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The a16z Show · · 56 分钟

如何通过“AI 学校”加速学习

Joe LiemandtErik TorenbergGagan Biyani

AI与软件企业经营
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TL;DR
  • Liemandt 称,Alpha 每天用2小时上课,就能完成两倍的学习量。他更大的判断是,学习科学与 LLM 能让教学“快10倍”,把下午留给生活技能。Alpha 已扩展至50个校区,他认为规模越大,运营模式越成熟:“我们越做越好”(“We get better as we get bigger.”)。
  • Alpha 把学习动力和可衡量的生活技能视为产品的核心功能。Liemandt 称,50%的学生更喜欢上学而不是放假,并认为“孩子幸福的关键是高标准”。三年级学生在密室逃脱中练习团队协作,从积极鼓励的话语占比不足20%,逐步达到85%的通过线;他说,团队协作提升后,学生完成任务的速度能快3倍。
  • 大学的机会在于围绕有实际意义的工作来组织学习。Liemandt 称,在来自 MIT、Stanford 和 UT 的70多名实习生中,只有1人认为大学能让他们为毕业后的世界做好准备。实习生担心 AI 会消灭他们原本期待的职业生涯头两年的工作,随后每周投入80小时,研究并开发教育语言模型——把学术学习与打造人们真正想用的产品结合起来。
  • 教育能否被采纳,取决于本地成果证明和愿意投入的创校家庭。Alpha 的纽约校区开办时约有10–12名学生,尽管说明会很难把兴趣转化为报名;Liemandt 称,如今校区已招满150人。他的做法是“磁石式营销”:吸引认同这一模式、也能接受早期问题的家庭,再用看得见的学生成果带动需求增长。
  • 两位嘉宾预计,随着 AI 让智能趋于商品化,人类的判断力和主动性将更有价值。Biyani 说,雇主看重“人际能力、成熟度和系统思维”,这些能力要通过动手创造、面对拒绝和承担责任来培养。Biyani 的学院采用一年制,也让尝试更容易撤回;不过,Liemandt 所说的“没有 downside”,只是他对这类风险的判断。
  • Liemandt 预计,未来2年内,学生将成为学习软件的重要开发者。AI 加快了专业知识的获取和产品开发;他举例说,有学生开发了 AP 课程,参与学生全部考得5分。Biyani 建议选择自己感兴趣的领域,并成为 AI 原生的一代,以“主动进攻”的姿态面对未来,而不是寻找所谓不会被取代的职业。
  • Founders School 为创业教育提供了财务保障。Liemandt 承诺,学生高中期间若没能创办一家利润达到100万美元的企业,就全额退还学费。这所专门学校于8月开办,运营至今不过几个月;他预计会有学生第一年就做到100万美元,但这仍是预测,不是已实现的成绩。
摘要 · 为研究而整理的核心内容

1. 教学提速,学校产品也要重新设计

  • Liemandt 的出发点是,认知科学、学习科学和 LLM 能让教学“快10倍”。Alpha 的运营承诺是“每天2小时,学到两倍内容”,对比传统学校每天6小时课堂加课后作业。他认为,这种优势持续累积,最终能让孩子进入前1%,“无论起点在哪里,只要给足时间”。他还称,Alpha 在标准化考试中的学业表现是最好的。
  • 首要承诺是让孩子喜欢来上学。Liemandt 称,“九成多”学生表示“我喜欢上学”,50%更喜欢上学而不是放假,有一个校区这一比例达到65%。缩短学业课程,并不意味着缩短在校时间:家长仍需要6或7个小时的照看时间,孩子也愿意继续待在学校。
  • 下午则变成一套生活技能课程:领导力、团队协作、创业、金融素养、人际关系、讲故事、公开演讲、坚韧和努力。学生要完成有挑战性的团队项目,由成年人提供指导。他对每所学校和大学的提问是:如果传统教学能快10倍,“剩下的时间你要怎么安排?”
  • 4年前成为校长以来,Liemandt 一直把 Alpha 当作一款产品来经营,要求产品易于理解、交付方式可以复制。他头3年都在研究如何规模化,同时保证质量。Alpha 去年新增12个校区,如今已有50个;他说,考试成绩、满意度、学生幸福感和工作坊的表现都在同步改善。“我们越做越好”(“We get better as we get bigger.”)。

2. 让孩子愿意投入,靠的是有挑战、看得见进步的任务

  • Gagan Biyani 追问,是什么让孩子喜欢 Alpha,动力又如何改变学习结果。Liemandt 警告说,如果只是把学习引擎塞进一成不变的上学日,“那就会失败”。前提是围绕孩子的热情重新设计一天:你愿不愿意把学校重新设计成比假期更受孩子欢迎?这意味着要有挑战:“孩子幸福的关键是高标准。”孩子想和朋友一起完成困难的事情。
  • 团队协作可以被观察和衡量。Alpha 给三年级学生戴上麦克风,让他们参加密室逃脱,再用 AI 分析他们的语言。起初,积极鼓励的话语占比不足20%;学生大多在争执,坚持自己的想法。为期8周的工作坊要求学生的团队协作行为达到85%才能通过。学生也能看到,合作时完成密室逃脱的速度快了3倍。
  • Liemandt 把这种做法与传统小组项目相对照:往往只有一个孩子在干活,其他人坐享其成,“你学到的是反面教材”。之后,四、五年级学生还必须通过 Wharton MBA 团队协作挑战;据他说,50%的 MBA 学生都没能通过。生活技能的评估要求,和物理或数学一样严格。
  • 在学业上,个性化教学能修复按年级、按时间推进的课堂所造成的失败循环。八年级学生如果还没掌握五年级的知识点,就会补上相应课程,不必被年龄和年级要求困住。Alpha 把正确率目标设在80–85%:如果达到100%,说明内容太简单;难度过高则会让学生失去投入。通过搭建学习支架或加快进度,课程能保持合适的挑战度。“我们会在学业上为孩子设计成功体验。”

3. 大学需要把严肃学习与动手创造结合起来

  • Biyani 从 Alpha 得到启发,创办了 Horowitz and Dreesen Academy;Liemandt 是这所学院的投资人和顾问。他想打造更强的人际网络、主动性和双赢思维,但也强调,K–8、高中和大学需要不同的设计:“不能把所有东西原样照搬。”他认为,大学领导者90%的时间都花在应付成年人,而不是关注学生。
  • Liemandt 回忆,他曾接待来自 MIT、Stanford 和 UT 的70多名实习生。他问大家,大学是否让他们为毕业后的世界做好了准备,只有1人举手。其他人担心,AI 会消灭他们原本期待的职业生涯头两年的工作。于是,他们开启了一个雄心勃勃的项目:研究并开发一款能在设备上运行、面向全球免费开放的教育小语言模型。
  • 这些实习生每周工作80小时,其中相当一部分时间用于学习科学研究和模型开发。Biyani 指出,他们在这些时间里也在学习,并猜测 Joe 没给他们布置教材;Liemandt 则说,他们一边研究学习科学和 Brainlift,一边开发 LLM。Biyani 把学习概括为“九成靠动力”,Liemandt 表示赞同;Biyani 还认为,有用的产品、收入和就业机会能够激励18岁的年轻人。
  • Alpha 第一批高中毕业生在3年前进入大学,后来带着4.0的 GPA 回来,却说入门课的大课讲座“完全是在浪费时间”;其中5人还在报纸上发表社论批评这类讲座。他们更看重研讨课、社团和各类活动。Liemandt 说,大学“是一揽子产品”。Biyani 则指出,这一揽子产品里不少吸引人的部分都是学生自己创造的;对会去上课的学生来说,正式学术课程大约占了一半时间。

