“代币焦虑”;或者,换个名字的老虎机
"Token anxiety", a slot machine by any other name

原始链接: https://jkap.io/token-anxiety-or-a-slot-machine-by-any-other-name/

Jae Kaplan 的博客文章表达了对科技行业日益增长的利用人工智能编码代理的压力感到担忧,并将由此产生的焦虑称为“token焦虑”。作者认为,这些代理虽然被吹捧为提高生产力,但实际上就像老虎机——不断提示用户“拉动杠杆”以获取可能有效的结果,从而助长了一种提示、审查和修改的成瘾循环。 Kaplan 担心公司正在推动这种使用,可能类似于剥削性的“996”工作制度,尽管有证据表明人工智能实际上会*降低*技能保留率。这种对成瘾技术的强制依赖,无论是有意还是无意,都会导致工人对工作本身上瘾。 文章强调了一个令人不安的趋势,即工作保障可能取决于接受越来越不道德的工作方式。Kaplan 最后表示,如果这种趋势持续下去,她可能会选择完全离开科技行业,寻求一份提供更健康工作生活平衡的职业。

这个Hacker News讨论的核心是AI编码助手对生产力的影响,以及潜在的弊端。最初的帖子链接到一篇文章,讨论了“token焦虑”,将编码代理比作可能像老虎机一样令人上瘾。 一些人将其比作随机收益,但一位评论员认为,成功使用更像是利用一台95%成功率的机器,*前提是*你懂得如何有效地验证和纠正AI的输出。另一些人不同意,估计成功率更低,尤其是在数据科学/工程领域,并注意到同事们越来越倾向于优先考虑生成的代码数量而非质量(“workslop”)。 一个关键的结论是技能组合的变化:未来可能在于为AI编写*精确的规范*,而不是传统的编码,人类的努力将集中在详细的规划和审查上。Steve Yegge的一篇文章警告说,如果公司过度追求由这些工具驱动的不可持续的生产力,可能会导致倦怠。
相关文章

原文
"token anxiety"; or, a slot machine by any other name | jae kaplan

I realize it's gauche to blog about some shit you saw on bluesky but yesterday I saw a post that encapsulated so much of what has been bumming me out about the rise of coding agents over the last year. this dread had been slowly rising from seeing blogs about using claude code from your phone while getting ready for work, while commuting, while waiting to pick your kids up from school, but it's come to a head.

Token Anxiety

i think i mostly echo this for myself. with so much that can be done, i often feel like i should be doing something, always

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— Tim Kellogg (@timkellogg.me) February 15, 2026 at 6:44 AM

now obviously the opinions of founder-brained SF social bubble weirdos should be immediately discounted; they are the spiders georg of this industry. but at the same time they are playing into the dreams of management, the worker that never stops working, that's always online, that's infinitely Productive, always shipping, always wants to get back to work. I imagine this archetype exists in other industries but my experience is limited to tech so I will stick to that.

my fear is that this will become the norm. anecdotal evidence tells me that more and more companies are adopting AI for their engineers to use, encouraging (and in some cases requiring) its use in an effort to boost productivity, despite no actual evidence pointing to these improvements and Anthropic-funded research indicating that AI usage reduces skill retention.

so where does this lead us? we know that some US tech companies are starting to embrace the "996" schedule popularized in China's tech industry. enforced usage of coding agents makes that push even easier—is it really work if all you're doing is telling the computer what to do and then reviewing it to make sure it didn't do anything wrong and also babysitting it all hours of the day?

many have already observed that working with coding agents, which require constant attention and often generate low-quality code with (by design) random results, are a slot machine. they are loot boxes. they are gambling. you are constantly pulling the lever and hoping you get the SSR SaaS Passive Income product. you will not get this, but maybe you will. just one more prompt, one more pull, one more revision, one more go at being Absolutely Right.

if you suffer from token anxiety, you have a gambling addiction. I'm sorry that it's not being formally treated as such, but you can take some solace in the fact that novel forms of gambling often take time to be recognized.

now we can put our thinking caps on and follow a pretty easy chain of events. coding agents can trigger our gambling instincts with slot machine-like behavior; tech companies are pushing engineers to work more and encouraging or enforcing the use of coding agents to get there; gambling is addictive; heavy users of coding agents self-report symptoms of gambling addiction.

you see where this is going, right? by enforcing the use of inherently addictive technology in the workplace, employers are (whether intentionally or not) making their workers addicted to work. this seems bad!

one has to wonder how common this will become. will this become the norm? obviously there will be companies with a shred of ethics and empathy for their workers that choose to buck this trend, but if they become the minority there will be fewer and fewer jobs for those who value having free time. we've already reached a point where trying to get a job in this industry requires a gradual erosion of ethics and standards, how much worse does that get?

all I know is that if we keep down this road, I'm gonna bail out to get HVAC certified and make youtube videos about fucked up commercial systems. I can't do this shit forever.

#agents #ai #blog posts that i really shouldn't be writing and publishing while actively looking for work

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