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A Plan To Stop Ai From Automating Our Decline
遏制人工智能自动化导致我们衰退的计划

2026-11-08 • TED Learning Garden
📝 Notes

这是一篇非常高质量、结构严谨、论证层次分明的演讲。从演讲技巧的角度来看,演讲者不仅在传递复杂的政策信息,更成功地建立了一个叙事(Narrative),从而调动了听众的情绪和参与感。

如果将这段演讲拆解成可供学习的技巧,主要集中在以下四个方面:结构构建、情绪渲染、论证技巧和语言运用。


🎤 核心演讲技巧总结 (The Core Skills)

1. 掌握“问题-危机-解决方案”的叙事结构 (Problem-Crisis-Solution Arc)

这是最显著的技巧。演讲没有一开始就讲方案,而是先营造了一个巨大的危机感,让听众感到焦虑,只有听到解决方案才能得到情绪上的释放。

  • 技巧分析:
    • 定义领域(The Status Quo): 先设定一个大家都认可的优秀基础(美国在AI上的优势)。
    • 抛出矛盾(The Conflict/Crisis): 提出一个更大的、更危险的威胁(若不解决劳动力问题,科技优势也会带来“衰退自动化”的风险)。
    • 提供蓝图(The Solution): 提出一套复杂的、可行的、具体的(但又开放的)解决路径,将听众的注意力从“危机”转移到“行动”。
    • (学习点): 永远不要直接开始讲你的结论。先让听众感受到“为什么这个主题很重要”和“为什么现状是不可持续的”。

2. 结合“个人经历”和“宏大叙事”进行平衡 (Personal Anecdotes & Grand Scale)

演讲者没有将自己定位成一个高高在上的政策制定者,而是通过个人的经历来建立信任和共鸣。

  • 技巧分析:
    • 使用个人故事(Pathos/情感): 讲述自己父亲经历工厂关闭的例子(“我亲眼目睹了…”)。这个小故事立刻将宏大的“经济转型”概念,拉回到观众能理解的、关于“一家人失去生计”的痛点上。
    • 建立权威和共鸣(Ethos/信誉): 通过回顾自己“前州长和商务部长”的经历,增强了其发言的官方权威性;通过讲述个人故事,则增加了情感上的可信度。
    • (学习点): 当你需要讨论一个抽象、复杂的概念时,请找到一个具体的、有情感冲击的小故事来作为引子或插曲。

3. 运用“反驳/驳论”技巧来强化主张 (Anticipating and Refuting Counterarguments)

优秀的演讲者不会只说“我主张A”,他们会预判听众会说“不,您应该做B”,然后直接回答并否定这个选项。

  • 技巧分析:
    • 演讲者明确提到了两种流行的、但错误的解决方案:“慢AI”、“停止AI、过度监管AI”和“全民基本收入(UBI)”。
    • 每提到一个,他都会快速、果断地驳回,并给出理由(“这是个糟糕的主意”,“这也是个糟糕的主意”)。
    • 好处: 这种方式让听众感觉演讲者是全面且深入思考的,提高了其观点的不可动摇性。
    • (学习点): 预设你的核心观点,然后列出听众可能提出的三个反对意见,并分别进行拆解和否定。

4. 语言的节奏和张力控制 (Pacing and Rhetoric)

演讲的语言非常擅长营造张力,并通过提问和呼吁来与听众互动。

  • 技巧分析:
    • 设置悬念和提问(Rhetorical Questions): “我们真的准备好了吗?”、“我们应该如何做?”这些问题引导听众主动思考,让听众成为思考的参与者,而非单纯的接收者。
    • 使用强烈的排比和列表(Parallelism/Listing): 列举一系列元素(“能源”、“最好的芯片”、“最具创新性的AI公司”、“最好的模型”,但不够)。这种排比增强了信息的密度和震撼力。
    • 最后的号召(Call to Action): 演讲没有以总结结束,而是以一个充满力量的号召结束(“让我们开始工作”)。这给听众留下了一个清晰的、积极的行动目标,使演讲具有极强的目的性。

💡 快速行动指南(你可以如何运用)

