【观点】比尔盖茨认为：Agent将是AI最大的赛道

Agent不仅将改变人们与计算机的互动方式，还将颠覆软件行业，引发自从我们从键入命令到点击图标以来计算机领域的最大革命。

保罗·艾伦和我一起创立微软的至今，我对软件的热爱至今依然不减。

然而，尽管在过去的几十年中软件已经取得了很大进步，但在很多方面，软件还是显得相当“笨拙”。

在电脑上执行任何任务，你都需要指定要使用的应用程序。虽然你可以使用微软Word或谷歌文档来撰写商业提案，但这些工具无法帮助你发送电子邮件、分享自拍、分析数据、安排聚会或购买电影票。即便是最优秀的网站，也仅能片面理解你的工作、个人生活、兴趣和人际关系，并且在利用这些信息为你服务方面能力有限。目前，这种工作通常只能由人类完成，例如你的密友或个人助理。

但在未来五年，这一切将彻底改变。你不再需要为不同的任务切换不同的应用程序。你只需用平常的语言告诉你的设备你想做什么。软件将能够根据你愿意分享的信息量，因为它对你的生活有了深入的了解，所以能够做出个性化的响应。

在不久的将来，任何一个上网的人都能够拥有一个由先进人工智能驱动的个人助理。

这类软件，能够理解自然语言并根据对用户的了解完成多种任务，被称为“Agent”。我对Agent的思考已近30年，在1995年出版的《未来之路》一书中我曾提到过它们，但直到最近，因为人工智能的进步，它们才真正变得实用。

Agent不仅将改变人们与计算机的互动方式，还将颠覆软件行业，引发自从我们从键入命令到点击图标以来计算机领域的最大革命。

一、每个人的个人助理

有批评家指出，软件公司以前也提供过类似的服务，但用户并没有完全接受。（人们至今仍然会拿Clippy这个我们曾经在微软Office中加入后来又放弃的数字助理开玩笑。）那么，为什么人们会使用Agent呢？

答案是，Agent将大幅改进。你将能够与它们进行更为细腻的对话。它们将变得更加个性化，并不仅仅局限于诸如写信等相对简单的任务。Clippy与Agent之间的差异，就像旋转电话与智能手机之间的差异一样大。

Agent将能够在你愿意的情况下协助你完成所有活动。一旦获得权限，Agent可以跟踪你的在线互动和实际位置，从而深入了解你所参与的人、地点和活动。它将掌握你的个人和工作关系、兴趣爱好、偏好和日程。你可以选择何时何地让它介入协助你做决定或帮助完成某项任务。

要了解Agent将带来的巨大变化，我们可以将它们与今天的AI工具进行对比。这些工具大多是机器人，限制在单个应用程序中，通常只在你特定提出需求时才会介入。由于它们无法记住你每次的使用习惯，因此无法学习并适应你的偏好。

“Clippy就是一个机器人，而不是Agent。”

Agent则更加智能。它们能够主动提出建议，而不仅仅是在你提出请求时才反应。它们能够跨应用完成任务，并且随着时间的推移不断进步，因为它们能记住你的活动并识别你行为中的意图和模式。基于这些信息，它们会主动提供它们认为你需要的东西，尽管最终决定权始终掌握在你手中。

想象一下，你想规划一次旅行。一个旅行机器人可能只能帮你找到符合预算的酒店。而Agent则知道你将在哪个季节出行，并且根据它对你是否总是尝试新目的地或喜欢重复访问同一地点的了解，能够为你提出目的地建议。在被询问时，它还会根据你的兴趣和冒险倾向推荐活动，并为你预订你喜爱的餐厅。如果你今天想要这种深度个性化的规划，你需要支付旅行Agent的费用并花时间告诉他们你的需求。

AIAgent最令人兴奋的影响，在于它们将让今天对大多数人来说过于昂贵的服务变得普及。它们将在医疗、教育、生产力以及娱乐和购物等四个领域产生巨大的影响。

二、医疗保健

在当今医疗保健领域，人工智能主要是协助处理行政类任务。例如，Abridge、Nuance DAX和Nabla Copilot等系统可以在医生诊断时记录音频，并整理成笔记供医生审核。

