François Chollet 表示自己如今不再读写代码,只通过指令让 LRM 完成开发,并非因为 LRM 代码质量完美或指令总能被准确执行。他认为 LRM 提供了测试代码库、审计组件、生成可视化、红队测试等高速新手段,其效果接近读代码,手工写代码的投资回报率因此下降。
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