---
area: "finance-wealth"
category: finance
companies_orgs:
- Norges Bank Investment Management
- Google
- Amazon
- Meta
- ASML
- TSMC
- NVIDIA
date: '2024-12-16'
draft: true
guest: ''
insight: ''
layout: post.njk
media_books:
- In Good Company
- Terminator 2
- Terminator
people:
- Nicolai Tangen
- Arnold Schwarzenegger
products_models:
- ChatGPT
project: []
series: ''
source: https://www.youtube.com/watch?v=m2FCGwuAlaI
speaker: Norges Bank Investment Management
status: evergreen
summary: 挪威主权财富基金（Oljefondet）的代表探讨了人工智能在保护和管理其庞大资产中的作用。文章回顾了Y2K和互联网泡沫等技术变革，强调了AI带来的机遇与挑战，特别是如何利用AI应对金融风险、信息泄露、地缘政治脆弱性及供应链攻击。同时，基金也在探索AI在投资策略中的应用，以优化投资组合并识别新的价值创造机会，但强调AI仅作为交易员的决策支持工具。
tags:
- geopolitical-risk
- investment
- security
- sovereign-wealth-fund
- supply-chain-vulnerability
title: AI如何保护挪威万亿主权财富基金
---
### 科技革命的启示：从Y2K到AI时代

（背景音乐）

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<p class="english-text">[Music]</p>
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在座的各位有多少人还记得**Y2K问题**（Y2K problem: 2000年计算机日期故障）？当时人们对Y2K问题议论纷纷，担忧从1999年12月31日过渡到2000年1月1日时会发生什么。

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<p class="english-text">How many of you here remember the Y2K problem? There was a lot of talk about the Y2K problem; it was the fear of what would happen as we transitioned from December 31, 1999, to January 1, 2000.</p>
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人们担心所有由计算机驱动的系统都会停止运行，简而言之，就是一场数字末日。

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<p class="english-text">What people feared was that everything run by computers would stop, a digital doomsday, simply put.</p>
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但结果并非如此，一切都顺利进行。

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<p class="english-text">But that's not how it went; it went perfectly fine.</p>
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事后看来，我们很容易对这些故事一笑置之，这样的故事还有很多，但或许历史仍然能给我们一些启示。

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<p class="english-text">In hindsight, it's easy to laugh a bit at such stories, and there are so many of them, but perhaps history still has something to teach us.</p>
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在我们意识到Y2K问题并非真正的几个月后，**互联网泡沫**（dot-com bubble: 1990年代末互联网公司股价飙升后破裂的经济现象）正处于顶峰。

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<p class="english-text">A couple of months after we realized the Y2K problem wasn't a problem, the dot-com bubble was at its peak.</p>
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那时，**Meta**（Meta Platforms: Facebook的母公司）或社交媒体根本不存在。

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<p class="english-text">Back then, Meta or social media didn't exist at all.</p>
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**Google**（Google: 全球最大的搜索引擎公司）虽然存在，但它是一家成立18个月的初创公司，而**Amazon**（Amazon: 跨国电子商务和云计算公司）虽然已上市，但它只是一家简单的书店。

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<p class="english-text">Google existed, but it was an 18-month-old startup, and Amazon was publicly listed, but it was a simple bookstore.</p>
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你们可能想知道我为什么要讲这些；我们今天要讨论的是**人工智能**（AI: Artificial Intelligence: 模拟人类智能的机器）。

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<p class="english-text">And you might be wondering why I'm telling you this; we're supposed to be talking about artificial intelligence.</p>
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我们正处于这项技术的萌芽阶段。

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<p class="english-text">We are at the very beginning of this technology.</p>
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因此，回顾过去可能会有所帮助。

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<p class="english-text">And so, it might be wise to look back in time.</p>
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上一次我们经历这样的技术革命时情况如何？

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<p class="english-text">How did it go the last time we had such a technological revolution?</p>
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如果我们要从过去20到30年的技术发展中学习，那就是我们根本不知道它将如何演变，我们甚至几乎无法想象。

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<p class="english-text">And if we are to learn anything from the last 20-30 years of technological development, it is that we have no idea how this will evolve, and we barely have the imagination to even conceive of it.</p>
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### 挪威主权财富基金：规模与脆弱性

