人工智能时代的人月神话
The Mythical Man-Month in the Age of AI

原始链接: https://j11g.com/the-mythical-man-month-in-the-age-of-ai

作者在观看人们与笔记本电脑搏斗时回想起布鲁克斯定律。他们质疑它在 AI 智能体时代是否仍然适用。虽然智能体避免了入职和会议等人类瓶颈,但顺序任务仍然是顺序的,监督也转移到人类身上:定义完成标准、审查代码、捕捉幻觉以及整合工作。没有清晰的编排,多个智能体可能冲突并彼此覆盖。因此,布鲁克斯定律并未消失,只是发生了变异。建议的现代版本是:向需求不明确的项目添加智能体,只会更快地得到错误答案。

讨论的中心是 AI 是否改变了布鲁克斯定律。参与者一致认为 AI 加速了代码生成,并可通过低成本原型帮助发现需求,但协调、验证和顺序依赖仍然是瓶颈。当任务被清晰划分和编排时,多个智能体可以更快地工作,但不受管理的智能体可能会冲突并造成审查疲劳。AI 放大了现有开发者的质量:优秀的工程师用它来更快地推进并探索解决方案,而较弱的工程师可能交付未经检查的低质量代码。架构、需求和最终审查仍需要人类判断;更多的产出往往意味着更多的认知负荷,而非更少。有人认为,沟通开销随人员和智能体 alike 增长,因此小而高度协作的团队获益最大。总体而言,AI 改变的是生产速度,而非软件工程的底层约束。
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原文

Last weekend I watched four people desperately trying to get a laptop to connect to a screen. I was happily observing their efforts, with zero intent to join in.

But someone nudged me: can't you have a look at it?

My reply: "Haha sorry no! My experience is that adding more people will not solve this problem any quicker".

I was of course -- indirectly -- referring to Brooks's Law:

"Adding manpower to a late software project makes it later."

It was formulated by computer scientist Frederick P. Brooks Jr. in his 1975 book The Mythical Man-Month, based on his experience managing the IBM OS/360 project.

However I got to thinking. Does this still hold up in the age of AI agents and LLMs?

At first glance, you’d think no. The traditional bottlenecks -- onboarding time, endless stand-ups, and office politics -- disappear overnight. An AI agent is up to speed in milliseconds and doesn't demand a coffee break.

But when you look closer, and the law hasn't vanished. It just mutated.

The famous "Baby Problem" remains: nine agents still can’t deliver a baby in one month. Sequential tasks are still sequential.

Overhead hasn't disappeared; it shifted: instead of managing people, you are now managing agents. Someone still needs to define "done", review the code, catch hallucinations, and stitch the pieces together.

That someone is you.

Throw nine autonomous agents at a single codebase without crystal-clear orchestration, and they will happily rewrite each other's work in a high-speed loop.

Maybe the 2026 update to Brooks’s Law should be:

"Adding agents to a project with unclear requirements gets you the wrong answer faster."

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