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20VC · · 69 分钟

为什么现在正是应用层的时刻|为什么创业公司应该 TokenMaxxing|Mike Mignano,USV

Harry StebbingsMike Mignano

YouTube
TL;DR
  • 基础设施建设已进入后半程,应用层才是主线。 核心框架是:OpenAI、Anthropic、xAI主导的实验室建设,类似互联网应用层出现前的光纤和宽带建设。Harry说,“现在基础设施已经建好……该轮到应用来建设了。”面对Mercor的Brandon认为未来24个月基础设施层创造的价值会远高于应用层,Mignano并未完全反驳,只是保留意见:“建设还没结束。”但他同样看好应用层的巨量价值创造——未来软件产品会多到“除非你知道自己在找什么,否则根本没法下注”。
  • 模型可能走向两种未来。 要么某家实验室实现递归自我改进——“一旦达到递归自我改进,你就出局了,没人追得上”,大概率是已经拥有算力的现有实验室,但Thinking Machines或SSI也可能凭借新架构实现弯道超车;要么AI沿着此前所有技术走过的S曲线进入平台期,模型商品化,竞争转向成本优化:开放权重模型、路由层,以及与人类目标对齐的Harness。他明确表示,并不期待失控式加速的未来。
  • Agent首先是信任问题,实验室无法独占。 Harry说:“我们从未像即将交给Agent那样,把自己如此多的部分交给一种技术。”Chrome曾观察我们的浏览行为,但“它不是另一个自己”。Harry的直白反驳是:除了硬核技术人员,没人真正关心隐私;把钥匙交出去,5年内就会成为事实上的默认选择。Mignano承认历史更支持Harry,但认为只要有足够多的人在意,“让一个或几个玩家能够牵制其他玩家”就够了——这正是USV押注开放权重、开放Harness和分布式算力组成的“Rebel Alliance”的理论基础。
  • 初创公司应 TokenMaxxing,而在位者只能配给额度。 Harry用Mark Benoff的算法估算:他在Anthropic花费的$300M,只相当于开发者薪酬中3.8%用于token的支出;如果达到20%,Anthropic“被严重低估”,达到100%,规模会远超所有人的想象,但如果需求转向开放模型,“会是完全不同的游戏”。Mignano的判断是:大公司必须控制token预算,但“如果我是现在的初创公司CEO,我仍然会拍桌子要求最大化token支出”——编程用前沿模型,运营用Sonnet。最好的工程师会追随这种不设上限的预算。
  • 实验室吃不掉应用层——而他曾经以为会吃掉。 他过去1年最大的认知变化是:“我曾以为模型提供商什么都能做……但公司不可能什么都做。”这也是人们曾经对Google和Apple的误判。护城河包括医疗行业长达10年的监管审批,Granola积累的组织上下文,以及Anthropic成立专门设计团队后仍保持数十亿美元收入的Figma。市场结构上,赢家大约拿走30%,“剩下的70%完全还有机会。”
  • USV错过模型赛道后的反向押注:自2021年以来押注能源。 无论最终哪种模型胜出,底层能源层都会获得回报;而他们后来意识到,所需能源比预想更多,能源的可迁移性也比预想更重要。组合中的Radiant做工厂流水线生产的小型核反应堆,Rune则把微型数据中心部署在风电场旁边。另一条原则是“不要自动化,要彻底摧毁”——跳过企业中间商软件,直接做Doctronic式的全模型重构。
  • 早期拿所有权,后期看现金回报,永远不要因为价格放弃——但要有边界。 Fred Wilson最大的经验是“永远不要因为价格放弃”;Mignano补充说,小基金在种子轮必须设定价格上限,否则基金回报模型无法成立,而Series B之后则应忘掉持股比例,按投入$25M能否实现10x、100x、1000x来承保——这就是FOMO交易。杠铃结构适用于所有阶段:要么投大型共识平台,要么做USV这种规模$275M、观点鲜明的小基金。Harry说:“今天没有$400M基金,你做不了Series A。”处于中间的$50-100M基金会被挤垮。
  • 两人都坦白错过了对方押中的赢家。 Harry因为$200-250k支票只能换来1%持股而拒绝了Suno的种子轮,也因“缺乏想象力”错过Granola;Mignano最大的遗憾则是从未投资Substack。他在Lightseed押中的两家公司,逻辑完全相反:Granola是基于认识Chris 15年的纯创始人下注,Suno则是押注音乐民主化的纯理论下注。Suno达到$5B估值后,仍可按“无限上行潜力”承保,因为它代表一种新行为——团队称之为“创意娱乐”:纯粹为了享受而创作音乐,就像Claude Code或Midjourney。
摘要 · 为研究而整理的核心内容

1. 基础设施建设仍在继续——现在轮到应用被写出来

  • 当下的底层框架是:OpenAI、Anthropic、xAI、SpaceX主导的实验室时代,本质上是一场资本密集型基础设施建设,直接对应互联网应用层出现前的光纤和宽带建设。Harry说:“现在基础设施已经建好……该轮到应用来建设了。”
  • Harry拿Mercor的Brandon来检验这一判断:Brandon认为“未来24个月,基础设施层创造的价值会远高于应用层”。Mignano没有完全反对,只是强调:“我们还没结束,建设还没结束。”与此同时,他认为应用层也会创造巨量价值。
  • 这对基金策略的关键影响是:应用会多到“除非你知道自己在找什么,否则根本没法下注”。这也是他从共识驱动、追求规模的基金转向理论驱动的USV的原因,尽管他承认,近期“共识驱动一直极具价值,也极其赚钱”。

2. 两种未来:递归失控,或沿S曲线成为商品

  • 第一种未来是递归自我改进:AI自主开展研究,在指数曲线上“永远复利”。他的绝对判断是:“一旦达到递归自我改进,你就出局了。没人追得上。”如果真的发生,胜者大概率是已经拥有算力、前沿模型和芯片的现有实验室;但Thinking Machines,或Ilia和Daniel创立的Safe Superintelligence,也可能凭借后Transformer架构实现全面超越。“这不一定是我期待的未来。”
  • 第二种未来是:历史上的每项技术都遵循S曲线——缓慢起步、指数增长、最终平台化。自我约束的边界尚不清楚:Transformer可能无法无限扩展,数据可能耗尽,硬件建设也可能跟不上。
  • 如果最终进入平台期,“这项技术可能会越来越像一种商品”:实验室之间趋同,竞争转向价格、产品体验和智能栈,包括开放权重模型、优化token支出的路由层,以及Harness。

3. Harness,以及Agent到底在为谁工作

  • Harry承认自己一直不太敢问,Mignano对Harness的定义是:“与模型紧密耦合的应用。”Claude Code和Claude Co-work是形成飞轮效应的案例,此外还有会“接管你的Mac Mini”的Hermes,以及Arendelle的Pi。
  • 他提出“你的Agent到底在为谁工作”,源于激励机制错位:实验室的目标是让实验室模型变得更聪明;但如果我把全部行动能力、个人信息以及信用卡都外包给Agent,“我希望它为我工作”。
  • Harry的反驳一如预告般直接:“除了硬核技术人员,我不认为有人在乎隐私。”人们已经习惯在网上使用信用卡、在网上寻找伴侣;把钥匙交给Agent,“5年内就会成为事实上的默认选择”。
  • Mignano的回应分两层,而且承认“历史表明不会按我的想法发展”。第一,Harry说:“我们从未像即将交给Agent那样,把自己如此多的部分交给一种技术。”Chrome了解我们的兴趣,但“它不是另一个自己”。第二,不需要所有人都在意,只需要“足够多的人在意……让一个或几个玩家能够牵制其他玩家”。

4. TokenMaxxing:在位者配给额度,初创公司全力踩油门

  • Harry用Anthropic的承保模型计算:Mark Benoff说自己在Anthropic花了$300M,相当于开发者薪酬中3.8%用于token的支出。如果达到20%,“Anthropic被严重低估”;达到100%,“这会比我们想象的大得多”;如果增长停滞或需求迁移到开放模型,“会是完全不同的游戏”。Mignano说:“我认为这是一个风险。”
  • 他的判断分成两类。Salesforce或Microsoft不可能给5,000-50,000名员工无限预算,这也是他提到Meta、Uber和Microsoft的原因。但“如果我是现在的初创公司CEO,我仍然会拍桌子要求最大化token支出”:编程使用前沿模型,摘要和运营使用“Sonnet之类的模型”,“我想获得对Salesforce的每一项优势”。
  • 人才会追随预算:最好的开发者会选择可以放开花钱的初创公司,尤其是有使命感的公司。“市场上有太多资金和资本在流动……很多公司过去不需要有使命感。我认为现在它们会需要。”
  • 对于Harry提出的场景——新模型让一名100x工程师用巨额token账单替代10名中等工程师——工程团队会转向规模更小、能力更强的工程师组合,把低层任务交给Agent。“但我还不知道它最终具体会是什么样子。”