也没有人能想象到，1996年挪威**石油基金**（Oil Fund: 挪威政府养老基金全球，全球最大的主权财富基金）首次存入的不到20亿挪威克朗，在不到30年后会增长到19万亿挪威克朗；

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<p class="english-text">Nor did anyone have the imagination to think that the barely 2 billion kroner, which was the first deposit into the Oil Fund in 1996, would, less than 30 years later, grow to 19,000 billion kroner;</p>
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石油基金的收益将占国家预算的24%，这意味着每四克朗中就有一克朗来自它；

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<p class="english-text">that the returns from the Oil Fund would account for 24% of the state budget, meaning every fourth krone;</p>
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而且我们拥有全球所有上市公司1.5%的股份，是全球最大的**主权财富基金**（Sovereign Wealth Fund: 由国家拥有的投资基金）。

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<p class="english-text">and that we own one and a half percent of all publicly listed companies worldwide and are the world's largest sovereign wealth fund.</p>
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1996年，也没有人预见到这一点。

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<p class="english-text">No one had foreseen that in 1996 either.</p>
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要隐藏这样一个巨大的“钱袋子”有点困难，我们也没有试图这样做。

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<p class="english-text">It's a bit difficult to keep such a piggy bank hidden, and we don't even try to.</p>
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我们的目标是成为世界上最开放的基金，您可以在我们的网站上实时查看基金的规模。

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<p class="english-text">Our goal is to be the world's most open fund, and you can follow the fund's size live on our websites.</p>
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但这自然使我们成为那些心怀恶意者的目标，我和我的同事必须日复一日、年复一年地守护这个“钱袋子”。

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<p class="english-text">But this naturally makes us a target for those with malicious intentions, and my colleagues and I must guard this piggy bank every day, all year round.</p>
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在人工智能出现之前，这项任务就已经足够困难了。

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<p class="english-text">And that was difficult enough before artificial intelligence made its entrance.</p>
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### AI的机遇与挑战：保护与攻击

我的老板**Nicolai Tangen**（Nicolai Tangen: 挪威银行投资管理公司首席执行官）主持了一档名为《In Good Company》的播客。

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<p class="english-text">My boss, Nicolai Tangen, hosts a podcast called 'In Good Company'.</p>
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如果您还没听过，我建议您去听听，因为他采访了最大的公司的首席执行官们，他们谈论了很多关于人工智能的话题。

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<p class="english-text">So if you haven't listened to it, I recommend you give it a try, because he interviews the CEOs of the largest companies, and they talk a lot about artificial intelligence.</p>
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让我们来看看这个。

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<p class="english-text">Let's take a look at this.</p>
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我认为，人工智能正处于其能为我们做些什么的开端。

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<p class="english-text">AI is, I think, at the beginning of what it can do for us.</p>
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人工智能有如此多的有益用途，如果你试图划分世界，那可能会非常非常困难。

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<p class="english-text">AI has so many beneficial uses that if you attempt to partition the world, that could be very, very difficult.</p>
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**ChatGPT**（ChatGPT: 由OpenAI开发的大型语言模型）可以说是世界上有史以来最好的软件产品。

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<p class="english-text">ChatGPT is, arguably, the single best software product the world ever made.</p>
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我们甚至对谷物进行监管，你知道，我们也对人工智能进行监管。

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<p class="english-text">And we regulate cereal, you know, we regulate AI.</p>
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当你看到我们现在在人工智能领域进行的这场军备竞赛，以及由技术驱动的这种竞赛时，人们感到害怕。

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<p class="english-text">When you look at this arms race we are having now in AI, and you know, driven by technology, people are afraid.</p>
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为了调查我们的共同财富能否受到人工智能的保护，研究以下问题就很有趣了：我们的共同财富能否受到人工智能的攻击？

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<p class="english-text">To investigate whether our collective wealth can be protected by artificial intelligence, it is then interesting to examine the question: can our collective wealth be attacked by artificial intelligence?</p>
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如果能，这种攻击会是什么样子？

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<p class="english-text">and what would such an attack look like?</p>
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为了回答这个问题，我们必须首先审视我们认为石油基金面临的最大安全威胁是什么。