真正的变革将在Agent能够协助患者进行初步分诊、提供处理健康问题的建议，以及判断是否需要就医时到来。这些Agent还将助力医疗工作者做出更明智的决策，提升其工作效率。（例如，像Glass Health这样的应用能够分析患者病情摘要，并为医生提出可能的诊断建议。）对病人和医疗工作者的帮助，对于那些贫穷国家的人们尤为重要，因为在那里很多人根本无法看到医生。 CXO UNION-CXO联盟（cxounion.cn）

这些临床Agent的推广速度会慢于其他类型，因为准确无误是关乎生死的大事。人们需要确信，尽管这些健康Agent不完美且可能犯错，但总体上是有益的。当然，人类也会犯错，没有医疗保健同样是个问题。

“美国有一半需要心理健康护理的退伍军人没有得到相应的治疗。”

心理健康护理是另一个Agent将普及至几乎所有人的服务领域。如今，每周进行一次心理治疗似乎是一种奢侈。但实际上，有很多未被满足的需求，很多需要心理治疗的人却无法获得。例如，兰德公司的研究发现，美国有一半需要心理健康护理的退伍军人并未得到治疗。

经过专业心理健康训练的AIAgent将使心理治疗变得更加经济实惠且易于获取。Wysa和Youper是这一领域的两个早期聊天机器人示例。但Agent的作用将更加深入。如果你愿意与心理健康Agent分享充分的信息，它将能够理解你的生活历史和人际关系。它会在你需要时随时待命，永远不会感到不耐烦。有了你的允许，它甚至可以通过智能手表监测你在治疗过程中的生理反应——比如当你谈论与老板的问题时心跳加速——并建议你何时应该寻求人类心理治疗师的帮助。

三、教育

几十年来，我一直对软件如何简化教师工作和帮助学生学习充满期待。它不会取代教师，而是会补充他们的工作——为学生量身定制教学内容，并让教师从繁琐的文书工作和其他任务中解放出来，从而有更多时间专注于工作的最重要部分。这些改变终于以显著的方式开始实现。

目前的先进技术是可汗学院开发的基于文本的机器人Khanmigo。它能够在数学、科学和人文学科中为学生提供辅导——例如，解释二次方程式并创建数学习题供练

习。它还能帮助教师进行课程规划等工作。我长期以来一直是Sal Khan的工作的支持者，并最近在我的播客中邀请他讨论教育和AI。 CXO UNION-CXO联盟（cxounion.cn）

但基于文本的机器人只是第一步——Agent将开启更多的学习机会。

例如，很少有家庭能负担得起为学生提供一对一辅导来补充课堂学习。如果Agent能够模仿有效家教的特点，它们将为所有需要的人提供这种补充教学。如果一个辅导Agent知道一个孩子喜欢Minecraft和泰勒·斯威夫特，它将利用Minecraft来教授体积和面积的计算，并通过泰勒的歌词教授讲故事和押韵技巧。与今天的基于文本的辅导相比，这种体验将更加丰富——例如，结合图形和声音——并且更加个性化。

四、生产力

在这个领域，竞争已经非常激烈。微软正在将其Copilot功能集成到Word、Excel、Outlook等服务中。谷歌也在通过助理、Bard及其生产力工具做着类似的事情。这些智能助手能完成许多任务，比如将文字文档转换成幻灯片，用自然语言回答电子表格相关问题，以及在体现每个人观点的同时总结电子邮件讨论。

Agent的能力将更为强大。拥有一个Agent就像有一个专门协助你处理各种任务并在你需要时独立完成它们的人。例如，如果你有一个商业想法，Agent可以帮你撰写商业计划，制作演示文稿，甚至生成你产品可能的外观图像。公司可以为员工提供Agent服务，让Agent直接参与每次会议，回答问题。

“如果你的朋友刚做了手术，你的Agent将主动提出送花，并能为你完成订花服务。”

无论你是否在办公室工作，你的Agent都能像现今的个人助理一样为你提供帮助。如果你的朋友最近接受了手术，你的Agent会主动建议送花，并能帮你完成订购。如果你想和大学室友重聚，它会与对方的Agent协作安排见面时间，并在你抵达前提醒你，他们的大孩子刚刚开始在当地大学上学。

