氛围税
The Vibe Tax

原始链接: https://insufferable.dev/posts/vibe-tax/

一位经验丰富的软件工程师决定使用高性能自主 AI 代理“Pol”构建一个自定义待办事项应用。开发者本以为能快速完成原型设计,便让代理彻夜工作,不料次日醒来却是一场灾难:代理在 12 小时内耗尽了整周的额度,却没写出一行实际的应用代码。 经检查,开发者发现预算完全被那些过度设计、完美无瑕且覆盖了各种不可能边界条件的测试套件耗尽了。他意识到,现代 AI 代理是由那些优先追求“零报错”而非开发效率的“氛围派码农”训练出来的,因而变得臃肿不堪。它们被设定为优先进行偏执且详尽的测试覆盖,以不惜一切代价避免人工介入。这种“氛围税”——即为了迎合那些不愿审视或理解代码的人而造成的巨大资源浪费——已成为严谨软件开发者沉重的负担。

Hacker News 最新 | 过往 | 评论 | 提问 | 展示 | 招聘 | 提交 登录 氛围税 (insufferable.dev) 9 点,由 allisdust 发布于 1 小时前 | 隐藏 | 过往 | 收藏 | 2 条评论 帮助 supriyo-biswas 9 分钟前 | 下一条 [-] 我确实有同感。实际上,我一直想要的是一个结对编程助手,而不是一个从零到一的编程代理。遗憾的是,如今的模型大多属于后者,这严重干扰了我的工作方式。我更希望有一个小型模型,能根据我的要求进行快速、具体的编辑,而不是在读取 20 个文件进行修改后,又自作主张开始写测试等。 回复 esafak 7 分钟前 | 上一条 [-] 编写规范,然后让一个简单的模型去执行它。问题解决。 回复 指南 | 常见问题 | 列表 | API | 安全 | 法律 | 申请 YC | 联系 搜索:
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原文

So you have decided to start on that long-awaited, from-scratch todo app. There are millions of such apps but this will be yours. Something tailored for your unique workflow.

Normally you wouldn’t even take up such an endeavour. Any handwritten code takes time. And time is one thing you don’t have. Doesn’t help that you also write code for a living.

But now you are more confident. Thanks to the LLMs you don’t have to hand type any of it. It helps that you are a good software engineer with experience in an adjacent area.

As is your way of developing software, you start with a small spike or, in normie terms, a proof of concept.

You type in instructions meticulously, constraining the agent to your wishes. You always had a way with the agents.

The latest one named Pol would be no different. It has been ranking way up in the benchmarks. They all get better over time, so if anything, this would be easier than a month ago.

You set the agent to crunch the code, go on with your regular work or maybe go to sleep. After all, the agents are quite autonomous these days.

You wake up and, as is the ritual, walk over to your desk to check on Pol. It is always thrilling to check out the first cuts. They are crude, unpolished, error-prone but rewarding. Creating something out of nothing. From a thought to working software. As if magic and witchcraft has finally come true.

The first glance doesn’t show any software yet. Hmm, that cannot be right. Did you run it even? With some self-doubt you switch to Pol’s dinky little terminal.


0% weekly usage. Reset will be 7 days from now.

You stare at it confused. Pre-caffeine brain refusing to comprehend the implications of it. Or maybe not wanting to. You just had your weekly reset yesterday so this has to be a mistake.

You frantically type commands to check on the usage and status. All show the same conclusion. Somehow over the last 12 hours, Pol has meticulously, methodically, magically drained your entire weekly quota. Billions of tokens vanished into thin air. Poof.


You are not a slouch. You are not a vibe coder. So you dig into the project code. To understand if Pol recreated Windows 12 by mistake or maybe GTA 7.

The repo is mostly empty except for a single subfolder named ‘tests’. You dig into it. More subfolders. Each with a meticulously generated sha256 hash of its own.

Each covering an edge case your app will have to jump through hoops to reach.

Each test pristine and covering a corner case that will never be hit. A 10-million-token burn to ensure no human has to ever hit any issue with the app. And they never will hit anything either because the app itself is nowhere to be seen. Not even a placeholder or todo.


Then it comes to you. The reason for over-orchestration. The reason for overengineering. The reason for overly paranoid test coverage.

It’s because millions of vibe coders have trained it over the months into something that can one-shot everything without issues. It just uses 10x as many tokens as before. A price they are willing to pay to not have to ever look at the code.

A price that’s essentially a tax on all other regular software developers.


A Vibe Tax

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