4. 家长必须为自己从未经历过的未来做选择

  • Liemandt 说,家长的想法分成两派:有人仍想让孩子从幼儿园一路走向常春藤盟校;同样多、甚至“可能更多”的家长——包括 Stanford 和 Harvard 的校友——明确想走另一条路。年轻家庭会把目光放到12年之后;11、12年级学生的家长则更难说服:“我一直走这条路,现在都到最后五码线了。”
  • 他把历史对照放在1910年:据他说,当时90%的美国人受教育程度止于八年级,30%以上的人务农。Liemandt 说,Case 拖拉机的广告“简直就像 Anthropic 的广告”:“它能干50个程序员的活,也能干50个农场工人的活。”人们看到了沿袭多年的就业路径正在消失。他特别提到,有13万个城镇投票同意加税,建立一套家长从未经历过的高中教育。“他们知道,不能再走和自己成长背景一样的路。”
  • Erik Torenberg 提出一种家长的顾虑:相比新机构,常春藤盟校看起来更保险。Liemandt 的回答从采用曲线说起:“不需要所有人都来。”他也承认自己曾犹豫。尽管他曾在车库里创业,但一开始觉得 Alpha 不循常规的场地不适合办学校;把女儿从天主教学校转出来,他花了2年。
  • 有兴趣不代表会报名。Alpha 开办12个校区时,说明会能吸引超过1,000人,却招不到25个学生。纽约校区开办时约有10–12名学生;Liemandt 称,如今那里已招满150人。他预计学院也会经历类似过程:先熬过第一年,证明学生能在这里茁壮成长,再让这些成果成为家长比较其他选择的依据。

5. 创校家庭也是运营模式的一部分

  • Gagan Biyani 把早期采用称为“正向自我筛选”:愿意按自己的判断行动的学生和家长,会成为社区价值的一部分。他说,最早申请的家庭很有勇气,也有机会和一群聪明、投入的人为伴。Liemandt 表示赞同,但强调筛选投入者还有实际原因:“肯定会有波折。”真正想要这款产品的创校家庭,本身就是重要的机构资产。
  • Liemandt 把自己的做法称为“磁石式营销”:吸引合适的家庭,排除不合适的家庭。对于根本反对 AI 或屏幕时间的家长,他会明确建议不要报名。产品定位越清晰,越容易聚拢理念一致的社区。Biyani 则由此得出招生启示:严格把关录取对象,不要为了优化班级人数而放宽标准。
  • Biyani 把学院的一年制设计视为一次可以撤回的绕行:学生之后仍能回大学。Liemandt 的说法更进一步,称“没有 downside”,即使经历不成功,也可能带来极大的教育价值。如果学生强烈想来,他的建议是让学生试试;Torenberg 提出,家长拦着不让来可能会引发怨恨,Liemandt 认为那样“风险更大”。

6. 主动性展现了成绩无法衡量的投入

  • Liemandt 用自己的经历说明,缺乏投入不等于懒惰。他曾逃课,勉强做到能进 Stanford,之后又辍学;据他说,当时父亲的反应是:“我儿子是个笨蛋。”两年后,父亲看到他每周投入100小时创业,改了口:“这真是我做过最棒的事。”做自己真正想做的事,彻底改变了他的投入程度。
  • Torenberg 提出相反的问题:成绩全优的学生,可能在外部结构消失后难以应对。Biyani 说,雇主最关心的是“人际能力、成熟度和系统思维”;这些能力要靠构建复杂系统、应对拒绝和自主安排工作来培养。Liemandt 把这项要求与“AI 正在让智能趋于商品化”联系起来:领导力、团队协作、主人翁意识和接受反馈,都需要通过项目来练习。这些能力应该纳入课程,而不是只靠学生自愿参加社团来培养。

7. AI 原生学生能快速积累专业知识,并将其转化为产品

  • Torenberg 问,18岁的年轻人该如何设计自己的教育。Liemandt 把学习拆成“认知输入”和动手创造两部分。他认为,AI 能让学生以10倍速度吸收知识,让专业领域知识更容易获得。他提到,高中生正在重建他编写的 TimeBack 软件栈,并开始掌握学习科学;他还谈到,学生能在1年内学到硕士水平的知识。
  • 第二种能力,是借助 AI 把知识转化为作品。他的暑期实习生是因为需要创造某种东西,才去做研究。他说,Alpha 的学生面对 AI 很有自信:“你们成年人完蛋了”,还有“我们有超能力”。他“完全”预期,2年内大多数学习软件都会由学生编写,学生也会为同龄人带来更有吸引力的学习体验。
  • 他举例说,Austin 开发了一套 AP 课程,参与学生全部考得5分。一门世界史课程融合了猜地理位置的游戏、历史事件、S 级排名和一个毒舌 AI。Liemandt 承认,他其实并不太懂这些术语,但学生非常投入。“我和那帮老派成年人永远做不出这种东西。”
  • Biyani 不赞成主要为了未来的安全感来选择领域:“我们希望你主动进攻。”他相信,AI 原生的数学家和程序员会创造出前人想不到的可能性。他对教育的投入,也经受住了两人所说的史上极差市场的考验。Liemandt 把这一立场和学生读《The Rational Optimist》联系起来:教育者应该培养“乐观地驾驭 AI 的人”。

8. Founders School 把创业拆解为可学习、可进阶的过程

  • Liemandt 认为,AI 会让大型 Fortune 500 企业缩小,同时带来创业热潮。因此,Alpha 从幼儿园开始教授金融知识,用名为“Alphas”的校内货币教孩子赚钱、储蓄、消费、投资和捐赠。创业不是“灵光一闪”:它是一套可以教授的技能;Founders School 则为想创业的学生提供专门的高中课程。
  • 承诺写得很明确:学生高中期间要创办一家利润达到100万美元的企业,否则全额退还学费。Liemandt 说,过去4年里,Alpha High 的学生已经创办过企业,这些案例是他信心的来源。不过,Founders School 本身在8月才开办,运营至今不过几个月。
  • 学生要逐级完成100美元、1,000美元、10,000美元、100,000美元和100万美元的目标,并在每个阶段学习相应技能。Liemandt 说,有些学生“在速通”,让他预计他们第一年就能做到100万美元:“我这边已经没课程可教了。”这是他根据早期进展作出的预测。据他说,学生的反应是,之后还要规划规模更大的生意。

9. 真实接触和反馈能抬高学生的目标

  • Liemandt 记得,Stanford 的价值之一,是能认识许多成就出众的人,并发现他们“也是普通人”。这让他觉得自己也有机会取得类似成就。他希望高中生也能建立这样的关系,学院也打算为学生创造这种机会。Gagan Biyani 把这一目标与一句话联系起来,他不确定这是否出自 Tyler Cowen:教师最重要的工作,是“提高学生对自己的期待”。Biyani 说,Alpha 每天都在努力做到这一点。
  • 一名14岁的学生曾主动致电 Jensen;Jensen 回了电话,也给了他90秒介绍自己的机会。Liemandt 转述了对方的反馈:学生把这次机会用在询问资格要求上,而这些信息本可通过研究或询问其他员工获得——“你把和我沟通的机会用掉了。”评价肯定了他的主动性,但准备工作得了 F。Liemandt 称,这是那名学生人生中最好的学习经历。
  • 真实世界的体验还包括 Alpha 的 World School:学生要到非洲服务1年,并签字承诺,“我知道这将是我人生中最艰难的一年。”Biyani 说,学院为每名学生拨出5,000美元用于旅行。学生可以自行决定怎么用;他个人希望,很多人能独自前往人均 GDP 低于20,000美元的国家,从中获得对人生和商业都有用的视角。
完整逐字稿
Joe Liemandt

Are you willing to redesign your school day so kids love it more than vacation? With cognitive science and learning science, plus the advent of LLMs, you can build a learning engine that teaches kids 10 times faster.

Erik Torenberg

The shift that I think you’ve been able to make is the believability of it. Pretty soon, people are going to ask, “Why would we ever do it any other way?”

Joe Liemandt

I want this next generation to be the ones who are optimistically capable with AI and saying, “We’re going to build an awesome future.” That’s what our job as educators is: to go build that world.

Erik Torenberg

What would you say to the parent who’s saying, “I’m sending my kid to an Ivy League school. I know it’s not perfect, but this is a new institution. Why should I take a risk?”

Erik Torenberg

Joe, welcome to the podcast.

Joe Liemandt

Thank you very much.