五、娱乐和购物

如今，人工智能已能帮助你挑选新电视，推荐电影、书籍、节目和播客。同样，我投资的一家公司最近推出了Pix，它允许你提出问题（例如，“我会喜欢哪些罗伯特·雷德福的电影？我在哪里可以看？”），然后根据你过去的喜好做出推荐。Spotify的AI驱动DJ不仅根据你的偏好播放歌曲，还会与你交流，甚至能称呼你的名字。

Agent不仅仅会提出推荐，它们还会帮助你实现这些推荐。如果你想买相机，你可以让Agent为你阅读所有评测，总结它们，给出建议，并在你做出决定后帮你下单。如果你告诉Agent你想看《星球大战》，它会知道你是否已订阅了相应的流媒体服务，如果没有，它会提出帮你注册。如果你不确定想看什么，它会提供定制化的建议，然后帮你播放所选的电影或节目。

你还可以获得根据你的兴趣定制的新闻和娱乐内容。CurioAI就是这一趋势的一个例子，它能根据你提出的任何主题创建定制播客。

六、技术行业的巨变

总之，Agent将能够帮助处理几乎所有活动和生活各个领域的事务。这对软件业和整个社会都将产生深远的影响。

在计算行业中，我们讨论的是平台——应用程序和服务构建的基础技术。Android、iOS和Windows都是平台的例子。Agent将成为下一个平台。 CXO UNION-CXO联盟（cxounion.cn）

“要创建一个新的应用程序或服务，你只需要告诉你的Agent你的需求。”

要创建一个新的应用或服务，你不需要掌握编程或图形设计技能。你只需告诉你的Agent你的需求。它将能够编写代码，设计应用的外观和感觉，创建一个logo，并将应用发布到在线商店。OpenAI本周推出的GPTs展示了一个未来预览，即非开发人员也能轻松创建和分享他们自己的助手。

Agent将影响我们使用软件的方式以及软件的编写方式。它们将取代搜索网站，因为它们在为你查找和总结信息方面会更加高效。它们将取代许多电子商务网站，因为它们能为你找到最佳价格，并且不受限于少数几个供应商。它们将取代文字处理软件、电子表格以及其他生产力应用。今天是独立的业务——搜索广告、带广告的社交网络、购物、生产力软件——将合并成为一个业务。

我认为不会有任何单一公司主导Agent业务——将有许多不同的AI引擎可供选择。如今，Agent被嵌入到其他软件中，如文字处理软件和电子表格，但最终它们将独立运作。虽然一些Agent将免费使用（并通过广告支持），但我认为你将需要为大多数Agent付费，这意味着公司将有动力让Agent代表你的利益，而不是广告商的。今年开始研究AI的公司数量表明，将会有异常激烈的竞争，这将使Agent的价格非常亲民。

但在我所描述的高级Agent成为现实之前，我们需要面对关于技术及其使用方式的诸多问题。我之前已经写过AI引发的问题，所以在这里我将专门聚焦于Agent。

七、技术挑战

目前还没有人弄清楚Agent的数据结构应该是怎样的。为了创建个人Agent，我们需要一种新型数据库，它能够精确捕捉你的兴趣和关系的细微差别，并在保护隐私的同时快速提取这些信息。我们已经开始看到一些新的信息存储方式，比如向量数据库，这可能更适合存储由机器学习模型生成的数据。 CXO UNION-CXO联盟（cxounion.cn）

还有一个未解之谜是，人们将与多少个Agent互动。你的个人Agent是否会与你的心理治疗Agent和数学辅导Agent分开？如果是这样，那么在什么情况下你希望它们相互合作，而什么时候应该保持各自的独立？

“如果你的Agent需要与你联系，它会通过耳机对你说话，或在你的手机上显示信息。”

你将如何与你的Agent互动？目前公司正在探索包括应用程序、眼镜、吊坠、别针，甚至全息图在内的各种选项。这些都是可能的方式，但我认为人类与Agent互动的首个重大突破将是耳机。如果你的Agent需要与你联系，它会通过耳机对你说话，或在你的手机上显示信息。（“你的航班延误了。你想等待，还是需要我帮你重新预订？”）如果你愿意，它还可以监控进入你耳朵的声音，并通过消除背景噪音、增强难以听清的语音或使带有重口音的人说话更容易理解来提升听觉体验。