技巧名称目标效果如何实践?
结构上:危机-解决方案制造紧迫感,提高听众的关注度。不要从结论开始。先花20%的时间描述“现状的不完美”或“即将到来的危机”。
论证上:排除万难确保自己的观点稳固,听众无法质疑。预判听众提出的两个或三个最佳反对意见,然后直接在演讲中将其击破。
情绪上:共情链接避免将演讲变成冷冰冰的学术报告。将最复杂的概念,通过一个简短的个人经历(如家庭、金钱、身份的损失),与听众的情感挂钩。
语言上:简洁有力确保你的核心信息不会淹没在复杂的政策中。总结观点时,使用三点论或排比结构,并用强烈的动词(如:重建、重塑、加速)来代替平庸的名词。
🖊 双语精读 (Bilingual Transcript)
0:00.797
What will it take for America to lead the global AI competition?
美国需要什么才能在全球人工 智能竞争中处于领先地位?
0:07.604
Now we all know we’ll need plentiful energy, the best chips, the most innovative AI companies, the best models. But I argue that's not nearly enough. Because if we're the best in the world at those things, but we've displaced millions of American workers, then we're going to lose the global AI race.
现在我们都知道我们需要充足的 能量、最好的芯片、 最具创新性的人工 智能公司、最好的模型。 但我认为,这还远远不够。 因为如果我们在这些 方面是世界上最好的, 但我们已经使数百万美国工人流离失所, 那么我们就会输掉全球人工智能竞赛。
innovative ˈinəuveitiv
a.=innovatory,革新的;革新主义的;新颖的;创新的
0:28.592
In fact, we will have automated our decline. Because recessions, social unrest, political upheaval, those will weaken our country, our politics and our economy. And ultimately, I believe, I know, they will lead to excessive, burdensome regulation of AI that will slow and stop and hinder AI innovation.
实际上, 我们将自动下跌。 因为衰退、社会动荡、 政治动荡将削弱 我们的国家、政治和经济。 我相信,最终,它们 将导致对人工智能的过度 而繁琐的监管,这将减缓、 阻止和阻碍人工智能创新。
recessions riˈseʃən
n.退,引退;凹处;经济萧条
upheaval ʌpˈhiːvəl
n.动乱;举起;地壳隆起;剧变
excessive ikˈsesiv
a.过多的,过分的,过度的,极端的
0:56.587
The reality is the United States can't lead the world in technological innovation if it's failing its people at home. We need a technology strategy and a human capital strategy, because the only way to truly win the long-term AI race is to lead in the technology and to have a plan that brings everybody along to an AI economy.
现实情况是,如果美国让国内人民失望, 它就无法在技术 创新方面处于世界领先地位。 我们需要一项技术战略 和一项人力资本战略, 因为真正赢得长期 人工智能竞赛的唯一途径 是引领技术, 制定一项让所有人融入 人工智能经济的计划。
1:26.283
Now I think it’s incredibly exciting to think about what a well-trained individual can do with AI. Think about how much more productive and creative we'll all be and how many new businesses will be created. And I'm optimistic because history shows every time we create a new technology, it does create new jobs, new industries, new products, new services. Over time, with some time. And I'm confident that that will happen again, this time with AI. With time.
现在我认为,想一 想一个训练有素的人能用人工 智能做什么,真是令人兴奋。 想想我们所有人的生产 力和创造力将提高多少, 以及将创建多少新企业。 我很乐观,因为历史表明, 每当我们创造一项新技术时, 它确实会创造新的就业机会、 新产业、新产品、新服务。 随着时间的推移,一段时间。 而且我相信这种情况会再次发生, 这次是人工智能。 随着时间的推移。
2:05.055
So what I'm worried about is the near-term disruption to workers as we transition from here to an AI economy. Because, I know this as a former governor and secretary of commerce, America's workforce and career transition systems weren't built for this moment. Some people estimate tens of millions of American workers are in AI-vulnerable jobs. All kinds of jobs, people of every age, geography, income, level of education. We are not prepared for this transition. And Americans know it.
因此,我担心的是, 随着我们从这里向人工智能经济过渡, 短期内员工会受到干扰。 因为,作为前州长和商务部长, 我知道这一点, 美国的劳动力和职业过渡体系 不是为这一刻建立的。 有人估计,数千万美国工人从事 人工智能脆弱的工作。 各种各样的工作, 各个年龄、地域、收入、教育水平的人。 我们没有为这种过渡做好准备。 美国人知道这一点。
commerce ˈkɔməːs
n.贸易;社交;应酬;商业;交际
2:47.164
I was at a bar the other night watching NCAA basketball. Huge University of Michigan fan. And it's all -- Go Blue! It's all everybody was talking about. It's all the chatter. "What are you going to do when you lose your job to AI?" "I'm so bummed, I'm paying all this money for tuition for my kids in college. Are they going to have a job when they're done?"
