2026年科技趋势:全球就业市场、地缘政治分化与AI新纪元 TechButMakeItReal 2025-12-10

2025年回顾与2026年展望

大家好,这是2025年的最后一个月,也是我们今年的最后一期视频。过去的一年真是跌宕起伏,科技领域既有令人兴奋的进展,也有一些不那么如意的地方,但总而言之,这是一个充满活力的时代。在今年的最后一期视频中,我想展望未来,看看前方有哪些新动向。请坐好,泡杯茶,我们将一起探讨全球性的议题:全球就业市场、地缘政治对科技行业的影响、明年的新热词,以及2026年的AI主题。

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Hey guys, it's the last month of the year and our last video of 2025. It's been one hell of a year and for tech some things were exciting, some maybe not so much, but what a time to be alive. So, in our last video of this year, I want to look ahead and see what's around the corner. So, have a seat, grab a cup of tea. We'll be talking about all things global. Global job market, geopolitical influence on the tech industry, the new buzzwords of the next year, and the AI theme of 2026.

频道一周年特别预告

在深入探讨之前,有一个快速的公告。我们的频道即将在几天后迎来一周岁生日,届时我们将发布圣诞特别节目,介绍频道幕后的故事。如果你好奇在拥有全职工作的同时运营一个YouTube频道需要付出什么,包括成本、制作流程,以及我的生活在过去一年里发生了怎样的变化,请随时订阅并开启提醒,以免错过。现在,今年最后一次,让我们开始吧。

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Before we dive in, a quick announcement. Our channel is turning one in a few days, and we will be releasing our Christmas special about what's going on behind the scenes. If you're curious to know what it takes to run a YouTube channel while having a full-time job, how much it costs, what the production process looks like, and how my life has changed over the past year, feel free to subscribe and get a reminder so that you don't miss it. And now, for the last time this year, let's dive in.

全球就业市场:动荡后的新常态

那么,在全球经历了3年的前所未有的动荡之后,就业市场现状如何?我们并未朝着疫情前(prepandemic)的模式发展,也远未回到2021年的状态。裁员的规模依然居高不下,需求集中在特定领域,即使有任何反弹,也仅发生在行业特定和技能特定的领域。我记得在2024年末、2025年初,许多我长期关注的、非常权威的媒体资源都在说,新一轮的机会即将来临,市场正在回暖,我们将看到海量的机会,它们随时都会出现。但现在回想起来,我意识到很多这种说法来自于职业教练以及那些试图在任何市场、任何经济环境下推销就业机会的人。我当时就持怀疑态度,因为在实际感受上,并没有任何迹象表明市场正在好转。情况肯定不是灾难性的,但我无法说我注意到了任何显著的变化或改善。唯一算得上明显的是,大规模裁员的情况不再那么普遍了。所以,现在是时候回顾一下,并思考这些预测是否真的实现了。

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So what's happening with the job market after 3 years of unbelievable turbulence globally? We are not trending towards prepandemic. We are nowhere near back to 2021. The layoffs are still very much elevated. The demand is concentrated in pockets and if there are any rebounds, they're happening in sector specific and skillspecific industries. I remember how in late 2024, early 25, there were a lot of talks from very reputable media resources that I have been following for many years and they were saying that a new wave of opportunities is just around the corner. That the market is picking up and that we'll be seeing an ocean of opportunities. They're coming any day now. But now going back, I'm realizing that a lot of it was coming from career coaches and people who sell the idea of getting a job in any market and in any economy. I remember being skeptical even back then because on the ground it did not feel like anything was picking up.

各地区就业市场分析

我查阅了一些数据。2025年的科技行业裁员人数与2024年持平,甚至略有超出。我之所以说持平或超出,是因为根据不同的数据来源,存在细微的差异。但可以肯定的是,裁员人数绝对没有下降。从积极的一面来看,情况肯定比2023年的高峰要好。现在,让我们按地区逐一分析全球的趋势。

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It definitely wasn't disastrous, but I cannot say that I noticed any significant changes or improvements. The only thing that was kind of noticeable is that the mass layoffs were not as common. So now it's a good time to kind of look back and think about it in retrospect and see whether those predictions actually came true. So I looked up some data. Tech layoffs in 2025 matched or even slightly exceeded 2024 levels. The reason I'm saying they matched or exceeded is because there is a slight variation in terms of data depending on which source you're looking at. But what I can say with certainty is that they're definitely not lower. On the positive side, there are definitely better than the 2023 peak. So, let's go region by region and study the trends across the world.