5. 开放生态,以及路由层的商业模式难题

  • 他的估算是:企业中“80%的非编程任务”都可以交给非前沿模型完成,包括摘要、文档和简报;开源模型的追赶速度也“比过去更快”。至于中国拥有最好的开放模型,他的判断是:“初创公司和团队会流向激励机制所在的地方。”随着Rebel Alliance获得“一战之力”,聪明的团队会转向开放生态。公开这套理论本身也是种子期策略——“向还未浮出水面的创始人发出蝙蝠信号”。
  • 路由现在变得重要,是因为企业希望根据任务的能力要求和成本,选择最合适的模型。纽约的Open Router是纯粹的路由公司,产业链各环节的公司也都告诉USV,它们计划将自己的路由层商业化。
  • Harry对此持怀疑态度:如何避免沦为商品化管道,而且“很难想象单靠路由就能做出一家$50B公司”。Mignano最有意思的答案是赏金模式:路由器在选出最高效模型时收取费用,但“还没真正看到它被搭建出来”。他的保留意见是,基础设施公司会深度嵌入开发者工作流,一旦嵌入,“你根本无法把它拔出来”。

6. USV错过模型赛道,答案是能源

  • 面对“USV是不是错过了模型赛道”的问题,答案是:USV“玩的是另一场游戏”。自2021年以来的核心押注是:无论哪种模型胜出,底层能源层都会获得回报。此后的教训是:“我们需要的能源只会比想象中更多,能源的可迁移性也只会比想象中更重要。”
  • 组合中的Radiant正在建设工厂流水线生产的小型核反应堆,并成为美国最早在穹顶中测试这类设备的公司之一;Rune则把微型数据中心直接部署在发电机和风电场旁边,解决能源可迁移问题。Harry还提到Boom面向AI的涡轮机机会,以及Panthalassa在海上的数据中心;Mignano把它概括为Adam Smith式的“看不见的手”——“市场会自行解决问题。”
  • 对于资本密集型的问题,他的回答是:在创新前沿,“最早期其实并不那么资本密集”。科学实验阶段,恰恰是风险投资基金应该介入的阶段。

7. 要彻底摧毁,不要自动化——以及实验室为何吃不掉应用

  • USV的筛选标准是:“我们喜欢押注能够彻底摧毁市场和既有商业模式的企业。”因此他们大多跳过企业自动化:那是在“向中间商销售,让既有业务变快”。Doctronic就是典型案例;当时“让AI把医生放进每个人的口袋”听起来仍然很疯狂,但USV领投了它的种子轮。
  • 医疗案例说明,近10年的医疗行业关系和监管审批最终形成了护城河——“你不能直接走进门说,嘿,我们现在要做医疗了。”USV在2018年投资,转折点花了5-7年才出现。更浪漫的说法是:“如果我们不相信初创公司能击败巨头,作为风险投资人还有什么乐趣?”
  • 即使实验室发起进攻,结果也不是二元的:Anthropic成立了专门的设计团队,Figma仍然保持着数十亿美元收入。Harry也承认自己在开发者工具上的判断错了:他原以为赢家会通吃,但Lovable已经达到$500M ARR,与Cognition及其他公司并存。Mignano对市场结构的判断是:“通常赢家会拿走大约30%的市场……剩下的70%完全还有机会。”
  • 他过去1年最大的认知变化是:“我曾以为模型提供商什么都能做……但幸运的是,我重新意识到公司不可能什么都做。”人们曾经也这样看待Google和Apple;Harry还转述了Roryo Driscoll讲过的故事:Microsoft一度考虑成为银行。“有时确实能做到,比如AWS。但它们不可能什么都做。”

8. Granola与Suno:纯创始人下注和纯理论下注

  • Granola是一次纯粹的创始人下注:他认识Chris 15年以上——Socratic的办公室就在Anchor后面——“我知道他做得到,我亲眼见过他做到。”竞争压力是真实的,OpenAI和Notion都推出了直接竞争产品;但Granola的防线在于专注——“他们只做笔记……我们只想成为你的第二大脑”,借此进入企业;以及上下文护城河:一旦组织积累起丰富历史,“作为企业,你不会愿意把它交出去”。他对这个时代的判断是:“这一轮AI产品建设,在很多方面就是要抢先,以及非常非常快地推进。”
  • Suno则是一次纯粹的理论下注,延续Anchor的投资框架:在AI之前,音乐从未真正实现民主化。因此他“追遍了每一支”在做AI音乐的团队,直到Mikey这位前音乐人通过在Hoboken的一顿晚餐建立起即时连接,创始人因素才进入判断。
  • 在$5B估值下承保Suno,核心逻辑是“无限上行潜力”,参照的是那些实现媒介民主化的代际平台:YouTube、TikTok、Twitter。他最初认为Suno需要Spotify式的创作者—消费者双边结构,仍把它视为平台,但现在已经不确定;他看到的更像一种“全新的行为”,团队称其为“创意娱乐”——“创作音乐就是为了创作音乐”,类似Claude Code或Midjourney,“对这些内容没有更高的诉求”。
  • Harry也坦白了自己的对应失误:他因为$200-250k支票只能换来1%持股而拒绝了Suno种子轮,也因为“缺乏想象力”错过Granola。两次都是糟糕的错失,而两家公司最终都成了Mignano的赢家。

9. 基金回报模型:早期拿所有权,后期看现金回报,以及Fred Wilson规则

  • 阶段划分很明确:种子轮和Series A阶段,持股比例很重要,因为后续轮次对小基金来说太贵;跨过Series B/C的鸿沟后,则应“忘掉百分比”,直接按现金回报承保$25M:能不能做到10x、100x、1000x。现实中的例子是Paul的新一代交易应用那轮FOMO融资,他与Harry共同参与,“这一次,我们不会把持股比例放在首位”。
  • Series A的经济条件已经重估:轮次通常是$80M-$100M post,偶尔达到$150M post。Harry告诉LP:“今天没有$400M基金,你做不了Series A。”相应地,$50-100M种子基金处在最差位置:会被大基金挤压,又大到无法保持协作。Mignano的判断一致:要么做大型共识基金,要么做小型观点基金,“我不认为基金可以处在中间”。与此同时,“现在会是大型平台基金有史以来最好的时期”:Thrive的增长数据超过90%的种子基金。
  • 关于价格,Fred Wilson最大的经验是:“永远不要因为价格放弃。”后期市场赢家具备价格弹性,但最早期阶段,他们“始终会有价格上限”,否则基金回报模型无法成立。Harry通过Peter Fenton补充:可以用价格测试自己的信念;对于Alan Chang或Air Wallace Jack,“价格翻3倍我仍然会付”。Mignano说,回头看自己的最佳交易,“我可能会付出双倍价格”。

10. 创业手艺,以及传统媒体的讣告

  • 他最早形成的约束理论是:“伟大的公司、伟大的产品、伟大的人,都来自约束,而失败是终极约束。”在Anchor,“我做得最好的时候,是公司账户只够撑3个月”。
  • Jeremy Lou给他的最大投资教训是:不要把自己的运营想法投射到创始人身上。即使你的判断是对的,“那也是创始人的公司”;如果一笔投资的成立前提是团队执行“你的计划”,那就是一笔坏投资。他也彻底调整了排序:创始人>市场>产品,并认为自己最糟糕的创始人判断错误都源于沟通——它会影响招聘、融资、产品愿景和叙事。
  • 他在非AI领域最大的遗憾是Substack:让人们自我出版,并“在媒体方面掌控自己的命运”。他的直白判断是:“我认为传统媒体在很多方面已经死了。”2022年离开Spotify时,他认为独立媒体已经“成熟定型”;但此后它“增长得大得多……我甚至不认为我们已经达到顶峰”。电视仍在经历大规模解绑。
  • 快问快答中值得记录的细节包括:最喜欢的首次创始人会面是Bor的Bren Putnham(前Mirror成员,已卖给Lululemon),他是“一个自然力量般的创始人”;最喜欢的种子基金是Matt Hartman的Factorial,以及Haystack。Factorial会“武装天使投资人”,比如Hugging Face的Clem,在自身资本之外再叠加基金。最高信号强度的交易推荐人是Nat Friedman,这也是他认识Suno的Mikey的方式;最喜欢的成长基金是Lightseed Growth,投资了Anthropic、xAI和SpaceX。

1. Fear of Failure vs Thrill of Winning

Harry Stebbings

Ready to go, Mike. Dude, I am so looking forward to this. We first did our show when you were co-founder of Anchor.

Mike Mignano

Correct. 10 years ago.

Harry Stebbings

10 years ago. I looked it up. I was underage, and I remember Anchor was the hottest thing in New York and in startups at the time. I was legit 18 or 19, and I was absolutely shitting myself before our show because you were the—it-boy entrepreneur at the time.

Mike Mignano

For a minute. Like, 5 minutes, most.

Harry Stebbings

Well, now you get 20 seconds, so I would appreciate it. Dude, I want to start with something that I ask a lot of great founders, but given your founding roots, I want to ask it of you: Are you motivated more by the fear of failure or by the thrill of winning?

Mike Mignano

I think both, to some extent. I think the fear of failure is very, very important. I strongly believe that great things, great companies, great products, and great people come from constraints, and I think that failure is the ultimate form of a constraint.

You talked about Anchor. Somebody just asked me the other day, “At what point in your life did you do your best work?” I thought about it, and the honest answer to that question was that I believe I did my best work when we were 3 months out of cash. When we were about to run out of money and when we were about to fail is when we did our best work. It’s so clarifying to know that you’re going to fail unless you turn the thing around.

I think failure can be an incredible motivator, but I also think that you have to have an insanely ambitious mission that you’re trying to accomplish, right? You want to win. You have this hunger to achieve something really hard and really impossible-sounding. I actually think you need to hold both things in your head to be successful, and I try to do that.

