Claude Code 负责人 Boris Cherny：工程师代码产出 8 倍，多智能体如何重构工作流

“So for coding, it's not a matter of completing a single line. The model is gonna be able to write an entire function, an entire file, an entire feature, an entire project.”

在编程上，这不只是补全一行。模型将能写出整个函数、整个文件、整个功能，乃至整个项目。

“You give it tools to interact with the outside world. You ask it to do something, and then you let it figure out how to orchestrate these.”

你给它与外部世界交互的工具，交代任务，然后让它自己想办法编排这些工具。

“And now there's a computer at the center of every process, and those are the companies that unlock productivity improvements.”

让电脑成为每个流程的中心，这样的公司才真正释放了生产力提升。

“And so I actually see a lot of my role as creating space for people to try stuff out, to feel safe doing it.”

所以我把自己很大一部分职责，看作是为团队创造尝试的空间，让他们有安全感。

“So how do you improve the return that you're seeing from models? And, and I think the biggest lesson here that we've seen from successful customers is you wanna give engineers the freedom to experiment.”

那么，如何提高从模型中获得的回报？我认为，成功客户带给我们的最大经验，就是要给工程师实验的自由。

“So, you know, this is, this is just part of the model training process. Um, and we, we train the models to be resistant to these kind of attacks, and es-especially when you combine it with a runtime classifier for prompt injection, which we actually also do, the success rate in practice now is near zero.”

这属于模型训练过程的一部分。我们训练模型抵御这类攻击；再配合我们实际部署的运行时提示注入分类器后，攻击成功率现在几乎为零。

“So it won't just be features. It's gonna be products. We might start to see entire startups being built by Claude.”

所以它将不只是构建功能，而是构建产品。我们甚至可能开始看到 Claude 打造整个初创公司。