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【AI创业】运行AI Agent团队的顶级秘诀 · 实战经验

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时间英文中文
0:00There are people that are spitting up agent workforces有人在吐槽特工队伍
0:03with hundreds of agents and sub-agents,有数百名特工和副特工
0:05and they're getting incredible amounts of work done.他们正在完成大量的工作。
0:08But how do you do it?但你要怎样做?
0:10And how should you think about it?你怎么考虑?
0:12And what are the strategies to actually create真正的创造策略是什么?
0:14an AI agent workforce that under-promises and over-delivers?AI的代理员工 承诺不足和过度交付?
0:19Well, today I brought on Allie K. Miller,今天我把爱丽·K·米勒带来
0:21and she's one of the most well-known AI voices ever.她是有史以来最知名的AI声音之一.
0:25She's worked with IBM, she's worked with AWS,她和IBM合作过 她和AWS合作过
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序号英文中文
1There are people that are spitting up agent workforces有人在吐槽特工队伍
2with hundreds of agents and sub-agents,有数百名特工和副特工
3and they're getting incredible amounts of work done.他们正在完成大量的工作。
4But how do you do it?但你要怎样做?
5And how should you think about it?你怎么考虑?
6And what are the strategies to actually create真正的创造策略是什么?
7an AI agent workforce that under-promises and over-delivers?AI的代理员工 承诺不足和过度交付?
8Well, today I brought on Allie K. Miller,今天我把爱丽·K·米勒带来
9and she's one of the most well-known AI voices ever.她是有史以来最知名的AI声音之一.
10She's worked with IBM, she's worked with AWS,她和IBM合作过 她和AWS合作过
11and she's managed multi-billion dollar P&Ls in the AI space.她在人工智能空间管理了数十亿美元的P&L.
12I asked her a simple question,我问她一个简单的问题
13how do you manage your fleet of agents?你怎么管理你的特工队?
14In this episode, we cover a lot of ground,在这个剧集中,我们覆盖了很多地面,
15but by the end of it, you're gonna understand但到最后 你会明白的
16how should you strategically think about你该如何从战略角度思考
17spinning up AI agent workforces,转动AI代理员工队伍,
18where there's opportunities to create startups有机会创建初创企业的地方
19in the B2B space with AI agents, and a lot more.在B2B空间 与AI代理, 还有更多的。
20Enjoy the episode, and I'll see you at the end.好好享受这集,最后见
21Today's episode is brought to you by Brex.今天的剧集由Brex带给你.
22My company's been on Brex for a year and a half,我的公司在布雷克斯已经一年半了
23and I started because I kept hearing companies我开始是因为我一直听到公司的声音
24就像凡尔赛,OpenAI,Anthropic在使用Brex,
25and I figured if they're using it, why shouldn't I?我想如果他们在用它 为什么我不应该?
26It's been a game changer.这已经是一个游戏的改变者。
27The thing that got me is how smooth it is.我得到的东西是 它是多么的光滑。
28It's got high-limit cards, it's got banking,有高限卡,有银行
29it's got AI that handles the back-office busy work,它有AI 处理后台的繁忙工作,
30like expense reports, which I don't wanna do, on its own.像支出报告,我不想做, 自己。
31It's really just built for this agentic world.它确实是为这个代理世界而建的。
32If you're building something new, it's time to get Brex.如果你正在建造新的东西,是时候得到Brex。
33在brex.com的Slash溶液slash startups中检查出来.
34Link in the description.描述中的链接.
35I can't tell you how excited I am我不能告诉你我有多兴奋
36to finally have Allie Miller on the podcast.终于让艾丽·米勒上播客了
37I've been begging her to come on.我一直在求她快点
38She's one of my favorite people in AI,她是我在AI里最喜欢的人之一
39and I don't say that lightly.我不轻言轻语
40Welcome to the show, Allie.欢迎光临,艾莉
41Thank you, Greg, and you are also one of my favorite people,谢谢你 格雷格 你也是我最喜欢的人之一
42so I'm actually very excited to talk about所以我非常兴奋地谈论
43all the AI things that we're working on.所有我们研究的AI的东西.
44By the end of the episode, what are people gonna learn?在剧集结束时,人们会学到什么?
45I hope, one of the biggest mindset shifts我希望,最大的思想转变之一
46that I'm going through right now我现在正在经历
47is I feel like the term managing agents is wrong,我觉得管理代理是错的
48and my hope is that people will understand我希望人们能理解
49what that mindset shift is, see a few examples,思维方式的转变 举几个例子
50and figure out how to start, how to make that mindset shift,想想怎么开始 如何改变心态
51what the first step should be.第一步应该是什么。
52Okay, perfect, so where do you want to start?好极了,你想从哪里开始?
53So this is, and I'm happy to debate you on this所以,这是,我很高兴辩论 关于这个
54because we haven't chatted about this,因为我们还没谈这个
55but I feel like managing agents但我觉得自己是经理
56feels like I am their direct manager,我觉得我是他们的直接经理
57and I'm like, Susie, go over there,我就像,苏西,去那边,
58and Betty, go over there, and Jeremy, go over here,贝蒂 去那边 杰里米 去那边
59and I feel like I am three rungs above感觉自己就像三个矮子
60at an SVP overseeing level,在SVP监督一级,
61where I feel like I am setting up the infrastructure,在那里我觉得我正在建立基础设施,
62and then they are figuring out the best way然后他们想出最好的办法
63to execute within that, and so I feel like I'm moving在那个范围内执行, 所以我感觉我正在移动
64from managing to waiting for escalations,从管理到等待升级,
65or I feel like I'm moving away from delegating或者我觉得我正在远离授权
66and more just deciding what should or shouldn't happen,更只是决定应该或不应该发生什么,
67and so it's a little bit more of a liability role更像是责任角色
68where I just get to be the final say of what happens在那里,我刚刚得到 成为最后的说 发生了什么事
69and come in for critical thinking steps,并进入其中,
70but am I the only one that feels like that is happening?但我是唯一一个 感觉这样正在发生?
71It feels like that word is wrong.感觉这词不对
72I see managing agents everywhere,我到处都看到经理
73and it just feels like anyone that is still talking about,它只是感觉 像任何人仍在谈论,
74you should manage agents, feels like early 2026 talk.你应该管理特工 感觉就像2026年初的谈话
75Also, do we want to manage agents is also the question.而且,我们是否想要管理代理人也是问题所在。
76Managing people is hard, you know what I mean?管理别人很困难,你知道我的意思吗?
77A big reason I think a lot of people like AI我觉得很多人喜欢AI
78to do stuff for us is so we don't have to manage things.帮我们做点事 这样我们就不用管事了
79That's something else I've been thinking about.这是我一直在想的
80I ran an org of about 100 people at AWS.我在AWS运行了大约100人。
81The parts of people management that I loved,我所爱的人管理
82it was the making them better让他们变得更好
83and empowering the shit out of them并赋予他们权力,
84and seeing them completely blow past their ceiling,看到他们从天花板上吹过,
85watching them get promotions, that was the fun part看着他们升职,这是有趣的部分
86and also seeing what we could do together.也看看我们能一起做什么
87Things like, oh, we have to fill out this thing像,哦,我们必须填这个东西
88with the paper and the button and get me out of there.用纸和按钮把我弄出来
89So I think the admin side of people management所以,我认为管理 人员管理层
90and the admin side of agent management,和代理管理方,
91I want that fully gone.我希望这完全消失。
92The things that I love about people,我所爱的人,
93I'm bringing that over into agents,我要把这个交给特工
94which is just like, how do I act as ambitiously as possible这就像, 我如何行动 尽可能雄心勃勃
95and get you to break through your ceiling?让你突破天花板?
96And one of the best prompts that I have done也是我做过的最好的提示之一
97with my AI workforce is three words和我的人工智能工作队伍是三个字
98and with a little bit of explanation,用一点解释,
99but at its core, it is three words但核心是三个词
100that is the best prompt ever.这是有史以来最迅速的。
101So I have my AI chief of staff is Simon.所以我的AI参谋长是西蒙
102Simon runs this whole org and so I have 34 AI agentsSimon经营着这整块地 所以我有34个人工智能特工
103that work in this workforce.工作在这个劳动力。
104And it dawned on me that I was already functioning我突然发现我已经在工作了
105at the limit of my own imagination in my business在自己的想象力的极限 在我的业务
106and that I could be doing way more ambitious things我可以做更雄心勃勃的事
107if only someone could manage me, right?如果有人能管理我,对不对?
108Like could help me break through my ceiling.像可以帮助我打破我的天花板。
109And obviously I have a lot of mentors显然我有很多导师
110and you're amazing at shaking people up你对震动人很在行
111and making me second guess how I'm doing things.然后让我第二次猜猜我在做什么
112It's really helpful.这真的有帮助。
113But it dawned on me, I was like,但突然间,我...
114why am I not leaning on the AI agents为什么我不倚靠人工智能特工
115to help me with this?来帮我吗?