Harry Stebbings

We were talking before about insights that we had years ago. With Anchor, you wanted a very natural, conversational style—record and let people listen in. I was always like, “Nope, we want manufactured.”

Mike Mignano

You were doing clips way before clips.

Harry Stebbings

We were doing clips. I was absolutely into the airbrushing of audio, as we do today, and we disagreed on that. What are your thoughts on that?

Mike Mignano

Wow, there’s so much content, and the tools have gotten so much better that, out of the box, you can have a really decently sounding or looking podcast with almost no effort. If you want to break out, you actually have to go above that. The baseline has to be excellence. The baseline has to be incredible editing. The baseline has to be a phrase that you used—I remember 10 years ago—“insights per minute.”

I’m now a huge fan of insanely high production value when it comes to podcasts and YouTube videos. We were talking a little bit before, and you asked me about some of the content I’ve been producing. We’ve tried to do something very different, where we break out of a studio and bring in multiple cameras and multiple mics, and we try to do something very, very high production value because I think that’s the only way to stand out. Anyway, I think you were right.

Harry Stebbings

It took me 10 years to agree with you.

Mike Mignano

Listen, I was totally fishing for that. I was right.

Harry Stebbings

I do think insights per minute is important. I also think time to value is very important. People ask the most stupid fucking question, which is, “Tell me, where did you grow up?” Very little is often learned in the “Where did you grow up?” question.

What’s your version of that question?

Mike Mignano

I want to go straight to, “Are you motivated more by fear?” Straight away, I have someone on a hook. You have to create hooks in content pretty early.

Harry Stebbings

I also think, very much like venture, you have to be either really big or really small in content. You have to be very natural, like a teenager putting their phone up on the side and hitting record, or you are Logan Paul or MrBeast, or you’re like us at 20VC, which has studios all over London. It’s much bigger. The mid-tier firm doing it from their conference room office doesn’t work, baby.

Mike Mignano

Yeah, you’ve got to be on the extremes. I totally agree with you.

2. Why Mike Left Lightspeed for USV

Harry Stebbings

Speaking of being on the extremes and constraints, Lightspeed is a cash-constrained world to be in. It’s tough over at Lightspeed, and you made the move to the extremely well-funded USV. I’m obviously joking. We’re going from the very large to the very small, with USV being constrained in comparison. Why did you decide to make that move, dude?

Mike Mignano

I decided to go to USV because I am from New York. I’ve always been in or around New York, and as a builder, when I was building Anchor in New York 10 years ago, I got to meet USV. Despite them passing, I had an incredible experience and started a very, very long friendship.

I ultimately became an LP in the funds, and I always appreciated their ability and willingness to be really opinionated and to be very, very thesis-driven, even at times when the market said it made sense to be very consensus-driven. By the way, there have been times in the market, including recently, when being consensus-driven has been extremely valuable and extremely lucrative as a fund.

But the way I like to work, the way I like to build, and the way I like to bet is by being thesis-driven. I recognize that being thesis-driven can also be super risky, right? If you bet on a thesis and you’re wrong, you miss and you fail.

Harry Stebbings

Well, the trouble is that being thesis-driven can also be conventional. What I’m actually worried about is: What if the winners of venture—and what if venture is, from this point out, consensus-driven?

I think we’re coming out of a time in the market where we’ve undergone a massive infrastructure build-out in AI. We’ve had these companies building brand-new technologies, which have required vast amounts of capital to build out the infrastructure. Obviously, I’m talking about the labs. I’m talking about OpenAI, Anthropic, xAI, Scale AI, and so on.

Those required a lot of capital, and they produced magical technology that has generated billions. We’re about to see trillions of dollars in value. But now that infrastructure is built, it reminds me a lot of the early days of the internet, when we built out fiber and broadband. Then we had these new technologies to play with, and the internet came along, and an application layer came along and took advantage of that new technology.

3. We're Past the AI Infrastructure Phase — Now It's About Applications

To me, it feels like we’re back in that mode right now, where we’ve got this infrastructure and now it’s time for the applications to be built. I think there are going to be so many applications and so much software that you’re not really going to be able to make a bet unless you know what you’re looking for. I think that’s what USV has always been great at: knowing what they’re looking for and placing the bet when they see it.

Brendan at Mercor said the other day, “We will see much greater value accrue in the next 24 months at the infrastructure layer than we will at the application layer.” Agree or disagree?

Mike Mignano

I think there is still value to be created and accrued in the infrastructure layer. We’re not done. The build-out isn’t done. But I also think that now that we’ve got enough new toys at the technology layer, we will see massive value creation in the application layer as well.

Harry Stebbings

Do you think the future of AI is always-on? Sam Altman is suggesting so more and more in his verbiage. God, it makes me excited for NVIDIA. The future of AI is always-on. Do you agree with that?

Mike Mignano

I do think that we’re entering a world in which context is increasingly valuable for the labs and also for the application layer. I think we will see products and businesses increasingly try to push us further and further along the edge to an always-on world.

I can remember 10 years ago when I got an Alexa in my home and thought to myself, “Wait a minute, this is always listening for the wake word.” Now, I think, to your point, we’ve moved past that. Let’s say you’re in a meeting, in a conference room. More often than not, I’m hearing somebody say, “Hey, I’m Granola-ing this.” I think we are moving more and more toward that world, for better or worse.

Harry Stebbings

Do you think the multistage funds deliver an amazing pre-seed and seed product? Because I—I say this, and I think you’re probably also, and there’s no problem with this, but I think you’re a little more protective of your brand than me. I don’t worry about upsetting people.

4. Is AI "Always On" the Future?

The worst place to be is a $50 million to $100 million seed fund. You will get crushed by the large funds that are able to write large checks and lead rounds, but you’re also not small enough to be collaborative.

Very difficult middle ground to be in. Do you agree?

Mike Mignano

I think the best funds in the world at doing seed are really, really good about building their networks and meeting amazing people. I think you've been doing a good job recently at empowering a new class of entrepreneurs here in Europe and in London with very, very early-stage seed checks.

So, I think you have to build a great network. I also think to do seed well, you have to put your ideas out there into the world. You have to show the market what you're looking for. You have to be willing to take a stand and take a position and say, “I just put out a post yesterday about the Rebel Alliance,” saying, “Hey, USV, we're really interested in the Rebel Alliance: this new universe of open-weight models, open-source harnesses, distributed compute, and agents—human-aligned agents.”

When you put things out into the world, you're sending up a bat signal that's telling these early-stage founders that maybe haven't gone out into the world yet with a product, “Oh, this is the VC, or this is the person, or this is the team I should be talking to.” So, I think you need a great network, you need to ship your ideas, and you need to be willing to take bets on people, which, again, I think you've done a good job of with your program.

Harry Stebbings

Can I ask you on the shipping ideas? This is why I love asking advice, Mike: what if the ideas aren't fully formed? What if I'm just wrong, and then I get a deluge of companies, and actually the thesis wasn't what I thought it would be?

Mike Mignano

I think that's totally okay. Much like building a startup or building a product, if you're investing, you also have to be willing to put yourself out there, take a risk, and place a bet.

You can hedge that bet a little bit. You can place a counterposition bet on something else, maybe to offset the risk of that. But I think you have to be willing to put yourself out there if you want to succeed at anything in technology, whether it's a startup or venture capital.

5. The Rebel Alliance: USV's Thesis on Open Weights & Human-Aligned Agents

Harry Stebbings

Open weights, open harnesses, open models. Ding, ding, ding, ding. We're going to do a prediction round. Fun. I told you we had this truth-or-donate round. This is a new prediction round.

The model landscape in 5 years' time: what does that more mature market look like in terms of composition, the players, and their weightings? What does that look like?

Mike Mignano

One future is that the labs, especially the ones that are starting to approach something that feels like superintelligence, once they reach it—if they reach it—will have some form of recursive self-improvement, such that we hit this exponential growth of intelligence.

The thinking goes that whoever gets there first will run away with it. Once you reach recursive self-improvement, you're gone. No one can catch up. I think that's not necessarily the future that I am hoping for.

Harry Stebbings

For everyone who doesn't know, what is recursive self-improvement?

Mike Mignano

This is self-improving AI. This is superintelligent AI that can do its own AI research. Once you have it, once you deploy it, it can just continually improve itself exponentially forever, until it plateaus or until it self-limits in some way.

By the way, we don't know what that self-limiting factor may be. It may be that, for some reason, these architectures—the Transformer architecture, let's say—don't scale past a certain point. We don't know if that's going to happen. It could be that the model needs some amount of data that it can no longer access. There's a limit to the amount of data.

It may mean that we can't keep up with the hardware infrastructure that we need to keep recursively self-improving. In the past, in the history of new technology adoption, if you study it, these technologies all follow S-curves. They have a slow takeoff, then they have what feels like an exponential ramp-up, and then they plateau for some reason, like we just discussed.

That's potentially the second future for AI: we reach some plateau in terms of intelligence. If that happens, then the technology might start to look somewhat more like a commodity. If it plateaus, we're at a point where all the other labs can catch up and they can all have the same technology.

If they all have the same technology, then we're going to have a lot of competition in terms of price, product experience, and the various components that make up the new intelligence stack.