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<p class="english-text">And to answer that question, we must first examine what we consider to be the biggest security threats to the Oil Fund.</p>
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### 石油基金面临的主要安全威胁

首先是**金融风险**（Financial risk: 投资或交易中可能导致金钱损失的风险），这包括金钱损失或其他形式的经济风险。

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<p class="english-text">Financial risk: This includes loss of money or other forms of economic risk.</p>
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想象一下，如果有人成功窃取了石油基金1%的资产，那将是世界上最成功的抢劫。

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<p class="english-text">Imagine if someone managed to steal just 1% of the Oil Fund; that would be the world's most successful heist.</p>
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我们也担心**信息泄露**（Information leakage: 未经授权的数据暴露）。

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<p class="english-text">We are also concerned about information leakage.</p>
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例如，这可能涉及我们计划买卖哪些股票，或者我们计划进入或退出哪些市场。

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<summary>View/Hide Original English</summary>
<p class="english-text">This could, for example, involve which stocks we plan to buy and sell, or which markets we plan to enter or exit.</p>
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我们还担心有人会损害我们深爱的挪威这个国家以及基金的声誉。

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<p class="english-text">And we are also concerned that someone might harm Norway, the country we love so much, and the fund's reputation.</p>
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基金的规模和象征价值使其成为那些希望损害挪威的人的潜在目标。

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<p class="english-text">The fund's size and symbolic value make it a potential target for those who wish to harm Norway.</p>
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这种价值也使我们在日益不稳定的**地缘政治**（Geopolitics: 地理因素对国际政治和关系的影响）局势中更容易受到政治风险的影响。

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<p class="english-text">This value also makes us more vulnerable to political risks in an increasingly unstable geopolitical situation.</p>
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最后，我们面临**供应链攻击**（Supply chain attacks: 通过攻击供应链中的薄弱环节来损害目标系统）。

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<p class="english-text">And finally, here we have supply chain attacks.</p>
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我发现这非常有趣，尤其是在人工智能出现之后。

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<p class="english-text">and I find that so interesting, especially after the advent of AI.</p>
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所以我想专门用一整张幻灯片来讨论它。

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<p class="english-text">So I want to dedicate an entire slide to it.</p>
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这里我们看到的是前十大公司；它们是科技公司和两家生产药品的制药公司。

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<p class="english-text">Here we see the top 10 individual companies; these are tech companies and two pharma companies that produce medicine.</p>
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在底部，我们有**ASML**（ASML: 荷兰半导体设备制造商），它开发制造数据芯片的机器。

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<p class="english-text">And at the bottom here, we have ASML, which develops the machines that make data chips.</p>
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再往上一点，我们有**TSMC**（TSMC: 台湾积体电路制造公司），它生产芯片。

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<p class="english-text">A bit further up, we have TSMC, which produces the chips.</p>
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而在顶端，是**NVIDIA**（NVIDIA: 美国图形处理器和人工智能芯片公司），它设计、开发并将芯片销售给我们在幻灯片上看到的所有其他科技公司。

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<p class="english-text">and at the top, NVIDIA, which designs, develops, and sells the chips to all the other tech companies we see here on this slide.</p>
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这些公司已经变得非常紧密地相互连接，这在市场中代表着一种全新的脆弱性。

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<p class="english-text">These companies have become very closely interconnected, and that represents an entirely new type of vulnerability in the market.</p>
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与台湾相关的地缘政治紧张局势、新的贸易机会，都是可能影响这些公司并对我们投资的市场产生重大影响的因素。

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<p class="english-text">Geopolitical tensions related to Taiwan, new trade opportunities, are all factors that can affect these companies and could have a significant impact on the market we invest in.</p>
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这是一种全新的风险，股票市场和地缘政治已变得更加紧密地联系在一起。

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<summary>View/Hide Original English</summary>
<p class="english-text">This is an entirely new type of risk, and stock markets and geopolitics have become more closely intertwined.</p>
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### AI在石油基金安全运营中的应用

那么，我们的共同财富能否受到人工智能的保护呢？

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<p class="english-text">Yes, can our collective wealth be protected by artificial intelligence?</p>
</details>

