软件架构 (architecture)
集里怎么说它
- 《从拒用 AI 到全面拥抱：Dioxus 团队的智能体编程实战课》(12:27起):本集说代码架构仍是一门艺术：智能体代码落地的基底不好、贡献也不会好，且智能体不怕随便大规模重构，所以团队大部分开发时间现在花在思考架构与系统演进上。
① 提到它的金句
8 条
而且我认为智能体的主流架构就是一个带工具的 for 循环。
指向原始笔记的链接
And I think the prevailing architecture for agents is a for loop with tools.
—— Ankur Goyal · [06:28]
理论上最优的架构对任何人都没有用。
指向原始笔记的链接
A theoretically optimal architecture is not useful to anyone.
—— 嘉宾 · [17:40]
所以你可以在网络上构建你想要的任何东西,但网络有一个不同的问题,那就是在过去的 25 年云架构中,我们一直在错误的方向上奔跑。
指向原始笔记的链接
So you can build whatever you want on the web, but there’s a different problem on the web, which is that for the past 25 years of cloud architecture, we’ve been running in the wrong direction.
—— Kenton Varda · [05:07]
而他们始终让最重要的事情保持最重要，Cursor，也就是改变你编写软件工程的方式。他们在根本上相信这是一个产品问题，不一定是模型架构问题。
指向原始笔记的链接
And they always kept the main thing the main thing, Cursor, which is changing how you write software engineering. And they believed fundamentally it was a product problem, not necessarily a model architecture problem.
—— Martin Casado · [31:38]
所以关键点是，你团队中每一个正在做架构决策的人，那些人必须懂性能，而且他们必须做出能让那些在他们下游的其他人使用以后可以优化的架构的决策。
指向原始笔记的链接
the crucial takeaway is everybody on your team who is making architectural decisions, those people must know performance and they must make decisions that will allow the other people downstream of them to use an architecture which can be optimized later.
—— Casey Moratori · [35:57]
我会担心任何这样的记忆架构：它不依赖成本更低的嵌入器和重排序器，而是依赖 LLM 的多遍处理来帮你分类并缩小数据语料库。
指向原始笔记的链接
I would worry about any memory architecture that instead of relying on lower costs embedders and re-rankers is relying on multiple passes of the LLM to help you categorize and shrink the corpus of data
—— 嘉宾 · [66:35]
并不清楚的是,用新架构和新范式预训练一个新模型的第一个周期,第一个周期就奏效是疯狂的。
指向原始笔记的链接
It’s not clear that the first cycle of pre-training a new model with a new architecture and a new paradigm, the first cycle of that working is insane.
—— Justin Johnson · [22:32]
在大多数组织中,昨晚有一条 Slack 对话说你应该做 A 而不是 B,而如果智能体先找到了某份架构记录,它永远不会发现那条信息。
指向原始笔记的链接
In most organizations, there’s a Slack conversation from last night that says you should be doing A instead of doing B, and the agent will never find it if it found some architecture record first.
—— Brandon Waselnuk · [05:28]
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