前几天晚上我在酒吧 看 NCAA 篮球。 我是密歇根大学的 忠实粉丝,仅此而已 Go Blue! 这是所有人在谈论的全部。 都是闲聊。 “当你因人工智能失业时你会做什么?” “我太沮丧了,我把所有这些 钱都付给孩子上大学。 他们完成后会有工作吗?”
bum bʌm
n.游手好闲者;臀部 a.廉价的;残废的;不愉快的 vi.作嗡嗡声;嗡嗡的响;游荡;乞讨
3:08.552
Americans are anxious for a reason, and we owe them more than empathy. We owe them a plan, we owe them action. And so far, I'm not hearing a lot of good solutions. There’s the slow AI, stop AI, overregulate AI crowd. It's a bad idea. It denies Americans the promise of AI, and China will pull ahead. And then there's the universal basic income crowd. That's also a bad idea. Every one of you know, a job is more than a paycheck. It's dignity, it's purpose, it's pride. Without purposeful work, a society unravels.
美国人的焦虑是有原因的, 我们欠他们的不仅仅是同情。 我们欠他们一个计划, 我们应该他们采取行动。 到目前为止,我还没有 听到很多好的解决方案。 有缓慢的人工智能, 停止人工智能,过度监管人工智能人群。 这是个坏主意。 它剥夺了美国人对人工智能的承诺, 中国将向前迈进。 还有全民基本收入人群。 这也是一个坏主意。 你们每个人都知道, 一份工作不仅仅是一份薪水。 这是尊严,是目的,是自豪。 没有有针对性的工作,社会就会瓦解。
📝 My Note
事实上,中国也处于同种境地。应该说的是,全世界都处在这样的困境中。
unravels ʌnˈrævəl
vt.解开,理出头绪;答案,解答,阐明 vi.松开,解开
3:48.291
So what are the elements of an effective transition plan? Unfortunately, as I stand here today, I don't know the exact details, But here's what I do know. I know it's rooted in a new grand bargain between government and business. I know it means tearing down the wall we've had for so long between school and jobs, and I know industry, every company needs to help lead the transition. And here is what I know more than anything else. I know if we are determined, we can make it happen.
那么,有效的过渡计划的要素是什么? 不幸的是,当我今天站在这里时, 我不知道确切的细节, 但这就是我所知道的。 我知道这源于政府 与企业之间新的大协议。 我知道这意味着要拆除我们在学校和工作 之间长期存在的隔墙, 而且我知道行业, 每家公司都需要帮助引领过渡。 这是我最了解的。 我知道如果我们下定决心, 我们就能实现这一目标。
4:29.266
At a minimum, we need massive changes in both our workforce training system and our career transition support system. In an effective workforce training system, employers define where work is today, what skills are needed, where it’s going. And then schools and government training programs prepare people to get there. That is not what we have today. Today, in our country, we spend hundreds of billions of dollars to incentivize enrollment in college -- without regard to whether people get a degree, the skills they need for a job or a job. The truth is, and you all know this, government and schools don't know the skills employers need today or will need tomorrow. Industry has the most accurate and dynamic view.
至少,我们需要对劳动力培训体系和职业 过渡支持系统进行重大改革。 在有效的劳动力培训体系中, 雇主定义当今的工作方向, 需要什么技能,去哪里。 然后,学校和政府培训计划让 人们做好了实现目标的准备。 这不是我们今天所拥有的。 今天,在我国, 我们花费数千亿美元来激励大学入学, 无论人们是否获得学位、 工作或工作所需的技能。 事实是,你们都知道这一点, 政府和学校不知道雇主今天需要 或明天需要的技能。 行业拥有最准确、最动态的视角。
incentivize /ɪnˈsentɪvaɪz/
v. 有奖鼓励,激励
5:20.884
By the way, I’ve seen this be successful as governor and secretary of commerce. When TSMC decided to expand manufacturing of chips in America, they told us what they needed. They needed skilled electrical engineers and equipment operators. So we got to work. We designed with them, with community college, with certificate initiatives, accelerated certificate programs and apprenticeships tailored to the company's needs. Today, TSMC is thriving in Arizona, making leading-edge AI chips at scale for the first time in America's history.
顺便说一句,作为州长和商务部长, 我已经看到这是成功的。 当台积电 决定扩大在美国的芯片制造时,他们告诉 我们他们需要什么。 他们需要熟练的电气工程师和设备 操作员。 所以我们得去工作 我们与他们一起设计, 与社区学院合作, 提供根据公司需求量身定制的证书计划、 加速证书计划和学徒制。 如今,台积电在亚利桑那州 蓬勃发展,在美国历史上首次大 规模生产领先的人工智能芯片。
commerce ˈkɔməːs
n.贸易;社交;应酬;商业;交际
apprenticeship əˈprentisʃip
n.学徒(徒弟)身份;(见习)年限;训练;训练期(见习);学徒期间
6:05.695
(Applause)
(掌声)
6:11.067