6. What Happens If We Hit Recursive Self-Improvement?

Harry Stebbings

If we go down route one—recursive self-improvement, leading to this kind of exponential advancement—is that done by OpenAI or Anthropic, or a leading model provider today? Is that done by one of the many others going after it? I was literally for 2 hours in Shoreditch yesterday with one. Or is that done by an entirely new company focused on recursive self-improvement?

Mike Mignano

I think it's probably done by one of the labs that already has all of these advantages, these vast compute advantages. They already have models that are at the frontier, they have the infrastructure, and they have the chips. So, I think it's probably done by one of them.

That said, there are a bunch of amazing researchers working on incredible new architectures that maybe haven't broken through yet, but maybe they can. Maybe they're building something that is better than the Transformer. There are a number of these labs out there: Thinking Machines and Safe Superintelligence from Ilia and Daniel.

If I were to bet, I would say the labs that already have the advantages. But that doesn't mean there isn't a new architecture being worked on in a lab somewhere that could leapfrog all of it.

Harry Stebbings

Okay. Number two is that, actually, we have less of this kind of exponential growth and more of a linear style. When you look at that more mature market on an S-curve basis, what does that composition look like in terms of the market between open and closed, Anthropic, and OpenAI?

7. The S-Curve Future: AI Plateaus & the Market Commoditises

Mike Mignano

I think in that world, enterprises and individuals are probably optimizing for a couple of things. They're probably optimizing for cost. They're starting to think about the trade-offs between intelligence and spend, and how they can optimize their token spend.

What does that mean? It probably means leveraging things like open-weight and open-source models. It probably means leaning into things like the routing layer to optimize token usage toward the model that maybe gives you the most bang for your buck, rather than always just token-maxxing and picking the most powerful model.

I think the other thing it looks like is choosing tools, products, and—hate to use the new buzzword of the past 6 weeks—harnesses that are maybe a little more human-aligned.

Harry Stebbings

Can you help me? What the fuck is a harness? No, seriously. I feel so bad. On X, I really want to do “Grok, what is a harness?” but I know everyone will be like, “Oh—”

Mike Mignano

I think of the harness as the application that tightly, tightly couples with the model. In the case of Claude, it's the Claude desktop app, and I would say specifically Claude Code and Claude Co-work, which are having this loop, this flywheel of product-and-model engagement.

Some other harnesses that I think people are pretty excited about are things like Hermes. I consider Hermes a harness that takes over your Mac mini. I don't know if you've set it up yet. Pi from Arendelle is another great harness. It's a European company.

Harry Stebbings

Someone legitimately called a harness after one of the greatest fashion brands.

Mike Mignano

What's that?

Harry Stebbings

Hermès is a fashion brand.

Mike Mignano

Oh, right. Well, isn't that Hermes?

Harry Stebbings

Well, it's spelled the same, dude.

Mike Mignano

Good point. So, anyway, I think having products, agents, and harnesses that are human-aligned and aligned with your own goals and incentives is going to be really, really important.

8. Who Is Your Agent Actually Working For?

I think people are going to be a little more self-conscious about the incentives of the model they're using. Obviously, the incentives of the models that come out of the big labs are to make the labs' models smarter, better, and faster.

You might think to yourself, “Hey, if I'm outsourcing all of my agency and all of my personal information, these goals, my credit cards, and all these things to an agent, I want that thing to work for me. I want that thing to be completely aligned with my incentives.”

I published something a few weeks ago on X called “Who Is Your Agent Working For?” That was the big idea we were trying to get across with that. As you become more and more comfortable handing over the keys to an agent, you're going to want to know that it's working for you.

So, I think that's a little bit of what that second future looks like. I have to say, I think people will get incredibly comfortable handing over the keys in the same way that we got incredibly comfortable putting our credit cards online, using Apple Pay, and finding our husband or wife online. I think that will be de facto in 5 years.

Harry Stebbings

I think there's a chance you're right. In fact, I don't think anyone gives a fuck about privacy other than hardcore technologists. I know that's blunt. I'm going to get killed for that.

Mike Mignano

No, no, no. You're not. I think there's a good chance you're right. If we're just thinking in terms of bets and probabilities, the history of the internet and personal computing suggests that you are right, Harry.

Harry Stebbings

But two things. First, I think we have never handed over so much of ourselves to a technology as we're about to do with agents. Yes, you're right, we browsed the web through Chrome and we used—

Mike Mignano

But it didn't do shit for us.

Harry Stebbings

It didn't do shit for us, right? We still got to control it. Yes, maybe we let these companies learn about our interests and the things we care about, but it wasn't out buying stuff for us. It wasn't out sending very personal messages to family members and loved ones.

Mike Mignano

It wasn't a second self, right? It wasn't us. I think now we're going to be doing stuff like that, and it might just make us think a little bit more about the incentives of the models that are doing those things for us. That's number 1.

Number 2, I'm not sure that every model and every agent needs to be superhuman-aligned. I'm not sure every person needs to care about it. I just think enough people have to care about it such that 1 player or a few players keep the others in check, right? I think we need market forces where a couple of good actors keep the other actors in check. So I think it's possible.

Now, is it going to happen? I don't know. History says it won't, but I think it's possible.

9. Engineering Teams Are Getting Smaller

Harry Stebbings

Do you think Dario has had a massive own goal in terms of marketing and messaging? He's been saying that about labor displacement for years. Everyone's going to be unemployed, and telling your customers they're going to be unemployed is always a bold statement.

Mike Mignano

What I see in Anthropic is an extremely mission-driven company. I believe that mission-driven companies can be very, very successful. Anthropic, love them or hate them, there's no doubt they've been extremely successful. I think at the time of us recording this, they're the most valuable privately held company in the world.

I think core to whether they will continue the exponential revenue growth that they've had is the percentage of spend, in terms of developer salaries, on tokens. Mark Benoff said that he spent $300 million on Anthropic, specifically for the dev team, which equates to 3.8% of dev salaries spent on tokens.

Now, if that goes to 20%, Anthropic's grossly undervalued. That exponential revenue will continue, and well done to everyone who's invested and all their employees. Great. If it goes to 100%, holy shit, this is just so much bigger than we ever thought it could be. But if it stays, or if we see migration to open models, it's a very different game.

I think it's a risk. I think there are 2 schools of thought playing out right now with regard to token spend. One school of thought, which we're seeing and which probably applies more to the incumbents and the big companies—the Salesforces of the world rather than the startups—is that if every employee is just spending like crazy on tokens, the fundamentals of these businesses are going to be in trouble.

They're just too big, right? There are too many employees at a Salesforce or, I don't know, a Microsoft for every employee to have an unlimited token spend budget. So I think we're going to see a lot of those companies start to constrain their spend, and we've seen mentions of things like these.

Harry Stebbings

You see Meta, Uber, and Microsoft. Yeah.

Mike Mignano

I think if you're a startup, the calculation probably looks a little bit different. Your organization is smaller, right? So you're not going to have a situation where you have 5,000, 10,000, or 50,000 employees just spending out of control. You can more tightly control the spend.

But also, I think as a startup, you need every advantage you can get right now. So if I were the CEO of a startup right now, I would still be pounding the table to maximize token spend on the right things, definitely with coding. Maybe not with other things. For simple tasks like summarization or operations-type work, I'd probably be leveraging Claude Sonnet or something. But if I'm at a startup and I'm coding, I want to be using the frontier. I want every advantage I can get against Salesforce.

Harry Stebbings

So if you are the best dev, are you going to go to a big incumbent that's going to give you a budget and really constrain your abilities in terms of model usage, or are you going to go to a startup where, fundamentally, they say, “Hey, it's a free-for-all. Be your best self”?

Mike Mignano

I think you're going to go to a startup, especially the startups right now that are mission-driven, which, by the way, I don't know that we've really been in that mode for the past couple of years. Yes, Anthropic's been mission-driven, but there's so much money and capital sloshing around the Valley in this ecosystem. I think a lot of companies haven't needed to be mission-driven. I think now they will, and it's going to work to their favor.

Harry Stebbings

Do you not think we enter a world now where Fable will come back in some rejuvenated form, one way or another, where FAANG comes back and newer and better models come back, and you just have the 100x engineer? You pay for that token spend, which is enormous, with the replacement of 10 other mid-level engineers.

Mike Mignano

I do think engineering organizations are going to evolve. I don't know exactly what it looks like yet, but I think you will increasingly have somewhat smaller teams of higher-caliber and higher-quality engineers, because I think a lot of the lower-level tasks increasingly can be delegated away to agents.

Harry Stebbings

In terms of the open ecosystem, when we look at it today, what percentage of enterprise workflows do you think can be done with open models?

10. 80% of Enterprise Tasks Don't Need Frontier Models

Mike Mignano

80% of non-coding tasks in the enterprise can be done with models that are not at the frontier. I think if you're coding, you probably want to be leveraging frontier models. But things like summarization or the generation of docs and briefs, I don't think you need to be at the frontier. You probably can leverage open-source models.

I think a lot of the open-source models we're seeing are catching up faster than they were previously. So I don't know that you need to be at the frontier if you're not coding.

Harry Stebbings

China has the best open-source models. It's unbelievable to see the rate and the evolution of their open-source ecosystem. Is that concerning, do you think?