Erik Torenberg

We’ve had the luxury of spending some time together this year and touring the schools. What you’ve built with Alpha is incredible, and it’s inspired us at AHA. We’re grateful to have your involvement. For people who are unfamiliar, why don’t you briefly describe what you think of as the central innovations, or what you’ve really brought to the space with Alpha?

Joe Liemandt

Sure. We’re reinventing what K-12 school is: the school day, and how kids spend the 6 or 7 hours they’re in class or in a school building. What is that like? The first part you have to understand and buy into is that instructional design and delivery haven’t changed in 100 years.

Erik Torenberg

Yeah.

Joe Liemandt

You throw a teacher in front of the classroom, and ask, “What’s the right way to do this?” But if you look at the last couple of decades, with cognitive science and learning science, plus the advent of LLMs, you can build a learning engine that teaches kids 10 times faster. As soon as you have that ability, where kids can learn 10 times faster than they could with the teacher-in-front-of-a-classroom model, the question is: What do you do with it?

That’s what we’re doing at Alpha: How do you reinvent the school day? In our model, we make 3 commitments to the kids. The first is that they love school. I just got the surveys back last week. 90-some percent of our kids say, “I love school.”

Erik Torenberg

Wow.

Joe Liemandt

50 percent of the kids at the school said, “I would rather go to school than go on vacation.” I actually have one campus where it’s 65 percent of the kids who say, “I’d rather go to school than go on vacation.” Build a school where kids love it if they’re going to be there for 12 years.

The second part is that, with this engine, the kids learn twice as much in 2 hours a day as they would sitting in class for 6 hours and doing homework. They do 2 hours a day of academics, and they learn more. If you’re compounding and learning twice as much as you would at your other school, you’re going to get to the top 1%, no matter where you start, given time. The kids crush it. On standardized tests, we’re the best-performing school academically.

And then the third commitment is: What would you do with the rest of the day? That’s a whole part of what we’re talking about now. I believe every school, whether K-12 or university, has to ask: If the traditional way and the traditional curriculum are now 10 times faster, what do you do with the rest of the day?

Erik Torenberg

Yeah.

Joe Liemandt

As a principal, I can definitely tell you the one thing parents would hate is if I sent the kids home after 2 hours. You’ve got them all day, 6 or 7 hours a day, and the kids want to be there. They love it.

What we do is ask: What are all the life skills we consider critical to thriving in the world that’s coming? The world’s changing. What do we do? We have 5 categories of life skills: leadership and teamwork; entrepreneurship and financial literacy; socialization and relationship building; storytelling and public speaking; and grit and hard work.

The kids do projects in groups with all their friends, with an adult running them. That’s how they spend the rest of the day. We started Alpha in Austin. Then we added 12 campuses last year, and we’re up to 50. Demand is insane. People want this new thing.

We’re sort of first, but everybody’s going to have to look at this. Today, no one believes that a 2-hour school day works, and we have to get scale and more proof points. But once you realize kids can learn everything they need to in 2 hours, every family, every head of school, every education minister around the world is going to say, “How do we rebuild the school day for the next 100 years? Because we don’t need to do it like we did the last 100.”

Erik Torenberg

Yeah. I remember visiting Alpha 6 years ago. This was before you were full-time on it, and I immediately got it because I’ve been in learning science and education for 15 to 20 years. But I will say that the shift you’ve been able to make is the believability of it. You’ve done a great job of figuring out how to show that not only does this work, but pretty soon people are going to ask, “Why would we ever do it any other way?” That’s the brilliance of what you’ve accomplished from a business standpoint over the last 5 years, I think.

Joe Liemandt

Yeah. I became principal 4 years ago. My background is in product and entrepreneurship, and this just needed product packaging. How do you productize this into something understandable and scalable? That’s the other part: It’s really hard to scale schools. How do you scale them at quality?

For my first 3 years, it was about how to do that. That’s actually one of the big benefits of bringing in AI: It helps you scale at high quality. Our phrase is, “We get better as we get bigger.”

Erik Torenberg

Yeah.

Joe Liemandt

If you look at anything over the last 4 years—our test scores, customer satisfaction, student happiness, the quality of the workshops—all of those get better every year because the system gets better as it gets bigger.

Gagan Biyani

Yeah. We have a number of teammates, colleagues, and friends who send their kids to Alpha, and you see the kids love it. What is it? I remember hating my K-12 experience. Is it this 2-hour arrangement? What is it that you find contributes most to kids loving it that other schools should adopt?

Similarly, we were also talking off camera about how motivation is underrated, or maybe one of the biggest factors separating outcomes for kids. How are you tackling that as well?

Joe Liemandt

Yeah. I think the biggest thing is that edtech historically hasn’t done well in schools. It hasn’t had the impact people wanted. If you look at this learning engine and say, “Oh, this is like edtech, and I’m just going to put it into a normal school day,” it’ll fail. It’ll be just like everything else.

When I talk to somebody who hears about Alpha and the learning engine, one question gets to the core of everything: Are you willing to redesign your school day so kids love it more than vacation? If you have a head of school who says that, then you’re all set. But that’s the leap.

Gagan Biyani

Yeah.

Joe Liemandt

That motivation falls under that, obviously. If you’re waking up and saying, “How am I going to make kids love this?” that is the core of what allows us to do everything else.

Gagan Biyani

Yeah.

Joe Liemandt

People worry when they hear that: “Oh, it’s Disneyland, and they’re just running around, and they’re not learning, or it’s not rigorous.”

Gagan Biyani

Video games or TV.

Joe Liemandt

Yeah, and all these things. It’s literally just the opposite. One of the things we talk about is that the key to your child’s happiness is high standards. Kids want to go do hard things.

Gagan Biyani

Yeah.

Joe Liemandt

They love to do hard things, and they love to do hard things with their friends. If it was just playing video games all day, they could go do that at home. To say, “I want to do this instead of vacation,” means they’re doing challenging things with their friends that they love.

Gagan Biyani

Yeah.

Joe Liemandt

It’s not hard. An easy example is teamwork and uplifting your classmates as a team. Traditional schools don’t teach this. After-school sports in America absolutely teach teamwork and leadership, but schools don’t. Most team projects in school are terrible: one person does it, and everybody else just sits around. You always remember those projects. They were terrible.

Gagan Biyani

Yeah.

Joe Liemandt

You learn the opposite of teamwork—the anti-pattern. At our school, a good example is the Wharton MBA Challenge, which has a simulation where you climb Mount Everest. Fifty percent of MBAs fail the teamwork portion because they were never taught teamwork throughout their time in school.

We take every third grader, put a mic on them, and send them into an escape room. They all work through the escape room. At the end, we have AI analyze the transcript: what percentage of their language was team-oriented and helpful? I can give you the answer: less than 20% of the language is uplifting. It’s fighting and pushing and “my idea,” all these different things.

We have an eight-week workshop for this. The kids go through it and keep working on teamwork. To graduate—to pass the class—they have to get up to 85% team behavior.

Gagan Biyani

Yeah.

Joe Liemandt

We also show them that they finish the escape room three times faster when they work as a team. It’s a great, fun way to learn, and kids love it.

Gagan Biyani

Yeah.

Joe Liemandt

It’s a life skill that every parent says, “That’s the stuff I want my kids to learn.”

Gagan Biyani

Yeah.

Joe Liemandt

Because they don’t have to sit in class all day, they can do that. In fourth and fifth grade, our life skills curriculum is as rigorous as our—

Gagan Biyani

Yeah.

Joe Liemandt

—core curriculum. Passing a physics test or a math test is just as important as passing the escape room test. In fourth and fifth grade, we actually make them pass the Wharton MBA Challenge that 50% of MBAs can’t pass. You take a fourth or fifth grader, and they pass it.

Gagan Biyani

Yeah.

Joe Liemandt

That goes back to being proud and excited and wanting to do it. You can engage kids and teach them these skills much younger. I believe that, as we look at the world, we haven’t had the capability to teach kids all this at a much younger age because they’re sitting in class all day. But now that we can—

Gagan Biyani

Yeah.