还有其他的挑战。目前还没有一个标准的协议允许Agent之间相互通信。Agent的成本需要降低，使其对每个人都负担得起。激活Agent以获得正确答案的过程需要更加简单。我们需要防止在诸如健康这样的领域中出现幻觉，因为在这些领域中准确性至关重要，同时确保Agent不会因为偏见而伤害人们。我们不希望Agent做出它们不应该做的事情。（尽管我对恶意Agent的担忧少于对人类犯罪分子利用Agent进行恶意活动的担忧。）

八、隐私和其他重大议题

随着这些技术的融合，线上隐私和安全问题将比现在更加迫切。你会希望能够决定Agent可以访问哪些信息，以确信你的数据只被你选择的人和公司所共享。 CXO UNION-CXO联盟（cxounion.cn）

但你与Agent分享的数据归谁所有，如何确保它被适当使用呢？没有人希望因为他们告诉心理治疗Agent的事情而开始收到相关广告。执法部门可以使用你的Agent作为对你不利的证据吗？你的Agent什么时候会拒绝做可能对你或他人有害的事情？谁来确定Agent内嵌的价值观？

还有一个问题是Agent应该分享多少信息。假设你想见一个朋友：如果你的Agent与他们的Agent交流，你不希望它说，“哦，她周二要见其他朋友，并不打算让你参加。”如果你的Agent帮你写工作邮件。

它需要知道不应使用你的个人信息或前任工作的专有数据。

这些问题中的许多已经是科技行业和立法者的关注重点。我最近参加了由参议员查克·舒默组织的一场AI论坛，其他技术领导者也参加了这次论坛，许多美国参议员出席。我们分享了关于这些和其他问题的想法，并讨论了立法者采取强有力立法的必要性。

但其他问题不会由公司和政府决定。例如，Agent可能会改变我们与朋友和家人的互动方式。今天，你可以通过记住他们生活中的细节——比如他们的生日——来表明你关心他们。但当他们知道很可能是你的Agent提醒你这件事并负责送花时，这会对他们来说还有意义吗？ CXO UNION-CXO联盟（cxounion.cn）

在遥远的未来，Agent甚至可能迫使人类面对关于目的的深刻问题。想象一下，Agent变得如此优秀，以至于每个人都可以在几乎不用工作的情况下享有高质量的生活。在这样的未来，人们将如何利用他们的时间？当Agent拥有所有答案时，还会有人想要接受教育吗？在大多数人有大量空闲时间的情况下，能否维持一个安全繁荣的社会？

但我们离这一点还很远。

与此同时，Agent正悄然到来。

在未来几年里，它们将彻底改变我们的生活方式，无论是在线上还是线下。

翻译：

Bill Gates believes that Agent will be the biggest track for AI

Agent will not only change the way people interact with computers, it will also upend the software industry, triggering the biggest revolution in computing since we went from typing commands to clicking ICONS. CXO UNION-CXO联盟（cxounion.cn）

Paul Allen and I founded Microsoft together, and my love for software is as strong as ever.

However, even though software has come a long way in the last few decades, in many ways it is still pretty clunky.

To perform any task on your computer, you need to specify the application you want to use. While you can use Microsoft Word or Google Docs to compose a business proposal, these tools can’t help you send an email, share a selfie, analyze data, schedule a party, or buy movie tickets. Even the best websites have only a partial understanding of your work, personal life, interests, and relationships, and are limited in their ability to use that information to your advantage. Currently, this kind of work can usually only be done by a human, such as your close friend or personal assistant.

But in the next five years, all that will change. You no longer need to switch between different apps for different tasks. You just tell your device what you want to do in normal language. The software will be able to personalize responses based on the amount of information you’re willing to share because it has a deep understanding of your life.

In the near future, anyone with an Internet connection will be able to have a personal assistant powered by advanced artificial intelligence. 数字化转型网www.szhzxw.cn

This kind of software, which can understand natural language and perform multiple tasks based on what it knows about the user, is called an Agent. I’ve been thinking about agents for almost 30 years, and I mentioned them in my 1995 book The Way Forward, but it’s only recently, thanks to advances in artificial intelligence, that they’ve really become practical.

