在碰运气——语义上相似但事实错误的结果时常出现。迁移到 Qdrant拿到的不只是数据库，更是对系统的掌控力。稠密向量配合关键词过滤（混合搜索），终于能回答"显示 GPU 相关的技术文档，但只要官方手册里的"这种精确查询 ...

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每逢考试结束，老师们最头疼的不是阅卷，而是如何安全、高效地把成绩发给每位家长。传统的微信群发、QQ群公布名单，看似方便，实则隐患重重——学生姓名与分数并列公开，极易造成“横向比较”，不仅侵犯学生隐私，还可能引发家长焦虑甚至矛盾。