美国:中间层“空心化”与近岸外包

首先是美国。2026年美国就业市场的核心主题是“中间层空心化”(hollow middle)。2025年最大的趋势,并将持续到明年,是近岸外包(nearshoring,指将业务外包到地理位置相近的国家或地区)以取代高成本的本地员工。出于显而易见的原因,对美国而言,近岸外包发生在拉丁美洲。美国正在经历一种“哑铃效应”(barbell effect):他们大量裁减位于美国的中层管理人员(middle management),但另一方面,为首席架构师(principal architects)、资深工程师(staff engineers)、项目组长(group PMs)或任何首席级别(principal role)的职位提供的薪资有时已超出合理范围。我作为一名项目经理(PM),深有体会。而入门级市场则常常被外包给墨西哥或巴西。

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Starting with the United States, the theme of the 2026 job market in the US is the hollow middle. The biggest trend of 2025 that will continue into the next year is replacing highcost local headcount with nearshore labor. And for obvious reasons for the United States, the nearshoring happens in Latin America. What US is seeing is the barbell effect. They're cutting a lot of middle management based in the US. But on the other hand, the money being offered for principal architects, staff engineers, group PMs, or any kind of principal role is sometimes beyond reasonable. And I'm saying this as a PM. And then the entry-level market is often just outsourced to Mexico or Brazil.

或许我应该修正一下。这可能不是哑铃效应,而更像一个“壶铃效应”(kettlebell effect)。我们看到,即使是产品工程或研发人才,那些倾向于保留在公司内部的高级职位,也往往与战略和业务紧密相关。这些职位很难外包,因为当你在某个市场生活时,你会理解其商业和市场背景,以及那些无法通过Zoom教学的文化细微差别。我想表达的观点是,对于一名高级工程师来说,仅仅会编码是不够的。除非你与业务和战略决策挂钩,否则你很可能被一位在哥伦比亚拥有同等技能水平、同处一个时区的工程师所取代。

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So, actually, let me take it back. Maybe it's not a barbell after all. It's more of a kettle bell so to say. What we're seeing is that even for product engineering or R&D talent, the senior roles that tend to stay inhouse are the ones that are tied to strategy and business. Something that would be really difficult to outsource because there is a lot of business and market context that you understand when you live in that market as well as the cultural nuance that you just can't teach over Zoom. The point I'm trying to make is that for a senior level engineer, for example, coding is not enough. Unless you're tied to business and strategic decisions, you can very much be replaced by an engineer in Colombia with the same skill level in the same time zone.

加拿大:近岸外包与选择性招聘

再来看看加拿大。无论你从事什么职业,无论是编码、产品、营销还是人力资源,总会遇到需要处理文档(documentation)的环节。作为一名项目经理,我每个月都要写功能规格说明书(feature specs)。问题是,人们不喜欢阅读这些文档,而整个团队的工作有时会因此被忽视,因为看到实际建成的产品比阅读三页文字要容易得多。于是我想到,为什么我不开发一个应用程序,将我的功能规格说明书转化为精美的落地页(landing pages)呢?这样,无论是对我还是对我的客户,都不会再有痛苦,人们也会对我的团队所建成的成果感到兴奋。让我们现在就开始吧。看我一分钟内如何完成。我打开了UWare,描述了我想要的功能:为产品经理构建一个功能规格可视化工具,将功能规格转化为新产品功能的落地页。我添加了一些关于规格、线框图以及我想要的外观的细节。最后加上一个行动号召(CTA),比如“可视化”并创建页面。然后我的笔记本电脑就没电了,它需要圣诞假期。没问题,我将切换到手机继续操作。好的,让我们来测试一下。我正在发布的功能是高级搜索过滤器(advanced search filters)。用户现在可以通过日期范围、类别和自定义标签来过滤搜索结果。这一切都让查找特定内容的速度提高了10倍。

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Moving on to Canada. No matter what you do for a living, be it coding, product, marketing, or HR, at some point you get to experience the beautiful world of documentation. And as a PM, I have to write feature specs every single month. The problem is people don't like reading feature specs and the work of the whole team sometimes goes unseen because it's a lot easier to see what was built, not read three pages of text. So I thought, why don't I build an app that will turn my feature specs into beautiful landing pages, so neither myself nor my customers have to suffer and people will actually be excited about what my team has built. Let's do it together right now. Watch me do it in a minute. I'm opening UWare and just describing what I want. Build a feature spec visualizer for product managers to convert feature specs into a landing page for a new product feature. Adding some details here around the specs around the wireframe and how I want this to look like. And finishing it off with a CTA. Let's call it, I don't know, for example, visualize. And create the page. And my laptop dies now because it needs a Christmas break. Not a problem. I'm going to move to my phone and continue from there. All right, let's test it. The feature that I'm launching is advanced search filters. The users can now filter search results by date range, category, and custom tags. All of this makes finding specific content 10 times faster.