我们已经讨论了一些最大的安全威胁和一个脆弱的供应链。

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<p class="english-text">We've talked a bit about the biggest security threats and a vulnerable supply chain.</p>
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但是，我们如何在石油基金的安全团队中使用人工智能呢？

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<p class="english-text">But how do we use AI in the Oil Fund's security team?</p>
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我们仍处于早期阶段，但我们已投入大量资金用于能力建设，并坚定不移地致力于走在这波技术浪潮的前沿。

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<p class="english-text">We are still at an early stage, but we have invested significantly in building expertise, and we are strongly committed to staying ahead of this technological wave.</p>
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到目前为止，我们已经依赖人工智能来简化日常工作，但我们主要通过供应商使用人工智能服务。

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<summary>View/Hide Original English</summary>
<p class="english-text">So far, we have become dependent on using AI to streamline our daily work, but we mostly consume AI services through our suppliers.</p>
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例如，我们使用人工智能分析所有电子邮件，以过滤掉**垃圾邮件**（spam: 未经请求的批量电子邮件）和**网络钓鱼**（phishing: 诱骗用户泄露敏感信息的欺诈行为）。

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<summary>View/Hide Original English</summary>
<p class="english-text">For example, we analyze all emails with AI to filter out spam and phishing.</p>
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希望明年秋天当我再次上台时，我能分享一些关于我们如何利用人工智能分析安全事件的经验，因为那是一个我们计划在2025年1月启动的试点项目。

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<p class="english-text">Hopefully, when I'm on stage next autumn, I can share some experiences about how we analyze security incidents with AI, because that's a pilot we plan to start in January 2025.</p>
</details>

但稍后上台的Mats会详细讨论这一点，所以他可以负责那部分。

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<summary>View/Hide Original English</summary>
<p class="english-text">But Mats, who comes on stage after us, will talk a lot about that, so he can cover that part.</p>
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目前，我将坚持我们的策略，即减少**攻击面**（attack surface: 系统中可能被攻击者利用的所有入口点）。

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<summary>View/Hide Original English</summary>
<p class="english-text">Also, but for now, I'll stick to our strategy, which is to reduce the attack surface.</p>
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这包括提高**IT系统**（IT systems: 信息技术系统）的**鲁棒性**（Robustness: 系统在异常或错误条件下仍能正常运行的能力），这意味着我们会在发生危机时，从头开始恢复我们的IT系统。

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<summary>View/Hide Original English</summary>
<p class="english-text">Robustness, and that means we practice restoring our IT systems from scratch in the event of a crisis.</p>
</details>

### AI军备竞赛与未来展望

我想很多人都认识这部电影：它是1991年上映的《**终结者2**》（Terminator 2: 1991年科幻动作电影），由**Arnold Schwarzenegger**（Arnold Schwarzenegger: 著名演员和政治家）主演。

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<summary>View/Hide Original English</summary>
<p class="english-text">Many, I think, know this film: it's Terminator 2 with Arnold Schwarzenegger, and it came out in 1991.</p>
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在这部电影中，人类与一个名为**天网**（Skynet: 电影《终结者》系列中的人工智能系统）的人工智能组织作战，天网已经掌控了世界。

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<summary>View/Hide Original English</summary>
<p class="english-text">Here, humanity fights against an artificial intelligence organization, Skynet, which has taken over the world.</p>
</details>

在第一部《**终结者**》（Terminator: 1984年科幻动作电影）电影中，天网派出了一个由阿诺德扮演的杀人机器，准确地说是一个**T-800**（T-800: 电影《终结者》中的机器人型号），去消灭人类抵抗运动中的一个重要人物。

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<summary>View/Hide Original English</summary>
<p class="english-text">In the first Terminator film, Skynet sends a killing machine in Arnold's form, a T-800 to be precise, to eliminate an important person in the human resistance movement.</p>
</details>

然而在第二部中，阿诺德从邪恶变成了善良；人类成功地控制了天网的一台机器，并派他去对抗另一台更现代的杀人机器，一个**T-1000**（T-1000: 电影《终结者2》中的液态金属机器人型号）。

<details>
<summary>View/Hide Original English</summary>
<p class="english-text">But in the second one, however, Arnold has gone from evil to good; humans have managed to take over one of Skynet's machines and send him to confront another, more modern killing machine, a T-1000.</p>
</details>