Joe Liemandt

—of course, we must.

Gagan Biyani

Yeah. So the reason they’re enjoying it is that they can feel themselves learning faster, growing faster, building deeper relationships, and, overall, that’s something you can’t get on vacation.

Joe Liemandt

Yeah. Well, it’s like that escape room.

Erik Torenberg

Yeah.

Joe Liemandt

It’s a high bar for your parents.

Erik Torenberg

Yeah.

Joe Liemandt

The second point is about what else kids like. Kids don’t like school. Let’s talk academics versus life skills. They’re sort of two different things. On the academic side, kids don’t like doing things they fail at.

Erik Torenberg

Yeah.

Joe Liemandt

That’s true in academics and in anything. It’s why in America we hold kids back in sports: you want them to be bigger. Then all of a sudden, they’re playing better, they win, and they get the accolades. You get them on that path.

In academics in America, because we’re a time-based system, once you fall behind—

Erik Torenberg

Yeah. They’re stuck.

Joe Liemandt

—then it’s torture for the rest of the time.

Erik Torenberg

Mm-hmm.

Joe Liemandt

Wherever you fall behind, it’s just… In our system, our learning engine gives you a personalized lesson.

Erik Torenberg

Yeah.

Joe Liemandt

It doesn’t matter what your age or grade is. You can be in eighth grade, and if you need a fifth-grade lesson because you missed something before you came to Alpha, it’s going to give you that fifth-grade lesson.

Erik Torenberg

Yeah.

Joe Liemandt

You’re going to be able to do it, pass it, and move forward. We engineer wins for kids in academics. If you had to name the core value of what the engine does, it’s this: you want kids in the 80% to 85% correct zone. When you’re engaging with something, how often is it too easy or too hard? If you’re 100% correct, it’s too easy. You’re not learning anything; you’re just regurgitating what you know.

Any video game developer will tell you that if you drop below two-thirds, and you’re failing more than two-thirds of the time, you’re going to disengage. One thing a learning engine can do that a teacher in front of a classroom of 30 people can’t is give a kid an unending stream of lessons and questions they get 80% to 85% correct. We can just do it. If it gets too hard, we can give them scaffolding lessons to catch up; if it’s too easy, we progress them faster through the material.

If you keep kids engaged by giving them work they can do, they like it. When kids do well and you hold them to high standards, they get excited. They see themselves crushing their academics instead of struggling with them. When they’re doing well, they love that.

Erik Torenberg

Yeah.

Joe Liemandt

Gagan, I’m curious how you think about this conversation and what Alpha’s doing in K–12, and how that informs what we’re doing with AHA.

Gagan Biyani

I’m incredibly inspired. I’ve been inspired by Alpha School since I first visited, and I think it proves the thesis we have at the Horowitz and Dreesen Academy: if you redesign the system for the modern era with modern tools, you can get all the outcomes you want. You can have more network. A lot of people say you go to school for the network. We’re going to take your network and make it 10 times better.

Everyone says you go to school to become a better person. The Horowitz and Dreesen Academy absolutely wants you to become a better person. We’re going to engineer the system so you’re more likely to become a positive-sum human. You want to have high agency and do hard things. Alpha has given me a lot of inspiration for how to ensure students get that.

I think the one difference is that at every age range, you have to do something very different. If you listen to Joe talk, K–8 and high school are very different. When you go from high school to the college era, that’s very different, too. You have to make the right changes. You can’t just copy everything over.

Ultimately, if you have a student-centric mindset, if you told the leaders of any major university in the country that their number one job—and no other job—was to make sure the students were succeeding, I’m sure there would be many great schools in the United States. Unfortunately, there aren’t many, because most university leaders are required to spend 90% of their time focused on all the adults around them and not enough on the students. One of the things you see with Joe is that he’s always talking about the kids.

Erik Torenberg

Yeah. Joe, I’m curious. You’ve very generously gotten involved with AHA as an investor and an advisor. What excited you about what we’re up to, and how have you thought about the differences between college and high school?

Gagan Biyani

Yeah.

Joe Liemandt

I’m super excited because I absolutely believe that university needs to be reinvented, just like we’ve done in K–12. I’m focused on K–12, but I’m very excited that you guys jumped in and said, “Let’s do this.” I want to do anything I can to help. First, I need places for Alpha kids to go.

Gagan Biyani

Yeah.

Joe Liemandt

There’s going to be a whole set of kids who are like—

Gagan Biyani

Can’t wait.

Joe Liemandt

—“I want to go there.” What have we done, and what have we thought about? To your point, it’s completely different. Our high school is very different from our K–8, and I believe university needs to be different, too.

I don’t believe the whole concept that everybody is just going to come out of high school and not go to university anymore. I actually don’t think that’s true. I believe there’s a huge opportunity to reinvent university and make it awesome. No one wants to go to a bad school where it’s terrible and it’s not getting the kids ready.

As an example, we had over 70 kids from MIT, Stanford, and UT come to Alpha this summer as interns. Part of what we were saying was, “Tell us about university. How’s it going? What do you think?” I asked, “How many of you expect that the university you’re going to is getting you ready for the world when you graduate?” One kid raised his hand. I was like, “Seriously? None of you?” And they were like—

Gagan Biyani

Thank God.

Joe Liemandt

“We’re terrified. We don’t feel like we’re being prepared. We worked really hard for 12 years to get into these great universities, and now we’re terrified that when it comes time to graduate, there aren’t going to be the jobs you used to get coming out of them. Those first 1- and 2-year jobs aren’t there, and AI is going to be doing them. So what do we do?”

They spent a lot of time this summer as interns coming up with what they thought would be a reinvention of university and what they would want. And, back to kids wanting to do hard things: they were interns, and they came in and said, “We’re going to build this educational LLM so we can make it free for everybody in the world, because every sovereign is going to need its own educational LLM—a small language model that sits on a device.”

Gagan Biyani

Mm-hmm.

Joe Liemandt

Those kids worked 80 hours a week, doing research and figuring out the concepts of learning. They’re going to be published. At the end of it, they said, “This is what we’d love the university to be: we’re all working together on this super-hard thing that has meaningful impact on the world and could really help change the world. I wish these could be classes at MIT, Stanford, and UT.”

Gagan Biyani

Yeah.

Joe Liemandt

But they’re not. And that’s when I think about what you guys are doing—reinventing it and letting kids really build. It’s not just about the classes. It’s about getting ready for the real world and all the skills you need. I believe those are different at university, but I’m very excited about what you’re building around that.

Gagan Biyani

Yeah. I think it’s really important to understand that an ambitious student going to university needs to get their hands dirty. They’re entering the real world in 3 to 4 years, and it’s critical that they build things, understand what it’s like, make mistakes, and deal with the challenges.

I love that you said they were studying as part of those 80 hours. They’re in Austin for an 80-hour-a-week internship, and you mentioned studying. I’m guessing you didn’t assign any textbooks.

Joe Liemandt

No. They had to do all the research to build an LLM. They were researching learning science. We have this data structure called the Brainlift, and they were working hard on what would be considered the classical stuff you need to do at a university. But it wasn’t just the studying part; it was about how to apply it and be a builder. I think your point about getting ready is that it’s both.

Gagan Biyani

Well, you talk about learning as being 90% motivation.

Joe Liemandt

Yeah.

Gagan Biyani

When you’re 18 years old, you’re motivated by building things people will use. You’re motivated by revenue and getting a job. So why not make the entire learning experience driven by that motivation and use it to actually go and learn things?

My concern with college is that I know Erik and I had this experience, and we’ve talked about it. I didn’t learn very much because I didn’t like the format. To be honest, now I go to Stanford’s campus or someone else’s campus, and no one seems to like the format. Twenty years ago, I was a little bit in the minority. Maybe 20% of students agreed with me. Our classes were about half full, I would say, in attendance. I hear they’re now way under 10% full. Students aren’t finding the format works. You need to reinvent the format to create motivation so they actually learn things.

Joe Liemandt

Yeah.

Gagan Biyani

And that’s one of the main focuses of the academy.