太棒了!它直接将我的功能规格说明书转化成了一个落地页。再试一个。我正在发布一个暗黑模式切换器(dark mode toggle)。用户现在可以在设置中切换亮色和暗色主题。它位于偏好设置下的外观选项中。这可以减少眼部疲劳,并节省移动设备的电池。现在,我的客户不必再阅读长篇大论的文字,他们可以实际看到有什么新功能以及已经完成了什么。而且我可以立即发布和分享。我不需要担心托管、部署或设置。最棒的是,这一切都在几分钟内完成。快来亲自体验UWare吧。链接在描述中。无需编写一行代码即可将您的想法转化为应用程序。非常感谢UWare赞助本节。

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Okay, that's actually sick. It just turned my feature spec into a landing page for my feature. Let's try another one. I am launching a dark mode toggle. Users can now switch between light and dark themes in settings. It is located under preferences and then appearance. And it reduces the ice strain and saves battery on mobile devices. And now instead of making my customers read pages and pages of text, they can actually see what's new and what was built. And I can publish and share this instantly. I don't need to worry about hosting, deployment, or setup. And the best part is that all of it was built in minutes. Try UWare yourself. Link is in the description. Turn your ideas into apps without writing a single line of code. Huge thanks to UWare for sponsoring this section.

2026年加拿大就业市场的核心主题将是近岸外包加上选择性招聘。在加拿大,目前有工作的人数实际上是持平或略有上升的。这意味着危机主要存在于招聘端。如果你有工作,你很可能很安全,虽然不是绝对保证,但可能性很大。但如果你正在找工作,那将相当艰难。高级职位的招聘数量略有上升,而初级职位的招聘数量下降了25%。这与专家市场(expert market)的趋势相符。所以,回到今年早些时候的那些预测。是的,机会是存在的,招聘也在进行,但招聘的对象是高度关键且非常高级的职位。加拿大和美国一样,也在经历大规模的近岸外包和离岸外包(offshoring)趋势。在我认识的人中,就有不少人被裁员,因为他们整个部门都被转移到了成本更低的地区。根据数据和我个人的经验,被保留在公司内部的职位,都与决策制定和核心架构规则紧密相关,而执行层面则常常被推到海外。

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The theme of the 2026 job market in Canada is going to be nearshoring plus selective hiring. In Canada, the number of people currently with jobs is actually flat or slightly up. What this means is that the crisis is entirely on the hiring side. If you have a job, you're most likely safe. Not guaranteed, but most likely. But if you're looking, it's pretty tough out there. postings for senior roles are slightly up and the junior roles are down 25%. And this tracks with the trend around expertton market. So back to those predictions from earlier this year. Yes, there are opportunities and hiring is happening but the hiring is happening for highly critical and very senior positions. Canada just like the US is also experiencing nearshoring and offshoring trend for a huge number of roles. Even among the people that I personally know, I can count quite a few who got laid off because their entire departments were moved to a cheaper location. From what the data is telling and from my personal experience, the roles that are being kept inhouse are tightly coupled to decision making and core architecture rules whereas execution is often pushed offshore.

欧洲:去工业化风险与AI主权需求

接着是欧洲。欧洲正经历一个非常有趣的时期,因为他们面临着失去制造业基础的风险。总的来说,欧盟对去工业化(deindustrialization)在来年加剧深感担忧。德国在过去几年里失去了二十五万个工业就业岗位,这种流失将在2026年加速。作为德国经济支柱的汽车行业,首先是自身发展不顺,其次正面临三面夹击:中国在价格上进行压制;全面转向电动汽车(EV)的转型比预期的更昂贵、更难执行,坦白说目前难以负担;此外,别忘了能源危机,以及瑞典在绿色科技(green tech)国家定位上的押注也犯了一个相当大的错误。在经历了绿色科技巨头的巨额破产和工业部门的大规模裁员后,他们现在正在扭转方向。

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Moving on to Europe. Europe is going through a very interesting time because they are essentially at risk of losing their manufacturing base. In general, the European Union is deeply concerned about deindustrialization going into the next year. Germany has lost a quarter million industrial jobs in the past few years and this bleeding will accelerate in 2026. The automotive sector which is the spine of the German economy is first of all not doing well and secondly under a threefront assault. The Chinese are undercutting on price. The full shift to electric is much more expensive and difficult to execute than it seemed and is currently unaffordable to be honest. Plus don't forget about the energy crisis and Sweden's bet on being the country of green tech was a pretty bad miscalculation as well.