Another problem with our current system is it's a one-and-done system. You graduate high school, you go to college, you're done with your education. That isn't going to work in an AI economy. All of us, all of us, will have to learn new skills because our jobs will be constantly changing over the course of a career.
我们当前系统的另一个问题 是它是一个一劳永逸的系统。 你高中毕业,上大学, 完成学业。 这在人工智能经济中是行不通的。 我们所有人,所有人, 都必须学习新技能, 因为我们的工作将在职业 生涯中不断变化。
6:30.487
Let's be honest, most people learn most of the skills that they use in their job every day on the job. Yeah? So why don't we have more effective, affordable, flexible options at scale so people can earn while they learn continuously over the course of a career?
说实话,大多数人每天 在工作中都会学到他们在工作中 使用的大部分技能。 是吗? 那么,为什么我们不大规模提供 更有效、更实惠、更灵活的选择, 让人们可以在职业生涯中 不断学习的同时赚钱呢?
6:54.044
A good friend of mine's husband recently lost his job in IT. Super smart guy in his late 30s. So he spent a long time trying to figure out a job that excited him, that he thought was an AI-resilient career path. He finally found a job in the HVAC industry. He was psyched for it. He spent a lot of time looking for a training program in his area. He found one that he could get into. It took a year, over a year actually, cost money, and he wouldn't be paid for a year. Who can go a year without a salary?
我丈夫的一个好朋友 最近失业了 IT 工作。 30多岁的超级聪明人。因此, 他花了很长时间试图找到 一份令他兴奋的工作,他 认为这是一条适应人工智能的职业道路。 他终于在暖通空调行业找到了一份工作。 他为此感到兴奋。 他花了很多时间在他所 在的地区寻找培训计划。 他找到了一个可以进去的。 花了一年,实际上是一年多, 花了钱, 而且他一年都得不到报酬。 谁能不带薪水一年?
psyched /saɪkt/
adj. <非正式>兴奋的,激动的;热情高涨的
7:31.848
Now look, I know, I’ve seen it, there is a lot of really excellent innovation out there around employer-led worker training, apprenticeships, co-ops and college. But here's the reality. All of those efforts are a tiny portion of America's post-high school system. They ought to be the system. They ought to be the norm and not the exception. And there should be no stigma for going that path.
现在你看,我知道, 我已经看过了,围绕雇主 主导的员工培训、学徒制、 合作社和大学, 有很多非常优秀的创新。 但这是现实。 所有这些努力只是美国高中后 系统的一小部分。 它们应该是系统。 它们应该成为常态,而不是例外。 而且不应该因为走这条路而蒙受耻辱。
apprenticeship əˈprentisʃip
n.学徒(徒弟)身份;(见习)年限;训练;训练期(见习);学徒期间
stigma ˈstigmə
n.耻辱,瑕疵;污名;特征;眼点;烙印
8:06.483
OK, now, the reality is it's going to take more than just new workforce training system if we're going to get through this economic transition, because we also have to provide support for people as AI changes their jobs. And unfortunately, today in the US, our primary career transition support system is unemployment insurance. It was created 100 years ago in a different time where people had a single job in a single industry for decades. It does nothing to support people getting new training, starting a new business, entering a new field. And actually, I know this from being governor, it doesn't provide nearly enough income support for middle-class wage earners, let alone high-income earners.
好吧,现在,现实情况是, 如果我们要度过这次经济转型,需要的 不仅仅是新的劳动力培训体系, 因为随着人工智能换工作, 我们还必须为人们提供支持。 不幸的是,今天在美国, 我们的主要职业过渡支持 体系是失业保险。它创建 于 100 年前,一个不同的时代, 几十年来,人们在同 一个行业中只有一份工作。 它对支持人们接受新培训、 创办新企业、进入新领域无济于事。 实际上,我在担任州长时就知道了 这一点,它无法为中产阶级的工薪 阶层提供几乎足够的收入支持, 更不用说高收入者了。
governor ˈgʌvənə
n.统治者;总督;省长;美国州长;调速机;管辖者;支配者
8:50.627
So in addition to unemployment benefits, why don't we offer temporary wage support to get workers back into the workforce quickly by topping up their salary, if they take a pay cut to enter a new field?
那么,除了失业救济金之外, 如果工人减薪进入新领域, 为什么我们不提供临时工资支持, 通过增加工资来快速重返劳动力队伍呢?
9:06.643
By the way, one of the reasons I'm excited about AI is I think it'll make starting a business easier than ever. So why don't we look at a program of self-employment assistance to support workers while they start a new business?
