返回首页

对比阅读

对比阅读:AI Anxiety: Should This Work Be Put on Hold? 与 面对 AI 焦虑,我们该不该暂缓这项工作

AEN
HintonAI anxietyindie entrepreneur·

AI Anxiety: Should This Work Be Put on Hold?

Last night, AI’s advice left me speechless while I was fixing a quote

At 10 p.m. Friday, I was revising a client quote in a Hangzhou café. AI produced a draft in under a minute, and I sent it off almost instinctively. The client immediately asked, “Did you really write this?” That was when it hit me: AI saves us typing time, but it can add the burden of having to explain our own work. I wasn’t suddenly anti-AI. I was asking a harder question: without it, would I work more slowly, but feel more like a real person?

This isn’t a retreat signal—it’s a more deliberate division of work

In a Guardian interview, AI pioneer Geoffrey Hinton said humans might be better off without AI. What he was really flagging, I think, is that high-yield work isn’t always good work. Tools can take over searching, summarizing, and drafting, but client trust, aesthetic judgment, and final responsibility still belong to us.

I know an independent designer, Lin Yue, who builds brand websites in Shanghai. She still uses AI to organize competitor research, but writes the final copy and handles client communication herself. “The machine saves me two hours, but what the client recognizes is my judgment,” she told me. That isn’t rejecting AI; it’s reclaiming the decision-making.

Today’s replication: run a small comparison without AI

This test costs nothing: 0 yuan, about 90 minutes, and a technical bar low enough that I can duplicate and compare two versions of the work. First, create two content drafts: one using my usual AI process, the other entirely by hand. Then track the time spent, number of revisions, and how each client reacts after receiving it. A blind selection by a real client is another option, but I wouldn’t collect sensitive data for this test.

I had made the mistake of treating “generated fast” as “delivered well.” AI’s sentences were polished, but they didn’t necessarily sound like my business or my voice. Keeping the old workflow intact also gives me a way back when needed. There’s no urgency to test this today. Protecting the craft matters more than rushing to replace the tool.

At each stage, I’d shift a different kind of responsibility

If I’m just getting started: I’d use AI to outline and gather references, but rewrite every client-facing line myself. I’d reserve one hour each week to check whether it has started making decisions for me.

If I have one or two clients: I’d run a comparison for each project, recording hours saved, rework, and client feedback before deciding which parts are worth automating.

If I’m scaling: I’d keep AI inside the business for research and template drafts, while making it explicit who reviews the work and who owns the outcome. For brand expression and client commitments, I wouldn’t hand final responsibility to the system.

AI can be an assistant. I just wouldn’t let it quietly become my boss.

BZH
HintonAI 焦虑独立创业者·

面对 AI 焦虑,我们该不该暂缓这项工作

昨晚整理报价时,我又被 AI 的建议弄懵了

周五晚上十点,我在杭州的咖啡馆改客户报价单。AI 不到一分钟生成了一版文案,我也很顺手,可邮件发出去后,客户却追问:“这真的是你写的吗?”那一刻我才意识到,AI 帮我们省下的是敲键盘时间,增加的却可能是解释自己作品的负担。我不是突然反对 AI,只是也开始问:如果不用它,我会不会做得更慢,但更像个真实的人?

这不是退潮提醒,而是一场更谨慎的工作分配

《卫报》采访的 AI 先驱 Geoffrey Hinton 认为,人类也许会因为没有 AI 而过得更好。他真正提醒我们的,可能是高收益工作并不总等于好工作。工具可以接管搜索、归纳和初稿,但客户信任、审美判断与最终责任仍在我们手里。

我认识一位独立设计师林悦,她在上海为品牌做官网。她保留 AI 做竞品资料整理,却把最终文案和客户沟通留给自己。她跟我说:“机器帮我省两小时,但客户认的是我的判断。”这不是拒绝 AI,而是把决定权放回自己手里。

今天复刻:先做一次不用 AI 的小型对照

这件事不需要花钱:预算 0 元,时间约 90 分钟,技术门槛是能复制并比较两段工作结果。第一步,新建两份内容草稿,一份按原来的 AI 流程做,另一份完全手工;然后记录耗时、修改次数和客户收到后的反应。也可以请一位真实客户盲选,但先别收集敏感资料。我之前把“生成得快”直接当成“交付得好”,这个判断错得太快;AI 给出的句子很顺,却未必像你的店、你的人。旧工作流也保留着,必要时还能回去。现在不试也没事,先把手艺守住,比急着换工具重要。

按你的阶段,先分配不同责任

如果你刚起步:我会先让 AI 帮你列提纲、找资料,但客户可见的文案自己重写;每周只留一小时检查它有没有替你做决定。如果你有 1-2 个客户:我会做一个对照实验,记录每单节省的时间、返工次数和客户反馈,再决定哪些环节值得自动化。如果你正在扩规模:我会把 AI 放在资料整理、模板草拟等内部环节,同时明确谁审核、谁负责;涉及品牌表达和客户承诺时,不把最终责任交给系统。AI 可以成为助手,但别让它悄悄变成你的老板。