另一方面,尽管由于制造业衰退,软件招聘整体停滞不前,但围绕AI主权(AI sovereignty)和监管的职位需求却异常旺盛。我将在几分钟内详细谈谈这一点,但拥有欧盟特定合规认证的云架构师(cloud architects)和数据守护者(data guardians)的需求量激增了近50%,因为欧洲正在为所谓的“欧罗堆栈”(Euro Stack)做准备。关于欧罗堆栈,我将在几分钟内进一步介绍。

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They're now reversing course after colossal bankruptcies of the green tech giants and mass layoffs in the industrial sector. On the flip side, even though general software hiring is stagnant because of the manufacturing recession, there is a massive demand for roles around AI sovereignty and regulation. I will speak about this in detail in a few minutes, but the demand for cloud architects with EU specific compliance certifications and data guardians has spiked almost 50% as Europe is gearing up for something called the Euro stack. Again, more on Euro stack in a couple minutes.

海湾地区:国家化与专业化要求

现在来看海湾地区,特别是阿联酋和沙特阿拉伯。海湾国家正在积极推动国家化(nationalization)战略,并致力于在招聘中实现沙特化(Saudization)和阿联酋化(Emiratization)。与2010年代中期到后期不同,你不能再仅仅作为一名中层项目经理或工程师搬到阿联酋或沙特阿拉伯,除非你拥有特定的领域知识,因为他们已经拥有足够多的外国人才。职位是存在的,但现在要求具备专业的本地知识或流利的阿拉伯语。顺便说一句,在我看来,我认为本地语言应该被优先考虑。无论市场多么国际化,无论他们有多少外籍人士,我都认为各国应该优先考虑本地语言而非英语。所以,在我看来,这是可以预见的,并不令人惊讶。我理解他们这样做的原因。海湾地区正经历与美国和加拿大相同的情况:裁员不成比例地影响了中间层、中层管理、运营和执行岗位,而AI、云和网络安全(cyber security)领域则相对受到保护。

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And now the Gulf and specifically the UAE and Saudi Arabia. The Gulf states are actively promoting the nationalization pivot and they're pushing for Saudis and emiratization in their attack rules. Unlike in mid to late 2010s, you can't just move to the UEE or Saudi Arabia as a mid-level PM or an engineer without a specific domain knowledge because they have enough foreign talent already. The roles are there, but they now require specialized local knowledge or Arabic fluency, which by the way, in my humble opinion, I do think that local languages should be prioritized. No matter how international the market is, no matter how many expats they have, I am of the opinion that the countries should be prioritizing local languages over English. So in my view, it's expected, not surprised. I understand why they do it.

今年年初,我制作了一个关于2025年科技趋势的视频。其中我强调的一个重要趋势是个人贡献者(individual contributors, ICs)的崛起。现在,随着年底临近,我仍然坚持我当时的观点。在当今的就业市场中,最大的杠杆是硬技能(hard skills)和领域专业知识(domain expertise),这能让你成为一名精英级别的个人贡献者。现在,如果你好奇我为什么没有过多涵盖中国或亚洲地区,那仅仅是因为我从未在那里生活或工作过。我没有同样的文化背景和对亚洲市场的了解,这就是为什么我宁愿暂时保持在我的专业领域内。

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The Gulf is going through the same situation as the US and Canada where cuts disproportionately hit the middle layer, middle management, operations, and execution rules while AI, cloud, cyber security remain fairly protected. At the beginning of the year, I made a video about 2025 tech trends. And one of the biggest ones that I highlighted was the rise of individual contributors. And now that we're approaching the end of the year, I stand by what I said. The biggest leverage in today's job market are hard skills and domain expertise, which makes one an elite level individual contributor. Now, if you're curious why I'm not covering China or Asia as much, it is only because I have never lived or worked in those regions. I simply don't have the same cultural context and contextual knowledge of the Asian market, which is why I prefer to stay in my lane for now at least.