人工智能 感到兴奋的原因之一 是我认为它将使创业 比以往任何时候都更容易。 那么,为什么我们不 考虑一项自雇援助计划 来支持员工创办新企业呢?
9:22.192
So let's say we do all this. Let's say we are determined, creative, and we do all this. What might it look like? Imagine a 45-year-old woman. She's been an accountant for 15 years, closing the books. She's got two kids, a pile of bills and a mortgage. Pretty typical. Last week she was told she's losing her job because it's being automated. Today, in our system, if she's lucky, she'd get a retraining brochure and two weeks' severance. There's over a million accountants in America. In a better system, her company would be incentivized to allow her to start retraining months before she's laid off. Maybe she gets a short-term credential to learn a higher-value skill. It puts her in a position to get redeployed at that company if the company is committed to redeployment. And if she needs it, maybe she could collect temporary wage insurance to top up her income to make up the difference between her old job and her new job salary.
因此,假设我们做了所有这些。 我们有决心、 创造力,一切都是我们做的。 它会是什么样子? 想象一下一位45岁的女性。 她当会计师已有15年了,结账了。 她有两个孩子, 一堆账单和抵押贷款。 很典型。 上周她被告知她失业是 因为工作是自动化的。 今天,在我们的系统中, 如果幸运的话, 她会得到一份再培训 手册和两周的遣散费。 美国有超过一百万的会计师。 在更好的系统中, 她的公司会被激励允许她在被解雇前 几个月开始再培训。 也许她能获得短期 资格来学习更高价值的技能。 如果该公司承诺进行重新部署, 这使她能够被调到该公司。 而且,如果她 需要的话,也许她可以领取临时 工资保险来补充 收入,以弥补原工作和新 工作薪水之间的差额。
mortgage ˈmɔːgidʒ
n.抵押;抵押权;抵押单;抵押证明;债权 vt.抵押;投注
brochure brɔˈʃuə
n.小册子;说明书
severance ˈsevərəns
n.分离,断绝,隔离;切断,隔断;契约解除
10:29.392
So how are we going to do this? How do we get there? Incentives, innovation and urgency. First, the government needs to fund schools and training programs on their outcomes.
那么我们该怎么做呢? 我们如何 到达那里?激励、创新和紧迫性。 首先,政府需要根据学校的成果为学校 和培训计划提供资金。
10:45.708
(Laughter)
(笑声)
10:46.876
How about that?
那怎么样?
10:48.077
(Applause)
(掌声)
10:49.445
They shouldn't just get the money because people show up and enroll. They need to be funded based upon whether people get good skills and actually get a job. Incentives need to change for businesses as well. Right now, the incentives are such that a company lays a lot of people off today, and their stock price surges tomorrow. It is too easy to hit the “easy button” of layoffs. Companies need different incentives. Quite frankly, we need a new system where it's more expensive to abandon workers than to retrain them.
他们不应该因为人们 出现和报名就拿到钱。 他们需要根据人们是否 掌握了良好的技能并真正 找到了工作来获得资金。 企业的激励措施也需要改变。 目前,激励措施如此之多, 以至于一家公司今天裁员很多人, 明天他们的股价就会飙升。 按下裁员的 “简易按钮” 太容易了。 公司需要不同的激励措施。 坦率地说,我们需要一个新系统, 在这种系统中,抛弃员工比对他们 进行再培训的成本更高。
11:31.087
(Applause)
(掌声)
11:34.224
We all respond to incentives. How about we pilot tax credits or other economic incentives that reward companies for worker redeployment, for entry-level hiring, for reinvesting AI productivity gains into new jobs? We have spent decades, if not longer, perfecting the incentives for investing in machines. We need to do the same so companies invest in people.
我们都对激励措施做出回应。 我们试点税收抵免或其他 经济激励措施来奖励公司 重新部署员工、招聘入门级、 将人工智能生产 率的提高再投资于新工作岗位怎么样? 我们花了数十年,甚至更长的时间 来完善投资机器的激励措施。 我们需要像公司一样投资人。
12:03.486
And here's the reality. It's in all of our interests to have a smooth transition to an AI economy. It isn't business versus workers. Nobody benefits with the recession, excessive AI regulations, social unrest and political violence and divisiveness. By the way, it's in everyone's benefit to reach this exciting potential of AI innovation. It’s not corporate charity to do this. Last time I checked, agents didn't walk into the store and buy things. Humans do that. And they need money in their pocket to do it.