Joe Liemandt

Another example is our first graduating class from Alpha High was 3 years ago. At Christmas, after they’d all been at university, I got them together and asked, “How’s it going? How are you doing in the real world?” They said, “Okay, we love it.” They all had 4.0s. They were crushing it. But they said, “These 100-level lecture classes are a complete waste of time.”

Five of them had written editorials to their school paper about how it’s just a charade: kids come in scrolling TikTok or looking at their computers, not paying attention or not showing up, while the teachers are teaching. They said, “Those don’t need to exist anymore.” I asked, “Well, what do you like?” They said, “There are all these great small-group seminars we’re working on—”

Gagan Biyani

Clubs.

Joe Liemandt

“—clubs and all the activities around it.”

Gagan Biyani

Yeah.

Joe Liemandt

A university is a bundle of products. They liked the bundle, but they said the academic part—the big lecture classes and stuff—needs to go away.

Gagan Biyani

Yeah. What’s crazy is that the academic part you’re talking about is the only thing the university formally provides. The rest of the bundle is student-driven, and the academic stuff takes up about 50% of the time, right?

Joe Liemandt

Well, I dropped out of Stanford. I was the kind of kid who didn’t spend 50% of my time on it because I skipped classes.

Gagan Biyani

Fair. I probably didn’t, either.

Joe Liemandt

But if you go to the classes, it takes 50%.

Gagan Biyani

Yeah.

Joe Liemandt

My experience there, for the couple of years I was there, was great because of all the other things: the people I met. Steve Jobs came down and gave a talk, and one of my friends went to work at NeXT. Bill Joy and Scott McNealy would come and talk, and you’d spend time with them afterward or have lunch. Those experiences—who you met, seeing the real world, and building stuff with my friends that eventually became our company—were what was great about the product to me. Sitting in those lecture classes was the opposite of that.

Gagan Biyani

Yeah.

Joe Liemandt

One thing we’ve talked about is how to make the students love it. But even more important, because the decision about where kids go to school is their parents, talk about how the conversations you’re having with parents are evolving, whether it relates to early education or higher education, and some of the advice you give them.

I talk to tens of thousands of parents now, in the K–12 range, and I’ve been shocked at the shift. There are still some families who are like, “I’m a kindergarten parent, and I want to see the direct path right into the Ivy League.” But an equal number, maybe even more, of parents who went to Stanford or Harvard are like, “No, I know I don’t want my kid on that path. How are you going to get them ready for a world that’s not that?”

Gagan Biyani

Yeah.

Joe Liemandt

They absolutely want to see this alternative path, because when they look ahead—even in kindergarten—they’re looking 12 years from now and asking, “What am I going to do? How are you preparing my kid for the world?” Their vision of the world is, “Yes, I went to the Ivy League, but that’s not going to be for my kid.”

Gagan Biyani

Yeah.

Joe Liemandt

“I don’t think that’s going to get him ready. And if you’re telling me that, I don’t want your K–12 school.”

Gagan Biyani

Yeah.

Joe Liemandt

That’s happening a lot now. They’re looking for what’s next, because I think there’s recognition now, versus maybe the last 30 or 40 years, that the world is really changing.

Gagan Biyani

Yeah.

Joe Liemandt

If you’re an 11th or 12th grader and I’m talking to you, the parents are sort of done.

Joe Liemandt

They’re like, “Just get my kid into college,” right? Or they’re sort of like, “I’ve been on this route, and I’m at the five-yard line.”

Erik Torenberg

Yeah.

Joe Liemandt

“I’m not throwing all the cards up in the air.” But when you look younger, those parents are like, “There’s just no way the current path is going to be the right one.”

Erik Torenberg

Yeah.

Joe Liemandt

And so, when I think of this, I would expect massive demand from all the kids, right? They’re going to be like, “Okay, I have to go do this. It’s so obvious.”

Erik Torenberg

Yeah. Yeah.

Joe Liemandt

“This is awesome.” And then you’ll have to have a separate sales job with the parents to show them, “Look, while it wasn’t the way you did it, this is the way.” There’s a historical precedent for this that might be useful for you, if you want to go through it. In 1910, 90% of America had an eighth-grade education.

Erik Torenberg

Hmm.

Joe Liemandt

There were basically no high schools, and over 30% of America’s workforce were farmers. Everybody was on the farm. Eighth grade was enough; you worked in the fields. Then, in 1910, the Case tractor rolled up on the American farm. You can go look at the ads—it literally looks like an Anthropic ad. “It does the work of 50 programmers. It does the work of 50 farmhands.” Everybody in America realized 30% of the jobs were going away. My kids and grandkids—we’ve been doing this for generations. It’s gone. That path is gone, and we have to get our kids ready for this new future.

Erik Torenberg

Yeah.

Joe Liemandt

It was that same recognition that I think parents have today. The traditional path is those jobs. The kids coming in this summer are saying, “I’m going to get out of Stanford or MIT, and I’m not going to have a job.” But what America did back then was this: 130,000 towns voted to raise their taxes—and this is the key part—to fund an education they’d never experienced. They’d never seen a high school curriculum. They’d never been to high school.

Erik Torenberg

Hmm.

Joe Liemandt

They had an eighth-grade education, but they knew they had to do something different from their background. They had to see the world differently to get their kids ready and get them good jobs. That school system became the industrial system we’ve had for the last 100 years. It served us really well, but now it’s time for the next change. You’re going to have to convince families to be like those rural farmers in 1910 who realized, “While I haven’t experienced it and it’s different from what I did, this is what my kid needs to thrive in the future.”

Erik Torenberg

Yeah. And what would you say to the parent who’s saying, “Hey, I’m sending my kid to an Ivy League school”?

Joe Liemandt

Mm-hmm.

Erik Torenberg

“I know it’s not perfect—”

Joe Liemandt

Yeah.

Erik Torenberg

“—but this is a new institution. Why should I take a risk? Why would you consider taking a risk on the academy?”

Joe Liemandt

Yeah. I’ve been living this at the K–12 level now for four years. The lucky part is you don’t need everybody.

Erik Torenberg

Yeah.

Joe Liemandt

There’s going to be that set of families. When I talk to families, it’s an adoption curve, just like any other. There’s a set of families who absolutely realize the current system isn’t there, or people who say, “I feel it, but I just need to be moved over.”

Erik Torenberg

Mm-hmm.

Joe Liemandt

Both my daughters were told they weren’t going to get into college if they went to Alpha and then had to go to a traditional school. There was just no chance that would happen. There is that dichotomy, but if you look across the families who went to Alpha four years ago and those who didn’t, there are a lot more families who say, “I totally should have sent my kid to Alpha. I went the traditional path. I thought it was the safe path, and it totally wasn’t.”

Erik Torenberg

Yeah.

Joe Liemandt

They look at how those Alpha kids are thriving. They thought those families were crazy and taking a risk, but now, looking at what happened with their own kid versus those kids, they regret it. You have to get through the first year because you don’t have any data, but one year in, people are going to see that the students are thriving. Once you see that, then you have the comparison.

Erik Torenberg

Yeah.

Joe Liemandt

I’ll even go back to my own experience. I’m talking very positively and optimistically, but I didn’t start Alpha 12 years ago. McKinsey Price and Brian did. I went to Catholic school, and my kids were in Catholic school. I didn’t like it, but parents want their kids educated the way they were. That’s the legacy. That’s the problem.

Erik Torenberg

Yeah.

Joe Liemandt

That’s what you have to overcome. My kids were in Catholic school, and then McKinsey said, “Come to my new school.” I dropped out of college and started a startup in a garage, but I thought, “Schools shouldn’t be in a garage. That’s so weird. You have a janky, weird school, McKinsey.” I was totally that way.

Erik Torenberg

Right.

Joe Liemandt

It took two years for me. I was the slow one.

Erik Torenberg

Yeah.

Joe Liemandt

It took me two years to move over. That was 10 years ago, and obviously it turned out great for our family. My kids still yell at me for being slow those two years. They’re like, “You should’ve started earlier, Dad.”

Erik Torenberg

Yeah.