2025年总结与2026年趋势预测

那么,快速总结一下。从科技就业的角度看,2025年全球是否比2024年更好?答案是否定的。对于普通劳动者来说,情况可能更糟。过去那种每两年跳槽一次的现象已经成为过去。辞职率(quit rates)已大幅下降,除非你身处高度专业化的岗位,否则市场相当僵化。截至今天,随着我们迈入2026年,成为一名高技能的个人贡献者比担任中层管理者更有价值。2026年的趋势是接受分布式团队(distributed teams)的现实。我个人认为,在不久的将来,我们将不再使用“离岸外包”或“近岸外包”这样的词汇。卫星办公室(satellite offices)将成为常态。市场不会恢复到2021年的水平,不要指望它,这在短期内不会发生。我们正进入一个长达数年的就业市场压缩(job market compression)时期,这意味着工作岗位减少,准入门槛大大提高,并且更加注重投资回报率(ROI)。如果你是一名普通的劳动者,没有特定的硬技能或行业专业知识,我的建议是尽快进行专业化。请记住,如今“狭窄即是壁垒”(narrow is the moat),无论你是在建立一项业务还是发展一项职业。

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So, a quick verdict. Was 2025 better than 24 across the globe in the context of tech employment? No. For an average worker, it was arguably worse. The whole job hopping every 2 years is a thing of the past. Quit rates have plummeted and the market is quite frozen unless you are in a highly specialized role. As of today and as we're moving into 2026, being a highly skilled individual contributor pays off more than being a middle manager. The trend of 2026 is to accept the reality of distributed teams. I personally think that we're going to stop using the word offshoring or nearshoring in the near future. The satellite offices become the norm. The market will not recover to 2021 levels. Do not expect that. It's not going to happen in the near future. We are entering a multi-year period of job market compression, which means fewer jobs, much higher barrier to entry and a focus on ROI. And if you are an average worker without specific hard skills or industry expertise, my recommendation would be to specialize as soon as you possibly can. Remember, these days narrow is the moat, whether you're building a business or a career.

科技与地缘政治:基础设施与数据主权的竞赛

接下来是我最喜欢的话题:科技与地缘政治。

当美国和中国争夺芯片霸权时,世界其他地区正在努力拥有自己的基础设施,以免成为美国或中国的“数字殖民地”(digital colonies)。为什么基础设施和数据主权(data sovereignty)如此重要?让我举个例子。想象一下,新加坡有一家人工智能公司正在构建一个非常强大的人工智能模型,它运行得很好,直到他们试图将其出售给另一个国家。由于模型是在弗吉尼亚州的服务器上训练的,它被新加坡的数据驻留法(data residency law)阻止了。它在欧盟被禁用,因为它不符合《欧洲人工智能法案》(European AI Act),而且它在中国也无法运行,原因你懂的。这家初创公司意识到:“我们无法走向全球。”这就是为什么沙特阿拉伯正在建造那些数据中心和NEOM(新未来城)不仅仅是为了让GPT运行得更快。他们是为了宣称:“你想向我的人民出售AI?你来我的服务器,来我的法律框架下,遵守我的规则,然后付钱给我。”这种框架定义了科技地缘政治的新时代,以及第三个AI权力中心(third AI power center)的崛起。科技领域的“摇摆州”(swing states),如巴西(BRICS)、阿联酋和沙特阿拉伯,正拒绝仅仅成为美国和中国科技的用户。他们正在构建自己的“第三技术栈”(third stack),以保护自己免受“美国说:‘我要对你实施十万项制裁,如果你不听我的,我就切断你与世界的联系’”这样的情况。中国没有这个问题。中国是一个超级大国,他们大力投资建设国内AI,使用自己的芯片和自己的云。所以,我们有了美国,我们有了中国,我们有了欧洲。那么我们还剩下什么?嗯,就是地球上几乎一半的地区,即全球南方(global south),大致如此。

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Moving on to my favorite topic, tech and geopolitics. While the US and China fight over chip supremacy, the rest of the world is fighting to own the infrastructure so they don't become digital colonies of either US or China. Why is infrastructure and data sovereignty so important? Let me give you an example. Imagine there is an AI company in Singapore that is building a very powerful AI model and it works great until they try and sell it to a different country. It gets blocked by Singapore's data residency law because the model was trained on servers in Virginia. It gets shut down in the EU because it doesn't comply with the European AI act and it can't operate in China because well, China. So the startup realizes we can't go global. And this is why the Saudis building those data centers and NEOM aren't doing it just to run GBT faster. They're building it to say, "You want to sell AI to my people? You come to my server, you come to my law with my rules, and you pay me." This framing defines the next era of geopolitics in tech and the rise of the third AI power center. The swing states of tech, bricks, UAE, Saudi Arabia are refusing to be just users of US and Chinese tech. They're building their own third stack to protect themselves from a situation where the US says, "I'm putting a 100,000 sanctions on you. And unless you do as I say, we'll cut you off from the rest of the world." China doesn't have this problem.