这就是现实。 顺利过渡到人工 智能经济符合我们所有人的利益。 这不是企业与员工。 没有人能从经济衰退、 过度的人工智能监管、 社会动荡以及政治暴力和分裂中受益。 顺便说一句,发掘人工智能 创新的这种令人兴奋的潜力 对每个人都有好处。 这样做不是企业慈善机构。 我上次查看时, 代理商没有走进商店买东西。 人类就是这样做的。 而且他们需要口袋 里的钱才能做到这一点。
divisiveness /dɪˈvaɪsɪvnəs/
n. 分歧;不和
12:40.723
So it turns out America has seen a similar movie to this before, when we didn't plan for an economic transition, and by the way, it didn't end well. It happened when American companies moved their manufacturing overseas, mostly to Asia, chasing cheaper labor, and millions of Americans lost their jobs. And a lot of communities were crushed. How do I know this? Because I lived through it.
因此,事实证明, 美国以前看过一部类似的电影, 当时我们没有为经济转型做计划, 顺便说一句,结局并不顺利。 当美国公司将制造业转移到海外( 主要是亚洲),追逐更便宜的劳动力, 数百万美国人失业时, 就发生了这种情况。 而且很多社区都被摧毁了。 我怎么知道的? 因为我经历过了。
13:07.183
In the early '80s, when the Bulova watch factory closed, my dad lost the only career he’d ever known after devoting almost 30 years of his life to the job. One job, one company, one identity. Gone. Here's the thing, he was 56. He still needed a job. He still needed to work. My dad was a smart guy. He understood the economics of outsourcing to China, and he knew it would help some American businesses grow faster and add new jobs. But he and all of his buddies still needed a bridge to another chapter of work. And there wasn't one. I mean, after a lot of pain and bitterness on his part, my family got through it. But the truth of it is, my country paid a huge price for that poorly planned transition. In fact, I argue, 30 years later, we're still paying a price for that poorly planned transition in the form of increasingly divisive, dysfunctional, violent politics. Now --
在 80 年代初 当宝路华钟表厂关闭时, 我父亲失去了他一 生中将近 30 年的职业生涯。 一份工作,一个公司,一个身份。 不见了。 问题是,他当时 56 岁。 他仍需要一份工作。 他还需要工作。 我爸是个聪明人。 他了解向中国外包的经济学, 也知道这将帮助一些美国企业更快地 增长并增加新的就业机会。 但是他和他的所有伙伴仍然需要一座通往 工作新篇章的桥梁。 而且没有。 我的意思是,在他 经历了很多痛苦和痛苦之后, 我的家人度过了难关。 但事实是, 我国为这种计划 不周的过渡付出了巨大的代价。 事实上,我认为,30年后, 我们仍在为这种计划不周的过渡 付出代价,其形式是越来越分裂、 功能失调、暴力的政治。 现在——
divisive dəˈvaisiv
a.区分的;引起分裂的;不和的
14:15.218
(Applause)
(掌声)
14:19.489
Think about this. At that time, it was a few million Americans who lost their jobs. Some say two million, some say three million.
想想这个。 当时, 有几百万美国人失业。 有人说两百万,有人说三百万。
14:34.337
Let's resolve right here, right now to do it differently this time. Here's good news. History also shows that when the stakes are high enough, America reinvents. After World War II, record public investment and research seeded new industries. COVID accelerated growth in clean energy, in health care. AI is a 100-year technology and needs a 100-year response so that all Americans can reap the benefits of an AI economy.
现在,让我们下定决心, 以不同的方式做这件事。 这是个好消息。 历史还表明, 当赌注足够高时, 美国就会进行重塑。 第二次世界大战后, 创纪录的公共投资和研究培 育了新产业。 COVID加速了清洁能源和医疗保健 领域的增长。 人工智能是一项百年的技术, 需要 百年的应对措施, 这样所有美国人才能从人工 智能经济中受益。
reap riːp
vt.收割;收获;从…收割谷物;努力获得 vi.收割;获得(报酬)
15:11.073
Why am I optimistic? Because if we're a country that can design the best chips in the world, create the best models in the world and spend trillions of dollars to build out our AI infrastructure, then we're up to this challenge. Because here's the reality. And you know this. Our future isn't predetermined. It's ours to create. It's why you're all here. So let's get to work.
我为什么乐观? 因为如果我们是一个能够 设计世界上最好的芯片、 创造世界上最好的模型并 花费数万亿美元来建设 我们的人工智能基础设施的国家,那么 我们就做好了应对这一挑战的准备。 因为这是现实。 而且你知道这一点。 我们的未来不是预先确定的。 这是我们的创造。这就是 为什么你们都在这里。 因此,让我们开始工作吧。
15:42.071
Thank you.
谢谢。
15:43.239
(Applause)
(掌声)
✨ 核心思想提炼 (AI Summary)