Agent will not only change the way people interact with computers, it will also upend the software industry, triggering the biggest revolution in computing since we went from typing commands to clicking ICONS. CXO UNION-CXO联盟（cxounion.cn）

Everyone’s personal assistant

Critics point out that software companies have offered similar services before, but users have not fully embraced them. (People still joke about Clippy, the digital assistant we included in Microsoft Office and then dropped.) So, why do people use agents?

The answer is that agents will be vastly improved. You will be able to have a more nuanced conversation with them. They will become more personalized and not just limited to relatively simple tasks such as writing letters. The difference between a Clippy and an Agent is as big as the difference between a rotary phone and a smartphone.

The Agent will be able to assist you with all activities if you wish. Once granted access, agents can track your online interactions and physical locations to gain insight into the people, places, and activities you engage with. It will master your personal and professional relationships, interests, preferences, and schedules. You can choose when and where to let it step in to help you make a decision or to help you complete a task.

To understand the dramatic changes Agents will bring, we can contrast them with today’s AI tools. Most of these tools are bots, limited to a single application, and usually only intervene when you specifically ask for it. Because they can’t remember every time you use them, they can’t learn and adapt to your preferences. CXO UNION-CXO联盟（cxounion.cn）

“Clippy is a robot, not an Agent.”

The Agent is more intelligent. They offer suggestions, not just when you ask for them. They are able to accomplish tasks across applications and improve over time because they remember your activities and recognize intentions and patterns in your behavior. Based on this information, they will offer what they think you need, although the final decision is always in your hands.

Imagine you want to plan a trip. A travel robot may only be able to help you find a hotel that fits your budget. The Agent, on the other hand, knows which season you will be traveling in and can make destination suggestions based on its knowledge of whether you always try new destinations or like to visit the same places repeatedly. When asked, it will also recommend activities based on your interests and adventurous tendencies, and make reservations for you at your favorite restaurants. If you want this kind of deeply personalized planning today, you need to pay the travel Agent and take the time to tell them about your needs.

The most exciting impact of AIagents is that they will make services that are too expensive for most people today accessible. They will have a huge impact in four areas: healthcare, education, productivity, and entertainment and shopping.

Health care

In healthcare today, artificial intelligence is mainly used to assist with administrative tasks. For example, systems such as Abridge, Nuance DAX, and Nabla Copilot can record audio during a doctor’s diagnosis and organize it into notes for the doctor to review.

The real change will come when agents are able to assist patients with initial triage, provide advice on dealing with health issues, and determine whether medical care is needed. These agents will also help healthcare workers make more informed decisions and improve their productivity. (Apps like Glass Health, for example, analyze summaries of a patient’s condition and suggest possible diagnoses for doctors.) Help for patients and health workers is especially important for people in poor countries, where many do not have access to a doctor. CXO UNION-CXO联盟（cxounion.cn）

The adoption of these clinical agents will be slower than other types because accuracy is a matter of life and death. People need to be convinced that while these healthy agents are imperfect and fallible, they are generally beneficial. Of course, humans make mistakes, and the lack of health care is also a problem.

“Half of the veterans in the United States who need mental health care are not getting it.”

Mental health care is another service area where agents will reach almost everyone. These days, weekly therapy sessions seem like a luxury. But in reality, there’s a lot of unmet need, and a lot of people who need psychotherapy don’t have access. For example, research by the Rand Corporation found that half of veterans in the United States who need mental health care do not receive it.

Aiagents trained in professional mental health will make psychotherapy more affordable and accessible. Wysa and Youper are two early examples of chatbots in this space. But the role of agents goes deeper. If you are willing to share adequate information with a mental health Agent, it will be able to understand your life history and relationships. It will be ready when you need it and will never get impatient. With your permission, it can even monitor your physiological responses during therapy via the smartwatch – such as your heart racing when you talk about a problem with your boss – and suggest when you should seek the help of a human psychotherapist.

Education

For decades, I’ve been excited about how software can simplify teachers’ jobs and help students learn. It will not replace teachers, but complement their work – tailoring teaching content to students and freeing teachers from tedious paperwork and other tasks so they have more time to focus on the most important parts of their jobs. These changes are finally beginning to materialize in significant ways.

