François Chollet 表示自己如今不再直接读写代码,而是通过指令 LRM 完成开发,核心原因是手写代码的 ROI 已不再划算。LRM 不仅能写代码,还能快速完成代码库测试、组件审计、可视化生成与红队测试等任务,形成比传统流程更高产的新工作流。这一转变并非因为 LRM 代码质量完美或指令总能被准确执行,而是其速度带来的流程优势。
I don't read/write code these days, I only instruct an LRM. But it's not because I think LRM code quality is perfect, or even good. And it's not because I think my instructions are always being perfectly acted upon -- I know they aren't.
The thing is: LRMs don't just write your code, they unlock new ways to control what you're doing and maintain understanding of your system, which are about as effective as reading code. You can better test your codebase, you can audit specific components, you can spin up visualizations, you can ask the LRM to red team, etc. You can do all of these things at high speed -- you couldn't before. The benefits of reading/writing code can now be achieved in new ways.
All in all, the ROI of writing code by hand is no longer looking good, not because LRMs got perfect but because they're so fast at doing things that you can develop new workflows around them, workflows that end up being more productive than the old workflows.
来源:François Chollet · x.com