11. China's Open Source Lead

Mike Mignano

I think startups and teams go where the incentives are. As we shift to a world in which this rebel alliance might actually have a fighting chance, we're going to see a lot of smart teams going more and more toward open.

12. Is There a $50B Company to Be Built in the Routing Layer?

Harry Stebbings

I'm really intrigued that you said routing layer. Do you fundamentally think there will be $10 billion to $50 billion companies built in the routing layer, or do you think, candidly, your inference providers like Fireworks or Baseten eat into that? Or, candidly, if you want to go a step above that, you've got Nebius, which sits on top.

When I had the founder of Nebius on, he was like—you need to eat all of the stack. I'm not going to put on his accent because I'll sound like a Bond villain, then he'll fucking kill me.

Mike Mignano

I do think routing is interesting and important right now, right? Again, as enterprises are trying to optimize their token spend, they want to make sure that the model they're using is the right model for the job—not only in terms of its capability and what it can get done, but its cost.

So you're going to have companies that are singularly focused on this. Companies like Open Router out of New York are doing some really interesting work. You're also going to have companies that are leveraging other parts of the stack for their products, building their own routing layer as an opportunity to monetize.

We've talked to a number of companies building at various different levels of the stack that, when you talk to them about their business model, talk about building a routing layer and monetizing it. So I think it's a really interesting area that has a lot of opportunity, and a lot of different companies are going to go after it because they see the potential.

Harry Stebbings

How do you monetize a routing layer without becoming just a commodity pipe?

Mike Mignano

It's a good question. A lot of companies right now are thinking about charging a small margin on top of it. To your point, that might not be a great business model.

I put out a piece on X about this a few weeks ago, and a number of people chimed in with some of their ideas. One interesting idea I heard was this notion of almost a bounty model at the routing layer, where the routing layer gets rewarded for choosing the right model. If you choose the most efficient model or the best model for a certain task, that's when they collect a fee. I thought that was kind of an interesting idea. I haven't necessarily seen it built out yet, but I thought it was a pretty interesting idea.

Harry Stebbings

I think it's hard to see that $50 billion company built in routing alone, I have to say.

Mike Mignano

Maybe, on the other hand, we've seen time and time again in the enterprise—in infrastructure specifically—that these infrastructure companies become deeply embedded in developer workflows and in developer ecosystems, and you just can't rip them out because they become the gold standard. Maybe somebody will build that routing layer that every developer adopts and never wants to remove.

Harry Stebbings

Would you say it's unfair of me to say that USV missed the model game?

Mike Mignano

I think USV was playing a different game, and that's actually been the history of USV.

Harry Stebbings

Is the game not unbelievable returns in generational-defining companies?

Mike Mignano

So USV, again, I think has never been afraid to take a position. USV maybe did not invest in any of the big model-layer companies.

What USV has now been doing for a number of years—and I'm a big believer that we haven't seen the full circle of this narrative play out—is betting on energy. They've been betting on energy since 2021.

13. USV's Long Bet on Energy Since 2021

The idea has been for a long time now that, no matter what model wins, if you believe in AI and if you believe in intelligence, there's going to be an energy layer underneath that is going to be needed to power these things. Over the years since 2001, we've learned that we need even more energy than we thought, and we need more portability of energy than we thought.

Energy is a big theme at USV, starting in 2021, and it still is to this day in 2026. Did I say 2001? I meant 2021.

Harry Stebbings

How do you think about investing in energy given the capex-intensive nature of it? We're invested in a company called Fuse Energy, which I think is incredible. I'm so happy, but it's a capex-intensive business in terms of the energy space.

Mike Mignano

It is. But I think there's also a lot of innovation happening, and where there's innovation, you can find early teams that are doing science experiments before anyone else is thinking about them. USV, a few years ago, invested in a great company called Radiant, which is building small nuclear reactors that literally come off a factory line. It's going to be one of the first companies in the world to test in the DOME in the United States for nuclear energy.

I think there are a lot of interesting models and ideas happening on the edge of innovation. Those are the best places to bet as a venture capitalist because, in the earliest days, they're actually not that capital-intensive.

Harry Stebbings

You know, one story I love is Boom Supersonic.

Mike Mignano

Crazy.

Harry Stebbings

Yeah. Don't get me wrong, we all love Concorde, and I love flying too, dude. Yeah, game on. But there's this massive business in turbines for AI.

Mike Mignano

Yeah. What a wonderful world.

We have a bet in a company called Rune. Amazing company. Have you heard of Rune?

Harry Stebbings

No.

Mike Mignano

They're building micro data centers that sit directly next to generators, wind farms, and things like that to solve the portability issue. How do you get the energy as close as possible, as quickly as possible, to the compute and the data centers?

I think we're on the lookout for things like this that are innovating the model of energy and the portability of energy.

Harry Stebbings

Isn't this just the joy of capitalism? I met Panthalassa, this company that does data centers at sea.

Mike Mignano

And it's just fundamentally Adam Smith's invisible hand. The market solves itself.

Harry Stebbings

Yeah. We've got an energy crisis, and then you get Rune and Panthalassa and Elon building data centers in space.

Mike Mignano

It's crazy.

Harry Stebbings

It's awesome. It's a cool time. It's a fun time to be investing.

Mike Mignano

It is. This is why I get really pissed off with a lot of European entrepreneurs who are still building SMB accounting solutions. I think there's an opportunity for automation in the enterprise. Personally, I would much rather build products and companies that obliterate. That's actually something we talk about at USV all the time: don't automate, obliterate. But people want to automate.

14. "Don't Automate - Obliterate": How USV Picks What to Invest In

Harry Stebbings

What does that mean, “don't automate”?

Mike Mignano

You just talked about automation, and I think you were talking about SaaS in a sense. There have been amazing companies built that automate existing workflows and existing processes. But at USV, we like to bet on businesses that obliterate—businesses that literally obliterate markets and existing business models. We don't do a lot of enterprise investing for this exact reason.

Enterprise investing often requires selling to a middleman, selling to customers, or building things that just make existing businesses faster. We want to invest in businesses that literally reinvent the way something is done. Take Doctronic as an example. Are you familiar with Doctronic?

USV led the seed in Doctronic a couple of years ago. At the time, it seemed like a crazy idea. The idea was AI putting a doctor in literally everyone's pocket. We could have invested in AI that makes medical practices faster or more efficient, or helps you with insurance claims, but that's what it did.

We can put doctors in everyone's pocket and totally reinvent the model with AI. I think that's what we're talking about when we talk about “obliterate, don't automate”: Doctronic, doctor in your pocket, da-da-da. It reminds me of education. Sorry, I didn't mean that disparagingly. It's awesome, and—

Harry Stebbings

But it reminds me—sorry—education kind of reminds me of the same thing, actually. Do you know who the biggest winners are in both education and, in most cases, medicine?

Mike Mignano

What was that?

Harry Stebbings

It's a horizontal platform. It's YouTube.

Mike Mignano

And my worry is especially with health—

Harry Stebbings

ChatGPT's second-most-used thing—

Mike Mignano

Maybe.

15. How Abridge Built a Healthcare Moat Over 8 Years

Harry Stebbings

Health. And so my question to that—it’s not tied to Doctronic—is how do you think about where model providers will go and eat into the application layers and not kill our lunch? Maybe we just talked about Abridge. I think you had Shiv on here recently.

Mike Mignano

Abridge has been working on this problem for close to 10 years now, and it's given them a massive advantage. It turns out that in highly regulated industries like healthcare, you can't just walk in the door and say, “Hey, we're going to do healthcare now.” You have to actually build relationships, build partnerships, and clear regulatory hurdles, and that ends up being a form of a moat.

USV invested in Abridge, I think, in 2018—8 years ago now. It took that company 5, 6, 7 years to hit this inflection point where the product is being used by so many doctors in so many different healthcare systems because they were able to clear those hurdles.

I think we can say that we live in a world where the labs and the hyperscalers can take over any product and any market, but the reality is that's been the story of technology and innovation since the beginning of time. There are always going to be startups and founders and entrepreneurs that specialize and do the really hard things before anyone else has thought of them that end up prevailing.

Just take Spotify, which we talked about at the beginning. Spotify went up against a behemoth. It's a classic David-and-Goliath story, and it could have been killed 50 different ways along the way, but it specialized and did the hard thing early and often, and now it's obviously the winner.

I hear you that the labs can go into any application layer, but not only do I think that's not true, I also just think it's not really fun. What fun can we have as venture capitalists if we don't believe that startups can take down Goliath?

Harry Stebbings

I'm also not sure if it's as binary, even if they do. You saw Claude and Anthropic dedicate an entire team to design and go up against Figma. Figma is still a business that does multiple billions in revenue, and there are still multiple players in the space.

Mike Mignano

Great product.

Harry Stebbings

Great product. It's not just a trusted brand.

Mike Mignano

Trusted.

You know, my biggest mistake, especially on the developer landscape, was that I thought there would be a runaway winner. Of course, Claude has run away and done amazingly well, but Lovable's at $500 million ARR. Cognition, Replit, and Anthropic's Claude Code are crushing it. They've all crushed it.

There usually isn't a market winner that takes 100% of the market or 80% of the market. Usually, what you see is that the market winner takes something like 30% of the market, right? Which means the remaining 70% is totally up for grabs. If the market's big enough, that can produce some really large winners.

