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HOME/THE A16Z SHOW/Amjad Masad on Rethinking Colleg…
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// EPISODE
THE A16Z SHOW

Amjad Masad on Rethinking College for the AI Era

DATE September 23, 2026SOURCE THE A16Z SHOWPARTICIPANTS AMJAD MASAD, ERIK TORENBERG, GAGAN BIYANI, UNKNOWN SPEAKER 1
// KEY TAKEAWAYS6 ITEMS
  1. 01The True Utility of Young People Is Heresy, Not Compliance
  2. 02Project-Based, Curiosity-Driven Learning Should Be the Default, Not a Buzzword
  3. 03The False Binary Between "Go to College" and "Start a Startup at 18"
  4. 04Premature Startup Formation Is "Premature Optimization" Driven by Envy
  5. 05Early VC Funding Can Be Predatory, Akin to the Music Industry
  6. 06AI Will Fundamentally Restructure How Companies Operate
In this episode

1. Key Themes

The True Utility of Young People Is Heresy, Not Compliance

Amjad frames education's core failure through a sci-fi allegory: society needs young people to challenge orthodoxy, but institutions are designed to do the opposite. "I think ultimately the utility of young people is to question deeply held beliefs, is to be heretics. And in today's college, and actually the opposite, it kind of beats any outside thought out of them, right? It tells you you're stupid. We've figured everything out. You need to learn our way." [00:04:12] He extends this to Silicon Valley itself: "There's a lot of ideas that don't come out of Silicon Valley because there's a monoculture here... Every culture is somehow a monoculture. Even the most radical cultures like Silicon Valley." [00:05:01]

Project-Based, Curiosity-Driven Learning Should Be the Default, Not a Buzzword

Both guests argue that separating skill acquisition from real-world application is a modern, unnatural invention. "The buzzword for it is like project-based learning. There shouldn't be a buzzword for it because that should be the standard. The idea that you're learning something and you don't know the utility of it, I think is a very modern invention." [00:13:12] Gagan reinforces this with the Academy's design philosophy: "In the academy, if you are going to learn coding, I don't want you just to take a class on Python. No, like go build something that you're super excited about in Python... they don't need a customized syllabus or exercise given to them. They just need the freedom and confidence to say, yes, you're allowed to do this." [00:12:16]

The False Binary Between "Go to College" and "Start a Startup at 18"

Gagan identifies a structural gap in how society routes ambitious young people: either rigid four-year schooling or immediate startup funding, with nothing in between. "There's this like huge unfair choice that a lot of young people are provided today. It's either go and get a four year... where there's a lot of structure... And then there's another option, which is you can go and start a startup and someone will give you $50,000 tomorrow to start it." [00:15:19] He advocates for "this middle ground of having two years where you can really explore and you can do whatever you want without the pressure." [00:16:44]

Premature Startup Formation Is "Premature Optimization" Driven by Envy

Amjad applies a programming concept to critique the current environment of teenage founders raising money before finding real conviction. "I think a lot of starting startups is premature optimization. And I see it in a lot of kids now where they're part of a group and a lot of their friends are raising a lot of money and some of them are becoming unicorns and they get, it just becomes, the motivation is envy... a really negative motivation as opposed to positive." [00:17:10] He contrasts this with his own experience: "I tried not to start Replit, like actively not to start it, but it kind of exploded into a startup on its own." [00:18:08]

Early VC Funding Can Be Predatory, Akin to the Music Industry

Amjad draws a pointed comparison between pre-idea VC funding of Stanford students and exploitative record contracts. "I've heard that VCs go to Stanford students and they give them like a million dollars, not even 50K... pre-idea. And it's like the moment you start your idea, you know, you already have a cap table. I think that's sort of like the music industry... Kanye talked a lot about this, where it's like how predatory it is, where you find a young artist and you kind of lock them into a contract and they don't even understand that contract." [00:18:37]

