Quoting Bruce Schneier

AI 中文解读

Bruce Schneier发出警告：把写作全交给AI，等于让大脑停止锻炼。这位安全专家给学生的写作作业，目的从来不是产出政策备忘录，而是通过思考、草稿、修改、论证的过程来训练批判性思维。他把这些比喻成健身房的杠铃片——看似无用的重复练习，恰恰是塑造逻辑能力的关键。如果学生习惯用AI快速代笔，思维肌肉会逐渐退化，而雇主们已经注意到了这个问题。核心观点很清晰：有些任务用AI没问题，但当你用AI替代需要思考的学习过程时，你买到的只是成品，丢掉的是能力本身。对普通人来说，这提醒我们在工作和学习中要区分任务本质——如果是重复性的写作汇报，AI能当高效助手；但如果是为了理解问题、锻炼判断力，自己动手才是正解。就像数学课不让用计算器一样，有些练习的意义不在结果，而在过程。裁掉思维锻炼的人，最终受损的是自己未来的竞争力。

<blockquote cite="https://www.schneier.com/blog/archives/2026/07/should-you-use-ai-for-a-task-heres-a-simple-way-to-decide.html">The writing assignments I give my students are gym tasks, not work tasks. I ask them to write policy memos not because the world needs more policy memos. I assign them because the very act of writing, which includes thinking and outlining and drafting and editing, making and criticizing and revising arguments, will help develop the critical thinking skills they will need in their future careers. And without this constant mental exercise, those skills will atrophy. Employers are <a href="https://futurism.com/future-society/college-critical-thinking-ai">already noticing</a>.</blockquote> — <a href="https://www.schneier.com/blog/archives/2026/07/should-you-use-ai-for-a-task-heres-a-simple-way-to-decide.html">Bruce Schneier</a>, Should You Use AI for a Task? Here’s a Simple Way to Decide Tags: <a href="https://simonwillison.net/tags/ai-ethics">ai-ethics</a>, <a href="https://simonwillison.net/tags/writing">writing</a>, <a href="https://simonwillison.net/tags/ai-misuse">ai-misuse</a>, <a href="https://simonwillison.net/tags/generative-ai">generative-ai</a>, <a href="https://simonwillison.net/tags/bruce-schneier">bruce-schneier</a>, <a href="https://simonwillison.net/tags/ai">ai</a>, <a href="https://simonwillison.net/tags/llms">llms</a>