Harry Stebbings

Can I ask you, do you see different deals at USV than the types you saw at Lightspeed? I'm not saying bad or worse. Do you just see different?

Mike Mignano

I think that, going back to what we talked about earlier with seed, if you put yourself out there in the world, you're going to see deals that match those themes and ideas. Not to say I didn't do that at Lightspeed—we did that at Lightspeed as well.

But to the point earlier about being very focused on energy, right, or now being very focused on this Rebel Alliance, we're going to see a lot of those companies come to us. I think when you're small, you kind of have to pick your spots. You have to have constraints and focus on a small number of things.

16. The Model Provider Threat to the Application Layer

To the extent that we see things differently, it's because we focus really, really deeply, and for a period of time we may only look at a couple of different areas that we have theses on.

Harry Stebbings

What are you unsure of right now that is worrying you? To my point earlier, I think a lot of people are concerned by the intrusion from model providers into the application layer. We're investors in Legora. Anthropic is very openly suggesting it wants to come into legal. I think that's moronic for multiple reasons. When you're chasing AGI, to be like, “Ah, we're going to go after your lunch, Clifford Chance or Slaughter and May,” doesn't make much sense.

Mike Mignano

Look, as much as I say that there's always going to be an opportunity for startups, and that one model or one company can't do everything, of course you still worry about competitive threats.

As you know, I partnered closely with Granola when I was at Lightseed, and Suno as well. Those are 2 startups going up against massive, massive incumbents. Granola, in particular, had OpenAI launch a directly competitive product, right? Notion, a very well-funded startup, launched a directly competitive product.

I do worry about that, but again, that's always been the worry when you're building startups. Not only do I think that the labs going into every application isn't true, I also just think it's not really fun. What fun can we have as venture capitalists if we don't believe that startups can take down Goliath?

Harry Stebbings

Is the worry for Granola not just breaking into enterprise—traditional enterprise? Notion has found it incredibly hard to break into traditional enterprise. These are startup and venture-funded products, which is amazing, and you can get to $500 million in revenue, but you need to be $5 billion in revenue.

Mike Mignano

I think the nice thing about Granola, what it really has going for it, and one of the things that I believe has helped that company with enterprise penetration, is being really focused, right? They're just doing notes. I think there are other companies—startups selling into the enterprise—that try to do many different things.

Harry Stebbings

But dude, I think you’ve got to do more.

Mike Mignano

Maybe, but I think you want to get your foot in the door. When you want to get your foot in the door, you want to sell one thing. Once you're in, then you can expand horizontally to different categories.

17. Why Being First & Moving Fast Is the AI Product Playbook

But I think if you come in expanded really, really wide, now you have to convince the enterprise to give up all these different things, right? You’ve got to give up your Gmail and your Google Docs and your Google Sheets and your calendar, and this and that. Whereas, if you're just doing meeting notes, it's like, “Hey, we're just going to be your second brain for your company, right? We're not going to do anything else. We're just going to be your second brain. Oh, and by the way, we're the best at it.”

Harry Stebbings

Do you not worry about the enduring wave of Microsoft and bundling, whether it's Teams that crushes or whether it's Copilot? I mean, Microsoft has built a business on doing 65% to 70% meh products, but with the power of bundling, beating the competitors.

Mike Mignano

I do worry about that. Of course, absolutely. We saw this play out with Slack. By the way, Slack is still around. It's still a massively valuable product.

Harry Stebbings

$27 billion. I love the way we say this. It's like, “$27 billion? I'll take it.”

Mike Mignano

Yeah, I do worry about it. What I've also learned about AI products and Granola is that context is extremely valuable. If Granola gets inside of your organization and everyone in the organization starts using it and producing and accumulating all of this amazingly rich and valuable context, that's not something you, as an enterprise, want to give up.

You don't want to give up that context. You've built out this incredibly rich history of information that actually helps you work better. I think this era of building AI products is, in many ways, about being first and about moving really, really fast.

Harry Stebbings

You know what worries me? It's just the math of such large outcomes. Again, this all sounds incredibly disparaging, and it's not meant at all because I'm a podcaster, so—an incredible disclaimer—

Mike Mignano

And a VC.

Harry Stebbings

But my point being, when you have a SpaceX at $3 trillion, Elon Musk made more money overnight than Warren Buffett has done in his entire career.

Mike Mignano

Credit to him. Well done. God bless capitalism.

Harry Stebbings

Amazing entrepreneur.

Mike Mignano

Amazing entrepreneur. God bless capitalism.

Harry Stebbings

But my point is, when you have the outcome sizes of Anthropic and OpenAI and the trillion-dollar companies, the kind of company that does $500 million in revenue—

I think it all goes back to: What are you optimizing for? What's your mission? What are your constraints? We talked about VC early on, before we stepped into the studio here. USV has always had small funds. It's the game we like to play, and you can be very successful in terms of what you're trying to accomplish as a venture firm with a small fund.

Now, maybe that same model can't work if you have a $10 billion fund, but we're playing a different game. I think you're playing a different game, too.

I would not do venture without media. I said to my LPs the other day two things that really shocked them. I said, “You can't do Series A unless you have a $400 million fund today. Absolutely no chance.”

18. Series A Valuations Are Now $80–150M Post

Mike Mignano

Well, Series A rounds are expensive now. They're $100 million post. They're $80 million post. They're occasionally $150 million post. So, yeah, if you want to write a check of around that size and get decent ownership for your fund, you have to have a slightly bigger fund than you had 3 years ago.

Harry Stebbings

Are you being more elastic on ownership?

Mike Mignano

I think it depends on stage. The way we think about it at USV is that at the seed and Series A stage, ownership is important, and the reason is the outcomes are bigger right now. You talked about it: The companies that end up doing really, really well raise a lot of capital very, very quickly, and the valuations get very high.

In those later rounds, it's actually very, very hard to buy ownership, especially if you're a small fund. So you have to get that ownership early on, and seed and Series A are the rounds where you can do that.

Once a company crosses that chasm, maybe into the Series B or the Series C, and you can identify them as being market leaders and potential generational companies, then I think it matters less. Then it's just about getting capital into those companies and underwriting it as a cash-on-cash type outcome, forgetting about percentages and just imagining, “Okay, if we put $25 million into this, what can the multiple be on that? Is it a 10x? Is it 100x? Is it 1,000x?” If it's something really big like that, then you don't really need to think about ownership.

Harry Stebbings

We just did a deal together. By the time this comes out, it'll be announced. I actually got a message from the founder overnight, which is why I'm able to talk about it: Paul at Fomo.

Mike Mignano

Oh, nice.

Harry Stebbings

Yeah, and you guys did that round—

Mike Mignano

Later for us.

Harry Stebbings

Yeah, and that was why I asked that question.

Mike Mignano

But you saw the size of the market. For people who don't know, it's a next-generation trading app in many respects.

Harry Stebbings

I guess you saw that multiple expansion at the entry price you came in at.

Mike Mignano

That's a perfect example. We saw where it was, and we said to ourselves, “How big can we see this getting?” We think it can be a lot bigger than it is now. So for this one, we're not going to be ownership-focused. We're just going to put a check in.

We may not be able to bet every round from here on out because, again, we have constraints to the size of our funds. But we think there's enough opportunity and enough upside from here that it's worth it.

Harry Stebbings

Should you do it if you don't think there's a mega outcome?

Mike Mignano

I know that sounds strange. I'm not sure, for us—for USV—at the later stages, if we don't think that there's a gigantic outcome, it probably doesn't make sense for us to bet.

Harry Stebbings

But should you do it early if it's not a gigantic outcome, is my question?

Mike Mignano

Look, I think in general you always want to believe that the things you're betting on are playing in large markets with very, very large service areas, and we're going to look at every company that way.

But I do think that because our funds are smaller, similar to yours, there's probably more downside protection for us in that model than, say, at a larger fund where you have to multiply billions of dollars.

For us, the fund that we're investing out of now, the core fund, is a $275 million core fund. You can multiply that a lot easier than multiplying, say, several billion dollars, especially if you get the same type of ownership that a larger fund is getting.

I think it will be the best time ever, though, for the very large platform funds, and I think they'll be able to deliver venture-like returns because of the expansion in outcome sizes. Do you think that's true or not? You look at Thrive.

Harry Stebbings

Yeah. I mean, their numbers are better than 90% of seed fund numbers on their growth vehicle.

Mike Mignano

Yeah. When you look at them, I mean, you know, they made a precursor phenomenal. The OpenAI fund is obviously incredible. They are getting venture outcomes on multibillion-dollar investments.

We think we're coming out of a period where there has been a massive infrastructure build-out and very, very capital-intensive companies. I think large firms that were able to invest in those very capital-intensive companies have done phenomenally well.

But again, I think we're also now playing in a world where there will be a proliferation of startups and apps at the application layer that are less capital-intensive. For those, again, I think you're going to need to know what you're looking for, and I think you can get into those companies at more modest check sizes.

I don't think you can have a fund that's in the middle to do that. I think you need to either be on the large end and play the consensus game, or be really small and really opinionated and multiply a much smaller fund.

Harry Stebbings

Are you elastic on price? You know, candidly, we've lost 2 deals in the last year.

Mike Mignano

Mm-hmm.

Harry Stebbings

And listen, we got outbid. I don't know if we would have won if we'd paid the same price. I hate people who say that. But by 2x or 3x: We bid $150 million on one, and on another, we got outbid at $300 million. On another, we got outbid at $400 million. Should I have just paid?