116Like, why is everything that they're working on喜欢,为什么是一切 他们的工作
117initially prompted by me?最初是我挑起的?
118Even if it's a scheduled task,即使这是个预定的任务
119I still had to come up with that task and tell it to do it.我仍然不得不想出这个任务 并告诉它做到这一点。
120So the best prompt, three words,所以最好的即时,三个字,
121and it's just do smart things.它只是做一些聪明的事情。
122Like my AI workforce has access就像我的人工智能员工可以访问
123to every single context doc I've got.给每个有背景的医生
124Context docs about my business, my friends, family,有关我的生意、朋友、家人
125my 2026 personal goals, business goals.我2026个人目标 商业目标
126It has access to my meeting transcripts,它可以查阅我的会议记录
127email, calendar, notion, stripe, super base,电子邮件 日历 概念 条纹 超级基础
128GitHub,随便你
129And I just several times a day我一天只来几次
130wanted to look across all those things想看看这些东西
131and just do smart things.做一些聪明的事
132And seeing how Fable 5 and GPT 5.6看5号线和5.6号线
133and that level model is reacting而该级模型正在反应
134{\fn黑体\fs22\bord1\shad0\3aHBE\4aH00\fscx67\fscy66\2cHFFFFFF\3cH808080}对那种模糊的迅速的味道 {\fn黑体\fs22\bord1\shad0\3aHBE\4aH00\fscx67\fscy66\2cHFFFFFF\3cH808080}
135Like you couldn't do this a year ago,就像你一年前做不到一样
136now you absolutely can.现在你绝对可以了。
137So when you hire a human being,当你雇人的时候,
138I think there's like three types of employees我觉得有三种类型的员工
139that you can have.你可以拥有。
140One is someone who doesn't complete tasks,一个是不完成任务的人
141not a good employee if they're not completing tasks.如果他们没有完成任务 就不会是个好员工
142The second is they are completing the tasks第二,他们要完成任务
143like satisfactory or exceeding,喜欢满意或超过,
144but like they're not really like thinking about new tasks.但好像他们不太喜欢考虑新的任务
145So they're not, you can't just,所以他们不是, 你不能只是,
146like if you step away from the business,就像你远离生意,
147you're probably not gonna see insane growth.你可能不会看到疯狂的成长。
148And then the best employee that you can possibly hire然后最好的员工,你可以雇用
149is doing the tasks, exceeding expectations on it,正在完成任务,超出了人们对它的期望,
150but also thinking about new tasks还要考虑新的任务
151that they should be doing他们应该做的
152and actually going and doing those而实际上去和做这些
153and exceeding expectations or being very satisfactory超过预期或非常满意
154on that.在那个。
155So what you're saying is,所以,你说的是,
156basically you're just giving more responsibility基本上你只是给更多的责任
157to your team of agents.敬你的探员队
158You're giving it in a way你从某种程度上说
159because you're giving these three words to it因为你给它三个字
160and you're saying like,而你却说,
161hey, I'm shifting the responsibility of like,嘿,我转移的责任喜欢,
162you know, do smart things to you.你知道,做聪明的事情给你。
163Like you have to like,就像你喜欢一样
164there's a bunch of fog that you have to figure out.有一堆雾,你必须找出来。
165Yes, I would say I'm giving them more breadth,是的,我会说我给他们更多的宽度,
166more scope, more flexibility.更宽广,更灵活。
167I'm not allowing them to now send a hundred emails我现在不允许他们发一百封邮件
168and before I used to have to check all the emails,在我检查所有邮件之前
169I still check all the emails.我仍然检查所有的邮件。
170So the tier of risk has stayed the same,风险等级保持不变
171but the width has expanded.但宽度已经扩大。
172It's almost like unbelievable简直难以置信
173that those three words actually make a difference.这三个词实际上有所改变。
174Yes, this is like,是的,这就像,
175and by the way,顺便说一句,
176so I agree with your assessment on this,所以我同意你的评估
177like tiers of employees如雇员的级别
178and Alex Lieberman shared this like pyramid of proactivity亚历克斯・利伯曼分享了这个 像金字塔 积极性
179that I turned into,我变成了,
180I'll send this to you so that you can pull it up right now我把这个寄给你 这样你就可以马上把它拉上去
181as I'm talking about it.如我所说.
182But it is five levels of proactivity但这是五级的主动性
183and at level four,在四级,
184it's like, I've already solved this thing.就像我已经解决了这件事
185Here are the trade-offs or whatever.这是权衡什么的
186And at level five, it's like,在第五层,就像,
187I've already solved this thing.我已经解决了
188Here's how I'm gonna deal with it if it goes wrong.如果出了问题,我怎么处理
189Here's the next steps,接下来的步骤
190all the things that you just laid out.你刚刚提出的所有问题
191I would say that the difference between someone我要说,人之间的区别
192who's at level three and two in your analogy在你的类比中属于三级和二级
193is someone that understands goals是了解目标的人
194and someone who's been given the power和被赋予权力的人
195to rethink how things get done重新思考事情是如何发生的
196and the power to actually execute.以及实际执行的权力。
197And I give my AI workforce goals,我把我的人工智能的目标,
198like those are written out碞钩êㄇ砆糶ㄓ
199and every single quarter also share with you this tweet每一个季度都与你分享这个微博
200that has like the prompt that I think everyone can use.我觉得每个人都能用得上
201But every single quarter,但每个季度,
202I'm going through a goals review我正在做目标审查
203with my AI agent workforce与我的人工智能特工员工
204so that the goals documents that are living on my desktop这样,那些生活在我桌面上的目标文档
205and are duplicated in the drive并在驱动器中复制
206so that all this cloud workflows can actually work.这样这些云的工作流程才能真正发挥作用.
207All of that is so that AI,这一切就是这样,大赦国际,
208when it is in that expanded scope world当它在这个扩大范围的世界
209and it's taking on net new tasks,它承担着新的新任务
210it's doing it in a goal-oriented way.它以面向目标的方式进行。
211It's like giving it a product mindset.这就像给它一个产品思维。
212Like I think it would be extremely limiting我觉得这样会很有限
213if you only treated this thing as an engineer如果你只把这玩意当工程师
214when it could be the greatest product lead you've ever had.可能是你做过的最伟大的产品铅
215I think you tweeted about like,我想你在推特上说,
216you're really focused on proactive agents, right?你真的专注于主动特工,对不对?
217Is that what you're talking about?这就是你说的吗?
218When you talk about proactive agents,当你谈论主动特工时
219is this what you're talking about?这就是你在说什么?
220So when you talk to the AI labs and I know you do当你和人工智能实验室交谈时 我知道你会
221and I know I do and a bunch of others probably do,我知道我这样做, 和一堆其他人可能这样做,
222but the word of the year feels like it's proactive.但今年的言语 感觉很主动
223So I don't want to be the first domino anymore.所以我不想成为第一个多米诺了
224I don't want to be the bottleneck in my own work.我不想成为我自己工作中的瓶颈.
225And any single moment that I realized任何一刻,我意识到
226that I am the limiting factor我是限制因素
227of helping a billion people transform their lives, work帮助十亿人改变生活和工作
228and business in the AI age,在AI时代,
229I have to remove myself from the process and go,我必须离开这个过程,然后走
230bad Ali, like, what are you doing?坏阿里,喜欢,你在做什么?