Joe Liemandt

But that concept of finding those families is important. We travel all around the country; we’ve opened 50 campuses. You get 1,000 people in an information session, and you ask, “Who wants to be the first 10? Who wants to be the first 25 or 50?” A year ago, when we were opening 12 campuses, we’d have more than 1,000 people in information sessions, and we couldn’t get 25. We’d get 10. We opened New York City with 10 or 12.

Erik Torenberg

Mm-hmm.

Joe Liemandt

Now the campus is full: 150 people total.

Erik Torenberg

Yeah.

Joe Liemandt

They had to see the first ones prove that it works, and then it’s there. The first class is always those people who say, “I know it’s bad. I want to jump in.” What you’ll see immediately, and what we’re seeing in the demand, is that people just need someone to go first. Once you get that first group and it works, the demand skyrockets.

Erik Torenberg

Yeah.

Gagan Biyani

And the benefits of being first are high. What I see in colleagues and friends who are sending their kids to Alpha, or even friends who’ve done something like the Thiel Fellowship, which also had small application numbers in the beginning, is that those people who are applying early have the courage of their convictions. It’s positive self-selection. You’re around some of the most brilliant and courageous people, both at the kid level and the parent level. It’s really just a phenomenal experience.

Joe Liemandt

Totally. And that goes back to advice: you absolutely want families who are all in on both sides, because there will be hiccups. Hiccups happen.

Erik Torenberg

For sure.

Gagan Biyani

Yeah.

Joe Liemandt

It’s part of starting something. Someone who’s super skeptical and on the late-adopter side is just not going to be able to handle it. It’s going to destroy them. The people who really want the product—that’s what we call magnet marketing. You want to attract the right people and repel the wrong ones.

Erik Torenberg

Yeah.

Joe Liemandt

People who want to be laggards and say, “I don’t like AI or screen time”—there are people in the information session who say that. I tell them, “You shouldn’t come.” If you can’t balance what this offering is, then it’s not for you. Being clear on your product definition is something I don’t think most schools do. If you’re clear on your product definition—“This is what we are; this is what we’re not”—it helps you find the right group, exactly as you said. When the right group is together, part of it is the community you’re building: all the kids who are there, and the parent community matters when you’re doing a startup.

Our founding families are one of our biggest assets now.

Gagan Biyani

Yeah.

Joe Liemandt

At our school, and I believe it’ll be the same for what you’re doing.

Gagan Biyani

Yeah. I think that makes me think of 2 things. One is, I think we’re going to be pretty strict about who gets in and less about class size. You’ve told me this. I’ve heard this. I think that’s a very important lesson. The second lesson is that this is the type of thing where you don’t want most people to want it. You want the people who really want it to do it.

Actually, I’ll add one more thing, which is we did make it 1 year, and it’s not no tuition the first year. So it is also a little bit less risky than, you know, missing eighth grade.

Joe Liemandt

Yeah.

Gagan Biyani

And you can’t repeat. You don’t want to miss eighth grade. But if you take a 1-year detour from college, you can always go back. It’s really no different. So I do think that’s one of the benefits we have. It’s interesting to see the nuances of a college experience versus a high school experience, because the stakes are different in different directions.

Joe Liemandt

I believe that’s going to be one of your assets with the parents: with the 1 year, there’s no downside, right? There’s no downside to trying it, and you can always defer at some other college or reapply.

Gagan Biyani

Yeah.

Joe Liemandt

And so you’re not shutting down other options. And just to the parent stuff, what you’ll see is, when your kid loves it—back to schools being 90% motivation—

Gagan Biyani

Yeah.

Joe Liemandt

If I was talking to the parents here, whose kid really wants to go, I’d just give you advice for all of this: let them go do it, right?

Gagan Biyani

Yeah.

Joe Liemandt

Let’s even just say it doesn’t work out for them, right?

Gagan Biyani

Yeah.

Joe Liemandt

And whatever, it’ll be the best learning experience of their life.

Gagan Biyani

Yeah.

Joe Liemandt

And they’ll be ready to do the other thing. Fighting it the other way—

Gagan Biyani

Yeah.

Joe Liemandt

—it just is—

Gagan Biyani

That’s riskier in a sense.

Joe Liemandt

No, it’s much riskier.

Gagan Biyani

The resentment they’re building up.

Joe Liemandt

And I can tell a lot of stories about that at our high school level.

Gagan Biyani

Well, I think that’s actually—if you think about the 3 of us, and the many people we all know who are like us, who didn’t love school at some point—

Joe Liemandt

Yeah.

Gagan Biyani

What is the thing we dislike the most?

Joe Liemandt

Yeah.

Gagan Biyani

For me, it was that I was being forced to do things I wasn’t bought into. My agency had started to grow. I was 13, 14, 15 years old, and I started to see the emperor had no clothes. I started to believe, “Wait a second, my teacher doesn’t actually know how to teach math. This might not be the best way to teach math. Oh, shoot, so I have to take this stupid test now?” I think one of the pedagogical philosophies of the Academy and of Alpha is that you design it around the student to decrease the chance that you get that rebellion.

Joe Liemandt

Yeah.

Gagan Biyani

Instead, if you have buy-in, they’re much more likely to thrive and do things.

Joe Liemandt

Totally.

Gagan Biyani

So, you know—

Joe Liemandt

No, and I’ll tell the personal story on this. During my K–12, I was always in trouble. I was skipping school all the time. I did the minimum to get into Stanford, and then I dropped out. When I dropped out, my dad had a famous quote that was in Forbes or whatever: “My son’s a moron.” And he was not happy.

But the part that didn’t get in the article was a couple of years later. I dropped out, then I started my company, and it was awesome. All of a sudden, I’m working 100-hour weeks, we’re sleeping under the desks, and it’s crazy. Two years later, he’s like, “You know, I’ve got to change my mind. This was the greatest thing ever, that you dropped out.” He’s like, “I have to admit, I was really worried you were going to be a lazy little shit,” because that was your academic career. “As a dad, I was just terrified that I had done poorly.”

He’s like, “Now I see that, now that you’re doing what you love and you’re fully engaged, God, I should’ve gotten this done earlier.” I think it’s the same thing when you have a student. When we talk about building a school your kid loves more than vacation—

Gagan Biyani

Yeah.

Joe Liemandt

—you’re engaging them around stuff they love. When you do that, that’s what causes all the parents to say, “My kid changed in a month.”

Gagan Biyani

Yeah.

Joe Liemandt

It’s because we have them doing hard things that they want to do.

Gagan Biyani

Yeah.

Joe Liemandt

All of a sudden, it does change, and it’s that quick.

Gagan Biyani

Yeah.

Joe Liemandt

Having a school where your kid wants to go because they’re going to be doing hard things is a great thing. I believe that’s one of the reasons this is going to be a home run, because you’re going to get all these kids—

Gagan Biyani

Yeah.

Joe Liemandt

—who are like, “I know it’s hard. I want to go do this. I can coast through normal school, and I’m not going to pick that path.”

Gagan Biyani

Mm-hmm.

Joe Liemandt

“Instead, I’m going to pick this.” And this is going to be harder than all the other schools, right?

Gagan Biyani

Yeah.

Joe Liemandt

In what you’re doing, in all of those. And that’s part of it. Kids love it. In our high school, we have a World School where they spend a year in Africa, a year of service, and they have to sign a contract that says, “I realize this will be the hardest year of my life.”

Gagan Biyani

Yeah.

Joe Liemandt

They all sign it, they all love it, and they’re super excited to go. I believe this is sort of the equivalent of that.

Gagan Biyani

By the way, I’ve spent a fair amount of time in Africa. I would send some kids to India or Sri Lanka. It’s going to be much harder.

Joe Liemandt

Yeah. Okay, well, that’ll be on the list. It’s called World School, so they’re going to be going—

Gagan Biyani

Yeah, yeah, yeah. No, I’m just kidding.

Joe Liemandt

But I love that.

Gagan Biyani

I think Africa—that’s such an amazing thing you’re doing. One of our wishes that we’ve talked about: we have a stipend. We don’t talk about this too much, but we’ve already allocated $5,000 per student for a travel budget.