演讲的核心观点是,美国若想在全球人工智能竞争中保持领先地位,仅靠先进的技术(芯片、模型等)是远远不够的。更关键的是必须制定“技术战略”与“人力资本战略”相结合的整体方案,解决技术进步带来的大规模失业问题,确保社会结构和劳动力能够平稳过渡到AI经济,从而实现可持续的创新和发展。

AI时代的核心挑战:技术优势与社会衰退的矛盾

  • 仅仅拥有最先进的AI技术优势不足以确保国家领先,如果技术发展导致数百万工人失业,国家将面临经济衰退和社会动荡。
  • 失业引发的社会不稳定和政治动荡,最终将导致过度且繁重的AI监管,从而扼杀创新,使美国失去全球竞争能力。
  • 长期的胜利依赖于双轨制:在技术上领先,同时必须制定出一条让所有人参与到AI经济中的路径。

构建有效的转型计划:打破教育与职场的壁垒

  • 当前的劳动力培训和职业过渡系统未能应对AI时代瞬息万变的挑战,数千万美国工人处于AI高风险岗位。
  • 一个有效的转型计划需要建立政府、企业和教育机构之间的“新宏大契约”,打破长期以来学校和工作岗位之间的壁垒,让产业部门主导转型。
  • 必须推行持续终身学习模式,不能再是“一次性教育”。需要提供灵活、可负担的学习机会,让人们在工作和学习中同步成长,而不是等到失业再进行学习。

实现平稳过渡的制度优化与激励机制

  • 当前的失业保险体系已经过时,无法为接受再培训、创业或进入新领域的人员提供足够的收入支持。
  • 需要引入制度优化,例如为工人提供暂时的工资支持,以弥补其进入新领域时的收入损失,并设立自雇创业辅助计划。
  • 从激励机制上进行改革:政府应根据培训成果和实际就业情况(而非仅入学率)进行拨款;企业需要新的激励措施,使“重新培训员工”的成本低于“大规模裁员”的成本,鼓励企业将AI的生产力提升投入到员工再就业中。
✦
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