231And so a lot of that,所以很多这样的,
232especially in the kind of tail end of 2025,特别是2025年底的尾巴种类
233first half of 2026 was switching into proactive agents.2026年前半年 变成了主动特工
234So we had proactive automations that were trigger-based.因此,我们有主动的自动化 以触发为基础。
235I'll give you a really easy example.我会给你一个很简单的例子。
236Every single time I drop a video recording每次我放下录影带
237into our video folder.进入我们的视频文件夹。
238So basically anytime I do a screen recording所以基本上只要我做一个屏幕录音
239goes into this one folder and automatically自动进入此文件夹
240it gets generated, automatically generated它得到生成,自动生成
241is a transcript of that video that gets, you know,是那段视频的笔录,你知道,
242then saved into our little transcript thing.然后存进我们的笔录里
243Social posts get generated that are in my voice.社会帖子的产生 在我的声音。
244So nine different social posts get generated于是产生了9个不同的社会帖子
245用于 X 和 LinkedIn 和 Instagram,
246real scripts and all this stuff.真正的脚本和所有这些东西。
247So that presumably the thing that I was filming所以,大概我拍的东西
248was for a social video.是一个社交视频。
249So that was easy automation land,所以那是简单的自动化土地,
250but that is just one example of like a proactive,这只是一个像一个积极者的例子,
251very well-defined workflow.非常明确的工作流程。
252What I think is more interesting for the back half of 2026我觉得2026年后半年更有意思的是
253is proactive of undefined workflows.具有未定义工作流程的积极性。
254So like AI is probabilistic all the time所以,像AI是概率 所有的时间
255and not deterministic,而不决断,
256but I wanna take that probabilistic nature of reasoning,但我想采取这种可能性 推理的性质,
257like the step zero of reasoning就像推理的步数0
258and apply that to the actual tasks that it takes on.并将其应用于它承担的实际任务。
259So in order to do that,所以为了做到这一点,
260whether you're talking to a human or an agent,无论你在跟人说话 还是跟特工说话
261they have to know what's the goal,他们必须知道目标是什么,
262what's the North Star, what's that vision.什么是北极星,什么是视觉。
263They have to have access to tools,他们必须获得工具
264permission to use these tools in the way允许使用这些工具的方式
265that actually gets work off your plate这实际上得到的工作 你的盘子里
266and a sense of what would normally trigger和感觉什么 通常会触发
267that sort of action.那种动作。
268So, and I'm gonna share one thing on the screen here,所以,我要分享一件事 在这里屏幕上,
269which is every single day,这是每一天,
270let me just, give me one second.让我等一下
271So essentially, like I want my whole company to be queryable.所以基本上,就像我希望我的整个公司是可查询的。
272I want AI to have context on everything that's happening.我想让AI了解所有发生的事情
273And it dawned on me that,我突然意识到,
274yes, it had access to all my meeting transcripts是的,它可以查阅我所有的会议记录
275and it had access to my Gmail and all this stuff,它可以访问我的Gmail 和所有这些东西,
276but there was a lot that was not yet codified.但有很多东西还没有被编纂出来
277And it was things like,事情是这样的,
278ah, everything is becoming proactive.啊,一切都变得主动。
279I wanna be more proactive.我想更加主动
280Or this client, they think that what they need help with或这个客户 他们认为他们需要帮助
281is workflows under the CMO,是CMO下的工作流程,
282but actually what they have problems with但实际上他们有什么问题
283is re-skilling and finding new roles for this one department.重新掌握技能和为这个部门寻找新角色。
284So anything that is not codified inside of,所以,任何没有被编纂的,
285again, meetings, emails, whatever, or Slack,再次,会议,电子邮件, 不管,或Slack,
286I have asked AI now to prompt me every single day with this.现在,我要求AI每天提醒我这一点。
287And I got to put it in my brand colors我得把它在我的品牌颜色
288and I didn't wanna have to think with,我也不想考虑
289maybe 10% of my brain still working at the end of the day.也许有10%的大脑还在工作
290So I give it like a little prompt.所以,我给它像一点点的迅速。
291It reminds me to dictate它提醒我说
292because that's four times faster than writing.因为这比写作快四倍
293And so I will bank these entries to be like,所以我会把这些条目存起来
294I talked to Greg,我跟格雷格谈过了
295I feel like the entire focus is on proactive agents,我觉得整个重心都集中在主动特工身上
296proactivity and flexibility.积极性和灵活性。
297And I want to look more into his three levels of employees.我想更深入地了解他三个层次的员工。
298And so like, I might do this for five minutes所以,我可能会做这个 五分钟
299or 40 minutes at the end of the day.或40分钟的一天结束。
300I might do it throughout the day.我可能整天都这样
301And then I just save it out.然后我就把它救出来
302And then it's like, this goes into my personal Wiki.然后它就像, 这进入我的个人维基。
303And all I want to do和所有我想做的,我爱的
304is make sure that the agents that are working确保特工人员
305at that really flexible layer,在那层非常灵活,
306where again, I am not managing them,在那里,我不再管理他们,
307I am enabling them and they're coming back to me我允许他们回来
308with those escalations and decisions.与这些升级和决定。
309I wanna make sure that they have the right context我希望他们有合适的背景
310or else all their stuff is gonna be wrong.否则他们所有的东西都会出错的
311And we saw this in the beginning of our AI workforce stuff.我们在人工智能的开头就看到了这一点。
312It was like, oh, I saw that Greg confirmed that interview.这就像,哦, 我看到格雷格确认的采访。
313And it's like, no, Greg confirmed it,这就像,不,格雷格确认,
314but we're still figuring out dates不过我们还在想日期呢
315and I'm doing it over text.我在用文字来表达
316And I message MCP broke since you can't see that.我告诉MCP坏了,因为你看不到。
317So there was a lot of stuff that we had to continually fix.所以有很多东西,我们必须不断修复。
318And it took probably months to get to where we are now,可能花了几个月的时间 才到达我们现在的位置
319but we have Claude in every single one of our chat channels.但我们每个聊天频道都有克劳德
320I had a very weird, I have to send,我有一个非常奇怪的, 我必须发送,
321I have to show you this.我给你看这个
322Let me just share my whole screen.让我分享整个屏幕
323By the way, so the brain meets everything.顺便说一句,所以大脑能满足一切.
324So when you add today,所以,当你今天添加,
325well, you had like 86 entries, right?好吧,你大概有86个条目,对不对?
326So your AI agents, does your entire AI workforce所以,你的人工智能特工, 做你的整个人工智能员工
327have access to that or just some,有机会,或者只是一些,
328how do you think about that?你觉得怎么样?
329So great question.问得好
330Essentially my AI workforce right now基本上我现在的人工智能员工
331is one AI chief of staff with six directors.由6名主任组成。
332Those directors are largely over like business functions.这些董事基本上像业务职能。
333So one is education, one is all the client work,所以,一个是教育, 一个是所有的客户工作,
334one is kind of operations, one's marketing, one product.一种是业务,一种是营销,一种产品。
335And then Phoebe, all these are named然后菲比,这些都叫
336after friends characters.在朋友角色之后。
337Phoebe is like the chief dreaming officer菲比就像做梦的长官
338who's just like being wacky and weird in a corner.他就像在角落里发呆和怪异
339And so she's, this is, let me take another所以,她,这是,让我再拿一个
340just like moment here.就像现在一样
341The reason that it took us months to get to where we are now我们花了几个月才走到现在
342with our AI workforces is that you have to take stock我们的人工智能劳动力是 你必须评估
343of what assumptions you have made about your work你对工作所做的假设
344and how you are living day to day.以及你每天的生活状况
345And you have to be willing to be like,你必须愿意这样,
346oh, that thing that I've been doing for almost 40 years,哦,那个东西,我已经做了将近40年,
347I feel like we should change it.我觉得我们应该改变它。
348And that's a really jarring change to work,这真是一团糟的改变
349especially when you've like been an overachiever, right?特别是当你喜欢做一个 过度成就,对不对?
350I'm sure you feel this too.我相信你也有这种感觉
351And so one thing that I am constantly having所以有一件事,我一直在拥有
352to remind myself is we have all these agents提醒自己,我们有这么多特工
353that do all these tasks and we have skills完成所有这些任务,我们有技能
354and we have this and that.我们有这个和那个。
355And I have to remind myself that like我必须提醒自己,就像
356that is operating in 2015 world正在2015年世界运行
357if I give all of them job titles that existed in 2015.如果我给他们所有2015年的职称
358So if I name them CMO or chief product officer所以,如果我给他们取名CMO或首席产品官
359and the person underneath it is a front end engineer而下面的人是前端工程师
360and a backend engineer and all that stuff,还有后端工程师和那些东西
361then it feels like I'm operating in 2015 org structure.感觉像是2015年的Org结构
362And one of the most wonderful uses of free will自由意志最美妙的用途之一
363and just delightful things is going, oh my God,而只是令人愉快的事情正在发生, 哦,我的上帝,
364all of these employees basically cost $0.所有这些雇员基本上花费0.
365And so at the margin,因此,在边缘,
366I can hire any flipping person I want to.我可以聘请任何我想找的人
367And so I just wanted this weirdo.所以我就想要这个怪人
368So I hired Phoebe as like a weirdo in the corner所以我雇了菲比 像一个怪胎在角落里
369who's just looking at all these things that we're working on他们只是看着所有这些东西 我们正在努力
370and Phoebe acts as this like almost end layer菲比就像末端一样
371for things that are getting generated to go like,对于正在产生的东西 像,
372how do we 10X it?10X怎么样?
373Like I joke, there's this guy, David,就像我开玩笑,有个家伙,大卫,
374that I worked with at Amazon我在亚马逊工作过
375who was one of the reasons that I joined there.谁是我加入的原因之一。
376And he is like one of the most ambitious thinkers他就像最有野心的思想家一样
377I've ever met.我见过面
378And I joked that I would pay him.我开玩笑说我会付钱给他
379And I still, it's a joke, but I would pay him to do this.但我会付钱让他这么做的
380Like I wanted him to put me in a room,就像我想让他把我关进房间一样
381like Spanish Inquisition style类似西班牙宗教裁判所风格
382with like a bright light on my face我脸上有亮光
383and to ask me a question.并问我一个问题。
384Like I was running a multi-billion dollar business at Amazon就像我在亚马逊经营数十亿美元的生意
385with 400,000 global startups running AI strategy.有40万个全球初创企业实施AI策略.
386And if he asked a question of like, how would you do this?如果他问一个类似问题 你会怎么做?
387And I answered, I wanted him to just slap me我回答说,我希望他只是扇我耳光
388across the face and be like, how would you 10X that?脸对面,你会如何10X?