Joe Liemandt

Right.

Gagan Biyani

They get to decide how they use the travel budget.

Joe Liemandt

Yeah.

Gagan Biyani

I’m not going to force anything on anyone. But my personal goal is that a lot of them go solo to countries with less than $20,000 GDP per capita.

Joe Liemandt

That’s a great idea.

Gagan Biyani

You know?

Joe Liemandt

Yeah, I love that.

Gagan Biyani

Just get a perspective.

Joe Liemandt

No, I totally love it. I think that is super valuable.

Gagan Biyani

Yeah. You learn so much about yourself and about life, and I think it’ll also provide perspective that will help in business, of course.

Joe Liemandt

Yeah, definitely.

Erik Torenberg

You know, it’s so funny, going back to this idea of kids who are—the story you mentioned about your parents reminds me of kids like us when we were younger, and others who are, quote-unquote, “lazy” in school. They don’t get a 4.0 because they’re just not bought in, but when they find the thing, they’re willing to put in 100-hour weeks.

There are so many people like that. Conversely, there are people on the other side who get straight As, but once you take away the structure, they haven’t really cultivated this inner desire or ability to find what they love. When they get to the working world, where the skills are remarkably different, they can’t operate in the same way.

It strikes me that we’re going to create the space—and you’re creating the space from a much earlier age—where people really get in touch with what they care about and become much more self-driven. It’s just really powerful.

Joe Liemandt

Yeah. No, that’s correct.

Erik Torenberg

Yeah.

Joe Liemandt

Those are all the life skills. That’s when we talk about a holistic person.

Erik Torenberg

Yeah.

Joe Liemandt

It’s not just what their GPA was. You can max out your score on just your grades, but that doesn’t mean you do well.

Erik Torenberg

Yeah.

Joe Liemandt

…in the real world. And I think parents actually realize that.

Erik Torenberg

Yeah.

Gagan Biyani

Mm-hmm.

Erik Torenberg

Yeah.

Joe Liemandt

That you need to be more well-rounded. They just don’t have a path of—

Erik Torenberg

Yeah.

Joe Liemandt

…of doing it, and I believe that one of the things, back to reinventing university, is you’re gonna show them, “Here are all these things that should be part of the university curriculum, not a club after school—”

Erik Torenberg

Yeah.

Joe Liemandt

…that the kids optionally do.

Erik Torenberg

Yeah.

Joe Liemandt

And so I think that’s gonna be a great thing. I think employers obviously will—

Erik Torenberg

Yeah.

Joe Liemandt

…realize the same thing.

Gagan Biyani

Yeah. The employers seem very bought in, honestly.

Joe Liemandt

Yeah. That part of the whole thing is—there’s no problem on that pitch—

Erik Torenberg

No.

Joe Liemandt

…which is, the number of employers are like, “These kids coming out don’t have the skills and capability to do it.” If you had just taken me before I actually started my company and looked at me—

Erik Torenberg

Yeah.

Joe Liemandt

…and said, “Are you ready for a job?” I wasn’t. But then, 2 years later, after I was doing this—

Erik Torenberg

Yeah.

Joe Liemandt

…outside project—

Erik Torenberg

Yeah.

Joe Liemandt

…right? This non-academic project. Then I’m like, “Oh, I’m probably a pretty good employee to hire.”

Gagan Biyani

Yeah.

Joe Liemandt

It’s—

Gagan Biyani

Yeah. It’s funny, actually, because the issue that most employers have is not a skills gap in, “Do you know how to code, build products, or design?” What we hear more than anything is people skills, maturity, and systems thinking.

Joe Liemandt

Yeah.

Gagan Biyani

Those are the actual skills. The only way to learn those things is to interact with lots of people and build complex systems—

Joe Liemandt

Yeah.

Gagan Biyani

…and force yourself to deal with the reality of rejection, and the maturation process of not having things structured for you, but having to structure them yourself.

Joe Liemandt

Yeah. Back to AI commoditizing intelligence and scoring on this: when you can ask it, “What are the human traits you want?” It’s leadership, being able to work in a team. It’s agency, ownership, and receiving feedback, as you say. All of those skills that you can get from doing projects—

Gagan Biyani

Yeah.

Joe Liemandt

…but you don’t get from sitting in class.

Erik Torenberg

Yeah. There are a lot of questions around what AI is doing to coding, to math, and to physics. If you were 18 years old today, knowing what you know now and with your interests, how would you think about it? If you had the flexibility at something like HAA to design your own education, what would you be motivated to learn, based on where you see the world going and your own interests?

Joe Liemandt

Yeah. I have this framework of cognitive onload. AI allows you to fill your head with knowledge 10 times faster.

Erik Torenberg

Yeah.

Joe Liemandt

These kids can become domain experts in their field faster than ever.

Erik Torenberg

Yeah.

Joe Liemandt

I have kids in my high school who are rebuilding the TimeBack software stack that I wrote. They’re becoming experts in learning science and in being able to do this, which wasn’t possible before in high school.

Gagan Biyani

Yeah.

Joe Liemandt

The cognitive onload part is 10 times faster, so you can do it and it doesn’t take that long.

Gagan Biyani

Yeah.

Joe Liemandt

I can get the equivalent of a master’s degree in a year and do that part. But the second part is that AI gives you a chance to be a builder. It gives you superpowers to build like no one else. I believe the kids at your university are gonna realize, “I wanna build something, and I’m gonna learn whatever prerequisite I need faster than I ever have.”

Gagan Biyani

Yeah.

Joe Liemandt

Just like the interns this summer were doing it. They were doing research, learning all this stuff, but they were doing it to build. If you talk to our high school kids at Alpha High, they’re definitely not doomers about AI in the future. They’re like, “You adults are cooked. We’re coming for you.”

Gagan Biyani

Yeah.

Joe Liemandt

“And we have superpowers.”

Gagan Biyani

Yeah.

Joe Liemandt

Right?

Gagan Biyani

Totally.

Joe Liemandt

And they do.

Gagan Biyani

They do.

Joe Liemandt

These kids—

Gagan Biyani

They really do.

Joe Liemandt

No, these kids who are building apps—I’m like, 2 years from now, I absolutely expect most learning software is gonna be written by students. Most students are gonna learn from learning software written by their peers, because it’ll embed all the learning science concepts and make it much more engaging.

Gagan Biyani

Yeah.

Joe Liemandt

We have plenty of data around that already. Shout out to Austin, who built our AP curriculum. All our kids who took it got a 5 on their AP exams. He built a world history one, too. He built it because he made this geo-guessing game where he took all these world history events and did an S-tier ranking with a snarky AI. Anyway, I’m throwing those words out because I don’t actually know what they really mean.

Gagan Biyani

Yeah.

Joe Liemandt

Every kid was engaged, loved it, and did it.

Gagan Biyani

Yeah.

Joe Liemandt

I’m like, “Me and the old adult team are never gonna be able to build that, ever.”

Gagan Biyani

Yeah.

Joe Liemandt

I think that’s what these kids are gonna be able to do: they’re gonna go build the future.

Gagan Biyani

Yeah.

Joe Liemandt

Right?

Gagan Biyani

Yeah.

Joe Liemandt

AI gives them the capability to build the future and start freshman year of college.

Gagan Biyani

Yeah.

Gagan Biyani

Just to take a stab at your question, Erik, I think the question of what field I should study so that I can be sure I’m resilient to the future is not the right question. The question is, “What field am I interested in?” I have enough faith that if you’re AI-native in any field, it does not matter. A lot of people are concerned about coding or math. There’s gonna be a whole new type of coding and math that happens with AI-native mathematicians. The old-school ones who are still doing chalkboard, pen, and paper are cooked. But the new students who love math are gonna do just fine. In fact, they’re gonna do things none of us ever thought possible, and there’s gonna be a whole new era of mathematicians who are successful.