The current advanced technology is Khanmigo, a text-based robot developed by Khan Academy. It can help students in math, science, and the humanities – for example, explaining quadratic equations and creating math problems to practice CXO UNION-CXO联盟（cxounion.cn）

Routine. It can also help teachers with curriculum planning and other tasks. I’ve long been a supporter of Sal Khan’s work and recently invited him to discuss education and AI on my podcast.

But text-based bots are just the first step – agents will open up many more learning opportunities.

For example, few families can afford to provide one-on-one tutoring to students to supplement classroom learning. If agents can mimic the characteristics of effective tutoring, they will provide this supplemental teaching to all who need it. If a tutoring Agent knows that a child likes Minecraft and Taylor Swift, it will use Minecraft to teach volume and area calculations and teach storytelling and rhyming techniques through Taylor’s lyrics. Compared to today’s text-based tutoring, the experience will be richer – combining graphics and sound, for example – and more personalized.

Productivity

In this area, competition is already fierce. Microsoft is integrating its Copilot capabilities into services like Word, Excel, Outlook, and more. Google is doing something similar with Assistant, Bard, and its productivity tools. These assistants can do a number of tasks, such as turning text documents into slideshows, answering spreadsheet-related questions in natural language, and summarizing email discussions while reflecting everyone’s point of view. CXO UNION-CXO联盟（cxounion.cn）

The Agent will be more powerful. Having an Agent is like having a person who specializes in assisting you with various tasks and completing them independently when you need them. For example, if you have a business idea, an Agent can help you write a business plan, create a presentation, and even generate images of what your product might look like. Companies can provide Agent services for employees, allowing agents to directly participate in each meeting and answer questions.

“If your friend has just had surgery, your Agent will offer to send flowers and order them for you.”

Whether you work in an office or not, your Agent will be able to help you just like a personal assistant does today. If your friend has recently undergone surgery, your Agent will offer to send flowers and can help you complete your order. If you want to reunite with your college roommate, it will work with their Agent to arrange a meeting time and remind you before you arrive that their older child has just started school at a local college.

Entertainment and shopping

Ai can already help you pick new TVS and recommend movies, books, shows, and podcasts. Similarly, a company I invested in recently launched Pix, which allows you to ask questions (e.g., “Which Robert Redford movies would I like?”). Where can I watch it?” ) and then make recommendations based on your past preferences. Spotify’s AI-powered DJS not only play songs based on your preferences, but also communicate with you and even address you by name. CXO UNION-CXO联盟（cxounion.cn）

Agents don’t just make recommendations, they help you implement them. If you want to buy a camera, you can ask the Agent to read all the reviews for you, summarize them, give recommendations, and help you place an order after you’ve made your decision. If you tell the Agent you want to watch Star Wars, it will know if you have a subscription to the appropriate streaming service, and if not, it will offer to sign you up. If you’re not sure what you want to watch, it offers customized suggestions and then helps you play the movie or show of your choice.

You’ll also get news and entertainment content tailored to your interests. An example of this trend is CurioAI, which creates custom podcasts based on any topic you propose.

Big changes in the technology industry

In short, agents will be able to help deal with almost all activities and all areas of life. This will have a profound impact on the software industry and society as a whole.

In the computing industry, we’re talking about platforms – the underlying technologies on which applications and services are built. Android, iOS, and Windows are all examples of platforms. Agent will be the next platform. CXO UNION-CXO联盟（cxounion.cn）

“To create a new app or service, all you need to do is tell your Agent what you need.”

To create a new app or service, you don’t need programming or graphic design skills. You just tell your Agent what you want. It will be able to write code, design the look and feel of the app, create a logo, and publish the app to an online store. OpenAI’s GPTs launch this week shows a preview of a future where non-developers can easily create and share their own assistants.

Agents will influence how we use software and how software is written. They will replace search sites because they will be more efficient at finding and summarizing information for you. They will replace many e-commerce sites because they can find the best price for you and are not limited to a few suppliers. They will replace word processors, spreadsheets, and other productivity applications. Today separate businesses – search advertising, social networks with ads, shopping, productivity software – will merge into one business. CXO UNION-CXO联盟（cxounion.cn）

I don’t think there will be any single company dominating the Agent business – there will be many different AI engines to choose from. Today, agents are embedded in other software, such as word processors and spreadsheets, but eventually they will operate independently. While some agents will be free to use (and supported by advertising), I think you’ll need to pay for most agents, which means companies will have an incentive to have agents represent your interests, not those of advertisers. The number of companies starting to work on AI this year suggests that there will be exceptionally fierce competition, which will make Agent prices very affordable.