389And I want a David for how I'm structuring my AI workforce,我想要一个大卫 因为我是如何组织我的人工智能劳动力,
390but I'm now able to do that on my own.但我现在可以独自行动了
391I'm sure David would be disappointed to hear that,我相信大卫会失望的
392but it's rethinking roles.但它正在重新思考角色。
393It's rethinking how you're spending,它在重新思考你的花费,
394again, how you're thinking about that margin.再说一遍,你对这个比值的想法
395And so Phoebe is one of them所以菲比就是其中之一
396that I would have never hired in human world.我绝对不会在人类世界里雇佣
397And Toby is another,而托比是另一个
398I'll send you a screenshot of my workforce,我会给你一张我员工的截图
399but basically Phoebe is that chief training officer但基本上菲比是训练主任
400and Toby is Simon's assistant,而托比是西蒙的助手,
401whose only job is watching the AI workforce work,他们唯一的工作就是观察人工智能的工作
402take down notes, what still has friction记下来,还有摩擦
403and who needs access to what.和谁需要获得什么。
404So going back to your point of,所以回到你的观点,
405hey, I have this AI diary that I'm maintaining.嘿,我有一个AI日记,我维护。
406If we found that one agent did not have access to this如果我们发现一个特工没有这个
407and Toby was like, every single time和托比一样,每一次
408you keep correcting this one agent's output,你一直在纠正这个特工的输出,
409have you thought about giving your agent access to this?你考虑过让你的经纪人 接触到这个吗?
410Now, this is just context that lives on my desktop.这仅仅是我桌面上的背景。
411So any of these agents can really see it,所以任何这些特工都能看到
412but if it was a specific tool,但如果它是一个特定的工具,
413if it was a specific folder如果它是一个特定的文件夹
414that is outside of normal Claude land克劳德的土地之外
415that I try and have hard rules on,我试图有硬规则,
416then I would absolutely use AI那我绝对要用人工智能
417as a means of figuring out those friction points用来找出摩擦点
418to then expand.然后扩展。
419Yeah.
420Question on designing your actual workforce.关于设计你的实际劳动力的问题。
421So I agree, by the way,所以我同意,顺便说一句,
422I think you have to think about我想你必须想想
423how do you create an AI native workforce如何创建AI本土劳动力
424without job titles from pre-AI native land.没有来自AI前原住民土地的职称.
425So I agree with that, but tactically,所以,我同意这一点, 但战术上,
426if I'm a founder, how do I,如果我是一个创始人,我如何,
427it's so much easier to be like,那样容易多了
428I need a CMO, I need a CPO, I need this.我需要一个CMO, 我需要一个CPO, 我需要这个。
429Yeah, and I think everyone should start there.是的,我想每个人都应该从那里开始。
430I think the starting point is我想起点是
431what does it feel like to work with one agent?和一个特工合作的感觉如何?
432After that, I would say,之后,我会说,
433what does it feel like to work with one agent和一个特工合作的感觉是什么?
434who is doing things on my behalf proactively?谁代表我主动行事?
435Then I would say, what does it feel like然后我会说,是什么感觉
436for two agents to work together on a task由两位代理人共同完成一项任务
437or for one to direct the other,或以导人,
438like one to route to the other?像一条路到另一条路?
439And then I would say, okay,然后我会说,好吧,
440what does a workforce look like劳动力是什么样子的
441and how do all those things interact?这些东西是如何相互作用的?
442And I have a mission control我有一个任务控制
443where I'm seeing how all this stuff is moving around.我看见这些东西如何移动
444And then you go, oh, now I understand然后你去,哦,现在我明白了
445how they're trading notes.他们如何交易纸币。
446Now I understand how context has passed.现在我明白背景是如何过去的。
447Now I understand that things have to run in parallel.现在我明白事情必须平行进行。
448Now I have to understand that this agent现在我必须明白这个特工
449actually didn't need access to these tools.实际上不需要这些工具
450Now I understand that that agent现在我知道那个特工
451can run off of a smaller model,可以跑掉一个较小的模型,
452like not everything needs Opus.像不是一切需要奥普斯。
453All of my sub-agents are like Haiku and Sonnet.我的副特工都像海库和索内
454So all of that is in the discovery phase所以这一切都在发现阶段
455of building out the AI workforce.培养人工智能劳动力。
456I think start with traditional job titles.我想从传统的职称开始
457No, I was thinking to myself,不,我正想着,
458I wish it wasn't that hard, right?我希望不是那么难,对不对?
459Because it does feel like there's a ramp up time因为它确实感觉有 上升的时间
460to actually get to a point以实际达到某一点
461where you have an AI workforce that's working for you在那里,你有一个人工智能劳动力 为你工作
462that is efficient.这是有效的。
463And I think a lot of people,我认为很多人,
464what happens is they try, they fail,会发生什么 他们尝试,他们失败,
465and they're like, this isn't for me,他们喜欢,这不是对我来说,
466or the models aren't good enough yet.或者模特儿还不够好
467And you know what I mean?你知道我的意思吗?
468Yeah, so here's my take on that.是的,所以这是我的假设。
469I think that you can spin up a workforce with one prompt.我认为你可以迅速发动一支队伍
470Like I've shared this prompt publicly.就像我公开分享的一样
471You can just prompt and say, I am a founder.你可以马上说 我是个创始人
472I am building an AI personal shopper.我正在建造一个人工智能个人跳槽。
473My team is three humans.我的队伍是三个人类
474Here's what we do.这就是我们要做的。
475Here's where we're based.这里就是我们的基地
476Here's our goal, whatever.我们的目标是什么
477You can say that and just say, interview me.你可以这么说,只要说,采访我。
478We're gonna build out an AI workforce together,我们要一起建立人工智能队伍
479something that runs more efficiently更有效率的东西
480and achieves my goals of saving at least five hours a week,并且实现了我的目标 每周至少节省5小时,
481capping my meetings to 15 hours per week,每周最多15小时的会议
482and make sure that I get into my capital raise by October.确保我十月前能升入资本
483You can do that in one prompt and have it interview you,你可以在一瞬间做到这一点 并让它采访你,
484and then you have a workforce.然后,你有一个劳动力。
485To go from, yes, all these agents exist,从,是的,所有这些特工的存在,
486and they all have markdown files,他们都有降级文件,
487and they're doing some stuff,他们正在做一些事情,
488to ooh, now it's at the 90% plus level,到哦,现在它处于90%加级,
489and ooh, I needed this extra little context with this diary,哦,我需要这个额外的背景 与这个日记,
490and that role isn't working, I'm gonna switch it.而那个角色是无效的, 我要切换它。
491That is all gonna come through iteration这一切都会经过反复
492because it's so specific to each person.因为这对每个人来说都是特别的
493The advice that I would give is stop relying我的建议是停止依赖
494on only yourself to find these blockers.只有你自己才能找到这些阻塞器
495Like AI as a watchdog is one of the best use cases像AI一样的监视器是最佳使用的案例之一
496that exists right now.现在就存在
497Almost no one is doing this.几乎没有人这样做。
498Having an AI watchdog in Slack to catch for duplicative work,在Slack有个AI的监视员 负责重复工作
499or having an AI watchdog on your calendar或者在日历上设置AI监视器
500to see when there are conflicts,看看什么时候有冲突
501or an AI watchdog over your meetings或AI监督您的会议
502just to see where disagreement is happening.只是看看哪里有分歧
50310 years ago, I remember working,十年前 我记得在工作
504this was at a large scale enterprise,这是在一个大型企业,
505but we were working on comparing contracts.但我们在比较合同
506It was before the edit, after the edit,在编辑之前, 在编辑之后,
507and it was like comparing contrast with AI.这就像比较 与AI。
508And 10 years ago, that was like the greatest use case ever.十年前,这是有史以来最伟大的使用案例。
509And yet, no one today is using AI然而,今天没有人使用AI
510for this like weird cross-functional gap analysis这就像奇怪的跨功能差距分析
511at a more advanced level在较高级一级
512than we would have done 10 years ago,比十年前我们本该做的
513and it's still just like such a meaty use case.和它仍然像这样一个肉质的使用案例。
514我觉得Claude Tagg是个大帮手
515I think it's a mess right now,我觉得现在一团糟
516in this exact moment that we're recording this,此时此刻,我们正在录制这个
517我觉得把Claude Tagg弄得一团糟
518but I'm sure it'll be fixed by the time this comes out.但我敢肯定,它会 修复,当这一切出来。
519I've also set up my own Claude code to come in.我也建立了我自己的Claude密码
520我有一个叫Loop Alley的Slack频道
521I'll send you a screenshot of non-private information,我会给你一个非私人信息的截图
522but it is called Loop Alley.但它被称为环环。
523My freaking human team我的人类团队
524can talk to my AI workforce in that Slack channel.可以在Slack频道跟我的人工智能员工谈话
525So there is no ceiling to this stuff.所以这些东西没有上限。
526Like I'll have a teammate who like,就像我会有一个队友 谁喜欢,
527if I'm in private emails with someone,如果我和某人在私人邮件里
528that the teammate will write into the Slack and go,队友会写进Slack 然后离开
529hey, did that large financial services client,嘿,那大金融服务客户,
530like did they respond to Ali's email?就像他们回复阿里的邮件一样?