但将全球南方的国家视为一个统一的实体是一个大错误。它们差异巨大。印度产生约20%的世界数据,但仅拥有全球数据中心容量的3%。印度数据丰富,但基础设施贫乏。拉丁美洲也面临类似情况,但沙特阿拉伯和阿联酋正在积极从“荷兰病”(Dutch disease)中恢复。因此,它们不再仅仅依赖美国、中国或欧洲,购买芯片、租用模型,而是与这三方签署合同,建立关系。它们正在自己建立整个供应链。在我看来,全球南方正在分裂成两个阵营。第一个阵营是海湾地区,特别是阿联酋和沙特阿拉伯。它们是仅有的非西方强国,拥有摆脱依赖的资本。阿联酋和沙特阿拉伯资本充裕,渴望基础设施。它们无法与印度或拉丁美洲的人口数量相比,但它们可以建造巨大的物理数据中心。它们是唯一能够开出1000亿美元支票给OpenAI或Nvidia,并推动技术转移到该地区的力量。第二个阵营是“数据殖民地”(data colonies):印度、巴西和印度尼西亚。这些国家拥有丰富的数据,但基础设施贫乏。正如我所说,印度产生了约占全球数据总量的20%,但它们只拥有全球数据中心容量的3%。印度将其最有价值的资产——数据——出口到美国服务器。在那里,数据被提炼成智能或模型,然后作为订阅服务卖回给印度。这相当于科技领域的棉花贸易:廉价出售棉花,然后购买昂贵的衬衫。巴西和印度尼西亚也面临着类似的故事:庞大的用户基础,庞大的人口,优秀的人才,但它们的技术基础设施运行在亚马逊和微软的云上。如果美国切断供应,科技经济将陷入黑暗。

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China is a superpower and they invest heavily in building domestic AI with their own chips and their own cloud. So, we got the US, we got China, we got Europe. So, what are we left with? Well, just about the entire half of the planet, the global south, give or take. But treating the countries that are in the global south as one unified entity is a big mistake. They're very different. India produces about 20% of the world's data, but only holds 3% of global data center capacity. India is datarich, but infrastructure poor. Latin America is in a very similar situation, but Saudi Arabia and the UAE are actively recovering from the Dutch disease. So instead of buying chips, renting models, and simply relying on US, China or Europe, they're signing contracts with all three to build the relationship. And they're building the entire supply chain on their own ground. The way I see it is that the global south is splitting into two camps. Camp one being the Gulf and specifically the UAE and Saudi Arabia. These are the only non-western powers that have the capital to buy their way out of dependency. The UAE and Saudi are capital rich infrastructure hungry. They can't match India or Latin American population, but they can build gigantic physical data centers. They're the only ones who can write a hundred billion dollar check to OpenAI or Nvidia and force the transfer of technology to the region. And camp number two, the data colonies, India, Brazil, and Indonesia. These nations are very rich in data but poor in infrastructure. Like I said, India generates about 20% of the entire world's data, but they only have 3% of global data center capacity. India exports data, its most valuable asset to the US servers. There it gets refined into intelligence or models and sold back to India as a subscription service. This is a tech equivalent of the cotton trade. Sell cotton cheap and buy expensive shirts. Brazil and Indonesia are facing a very similar story. Massive user bases, massive population, good talent, but their tech infrastructure runs on Amazon and Microsoft clouds. If the US turns off the tap, the tech economy goes dark. So this was the global south.

欧洲的数据挑战与欧罗堆栈计划

最后是欧洲。欧洲的问题在于,除了在制造业领域失地之外,他们还需要解决数据问题,而且最好尽快解决。欧洲仅拥有全球云容量的4%。欧洲的每一份数据、在上面训练的每一个AI模型、交付给欧洲用户的每一个服务,都运行在美国的服务器上。因此,欧洲政府一直在思考,并认为:“好吧,我们必须反击。”于是他们启动了一个名为“欧罗堆栈”(Euro Stack)的宏大项目,这是一个建立在欧洲服务器上、受欧洲法律管辖的欧洲云。欧罗堆栈不是一家单一公司,而是一项政策。其计划是将欧洲的科技资产整合为一个可用的技术栈。它包括欧洲的芯片、欧洲的操作系统、欧洲的AI模型(如Mistral)以及一个用于保护欧洲免受《美国云法案》(US Cloud Act)等外国法律影响的管辖权门槛。欧洲目前最大的问题是碎片化。如果你想想美国,他们有AWS、Azure和Google这三大巨头。而欧洲同时有27种不同的战略,十几个初创公司(尤其在瑞典有很棒的初创公司),以及一个欧洲委员会。所以,对欧洲来说,2026年的关键在于将所有这些整合起来,使其成为“欧罗堆栈年”,从而实现自保。