所以，这里是人工智能对抗人工智能，一个旧版本对抗一个更新、更先进的版本。

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<summary>View/Hide Original English</summary>
<p class="english-text">So here, artificial intelligence fights artificial intelligence, an older version against the newer and more advanced.</p>
</details>

我们总有一天也会达到那个地步，我认为这不是一个特别大胆的预测。

<details>
<summary>View/Hide Original English</summary>
<p class="english-text">We will also reach that point someday, and I don't think that's a particularly bold prediction.</p>
</details>

但严格来说，与恶意使用技术作斗争总是如此。

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<summary>View/Hide Original English</summary>
<p class="english-text">But that's how it will always strictly be: fighting against the malicious use of technology.</p>
</details>

我们常常落后一步，必须不断尝试想象技术如何被用来对付我们。

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<p class="english-text">We often lag behind and must constantly try to imagine how technology can be used against us.</p>
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对于我们石油基金而言，在技术上保持领先是完全可能的。

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<p class="english-text">For us at the Oil Fund, it is entirely possible to be technologically up-to-date.</p>
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但技术如何被用来对付我们，这才是挑战所在，这简直是一场永无止境的军备竞赛。

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<p class="english-text">But how technology is used against us, that is what is challenging, and it is simply an everlasting arms race.</p>
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### AI在投资管理中的应用

我们的共同财富能否由人工智能管理？

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<p class="english-text">Can our collective wealth be managed by artificial intelligence?</p>
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这不是一个令人兴奋的问题吗？

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<p class="english-text">Isn't that an exciting, exciting question?</p>
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我们石油基金使用人工智能并非因为我们觉得有趣，而是因为我们必须参与这场技术竞赛。

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<p class="english-text">We, at the Oil Fund, don't use AI because we think it's fun, but because we must participate in this technological race.</p>
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话虽如此，我和石油基金的同事们也觉得这非常有趣。

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<p class="english-text">But having said that, my colleagues and I at the Oil Fund also find it incredibly fun.</p>
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到目前为止，我们主要使用**量化投资策略**（Quantitative investment strategies: 利用数学模型和统计分析进行投资决策）来预测市场收益和风险。

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<p class="english-text">Up until now, we have mainly used quantitative investment strategies to predict returns and risks in the market.</p>
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但近年来的发展表明，我们需要更全面的方法。

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<p class="english-text">But the developments of recent years show the need for something far more comprehensive.</p>
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那么，我们能预测赢家和输家吗？

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<p class="english-text">So, can we predict winners and losers?</p>
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我想向大家介绍一个我们石油基金正在进行的激动人心的项目，以及我们如何在业务中使用人工智能。

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<p class="english-text">I want to tell you about an exciting project we have ongoing at the Oil Fund and how we use AI in our business.</p>
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通过使用人工智能**算法**（Algorithms: 解决问题或执行任务的逐步指令集），我们正在研究是否可以识别新的投资机会、预测市场动向并优化**投资组合**（Portfolio: 投资者持有的所有金融资产的集合）。

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<p class="english-text">By using AI algorithms, we are investigating whether we can identify new investment opportunities, predict market movements, and optimize the portfolio.</p>
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这可以带来更好的回报，并有可能改变我们管理共同财富的方式。

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<p class="english-text">This can lead to better returns and has the potential to change how we manage our collective wealth.</p>
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它使我们能够识别具有价值创造潜力的意想不到的公司。

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<p class="english-text">It enables us to identify unexpected companies with potential for value creation.</p>
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我想强调的是，这个项目旨在为我们的**交易员**（Traders: 在金融市场上买卖证券的人）提供决策支持，而不是作为决策者。

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<p class="english-text">And I want to emphasize that this project is intended to serve as decision support for our traders, not as decision-makers.</p>
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时间到了吗？是的，好的。

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<p class="english-text">Are we on time? Yes, alright.</p>
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就此，我只想说声非常感谢，我们现在正面临一场好人工智能与坏人工智能之间的竞赛。

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<p class="english-text">And with that, I just want to say thank you very much, and we are now facing a race between good AI and bad AI.</p>
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愿最好的获胜。

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<p class="english-text">May the best win.</p>
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