531And my workforce will respond back to that person,我的员工会回击那个人
532and that person will not have to wait for me那个人不用等我
533for five hours to get back to them.5小时才能回到他们身边
534That sort of thing, the ratcheting up那种东西,旋转起来
535of how advanced your AI workforce can be,你的人工智能员工队伍有多发达
536how multiplayer it is, that's going to take time如何多人游戏, 这将需要时间
537because people are still figuring out best practices now,因为人们现在仍在想出 最佳做法,
538things are not easy to set up right now,事情现在不容易安排
539but that baseline of, hey, interview me,但是,那个基线,嘿,采访我,
540I want a workforce, I want something,我想要一个劳动力,我想要的东西,
541just doing stuff for me at a high enough level,只是为我做一些事情 在足够高的水平,
542you can set that up and connect into tools你可以设置和连接到工具
543in under three hours.不到三小时
544The other thing is,还有一件事
545because a lot of people are not doing it,因为很多人不这样做,
546that's the arbitrage opportunity, you know?这就是套利的机会,你知道吗?
547Yes.
548So it's kind of like stick through it, optimize it.因此,它有点像坚持通过它,优化它。
549I'm curious actually from your perspective,从你的角度来说,我很好奇
550like what opportunities are you seeing就像你看到什么机会
551that people could be building, making money,人们可以建设,赚钱,
552that sort of thing?那种东西?
553I'm just curious, what comes top of mind?我只是好奇,有什么头绪?
554I think, so certainly, I think AI workforce,我认为,所以当然,我认为AI劳动力,
555first of all, of all AI users,首先,所有AI用户,
556if you look at the percentage of people如果你看看人口的百分比
557who are paid AI users,他们是人工智能用户,
558and if you look at the percentage of those如果你看看这些百分比
559who are using things like Codex or Cloud Code,他们使用 Codex 或 云码之类的东西,
560it is minuscule.这是微小的。
561So already, if you're just trying to be in the top,所以,已经,如果你只是试图 在顶部,
562like 1% of AI users and you're using the stuff像1%的人工智能用户 而你正在使用的东西
563and you've built out even a basic workforce,而且你已经建立了 甚至基本劳动力,
564you're already top 1%, probably top 0.5%.你已经是前1%了,也许是前0.5%。
565Getting it to that advanced level,让它达到那个高级水平,
566I think is absolutely arbitrage我觉得这是套利
567because it feels like I'm operating a company因为感觉好像我在经营一家公司
568of a thousand people and not my small,一千人,而不是我的小人,
569(原始内容存档于2018-09-29). rappy gremlin group.
570That is still absolutely one.这仍然是绝对的。
571I think the second that I would do我想我会做的第二
572is that AI is a watchdog over any single thing是AI是一个监督 任何单一的事情
573that I'm normally tracking.我通常都在追踪
574So maybe it's, and I don't just mean visibility,所以,也许它是, 我不是仅仅指可见度,
575I think dashboards are dumb,我认为仪表板是愚蠢的,
576but I want visibility with anomaly detection但我想用异常探测器来显示
577or insights or something.或洞察力之类的
578So don't just tell me what my social media following is所以,不要告诉我什么 我的社交媒体跟踪
579or views or whatever.或观点或任何东西。
580Tell me, what are people talking about?告诉我 人们在说什么?
581What are people best reacting to?人们对什么反应最好?
582What is not performing well?什么表现不好?
583What should I do tomorrow?我明天怎么办?
584Write me a script that helps me for that.帮我写个剧本
585So kind of this AI is a watchdog,所以这种AI是一个监督者,
586but with insights into action, I think is the second.但随着对行动的洞察力,我认为是第二个。
587And the third that very few people are talking about,第三个是很少人谈论,
588but is probably one of the biggest arbitrage opportunities但可能是最大的套利机会之一
589because of how good the models are now因为现在的模型有多好
590is to, instead of building out the thing,是,而不是建造的东西,
591build the factory for the thing.造工厂为物.
592What do you mean by that?这是什么意思?
593So let's say that you wanna build a product不如说你想制造一种产品
594and we just released,我们刚刚被释放,
595there's something called the AI First Index有一个叫做AI的第一指数
596that I run with all of my Fortune 500 clients我和我的500个客户一起跑
597where I interview their executives我在那里采访他们的主管
598and I evaluate how AI First they are我首先评价AI是怎样的
599across like 16 different dimensions and all this stuff.穿过16个不同的维度 和所有这些东西。
600And we decided through a combination of humans and AI我们决定通过人类和AI的结合
601to create a product for the public为公众创造产品
602to be able to benchmark themselves能够制定基准
603on how AI First they are as individuals and as a company.首先,他们是个人和公司。
604In that process, I could have done one of two things.在这个过程中,我可以做两件事之一。
605I could have gone to Cloud Code or Codex我本可以去"云码"或"代码"
606or Antigravity or whatever.或者抗重力之类的
607I could have gone to any of these and said,我本可以去任何这些 并说,
608hey, I wanna build out this thing, interview me,嘿,我想建造这个东西,采访我,
609look at my AI First Index reports看看我的AI第一指数报告
610that I've used with previous clients,我用过以前客户,
611find every single workshop I've ever done with clients找到我和客户做过的每一个工作坊
612where I mentioned the AI First Index, whatever.在那里我提到了AI第一指数,什么的。
613Do that and build out the product做这个然后制造出产品
614and then we iterate for several hours, days, whatever,然后我们爬了几个小时,几天,不管什么,
615until something is perfect and we release it.直到有东西是完美的,我们释放它。
616That is option one.这是选项一。
617Option two is realizing选项二正在实现
618that that's probably not gonna be the only product you build这也许不会是你制造的唯一产品
619or will not be the only iteration或不会是唯一的重复,
620of that specific product that you build.你制造的具体产品。
621And so it's like going one level up in abstraction.所以这就像一个层次的抽象。
622It's like what DevTools companies did for engineering,就像DevTools公司为工程所做的那样
623but you're creating DevTools that level for yourself.但你正在创造DevTools 这个级别为自己。
624You're going to like the kernel level for yourself.你会喜欢内核水平的
625And so you're moving down the stack for yourself.所以,你移动下堆自己。
626And instead of just building that product,而不是仅仅建造那个产品,
627we instead built out a mini我们建了一个迷你小屋
628and very beginner software factory和初创软件厂
629where we're building out primitives在那里我们建造原始人
630like obviously we have to deal with login.像很明显,我们必须处理登录。
631Obviously we have to deal with payments.显然,我们必须处理支付。
632Obviously we have to deal with social sharing.显然,我们必须处理社会分享问题。
633We have to deal with writing newsletters我们要写通讯
634to promote these things.宣传这些东西。
635And so you end up,所以,你最终,
636instead of just building that one product, you go,而不是仅仅建造一个产品,你去,
637there's going to be a flywheel that comes out of this.会有飞轮从这里出来。
638There's gonna be explosive opportunities会有爆炸的机会
639that comes out of this.从这个开始的
640Why not take advantage of that now?为什么不利用现在呢?
641And so it's like a measure twice, cut once kind of thing,所以它就像一个措施两次, 切一次的东西,
642but the measurement is building out that foundational layer但是,测量 正在建立基础层
643so that the next product that you build,以便你们创造下一个产品,
644Syntex AI的下一个版本
645or whatever you're building out,或任何你正在建造,
646is so much faster, so much better, so much stronger.这么快,那么好,那么强。
647And so we're building these like loops,所以,我们正在建造这些 像环,
648these optimizing loops again,这些优化循环再次,
649that aren't super autonomous不是超级自主
650and are very heavy-handed with humans.并且对人非常严厉
651But that is the arbitrage opportunity但这是套利的机会
652on products that are revenue,收入产品,
653that product's already profitable.那个产品已经盈利了
654And now I have the ability to build endless products现在我有能力制造无尽的产品
655that are profitable at faster speeds以更快的速度赚钱
656than I built the first one.比我建的第一个。
657That's crazy.这太疯狂了
658That's absolutely crazy.这绝对是疯了。
659And no one is talking about this.没有人在谈论这个。
660No, it's the dark headless factory.不,这是黑暗的无头工厂。
661Headless, like AI headless, not, you know.无头,像AI无头,不是,你知道的。
662But that is, that's what I want.但这就是我想要的
663I want that, I want to learn through the mess.我想要,我想学习 通过混乱。
664We had a webhook issue, whatever.我们有个网游问题,什么的。
665I want to learn through that mess.我想从这烂摊子中吸取教训。
666And then I want to never make that mistake again.然后我想永远不要犯这个错误。
667And so you have to think about how this factory works,所以,你必须思考 这个工厂是如何工作的,
668not just for product building,不只是为产品建设,
669but maybe it's for how you want to run your content engine.但也许是为了你如何运行内容引擎
670Maybe it's how you want to deal with net new leads.也许这就是你想要处理 净新线索的方式。
671Like think of the factory behind the one singular task,就像想到工厂 背后唯一的任务,
672instead of the one singular task itself.而不是唯一的任务本身。
673That is one of the biggest ways to rethink work in the AI age.这是在AI时代重新思考工作的最大方法之一.