AI Will Fundamentally Restructure How Companies Operate

Amjad believes previous attempts at flattening corporate hierarchy (Holacracy) failed for technical, not conceptual, reasons — and AI now solves that technical gap. "If you remember, Holacracy, Holacracy Medium did that... GitHub did the no managers. They all kind of blew up in spectacular ways... But I think it was a technology problem. I think now you can have agents kind of function as the glue within these organization and have the bureaucracy be this invisible thing that's happening by machines in the background." [00:24:18] He calls this Replit's operating model "a self-driving company. Eventually like the company will like run itself." [00:24:46]

Trust Is Silicon Valley's Underappreciated Economic Infrastructure

Gagan draws a direct empirical comparison between verbal commitments in local politics/nonprofits versus Silicon Valley to argue trust has measurable operating leverage. "If you're running a nonprofit and you raise money from someone and you have a conversation with them and they say, I'll give you $50,000. The percent likelihood that that $50,000 will land in your bank account is somewhere in the 20 to 50% rate... In Silicon Valley, I think it's probably 75 to 100%... I can confidently continue to move forward on my business if I know that the money's coming. And then by the time you've delivered that check, I've made like six weeks of progress." [00:29:17]

Well-Roundedness and Reputation Now Matter More Than the "Autistic Genius" Archetype

Amjad argues the "eccentric genius" persona that Silicon Valley once tolerated or rewarded is now a liability as the industry becomes institutionalized. "I think Silicon Valley is no longer this sort of renegade thing. We're kind of, it's an institution. It's part of the establishment anyways... people need to understand that we have a responsibility, that we're not just talking amongst ourselves." [00:39:43] He adds: "Having a reputation of being a good person here actually is very valuable. And people trust you with their money. People trust you with governing your company." [00:38:49]

2. Contrarian Perspectives

Attendance and Rigid Structure Actively Harm Motivated Students

Amjad recounts real institutional friction: "One of the things about my college that was really hard is we had attendance. Like, they counted attendance. If you didn't attend for like six classes, you're banned." [00:07:57] His prescription inverts standard norms — colleges should reward, not punish, students who go off-script: "You should be able to use the college resources... if you have a crazy idea that's taking off, like the college, you shouldn't be hiding it from your college. They should be coming like, oh my God. Like, this is amazing. Let's give them more." [00:10:13]

The Investor/Grant Track for Teenagers Should Be Rare, Not Celebrated

Contrary to the current YC/pre-seed zeitgeist that valorizes teen founders, Gagan argues most young people are being sold a bad deal by early fundraising. "Only a very small number of teenagers should be raising money. Instead, and by the way, grants are great, right? Do something temporary. Make it clear. It's temporary... the pressure of making your a 10-year commitment at 18 isn't for most people." [00:16:16]

Punish Young Hackers Less, Recruit Them More

Amjad takes a provocative stance on youth cybercrime, arguing the justice system is wasting talent instead of channeling it. "I was reading the story the other day about a kid that hacked into some government thing and it was like getting like two years in prison... instead of like sending these kids to jail, like take them to work at the NSA... we need cybersecurity talent right now. Like, why are you like putting them in jail?" [00:33:39]

Dwarkesh Patel's AI Explainer Backfired With Its Intended Audience

Amjad criticizes a widely-praised piece of AI communication (Bernie Sanders reportedly cited Dwarkesh's blog post) as counterproductive rather than clarifying. "I criticized Dworkish for kind of the language... people who don't understand this technology... that blog post, in my opinion, did not create more understanding in them. It actually, it probably... you learned the wrong lessons from that thing." [00:40:06]

The Utilitarian Ethical Framework Doesn't Hold Up — Virtue Ethics Does

Amjad explicitly rejects utilitarianism, the default moral framework of much of effective-altruism-adjacent Silicon Valley, after deep personal study. "I read, you know, a lot of the, for example, a lot of the utilitarian kind of corpus... and I ended up kind of rejecting that. I don't think that's the way of the world... the way I would describe myself, perhaps it's like closest to like virtue ethics, for Aristotle." [00:41:14]