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And finally, Europe. Europe's problem is that on top of losing ground in the manufacturing realm, they got to do something about data, and they better do it sooner rather than later. Europe owns only 4% of global cloud capacity. Every bite of European data, every AI model trained on it, every service delivered to a European, all of it runs on US servers. So the European government was thinking and was like, "Okay, let's fight back." So they're launching a moonshot project called Euro Stack, which is a European cloud built on European servers and under the European law. Euroack is not a single company. It's a policy. And the plan is to glue together European tech assets into one usable stack. It includes European chips, European operating system, European AI models like Mistral and a jurisdictional gate to protect Europe from foreign laws like the US cloud act. Europe's biggest problem right now is fragmentation. If you think about the US, they have three centralized giants, AWS, Azure, and Google. Europe at the same time has 27 different strategies, a dozen startups, fantastic startups especially in Sweden and a European committee. So for Europe, 2026 is about bringing all of this together and making it the year of Euro stack so they can become defensible.

2026年商业趋势:新云与区域堆栈

接着是2026年的商业趋势:新云(NeoClouds)和区域技术栈的兴起。我们已经谈了国家层面,现在让我们放大到市场层面。想象一下,你正在从建造A建筑搬到建造B建筑。两栋建筑都在同一条街上。你叫了一辆U-Haul(美国一种租车搬家服务),U-Haul给你提供了一辆巨大的26英尺卡车,配有液压升降尾门、气候控制和GPS。但你只是搬运一间一居室的公寓,却要支付整辆卡车的费用。但U-Haul是镇上唯一的选择,所以你别无选择。在2025年,AWS和Google就成了那辆U-Haul卡车。一家训练AI模型的初创公司,需要支付计算、存储、数据库许可、数据传输和账单复杂性等费用,而这些规模的成本对它们来说根本不需要。然后,Coreweave和Nebus这样的“新云”(Neoclouds)出现了,它们说:“我们不是U-Haul。我们将只按你需要的量出售,而且价格便宜30%。”而“新云”业务正在做的是,它让计算成本变得更便宜。当计算成本变得便宜时,科技的整个结构就会颠倒,因为突然间,一家仅获得200万美元融资的初创公司也能训练出世界一流的模型,准入门槛随之降低。“新云”是最新形式的科技业务,具有极高的杠杆作用,这种趋势正在欧洲、海湾和拉丁美洲持续上升,这意味着我们正朝着去中心化(decentralization)的趋势发展。

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Moving on to business trends of 2026, the rise of NeoClouds and regional stacks. So we spoke about the country level. Now, let's zoom into the market level. Imagine you're moving from building A to building B. Both buildings are on the same street. You get a U-Haul, and U-Haul gives you a massive truck, a massive 26- ft truck with hydraulic lift, climate control, and GPS. But you're moving a one-bedroom condo on the same street, but you're paying for the whole truck. But U-Haul is the only game in town, so you don't have a choice. In 2025, AWS and Google became that U-Haul truck. A startup training an AI model pays for compute plus storage plus database licensing plus data transfer plus billing complexity that they simply do not need at that scale. And then Coreweave and Nebus the Neoclouds step in and they say we're not U-Haul. We will sell you just as much as you need and for 30% less. And what the Neocloud business is doing is that it makes compute costs cheaper. And when compute costs become cheap, the entire structure of tech inverts because suddenly a startup with a $2 million funding can train a world-class model and the barrier to entry falls. Neoclouds are in the newest form of tech business with an extremely high leverage that keeps rising across Europe, the Gulf, and Latin America, which means that we're heading towards a trend of decentralization.

2026年AI主题:物理AI的时代

当我们进入2026年时,这会给我们带来什么?过去五年的地缘政治局势以及疫情深刻地影响了科技行业。如果这还不能让你感受到“冷战”(cold war)的氛围,我也不知道该怎么称呼它,因为我们正亲眼目睹这场竞赛的展开。这场竞赛是为了AI基础设施和数据主权。中国展示了即使与世界隔绝也能生存和发展的榜样。美国超大规模云服务提供商(hyperscalers)正在积极投资硬件和芯片,因为“新云”模式正在侵蚀它们的商业模式和控制能力。南方国家正在崛起,并说:“你们在那里玩得开心吧,但我们拥有人口和土地。所以,如果你想要我们的数据和用户,你就来找我们,开设你们的办公室,付钱给我们。”最后,让我们转向2026年的AI主题。2023年是关于知识和聊天(chats)的。2025年是关于行动和能够利用这些知识的代理(agents)的。而在2026年,将是关于物理的。2026年的主题将是物理AI(Physical AI)。我对此已进行了广泛的讨论,如果你感兴趣,我建议你查阅权威的研究论文,因为很明显,大型语言模型(LLM)项目已经达到了生产力高原(plateau of productivity)。我们已经触及了阻碍我们取得更大飞跃的物理极限。因此,与其构建下一个LLM,我们终于进入了执行时代,开始将现有的AI投入使用。