674Ali Miller现在在软件上的POV是什么?
675you know, the SaaS apocalypse and software,你知道,SaaS启示录和软件,
676the value going down, down, down.价值下降,下降,下降。
677Like in a world where everyone could create就像一个每个人都能创造的世界
678a software factory.一个软件厂。
679Also, I just, I like, I wish I had an agent而且,我只是,我喜欢, 我希望我有一个经纪人
680that was yelling at me about my posture.对我大喊大叫
681So like, maybe I'll, I'll create a new one for that所以,也许我会,我会为这个创造一个新的
682as I realize.如我所觉.
683SaaS apocalypse.萨阿斯启示录.
684I think mediocre software is dead in several years.我觉得平庸的软件几年后就死了
685And the reason that I think it's actually a longer timeline我之所以认为这是一个更长的时间
686than most people are predicting is because of what I shared比大多数人预测的还要多 是因为我分享了
687about like how often people are actually using this stuff.就像人们经常使用这些东西
688So you could go into one of the most AI first, you know,所以,你可以进入 最AI的第一,你知道,
689banks or AI for software companies.银行或软件公司的AI.
690And if you ask them, have you rebuilt DocuSign?如果你问他们 你重建DocuSign了吗?
691Have you rebuilt parts of Salesforce?你重建了销售部队的一部分吗?
692Have you rebuilt all these things knowing that you can?你重建了所有这些事情 知道你可以吗?
693They would say something like, no,他们会说一些类似,不,
694because we're already so bandwidth constrained.因为我们已经受限了
695Or no, because we've prioritized this other thing.或不是,因为我们把其他事情列为优先事项。
696As long as we are still bandwidth constrained,只要我们还在限制带宽
697and as long as there are still billions of people只要还有数十亿人
698who have not used these sorts of tools,他们没有使用这些工具,
699you're not going to have mass adoption你不会有大规模收养
700inside of the enterprise of the replacement to SaaS.在企业内部替换为SaaS。
701Does that make sense?这有道理吗?
702Like, if it continues to take, I don't know,就像,如果它继续需要, 我不知道,
703a hundred hours or something to rebuild一百小时或什么的重建
704something at the scale of a CRM,某种规模的CRM,
705companies that only have people who are sitting there只有人坐在那里的公司
706and can work for a hundred hours and who know how to do this并且可以工作一百小时 谁知道如何做到这一点
707are going to be able to take advantage of it.能够利用它。
708And it's only going to be when that drops down只有当它下降
709to like under three hours and is a fun click喜欢不到三个小时,并是一个有趣的点击
710and drag interface, which I would even argue拖动接口,我甚至会说
711and say replete lovable are not at that level yet, right?并说充沛的可爱 还没有达到这个水平,对不对?
712For that complexity of software,对于软件的复杂性,
713you're not going to see a high complexity,你不会看到一个非常复杂的,
714enterprise grade, highly secure SaaS do that.企业级别,高度安全SaaS做到这一点。
715Also, people don't want to maintain而且,人们不想维持
716that software too, right?那软件也是 对吧?
717Oh my God.天呐
718People are willing to pay someone else人们愿意付钱给别人
719to maintain software.用于维护软件。
720Absolutely.当然
721I built an app.我做了一个应用程序。
722This was a year and a half ago or something.这是一年半前什么的。
723I built an app that only lives on my desktop我造了一个只住在桌面上的应用软件
724that allows me to like better manage photo stuff.这样我就可以更好地管理照片了
725And someone yesterday brought this up in a call昨天有人在电话里提起这个
726and I was like, oh my God, I have an app just for this.我当时想,哦,我的上帝, 我有一个应用程序 只是为了这个。
727And then I opened it and it was aired out.然后我打开它,它被播放出来。
728And I'm like, I don't want to deal with this right now.我现在不想面对这个
729Like this is not at all what I want to do.这根本不是我想做的
730So you're totally right.你说得对
731The maintenance is rough.维修粗糙.
732I think like Boris kind of describes one我觉得就像鲍里斯描述的一样
733of the like future employee types未来雇员类型
734as just like the maintainer.就像维护者一样
735But I have a really hard time seeing mass SaaSpocalypse但我很难见到大众《启示录》
736until the ease of making prototyping,至於造化的方便,
737making customizing and maintaining and securing.* 定制、维护和保障。
738Is that like 95% plus?这像95%加?
739I mean, even in a world where there's the maintainer,我的意思是,即使在一个世界上 有维护者,
740if something breaks and you're an enterprise,如果有东西坏了 而你是一个企业,
741you want someone to call.你想找人打电话
742You want to go into someone's office, right?你想去别人的办公室,对吧?
743Yes.
744You also want someone to blame.你也希望有人责怪你
745You want someone to blame.你想要有人责备。
746That's an important piece.这是一个重要的作品。
747I think a lot of people are forgetting我觉得很多人都忘了
748that like the question of,就像一个问题,
749is AI going to replace this, this, this,这是AI要取代这个,这个,这个,这个,
750whether it's a task, a job, a company,无论是任务,工作,公司,
751a product, something.一个产品,什么的。
752Often I am asked, the first question I'm asking myself我经常被问到,第一个问题是我问自己
753is who's liable now?谁现在有责任?
754Who would be liable in that other world?在那个世界里谁会承担责任?
755And do I think that that trade-off is worth it right now?我是不是觉得这种取舍是值得的?
756Like I work with Fortune 500 CEOs every single day.就像我每天和财富500名首席执行官合作
757They, no way, no way.他们,不可能,不可能。
758They want to be able to call他们想打电话
759because they want someone to unblock.因为他们想要有人解围
760They want someone to secure.他们要有人来保护
761The other thing is that, let's say that,还有一件事,让我们说,
762let's just say it's a Salesforce example这么说吧,这是销售力量的例子
763and that you could build a shitty CRM or a simple CRM你可以建立一个低劣的CRM 或者简单的CRM
764or something that's just running on your own.或者是你自己跑出来的
765But Salesforce has relationships with all the AI labs.但销售部队与所有AI实验室都有关系.
766They are getting into early testing.他们正在接受早期测试。
767And so by the time a new model comes out,所以当一个新的模型出来时
768you are facing it as a day one person.你面对它 一天一个人。
769They're facing it as a day 30 maybe.他们可能正面临着30天
770And so you're also going to be on a very big lag.所以,你也会 处于一个非常大的滞后。
771And so as you're thinking about that cost trade-off,当你在考虑成本权衡时
772I think in addition to all the things我想除了这一切之外
773that we just talked about with enterprise,我们刚刚谈论的企业,
774great security and maintaining, whatever,伟大的安全和维护,不管什么,
775you just also don't want to experience that lag.你只是不想经历 落后。
776Like we're moving to a world where being fast to the punch就像我们正搬到一个 快速的拳击世界
777and getting a 30-day, 60-day, 100-day leg up on someone和得到一个30天,60天,100天 腿上某人
778is going to be massive for business.将会是巨大的生意。
779What about for consumers?消费者呢?
780So like I get that like an enterprise,所以,就像我得到的 像一个企业,
781you want someone you can speak to and you want security.你想要一个人,你可以说话 你需要安全。
782But for consumer, it's like, for example,但对于消费者来说,比如说,
783your app idea around, you know,你的应用创意,你知道,
784let me know when my posture's bad.姿势不好就告诉我
785Yeah, which I'm just going to keep.是啊,我只是要保持这一点。
786Here, I'll even move the camera up.在这里,我甚至会移动 相机上升。
787By the way, I also have horrible posture.顺便说一句,我也有可怕的姿态。
788So.所以说 So.
789Okay, well then let's build a product using that.好吧,那我们用这个做个产品
790Yeah, exactly.没错
791And it's like, okay, let's say you build a product这就像,好吧,让我们假设你造一个产品
792and I build a product.我造了一个产品。
793It's like, you know, ultimately may the best product win.这就像,你知道, 最终希望最好的产品赢得。
794But like.但是一样。
795Yeah, hopefully.是啊,希望是这样。
796Hopefully.希望是这样
797I don't think that's ever been the case though.不过,我可没想过会这样
798That's right.没错
799Right?对吧?
800I mean, the best songs aren't on the Billboard 100,我的意思是,最好的歌曲没有 在公告牌百强单曲榜,
801you know, like in the sense of like the marketing,就像市场营销一样
802the promotion of, you know, a piece of IP宣传,你知道, 一块IP
803is really what drives a lot of awareness and.真正能唤起人们的觉悟
804But that's also an arbitrage opportunity.但这也是套利的机会.