Mike Mignano

I talked to my partner, Fred Wilson—shout-out to Fred, one of the GOATs—and I asked him a question. I said, “What is the biggest lesson you've learned in VC?” Actually, I asked him what a couple of the biggest lessons were, and one of them was, “Never pass on price.”

So Fred says, “Never pass on price.” I think in reality there's probably some nuance. Just to bring it back to the USV strategy, for us, if we're investing at a slightly later stage, we need to really believe that it's a market winner and the multiple can be very, very, very high. In that case, I think we can be a little bit more elastic on price.

But I think at the earliest stages, especially when we're investing out of our small funds, I do think there will always be a limit for us on price, just because otherwise we can't make the fund math work.

Harry Stebbings

You know why my job is just incredible? It's because I really am a student of this business. By the way, you said, “Shout-out to Fred.” I emailed Fred when I was 17 years old, and he and Brad Feld both responded to me within 30 minutes.

Mike Mignano

Wow.

Harry Stebbings

That is the testament to giving time to people when, candidly, I had nothing.

Mike Mignano

I told a story on that podcast where, when Anchor first launched, I had never met Fred. The Anchor app accidentally auto-tweeted for Fred, and he had a big follower count on Twitter at the time—now it's X, obviously—and he was not happy about that. He started lighting me up on Twitter. This was the day after we launched Anchor, and obviously that was uncomfortable for me as a first-time founder.

But to your point, I cold-emailed him right after the fact, apologized, and offered to troubleshoot it with him. He responded immediately, and he was super gracious, forgiving, and understanding. I had a similar experience.

Harry Stebbings

I think all publicity is good publicity.

Mike Mignano

Yes, true. Actually, you probably—

Harry Stebbings

We got a lot of publicity from that.

Mike Mignano

Yeah, you probably do.

Harry Stebbings

Never pass on price. Where I was going with the student-of-venture style, I think it actually goes to something that Peter Fenton told me, which is: use price as a litmus test for your conviction.

Mike Mignano

There you go.

Harry Stebbings

There are founders like Alan Chang at Fuse or Jack at Air Wallace where you could treble the price, and I'd still pay it today.

Mike Mignano

Yeah.

Harry Stebbings

You have founders like this where, if you doubled the price, you're like, “I'd still pay it.” I'd—

Mike Mignano

Yeah. Yeah, absolutely. I can think of some of the best deals I've done, and even though I'm happy with where the price landed, in hindsight I'd probably pay double the price if I could go back and do it again.

19. Biggest Investing Lesson: Never Project Your Own Ideas on Founders

Harry Stebbings

If I were to ask you what your biggest lessons are now, having been in venture, in the same way that you asked Fred, what would you say they are?

Mike Mignano

You can't project your own ideas onto the founder. Sure, you can offer ideas, of course, if the founder wants them, but especially as a former operator, you often think, “Oh, I know how this business should be built, or I know how this product should work.” I think that can really get you into trouble.

With one of my former partners, Jeremy Lou at Lightseed, I made this mistake a few times, and he called me up one day and said, “Hey, I think you're projecting as a former founder.” He said, “In my experience, that's very, very dangerous and very risky.” I think it was a great lesson.

The reality is, even if you have great ideas and you think you know the answer—even if you're right, by the way—the reality is that it's the founder's company, and they may want to build it a completely different way. Not only that, if you project your ideas onto a team that you're evaluating, you might get it completely wrong.

You might look at a business and say, “I know what this company needs to do. It needs to do A, B, C, and D, and then it's going to win.” But if you make your bet based on that evaluation and that judgment, and that team doesn't do those 4 things, you made a bad bet. So don't project. Don't project. You have to really believe in the team, the team's judgment, and the team's ability to execute on their own plan. That was a big lesson for me as a former CEO.

20. Founder, Market, Product

Harry Stebbings

Founder, market, product—greater than 1 through 3. When I first started this job, I would have said product, market, founder. I've completely flipped that. Now I'm founder, market, product.

I think the founder is the most important thing. At the end of the day, most startups, especially early-stage startups, are going to pivot in some form or another. What's most important is: are they resilient? Can they execute? Can they adapt to change?

When you get founder reads wrong, what do you not see that you wish you'd seen?

Mike Mignano

I often see communication as a big hurdle for founders. I think one of the hardest things you can do as a leader is communicate effectively, because communication touches every part of company building.

It's part of recruiting, which, as we know, is one of the most important things you can do. You have to be able to communicate your mission, your values, why you exist, and what you're trying to accomplish. You have to communicate to investors, right? If you're not a great communicator, you're not going to be able to raise capital or put venture dollars into the business.

You need to be able to communicate your product vision to your team. How can you align the team around building the perfect product if you can't communicate it? You have to be able to tell your story to the market. When I think about some of the mistakes I've made in evaluation, it's maybe been on communication. That's probably been one of the biggest.

Harry Stebbings

What do you think the single biggest mistake in venture you've made in terms of a miss is? I would say mine probably is one that you gave me—well, 2 of yours.

I turned down Suno when David Franklin at Founder Collective introduced me at the seed stage. The lesson was really interesting, and I hope Mikey's okay with me saying this. I'm sure he is. It was a $250K check or a $200K check, and so the ownership was 1%. I was like, “No, I need high ownership. My LPs tell me high ownership.”

Granola, honestly, was a lack of imagination. Chris, I saw, was great, but it was a very unformed idea, and I was like, “I can't.”

Mike Mignano

Founder first, founder only. When you have the founders, the other 2 don't exist.

Harry Stebbings

Terrible mistakes there for both. Ironically, you did very well on both. Congrats.

21. Suno: Thesis-Driven Bet vs Granola

Mike Mignano

2 different motions, by the way.

Harry Stebbings

Sure.

Mike Mignano

Granola for me was a pure founder bet. Pure founder bet. I knew Chris. I've known Chris now for 15-plus years.

Harry Stebbings

He's also not an amazing seller. I'm just going to give it to you bluntly.

Mike Mignano

But I knew Chris up close. When I was building Anchor, the Socratic office—Socratic was his previous startup—was right behind ours. We did a few meetups together. We got our teams together for a few happy hours, and I would talk to him as another founder. We would share our struggles and get advice from each other, and I was like, “This guy, I know he can do it. I've seen him. I've seen him do it.” Pure founder bet.

Suno was something very different. Suno was a pure thesis-driven bet for me. The thesis came from the days of Anchor and seeing what it meant for a product to democratize a creative medium. Music had never really been fully democratized before AI.

So I went out and met with every team building AI for music. I hunted down every team, and then, of course, I met Mikey and the team. I was like, “Wow, this is an incredible team.” Then the founder lens came on, and I was like, “This is an incredible team.”

Harry Stebbings

How obvious is it when you meet a founder that you want to invest?

Mike Mignano

With Mikey and the Suno founders, it was immediate. I met Mikey.

Harry Stebbings

Was it normally immediate?

Mike Mignano

Not always. Not always. With Suno, Mikey and I sat down at a restaurant near my home in Hoboken, New Jersey. His family's in Jersey, so we met up in Hoboken, and we immediately hit it off—just instant, instant connection.

I immediately recognized not only how smart he and the team were about the models they were building and their vision for the world, but also how passionate they were about the problem. Mikey is a former musician, so I felt like he could deeply, deeply connect to this idea: how do you make music creation, expressing yourself, and creativity easier?

Harry Stebbings

When you're doing Suno at $5 billion, what are you underwriting that to?

Mike Mignano

We believe that has—I'm using this term loosely—unlimited upside potential. If you look back at the history of media on the internet and think about the generational platforms that truly democratized a medium—YouTube, TikTok, Twitter, Facebook to some extent with writing and publishing—I mean, these are insanely valuable platforms, and you don't really think about the upside of that.

Harry Stebbings

Does Suno not have to move from a tool to a platform, then?

22. Suno at $5B

Mike Mignano

I probably would have said yes when I invested. First of all, I do think it is a platform, but I think you're asking about something different. You're asking—

Harry Stebbings

Yeah, you're talking about whether you need a creator side and a consumer side, similar to what we saw play out on Spotify, as an example.

Mike Mignano

I think when I originally invested, we thought that it did. Now I'm not so sure that we understood what Suno could be back then.

What's happening now in Suno is what Mikey and the team have been saying for a while and what I now believe: it's literally a new behavior. The team calls it creative entertainment. People are coming into Suno and making music for the pure joy and entertainment value of making music.

Previously, let's say on Anchor, you would make a podcast for the purpose of getting distribution and eventually monetizing it. Right now, AI has made music creation so much fun that you're making music to make music.

I think it's actually not too dissimilar to what we see with Claude Code or Midjourney, or some platforms that are making it easy to make games with AI. You have no greater aspiration for this content, right? You're not trying to become a hit game developer.

You're just having a lot of fun making games on your computer. And we see that a lot in Suno.

Harry Stebbings

What are your biggest misses?

Mike Mignano

You're brilliant, but you should be a politician.

Harry Stebbings

I asked you what you missed.

Mike Mignano

I'll tell you about my 2 greatest misses.

Harry Stebbings

Thanks, dude.

Mike Mignano

One company that I would have loved to invest in a long time ago, which we didn't at Lightseed—we met them a few times. I think we could never really wrap our heads around the price and, at the time, where they fit in the market.