3. Companies Identified

Replit — AI-powered coding/app-building platform founded and run by Amjad Masad. Mentioned extensively as the proving ground for his ideas on AI-native company structure and vibe coding. "Suddenly agents were capable of like coding, right?... in fundamentally changed since then." [00:22:08] Amjad also describes building a new ML/fine-tuning product line: "I'm working on something on Replit to bring that to the world, like where anyone can become a machine learning researcher." [00:23:05]

Andreessen Horowitz / Academy — The Academy is a new education initiative co-founded by Gagan Biyani, designed around the principles discussed (no grades, no tests, project-based, high-trust). "One of the core tenants of the academy sidesteps this problem entirely. We don't have grades. We don't have tests." [00:32:13]

Alpha School — Cited approvingly as an existing model for customized, interest-driven curricula. "That's why I'm so excited about Alpha School... is the way that they take people's natural interests and get them to learn things they're going to need to know over time out of that." [00:11:33] Referenced via its leader: "Joe Limon of Alpha School talks about this all the time." [00:11:48]

Roblox — Cited as an unexpected but legitimate training ground for programming and hacking talent among youth. "There's like a big trend where people learn programming and hacking on Roblox. I was talking to Dave, the founder and CEO of Roblox. It was like, be really cool to have some kind of sandbox for these people to play in and then discover talents." [00:34:04]

HackTheSite (hackthesite.org) — Referenced as a formative sandbox from Amjad's own youth for legally learning offensive security skills. "One site I was really into growing up called HackTheSite... it's a website that has vulnerabilities built in. Like, it's like Capture the Flag." [00:34:57]

GitHub / Medium — Cited as cautionary case studies in flattened-hierarchy corporate experiments that failed for lack of enabling technology. "If you remember, Holacracy, Holacracy Medium did that... GitHub did the no managers. They all kind of blew up in spectacular ways." [00:24:18]

4. People Identified

Amjad Masad — Founder and CEO of Replit. Central guest; described throughout as embodying the ideal blend of pragmatic builder and wide-ranging intellectual. Erik notes: "You're both an entrepreneur and a builder and a hacker and a tinkerer and very pragmatic, but you're also an intellectual." [00:19:33]

Gagan Biyani — Co-founder and CEO of the Academy (a16z-affiliated education venture). Brings a track record of unconventional education/career choices (three jobs while at UC Berkeley) and now applies lessons from local politics and nonprofit fundraising to redesign education around trust.

Steve Jobs — Cited as the archetype of ideal "meandering" education. "The way Steve Jobs approached college, I think it's the ideal experience of college... he dropped out, but kept dropping into different classes. One of them was calligraphy... [it] later was a direct kind of callback to his college days" in designing the Mac's fonts. [00:07:03]

Peter Thiel — Referenced via the Thiel Fellowship as a historical flashpoint in the debate over skipping college, cited by Erik as an early, controversial version of this thesis. [00:36:31]

Kanye West — Cited by Amjad for his critique of predatory recording contracts as an analogy for predatory pre-idea VC funding of young founders. [00:19:03]

Andrej Karpathy — Credited with coining a relevant term for AI-driven ML research. "You could call it Vibe research. You could call it auto research. I think that's Karpathy's term." [00:22:35]

Dwarkesh Patel — Referenced (as "Dworkish") regarding his blog post explaining AI that reportedly reached Bernie Sanders; Amjad critiques its communication approach. [00:40:06]

Mark Zuckerberg — Cited as an example of a productive "troublemaker" in college. "Zuck famously built like FaceMash, which was like really controversial." [00:31:46]

Sam Bankman-Fried (SPF) — Referenced negatively as a cautionary tale of the "autistic genius" archetype Silicon Valley once celebrated. "I remember the Sequoia blog post about SPF. That's like gold. They deleted it. You can find it on archive.org." [00:39:19]