805Like it's almost kind of exciting好像有点刺激
806that it's not only based on code or design for who wins.不仅基于代码 或设计谁赢了。
807It's like kind of nice to know很高兴知道
808that if you're someone who's really personable,如果你真的是个性好的人
809that you can get a leg up你可以把腿抬起来
810if you're able to like open doors that other people can't.如果你喜欢别人不能打开的门
811Exactly.没错
812Like on the one hand, you could say it's not fair一方面,你可以说这不公平
813because it's so subjective.因为它是如此主观。
814And on the other hand, you could be like, oh yeah,而另一方面,你可以像, 哦,是的,
815but if I lack that one skill,但如果我缺乏这种技能
816or if I'm not the best in class at that skill如果我不是班上最擅长的
817and I'm just kind of passing muster on that skill,而我只是 那种通过 集合的技巧,
818I still have a chance.我还有机会
819Yeah, so I agree.是的,所以我同意这个说法。
820So like when people say, just to like sum this up,所以,就像人们说, 只是喜欢总结这一点,
821when people say like software is going to zero,当人们说像软件会变成零,
822on the enterprise side, we both agree like,在企业方面 我们都同意
823yeah, some software might go to zero,是的,有些软件可能会变成零
824but you want someone that you can speak to,但你想要一个能和你说话的人
825you want security, you want someone to maintain it.你想要安全,你要有人维护它。
826On the consumer side,在消费方面,
827what it feels like it's sort of shifting感觉就像在转变
828from science to art.从科学到艺术
829And now the people that are gonna win而现在那些会赢的人
830are gonna be the more creative,将会更富有创意,
831maybe the video first people,也许视频第一人,
832the people that can like understand能够理解的人
833如何创建 Instagram 卷轴
834that a posture app can go viral.姿势应用可以病毒化
835And the code is actually gonna matter a lot less,而代码实际上会 重要得多,
836but the amount of opportunity that exists但存在的机会数量
837both in enterprise and consumer,在企业和消费者,
838to me couldn't be higher.对我来说,不可能更高。
839Like I, so I think a lot of people will say the phrase就像我,所以我想很多人会说这句话
840like look for the bottlenecks and solve the bottlenecks.就像寻找瓶颈 并解决瓶颈。
841And I always kind of disagreed with,我总是不同意
842or I don't think it's fully complete.或者我并不认为它是完全完整的。
843The phrase that I say is like, look for the bottlenecks,我说的那句话就像, 寻找瓶颈,
844then evaluate the value of fixing those bottlenecks然后评估克服这些瓶颈的价值
845and then pick the bottleneck that is high value to fix.然后选择高价值的瓶颈来修复.
846And so if right now the bottleneck is not on writing code所以,如果现在的瓶颈 不是写代码
847and the bottleneck is not on coming up with good design,瓶颈不是在设计好的,
848but the bottleneck is getting something但瓶颈 得到的东西
849from a local HTML file into like an actual iOS app,从本地的 HTML 文件变成像 iOS 应用程序,
850then that might be where you spend your time.那也许就是你们花时间的地方
851Or if the bottleneck is that no one's really figured out或者,如果瓶颈是 没有人真正想通
852how to get stronger word of mouth and referral codes如何获得更强的口语和转介代码
853and like that's still kind of messy.这还是有点乱
854And I know this as a product maker and advisor,我知道这是作为 产品制造者和顾问,
855whatever, like that is still a messy spot.不管怎么样,那还是个乱七八糟的地方
856So like maybe if you fix that,所以,也许如果你修复,
857your whatever they call it,无论他们怎么说,
858like the covariant, the word of mouth covariant thing就像同性恋 口语同性恋
859could be above one.可能比一个高
860Like that is what I would be spending my time on,就像我会花我的时间,
861finding the bottlenecks and finding寻找瓶颈和发现
862what is still high value.仍然价值很高的东西。
863I think video creation,我认为视频创作,
864no matter how much AI is helping me edit不管AI帮助我编辑多少
865or edit the script or whatever,或编辑剧本或任何东西,
866it is still a slog to be able to make video.拍摄视频仍是一股污点。
867So that is still a bottleneck and it's very high value.这仍然是一个瓶颈,而且价值很高。
868But people in the B2C space,但B2C空间里的人
869I'm sure can think of a lot more.我肯定能想到更多东西
870I don't know, I just think of like certain B2C products我不知道,我只是想 像某些B2C产品
871that I use and I'm like, why did I pick it?我用,我喜欢, 为什么我选它?
872我每天都会用Whisper Flow
873I don't like their mobile experience at all,我完全不喜欢他们的移动体验
874but I still use it.但我还是用它。
875Because the value is so high.因为价值很高
876Have I seen a single video about Whisper?我看过关于Whisper的视频吗?
877Did I see a single video before I started using it?我开始使用之前有没有看到一个视频?
878No, I now see them everywhere.不,我现在到处都能看到他们。
879Could be subconsciously though,可能是潜意识,虽然,
880you like see their brand places,喜欢看他们的牌位,
881like you might be watching, I don't know,就像你可能在看一样 我不知道
882Chris Williamson and then they sponsor Chris Williamson,克里斯・威廉森,然后他们赞助克里斯・威廉森,
883you kind of just see it.你只是看到了这一点。
884Yeah, I think like influencers是啊,我觉得像影响者
885still have a ton of sway here.这里还有一吨的摇摆。
886The rise of the B2B influencer,B2B影响者的崛起,
887which I feel like I was one of the first我觉得我是第一个
888and it's so amazing to see more people见到更多的人太神奇了
889creating business content,创建商业内容,
890but that is still a bottleneck in building B2B trust.但这仍然是建立B2B信任的瓶颈。
891That is a massive bottleneck这是一个巨大的瓶颈
892and so finding creators that can help you there.找到能帮你的创造者
893I think B2C has a ton of opportunity.我觉得B2C有机会
894I worry, if you look at the YC splits right now,我担心,如果你看看 现在的YC分裂,
895when I was working with YC when I was at AWS,当我在AWS工作的时候
896compared to now,与现在相比
897the ratio of B2B versus B2C has skyrocketed.B2B对B2C的比例急剧上升。
898Like there's just not as many B2C companies好像没有那么多B2C公司
899in these incubators getting built.这些孵化器正在建造
900You could either say when they're zigging, I'm zagging你要么说,当他们叹息,我在叹息
901and double down and do a B2C thing.倒数两下做B2C
902Like there was this woman who created an app,就像有个女人创造了一个应用
903she's never coded a day in her life.她从来没有 编码一天在她的生活。
904She created an app that takes a few photos of your face她制作了一个应用软件 拍了几张你的脸的照片
905and she takes that and creates a model of your face她拿了这个,创造了你的脸型
906and gives you like aesthetic photos并给你像美学照片
907that are like you in a grainy rainy day riding a bicycle像你一样在雨天骑自行车
908or whatever.还是什么的。
909She had 300,000 users out the gate.她有30万用户出门。
910Like there's still a lot of opportunity in B2C就像在B2C还有很多机会
911even if the big incubators are seeing that activity less.即使大型孵化器看到这种活动较少。
912And so maybe that's another opportunity所以也许这是另一个机会
913for people to explore.为人们探索。
914Well, yeah.
915And I think like we've been talking a lot about agents我觉得我们一直在谈论特工
916and I think there's just an opportunity我觉得只有一个机会
917to create agent first version of some of our favorite apps.以创建我们最爱的一些应用程序的代理第一版。
918You just like look at a bunch of different B2C apps你只是喜欢看一堆不同的B2C应用程序
919只是去查看sentrytower.com, 不附属
920but you can just see like what's charting但你可以看到什么是图
921and what are people downloading?人们下载什么?
922And it's like, okay, in a world where super intelligence这就像,好吧,在一个世界上 超级智能
923is now on tap, how can I make an AI native version of this我怎么能做一个AI本地版的
924or undercut from a price perspective或从价格角度贬低
925or just drive more value?或者只是驱动更多的价值?
926Like there's ways, there's now like opportunity好像有办法,现在有 象机会
927to enter some of these markets.进入其中一些市场。
928I completely agree with you.我完全同意你的观点。
929And I think agent first software is absolutely one.我认为代理第一软件是绝对的
930Two things that I actually think are really interesting有两件事我觉得很有趣
931or maybe three by the time I get to it或三时我到时
932but interesting research avenues to learn more opportunities但学习更多机会的有趣研究途径
933like the one you just mentioned.就像你刚才提到的那个
934So one, YC posts videos on Instagram第一,共青团在Instagram上发布视频
935for what type of applications they're looking for他们在找什么样的应用
936and agent first software is one of them.代理第一软件就是其中之一
937So listening to what YC is asking for,所以听YC的要求,
938assume that they are already thinking 18 months out.假设他们已经想了18个月了
939So that's definitely one arbitrage research opportunity.这绝对是一个套利研究的机会。
940The second is Matt Van Horn's last 30 days research skill第二个是马特·范·霍恩的最后30天的研究技巧
941which is just amazing.这太神奇了
942I've like inner, I've integrated that with my我喜欢内在的,我已经把 与我的
943like Claude Wiki, love it.喜欢克劳德维基,喜欢它。
944And the third is-第三个是...