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Where does this leave us as we enter 2026? The geopolitical situation of the past 5 years as well as the pandemic deeply affected the tech industry. And if this isn't giving you the cold war vibes, I don't know how else to call it because we see this race unfolding right in front of us. And the race is for the AI infrastructure and data sovereignty. China showed an example of how one can survive and thrive even when you're cut off from the rest of the world. American hyperscalers are actively investing in metal in chips because neocloud model is undermining their business model and their ability to control. The south is looking up and goes you guys have fun over there but we got the population and we got the land. So if you want our data and our users you come to us you open your offices here and you pay us. And last but not least let's move to the AI theme of 2026. 2023 was about knowledge and chats. 25 was about action and agents that could do something with that knowledge and in those chats. 26 is going to be about physics. The theme of 2026 will be physical AI.

在2026年,AI将开始变得无处不在。我们将在厨房电器、新设备内置的AI中看到它。它将出现在工厂和生产线的摄像头中。你的电网将变得智能化。你的政府ID很可能将与用于报税的AI代理相关联。总而言之,我们即将进入硬件AI(hardware AI)的第一年。这意味着,如果你从事制造业、物流、能源、医疗保健、家电生产、采矿等地球上劳动密集型最高的行业,那么今年对你来说意义重大。你将看到大量的试点项目,以及新的热词,如空间计算(spatial computing)和大型世界模型(large world models)。简而言之,在2026年,人工智能将离开浏览器,进入物理世界。

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I've spoken about this at length and if you're interested, I recommend that you explore reputable research papers because it becomes pretty obvious that the LLM project has reached the plateau of productivity. We have hit the physical limits that prevent us from achieving further massive leaps. So instead of building the next LLM, we're finally entering the era of execution and putting existing AI to use. In 2026, AI will start becoming ubiquitous. We will be seeing it everywhere in kitchen appliances built into new devices. It will be in the cameras at factories and plants. Your power grid is about to get intelligent or smart. Your government IDs will likely be linked to AI agents that file your taxes. All in all, we're about to enter the first year of hardware AI. This means that if you work in manufacturing, logistics, energy, healthcare, appliance production, mining, the most labor intensive industries on Earth, this is your year. You will be seeing a lot of pilot programs, new buzzwords such as spatial computing, and large world models.

结论:新格局下的机遇

结论是:回不去了。无论是就业、科技还是地缘政治,都无法回到2021年。我们正在建造新的壁垒,我们正在构建新的云。各国正试图保护自己免受大国关闭开关的威胁。但尽管这会带来挫折,我却暗自庆幸,因为我认为我们将看到科技及其全球中心的多元化程度大大增强,每个地区都将提供独特的东西。所以,这又是一个令人着迷的时代。让我们拭目以待明年的发展。

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In a nutshell, in 2026, artificial intelligence leaves the browser and enters the physical world. Conclusion, there is no going back to 2021. Not for jobs, not for tech, not for geopolitics. We're building new walls. We're building new clouds. Nations are trying to protect themselves from a big power turning off the switch. But despite the setbacks that this creates, I am low-key glad because I think that we will be seeing a much stronger diversification across tech and tech hubs around the planet where each region has something unique to offer. So once again, it's a fascinating time to be alive and let's see how the next year will unfold.

感谢各位今年一直陪伴我们,感谢那些信任我们并花费宝贵时间观看的观众。我们无法想象在短短一年内能取得今天的成就。所以,代表我和Maria,感谢大家,我们将在周年特别节目中再见!

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We would like to thank those of you who stayed with us this year, those who believed in us and gave us your time. We cannot imagine getting to where we got in just one year. So from both of us, myself and Maria, thank you and we will see you in our anniversary episode.

📌 文中提及的人物和组织

公司/组织: Google, AWS, Microsoft, OpenAI, Nvidia, Mistral, Coreweave

产品/模型: LLM

关键字: ai-infrastructure data geopolitical-influence job-market-trend