That’s something we’re trying to screen for a lot at HAA. We don’t want someone who’s like, “I wanna make sure I’m resilient to the future.” It’s a very defensive way of approaching the world, and we want you to be on offense. We want you to say, “What are you interested in? I’m gonna go figure it out.” As an example, I work in education. Education has not been the most lucrative founder field of the last 15 or 20 years. It just so happens that I built one of, like, four wins in education in the last 15 years.

Joe Liemandt

Right. Yeah.

Gagan Biyani

Literally.

Joe Liemandt

It is a terrible market.

Gagan Biyani

Yeah. It’s been historically a terrible market. We’re gonna change that.

Joe Liemandt

We absolutely are gonna change it.

Gagan Biyani

I’m still super happy and proud that this is what I work on. I still feel like I know how to operate at the level and quality of someone who’s doing something in AI or SaaS or whatever. I’ve chosen a field. I love it. I have a very healthy and fulfilling life. I’m not a billionaire, but I’m doing well. Anyone who gets to that level in any field, if they’re in the top 1% of their field, is gonna be fine.

Joe Liemandt

Yeah. And I love what you said. I actually believe very much what we have to do, back to raising kids and building high-character kids for the future, is your point: they’re not passive.

Gagan Biyani

Yeah.

Joe Liemandt

This isn’t, “What is gonna happen to the world, and it’s gonna be imposed on me?” It’s, “No, we’re gonna go make the world.” These kids are the ones who are creating it. You can have the passive view of what happens, right?

Gagan Biyani

Yeah.

Joe Liemandt

And, “Oops, it’s gonna be bad.” Or you can be the other, which is, “No, I’m building it,” right? We need to create a generation of builders who look at this optimistically. All our kids read The Rational Optimist, right?

Erik Torenberg

Yeah.

Joe Liemandt

And they sit there and say, “Yes, I’m in control of it,” right? We need to build our future. We need to raise the next generation and have our kids coming out of university as the ones who are optimistically capable with AI and saying, “We’re gonna build an awesome future.”

Erik Torenberg

Yeah.

Joe Liemandt

Right? That’s what our job as educators is: to go build that world.

Erik Torenberg

Yeah.

Joe Liemandt

And make sure that our universities do that.

Erik Torenberg

Joe, this was an amazing conversation. I think the last thing I’m thinking about is that you’re actually building an entrepreneurial school for high school students called Founders School. Can you tell us a little bit about why you built it, how it works, and why you think it’s a good model for us to be inspired by?

Joe Liemandt

Sure. Back to skills: one of our life skill stacks is entrepreneurship and financial literacy. We have a very strong point of view when we look at the jobs of the future. Big Fortune 500 companies are gonna be smaller because of AI, but I believe it’s gonna lead to an explosion of entrepreneurship. AI gives entrepreneurs this great opportunity, and it’s something we just don’t teach. We just don’t teach kids this, so we teach it.

We have a stack starting in kindergarten. We literally teach every kindergartner how to earn and save, spend, invest, and donate. Get that foundation going. We have a currency called Alphas to start teaching them this. Entrepreneurship isn’t a bolt of lightning that just happens; it’s a set of skills that you can teach people. So we teach them.

By the time you get to high school, we have Founders School, which is sort of our peak specialized school for that. This is for kids who wanna spend their high school years building businesses.

Gagan Biyani

Yeah.

Joe Liemandt

The part parents don’t believe is that we guarantee you’ll start a business that will earn a million dollars of profit while you’re in high school, or we give you all your tuition back.

Gagan Biyani

Huh.

Joe Liemandt

We absolutely believe these are skills that can be taught repeatably and reliably, and that I can actually build a business on that. It opened in August. We have Alpha High kids who’ve been able to build businesses over the last 4 years, so we have data points. But this is now a specialized school for that.

It’s scaffolded. They come in, and they have to earn $100. There’s a set of skills they have to learn. Then it’s $1,000, then $10,000, $100,000, and a million dollars. We’re only a couple of months into the process, and kids are speed-running it. We’re like, “Okay, they’re gonna earn a million dollars in the first year.” I’m out of curriculum—

Gagan Biyani

Oh my God.

Joe Liemandt

—in their freshman year, right? And I’m like, “Okay, well…” The kids are like, “Okay, well, I’m obviously gonna do a bigger one after that.” But that concept—can they do this? Can you build it? I believe a lot of it is just a set of skills around it.

There are also the relationships and networking. I think that’s one of the things you guys are bringing at the university level that we’re trying to bring even down to the high school level: networking and relationship building. On the networking side, I always thought a lot of the magic of Stanford was that you had all these luminaries come, and then you’d meet them and be like, “Oh, this is a normal human.” They’re obviously really impressive, but they’re just like a normal human, and it makes it accessible to you to be able to say, “Well, I can do that, too.”

Gagan Biyani

Yes.

Joe Liemandt

Especially when you’re young and dumb and super arrogant. You’re like, “Oh, I could do that.” And that is part of it. We’re doing the same thing here at the high school level, where they’re able to build up relationships. One of the stories is that one of our 14-year-olds cold-called Jensen. He was doing a cold-call thing, and he literally called him. Jensen returned the call and realized it was a kid. He gave him 90 seconds for his pitch, and then, in the end, gave him really good feedback.

Gagan Biyani

Right.

Joe Liemandt

Which, if I had to summarize, was: “All these qualification questions you’re asking me? You could’ve done research or asked other people in my organization about it, and you just used your bullet with me. You should’ve done your prep work, and it would’ve been much better, instead of wasting it by calling me. So, kudos for aggressiveness, but you get an F on call prep.”

Gagan Biyani

Yeah.

Joe Liemandt

That kid is tweeting about it. Everybody in the school thinks it’s the best learning lesson in that kid’s life. Successful adults are willing to invest in the next generation. I believe the kind of networking and relationship building they’re gonna get at HAA is just gonna be awesome, and more valuable than what normal, traditional universities do.

Gagan Biyani

Yeah. It’s something that Erik is a true expert at, if I may say so myself. You’ve helped us galvanize this really large network of amazing people from all disciplines to come and help the HAA students succeed. I think it’s really cool what you’re doing with Founders School as well. I know a bunch of people who are speakers and are coming in and investing time at Founders School, and it’s completely invaluable for a student in high school or college to have the opportunity to get access to that.

Joe Liemandt

Yeah. No, that is, back to it, for me, that’s always the most valuable thing. You guys are putting it intentionally at the center of what you do, and that’s really important.

Gagan Biyani

Yeah. Max Levchin was in this chair a few weeks ago, and he was talking about how he was inspired to think so big and so ambitiously because he worked with Elon, Reid Hoffman, and David Sacks, and saw that they sort of went through the ups and downs. They were just like him. Hopefully, having Jensen, Sam Altman, Satya, and all these legends come and share war stories with the kids, share their ups and downs, will also elevate their ambitions.

Joe Liemandt

Yeah.

Gagan Biyani

It does. And the point he also made is that your ambition is set when you’re a kid. Somebody has to… I think it was Tyler Cowen who said, “The number one thing a teacher can do is raise a student’s ambition for themselves.” We try to live that at Alpha all day.

Joe Liemandt

Absolutely.

Gagan Biyani

And I believe that’s very much what you’re doing here. It’s intentionally in your design—the people you’re getting and the culture you’re building—that you’re gonna be raising their ambition for what they can do in life.

Joe Liemandt

Yeah.

Gagan Biyani

Well, the last thing I’ll say from my end: we’ve been talking about some major differences between K–12 and college, but one similarity is that you mentioned 1910. In the last hundred years, there hasn’t been a ton of disruption in the model. There haven’t been a ton of major new entrants, certainly on the college side. What you guys are doing in K–12 and college, and what we’re all doing, is elevating the ambition of what’s possible in education. You guys are pioneers in the work you’ve been doing over the last few years and decade-plus. I’m inspired to be part of your respective journeys, and, yeah, thank you.

Joe Liemandt

Well, kids are awesome.

Gagan Biyani

Yeah.

Joe Liemandt

They can do way more than all of us expect. I believe coming out of yours, you’re gonna just raise that to the next level.

Gagan Biyani

Proud to do this with y’all.

Joe Liemandt

Yeah, it’s great to attend, though. Thank you.