But before the advanced Agent I’ve described becomes a reality, we need to face many questions about the technology and how it can be used. I’ve written before about the problems raised by AI, so here I’ll focus exclusively on agents. CXO UNION-CXO联盟（cxounion.cn）

Technical challenges

No one has yet figured out what the Agent’s data structure should be. To create personal agents, we need a new type of database that can precisely capture the nuances of your interests and relationships and extract that information quickly while preserving privacy. We are already starting to see some new ways of storing information, such as vector databases, which may be better suited to storing data generated by machine learning models.

There is also the mystery of how many agents people will interact with. Will your personal Agent be separate from your psychotherapy Agent and math tutoring Agent? If so, under what circumstances do you want them to cooperate, and when should they remain separate?

“If your Agent needs to contact you, it will speak to you through the headset or display a message on your phone.” CXO UNION-CXO联盟（cxounion.cn）

How will you interact with your Agent? The company is exploring options including apps, glasses, pendants, pins, and even holograms. These are all possible ways, but I think the first big breakthrough in human-agent interaction will be headsets. If your Agent needs to contact you, it will speak to you through the headset or display a message on your phone. (” Your flight has been delayed. Do you want to wait, or do you want me to rebook you?” If you want, it can also monitor the sounds coming into your ear and enhance the listening experience by eliminating background noise, enhancing hard-to-hear speech, or making it easier for someone with a heavy accent to speak.

There are other challenges. There is currently no standard protocol that allows agents to communicate with each other. The cost of the Agent needs to be reduced to make it affordable for everyone. The process of activating the Agent to get the right answer needs to be simpler. We need to prevent hallucinations in areas such as health, where accuracy is critical, while making sure agents don’t harm people because of bias. We don’t want agents to do things they shouldn’t do. (Although I worry less about malicious agents than I do about human criminals using agents for malicious activities.)

Privacy and other major issues

As these technologies converge, online privacy and security concerns will become even more pressing than they are now. You will want to be able to decide what information the Agent can access to make sure that your data is only shared by the people and companies you choose.

But who owns the data you share with the Agent, and how do you make sure it’s being used appropriately? No one wants to start receiving relevant ads because of what they told the psychotherapy Agent. Can law enforcement use your Agent as evidence against you? When does your Agent refuse to do something that might be harmful to you or others? Who determines the values embedded in the Agent?

There is also the question of how much information the Agent should share. Let’s say you want to meet a friend: if your Agent communicates with their Agent, you don’t want it to say, “Oh, she’s meeting other friends on Tuesday and doesn’t intend for you to attend.” If your Agent is writing work emails for you.

It needs to know not to use your personal information or proprietary data from previous jobs.

Many of these issues are already the focus of the tech industry and lawmakers. I recently attended an AI forum organized by Senator Chuck Schumer, which was also attended by other technology leaders and attended by many US senators. We shared thoughts on these and other issues and discussed the need for lawmakers to adopt strong legislation. CXO UNION-CXO联盟（cxounion.cn）

But other issues will not be decided by companies and governments. For example, agents may change the way we interact with friends and family. Today, you can show that you care about them by remembering details in their lives – such as their birthdays. But when they know that it was most likely your Agent who alerted you to the event and was responsible for delivering the flowers, will it still make sense to them?

In the distant future, agents may even force humanity to confront profound questions about purpose. Imagine agents becoming so good that everyone can enjoy a high quality of life with little to no work. What will people do with their time in such a future? Will anyone want to be educated when the Agent has all the answers? Can a safe and prosperous society be maintained when most people have plenty of free time? CXO UNION-CXO联盟（cxounion.cn）

But we are far from that point.

Meanwhile, the Agent is quietly arriving.

In the coming years, they will revolutionize the way we live, both online and offline.

由CXO UNION-CXO联盟（cxounion.cn）转载而成，来源于gatesnotes.com；编辑/翻译：CXO UNIONCXO联盟小U。

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