Dave Baszucki (implied, "Dave, the founder and CEO of Roblox") — Referenced as someone Amjad discussed the hacker-talent-pipeline idea with directly. [00:34:04]

Marc Andreessen, Linus Torvalds, Robert Noyce — Cited as figures Replit honors by naming conference rooms after them, reflecting the company's "respect the past, unapologetically change it" culture. [00:27:23]

5. Operating Insights

Build Physical/Cultural Rituals That Encode Company Philosophy

Amjad's practice of naming Replit's conference rooms after tech pioneers (Andreessen, Torvalds, Noyce) isn't decorative — it's a deliberate device to instill a specific stance toward institutional knowledge among employees. "What I try to tell people at the company is like, we respect the past, but we're unapologetically going to change it. And people are going to be mad at us." [00:27:51]

Speed of Capital Commitment Compounds — Close Fast, Deliver Fast

Gagan's nonprofit/politics comparison yields a transferable operating lesson: the value of a commitment decays or compounds based on the surrounding trust environment, and operators should structure work to capture the compounding case. "I can confidently continue to move forward on my business if I know that the money's coming. And then by the time you've delivered that check, I've made like six weeks of progress. Right? And now all of a sudden your check is more valuable six weeks later." [00:30:06]

Use Agents as Organizational "Glue" to Remove Bureaucratic Overhead Without Removing Structure

Rather than eliminating management (which failed at Medium/GitHub), Amjad's approach is to keep necessary coordination functions but make them invisible/automated. "You can have agents kind of function as the glue within these organization and like have the bureaucracy be this invisible thing that's happening by machines in the background. And then people have true autonomy to work on the things that they find like most interesting and the AI can sort of judge your impact." [00:24:46]

Recruit for "Depth on One Obscure Thing," Not Breadth

When asked what makes a young person worth investing time or capital in, Amjad's screening heuristic is singular and specific: evidence of sustained follow-through on a self-directed thread, regardless of domain. "Did you actually follow a thread all the way through? That's always really impressive. And that shows all sorts of good personality traits... persistence, intrinsic motivation." [00:44:53] He adds the necessary complement: "The most endearing thing is you can nerd out on something obscure and interesting" — but combined with baseline likability, since "otherwise people don't want to be around you." [00:45:44]

6. Overlooked Insights

The "RSI" / Auto-ML Moment Is Replit's Next Business Line — and a Signal for Where AI Capex Goes Next

Buried inside a personal anecdote about learning chess, Amjad reveals that he identified a full new product category — AI systems capable of doing machine learning research themselves ("recursive self-improvement," or what Karpathy calls "auto research") — and is already building it into Replit. This is a substantive, underplayed forward-looking business signal: "I realized that AI is actually now capable of doing ML... I think we're at a similar moment when it comes to machine learning... I'm working on something on Replit to bring that to the world, like where anyone can become a machine learning researcher or like any business owner who has data can fine tune a model to kind of solve a certain problem." [00:22:08] This suggests the next wave of "vibe coding"-style disruption is coming to the ML research/fine-tuning layer itself, not just application coding — a category few are yet building products around.

Amjad's Own 2025 "Cancellation" Over Coding Advice Was a Leading Indicator, Not a Gaffe

Amjad mentions almost in passing that he was publicly attacked roughly a year before this recording for saying people shouldn't bother learning to code — and that the same critics have since reversed completely. This is a strong, underexplored data point about how fast professional consensus is inverting on core technical skills, with direct implications for how fast any current "safe" career advice could become obsolete. "I don't know if you remember like 2025, I was like canceled for saying you shouldn't learn how to do it anymore... now I talked to... the same people that were like, went against me, they're like, oh, I don't read code anymore. I just like prompted by code." [00:27:51] The one-year round-trip from consensus backlash to consensus agreement is a useful calibration point for how quickly to weight contrarian technical calls today.