23. Is Traditional Media Dead?

Now, with the benefit of hindsight, I really regret not ever having had the opportunity to invest in Substack. I really believe in Substack. I realize it's not your traditional sort of AI company, but over the past 8 years—and I think the trend is continuing—we're moving more and more and more toward a world of self-publishing, with people controlling their own destiny in terms of media, what they create, what they publish, and how they monetize it. I think no company, maybe other than X, has done a better job of that than Substack. That's a company where I love the founders, I love the purpose behind the company, and I love the product and the platform. Unfortunately, I never got a chance to invest.

Harry Stebbings

Is traditional media dead?

Mike Mignano

I think traditional media, in many respects, is dead.

Harry Stebbings

I go to these large houses—the Timeses of the world, your Skys—and, dude, they have these insane production places for podcasts that I know no one listens to, and the teams are ridiculous. It's all like, guys, you don't get where this game has gone.

Mike Mignano

I probably underestimated just how big independent media could become. When we built Anchor, we had this vision of democratizing audio and giving everyone a voice. By the time I left Spotify in 2022, I'll admit I kind of thought the opportunity was baked. I was like, “Okay, it's done. It's done. We've got YouTube, we've got Spotify, we've got whatever, we've got X.”

It's gotten so much bigger since then, and that was only 4 years ago. Every traditional TV show or media personality—everything—has made the leap over to self-publishing or independent media. Huge names that were on some of these large media organizations just made the leap, and now they just have a YouTube show or they just have a show on Spotify. I don't even think we've reached the peak yet. I think television is still in the process of being massively unbundled.

Harry Stebbings

When TechCrunch Europe shut down and now Wired Europe has shut down, I coalesced the best writers in Europe, and I had $10 million from very rich billionaires to bring together the next generation. Then I sat down with my investing team, and they're like, “Why the fuck are we doing this? We have no editorial control over them, just like OpenAI doesn't own TBPN. We can't influence it. What's the point?”

Mike Mignano

Yeah. And to your point, editorial freedom is everything.

Harry Stebbings

It's amazing. It's incredible, which is why I love Substack and why I like X, YouTube, and Spotify. I think these platforms are amazing.

24. Quick Fire Round

Are you ready for a quick-fire round?

Mike Mignano

Sure.

Harry Stebbings

Single best first founder meeting you've ever had and why?

Mike Mignano

Bren Putnham, CEO of Bor. Have you seen Bōrd? It's a tabletop gaming console. They just announced the Series A a few weeks ago from USV.

When I met Brynn, I was blown away. She's a force-of-nature founder with such a clear vision and such deep domain expertise. Prior to Bōrd, which is a beautiful tabletop display, Brynn was the founder and CEO of Mirror, the workout device, which she sold to Lululemon. She took that domain expertise and said, “I know how to build a tabletop gaming console now,” with the same hardware and the same supply chains, and just crushed it. When I met her, I walked out of that meeting and thought to myself, “I have to invest in this company.”

Harry Stebbings

One of the single greatest exits. Also, you have to give her credit.

Mike Mignano

She's brilliant.

Harry Stebbings

You can invest in 1 seed fund. Which seed fund would you invest in?

Mike Mignano

I'm a big fan of what Matt Hartman is doing with Factorial. Factorial is a fund. Do you know Matt?

Harry Stebbings

Dude, I met Matt years ago when he was at Betaworks with John, and I went to Betaworks. I remember they had a company called Poncho. Do you remember Poncho? You mentioned chief weather officer earlier; it was the original chief weather officer.

Mike Mignano

Yeah, and so I remember them doing better. Matt's brilliant.

Matt has innovated on a completely new model of venture where he arms angel investors. These are not scouts; these are angel investors. He arms them with additional funds on top of their own capital, which Factorial then obviously monetizes through carry and whatnot.

The brilliant thing about that model is that now he's got all these great angel investors as part of the Factorial network. These are people like Clem from Hugging Face—real angel investors. I think that's brilliant.

My second answer would be, tied for my favorite seed fund, Haystack. I'm just a huge fan of Samil and Divia and the work they do. It's an incredible fund. Obviously, they've produced some generational outcomes.

Harry Stebbings

Who, when they send you a deal, is the highest signal of quality?

Mike Mignano

I was really fortunate at Lightspeed to collaborate closely with Nat Friedman and Daniel Gross before they went over to Meta. When Nat would send me a deal, which he did on multiple occasions—and, by the way, that's actually how I met Mikey from Suno—I always knew to pay attention. If Nat was sending me a deal, I had to pay attention to that.

Harry Stebbings

That is the greatest shame in venture—the fact that they didn't invest. They were just so good.

Mike Mignano

So good.

Harry Stebbings

So good. I mean, those guys—oh my God. What is your favorite growth fund if you were to invest in 1?

Mike Mignano

I think the Lightseed Growth Fund is phenomenal. Again, they've done Anthropic, they've done xAI, they've done SpaceX, and they've done amazing investments over the history of the firm. But really, over the past 4 years of AI, they've been phenomenal.

Harry Stebbings

What's your biggest lesson from working with Fred during the short time you did?

Mike Mignano

I would say one of the biggest lessons I've learned from Fred is that there is really nothing more important than your relationship with the founders. That's probably the best thing you can do to help a founder: just be there for them. That's what founders need. Founders are lonely. I could tell you as a former CEO, it's a lonely, punishing job. Just having somebody you can actually trust and actually feel aligned with is very, very important.

But secondly, selfishly, I think reputation is everything in this business. You need a great reputation, and the only way you're going to have a good reputation is if you have great relationships with founders.

Harry Stebbings

What's your biggest parenting advice? I heard that you're an incredible papa. You're also a great investor. What's the biggest parenting advice?

Mike Mignano

I feel I was extremely fortunate growing up because I had parents who were extremely supportive of me and my interests, but who also did not pressure me in any one direction.

I'll give you an example. I grew up in a home where baseball—an American sport that I don't think is very popular here—was a very big deal. Baseball is a very big deal. I played some baseball growing up, but I didn't continue with it. I think there are a lot of homes like that in the United States where, if you're not playing the sport, going to the university, or pursuing the career in the thing that the family really cares about, you're a failure, or you get pressured into sticking with it.

My dad, who was a former coach and baseball player, was just like, “Great, what do you want to do next?” I think that is so important. It's definitely something that I really try to remember and try to instill in the values of my family with my kids.

I really want my kids to do what interests them, but I never want to pressure them to do it. I want to support them. I want to be there for them. I want to drive them to practice. I want to do everything I can to empower them, but I never want to pressure them too much.

Harry Stebbings

I remember calling my mom and telling her I was dropping out of law school to do this podcast that made no money, having worked so hard for years to go to law school. She was like, “Cool. If that's what you think is best.”

Mike Mignano

Yeah. She might pressure-test you, right? “Hey, are you sure? Talk me through it.” But once you—

Harry Stebbings

No, not even. Okay. I said, “Listen, I fell asleep in the first law lecture, and I skipped it, and that is for you.” She was like, “I think law's not for you.”

But penultimate one for you: what have you changed your mind on most in the last 12 months?

Mike Mignano

I do think that there was a moment not that long ago—and I know I said the opposite a few minutes ago—where I thought the model providers could do everything. I thought we were headed toward this world where there would be 1 company or 5 companies that would just do everything.

Fortunately, what I've been reminded of over the past year or so, or 2 years, is that companies can't do everything. They can't do everything.

Even the biggest companies can’t do everything. I remember 10 years ago, 15 years ago, we thought the same thing about Google. We thought the same thing about Apple. We thought these companies were going to just take everything.

The reality is they can’t, and they don’t. I’ve been reminded of that recently, and it’s been a surprise. I’m glad for it.

Harry Stebbings

You work with Fred, who’s obviously been around the block a few times. I don’t work with him, but my papa is Roryo Driscoll from scale, who likewise has been around the block a few times. He got into venture the same year I was born, and he reminds me that Microsoft, at one point, were looking at becoming a bank.

Mike Mignano

Totally. It works sometimes, right? AWS is a great example, but they can’t do everything.

Harry Stebbings

Final one for you. When you look forward to the next 5 to 10 years, what are you most excited for? I like optimism. What do you like? It’s going to be amazing.

Mike Mignano

My partners, Rebecca and Nick, and I asked each other the other day, “What do you want to do at USV?” I said three things.

The first thing is, I want to show up to work each day and collaborate with people I love being around—people I enjoy collaborating with and people I have fun with. That’s actually number one for me.

Number two is, I want to partner with some incredible founders. Similarly, I want it to be about that relationship and that dynamic, and I want these founders who are going to change the world. Number three is, I want to produce generational returns in terms of funds—in that order.

Number one for me is to show up to work and have fun with the people I work with. Number two is to partner with founders whom I love and who I believe can produce generational companies. Then number three is to produce generational returns as a fund, in that order.

I think that’s a good recipe. I think if you optimize for fun and enjoying your day-to-day, good things will happen.

Harry Stebbings

Mike, I so appreciate you taking the time out on the London trip. I so appreciate you putting up with my bold stances as you recoil back and go, “Don’t attribute it to me. Don’t attribute it to me.”

I really appreciate the decade-long friendship now. You are a star, dude. Thank you so much.

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