945Wait, can you tell people, I've had Matt on the pod等等,你能告诉大家,我让Matt在舱里
946but just quickly like what is it但就像它是什么一样
947and why do you think it's chef's kiss?你为什么认为这是厨师的吻?
948So there are a lot of public skills所以有很多的公众技能
949that I think are done by geniuses in their space.我认为是天才在他们的空间里完成的
950One that was kind of first out the gate一种是先出门的
951or one of the first out the gate或者第一个出门的人
952that is made by a lovely man named Matt Van Horn由一位可爱的人制作 名叫马特·范·霍恩
953is slash last 30 days and it's on GitHub,30天前的斜线在GitHub上
954you can just grab it.你可以拿起来。
955But it is the ability for AI to figure out today's date,但是,这是AI的能力 找出今天的日期,
956scan the news of the last 30 days扫描过去30天的新闻
957but scan it in interesting ways,但以有趣的方式扫描它,
958synthesize it in interesting ways用有趣的方式综合它
959and just fan out crazy amounts of agents in parallel并同时煽动疯狂的特工
960to be able to bring it back to you.能够把它带回来给你
961So as I'm thinking about, if I'm going into a company所以,我想,如果我要去一个公司
962and I'm running a workshop for their 200 executives,我在为他们的200名高管办一个工作坊,
963I don't know about the insurance space as well as I should.我对保险空间了解不够
964And so if I need to quickly get spun up on an industry,所以,如果我需要 迅速得到一个行业,
965I'll use it or quickly get spun up on a specific company,我会用它或迅速得到 向特定的公司,
966I'll use it.我会用它。
967So I use it there but for this in particular,所以我在那里使用它,但特别的,
968you could just do slash last 30 days你过去30天可以砍刀
969and then say startup ideas that could be built by someone然后说一些可以由某个人创造的启动想法
970with the following background or the following skills具有以下背景或以下技能
971or have the last three jobs of this, this, this.或者有这最后三个工作,这个,这个。
972Use it in interesting ways to see how you can carve out以有趣的方式用它来观察你如何雕刻
973a new path that people are not doing.一条人们不会走的新路
974The third, which I have access to第三个,我可以接触到
975and I think there are public avenues to get it我认为有公开渠道来得到它
976is that I might, let's say I am at like a CMO summit我可能,我可以说, 我像一个CMO峰会
977and so every single person in the audience is a CMO.所以观众中的每个人都是CMO
978I can hear the types of questions that they're asking.我能听到他们问的问题
979I can hear the fear zones that they have.我能听到他们的恐惧地带
980I can hear questions that they used to ask three years ago我能听到他们三年前问的问题
981and are no longer asking today.今天就不再问了
982And so finding companies, people, influencers, creators,找到公司、人、影响者、创造者
983Greggs of the world to like follow,世界的格雷格斯喜欢跟随,
984to hear the inside scoop听到内部消息
985of what these people are thinking of.这些人的想法。
986Like I can tell you that CMOs,就像我可以告诉你,CMOs,
987all of them are asking about like,他们都在问,
988how do I get discovered by agents?我怎么会被特工发现?
989How, what is the agent for shopping experience look like?买东西的经纪人长什么样?
990What is brand consideration in the AI age look like?AI时代的品牌考虑是什么样子?.
991All of that is being considered right now by CMOs所有这一切目前正由CMOs考虑
992but it is often coming from a place of fear但它常常来自恐惧的地方
993that they are worried that their business他们担心自己的事
994is gonna be depleted,快要耗尽了
995that their pipeline is gonna be crushed in two years他们的输油管 将在两年后被粉碎
996if they don't figure it out now.如果他们现在不弄明白的话
997So figuring out paths to find those fear points找到这些恐惧点
998would probably be the third.这将是第三个。
999I love it.我喜欢它。
1000Ali, anything else you wanted to cover?阿里,你还有什么要说的吗?
1001I just wanna screen share the insane Claude reaction我只想分享一下克劳德的疯狂反应
1002because this, and this is me also cursing at Claude因为这个,这是我 也骂克劳德
1003but whatever.随便吧
1004So I wrote a not super,所以我写了一个不是超级,
1005I wrote a not super nice thing about Claude我给克劳德写了件不好的事
1006in one of our Slack channels.我们的黑频道之一。
1007And this was like late at night这就像深夜
1008and I was just like getting it out there我就想把它弄出来
1009so I could talk with my team about it later.我以后可以和我的团队谈谈
1010And all of a sudden there was an emoji reaction of a salute.突然间就出现了敬礼的情感反应.
1011And I was like, I don't think a single person on my team我当时想,我不认为我的团队中 只有一个人
1012has ever used a salute.曾经用过礼
1013And I hovered over it and it was Claude.我徘徊在它,这是克劳德。
1014I was like, what are you doing?我当时想,你在做什么?
1015And so I wrote back to it.所以我写回了它。
1016Did you just, emoji reaction, like is that you?你刚才有反应吗?
1017And Claude was like, yep, that was me, I'm here.克劳德就像,是啊,那是我,我在这里。
1018And I just, if there's one thing而我只是, 如果有一件事
1019that I want people to think about,我想让人们考虑一下
1020it is the leaning into the weirdness是倾斜到怪异之中
1021of what it looks like to have not just an AI workforce并不只是人工智能员工的模样
1022but to have a multiplayer AI workforce但拥有多人人工智能
1023that other humans can chime in on其他人类可以吸进去
1024and have it be proactive, right?并有它的主动性,对不对?
1025That is absolutely the second thing.这绝对是第二件事。
1026And giving it that flexibility to more roam free.并给予它灵活性 更多的漫游自由。
1027And the third is what it actually looks like第三个是它实际的样子
1028for a teammate or a system to up level,对于一个队友或一个系统上层,
1029whether that's in dark factory type space是否在黑暗工厂类型空间
1030or just answering better questions inside of Slack.或者只是回答Slack里面更好的问题
1031Those are the things that I would be considering这些都是我要考虑的事情
1032and don't be scared like me别像我一样害怕
1033if Claude emoji reacts to a lot of your messages.如果Claudeeemoji对你的信息反应很大的话
1034Yeah, I mean, it's, you know what that is like?是啊,我的意思是,这是, 你知道那是什么感觉?
1035It's kind of like, you know,这有点像,你知道,
1036it's a winter day in New York city.今天是纽约市的冬天
1037And for some reason it's like middle of February因为某种原因,就像二月中旬
1038and all of a sudden it feels like summer,突然间感觉就像夏天
1039like, you know, there's like random hot days像,你知道,有 像随机热天
1040and you're like, this is amazing.你就像,这是惊人的。
1041And you're like 90% excited but like 10% frightened你就像90%的兴奋 但像10%的恐惧
1042cause you're like, it's not supposed to be so hot now.因为你喜欢, 它不应该这么热现在。
1043That was kind of like-这有点像...
1044Your analogies are always so,你的类比总是如此,
1045you're like a genius with analogies, yes.你就像一个天才 与类比,是的。
1046That's what it's like.其义如是.
1047It's like, that's 90% cool but 10% frightening.这就像,90%的酷 但10%吓人。
1048Yes, yes.对,对。
1049I'm like, still gonna continue to try我仍然会继续尝试
1050and lean into that weirdness并倾斜到那种怪异
1051and find ways that I can like take that weirdness找到办法,我可以喜欢 采取这种怪异
1052and use it to my advantage.并用它为我的利益。
1053But I'm gonna keep that fear next to me但我会把恐惧留在我身边
1054so that I don't lose my mind.以免我失去理智
1055100%.百分百的 百分百的 百分百的
1056Yeah.
1057I hope people enjoyed this episode as much as I did.我希望大家和我一样享受这一集.
1058Ali, I absolutely love chatting with you.艾莉,我绝对喜欢跟你聊天
1059You're one of my favorite people to talk to.你是我最喜欢的人之一说话。
1060请在YouTube上评论,
1061just to hype Ali up honestly只是想把阿里 老实说
1062and have her hopefully come back on the podcast again.希望她能再次回到播客现场
1063Ali is a must follow.阿里必须跟随。
1064I'll include where you can follow her包括你跟踪她的地方
1065on her socials in the show notes and the description.在她的社交 笔记和描述。
1066Yeah, Greg, thank you so much for having me.是啊,格雷格,非常感谢你 有我。
1067My hope is that every single person我希望每个人
1068got the tactical things that they need有了他们需要的战术
1069to just like immediately, immediately take action on this.立即行动起来
1070If anything was not clear, let me know.如果有什么不清楚,告诉我。
1071I am gonna like jump on and help people.我会喜欢跳下去帮助别人。
1072And Greg, I will absolutely come back.还有格雷格 我绝对会回来的
1073You are one of my favorite, favorite creators.你是我最喜欢,最喜欢的创造者之一。
1074You can always call me.你可以随时打电话给我。
1075I appreciate it.谢谢
1076Ali, I'll see you next time.阿里,下次见
1077Sounds good, bye.听起来不错,再见。
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