Jan 2, 2019 · 23m · a16z

a16z Podcast | Startups as Science Experiments -- Can VC Disrupt Academia?

Marc Andreessen · 16m spoken Vijay Pande · 5m spoken
0:00 / 0:00
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In this episode of the a16z Podcast, Marc Andreessen and Vijay Pande examine the relationship between federal R&D, academic funding models, regulatory environments, and global tech ecosystems. They explore how open collaboration, regulatory sandboxes, and interdisciplinary computer science are driving the next wave of scientific and entrepreneurial innovation.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. How this is scored →

The host as informed peer 3.4 Guest teaching 5.6 Guest disagreement 1.6 The host pushing back 0.4
05100:0010:0020:000:00–3:01 · The host as informed peer 3/10 Federal R&D's Role in Venture Capital Success Vijay opens by introducing Bill Janeway's thesis on long-term federal R&D funding driving IT and biotech success. Marc elaborates extensively on Janeway's book and contrasts federal R&D backdrops against clean tech failures, providing a deep historical framing without any pushback from the host.3:01–7:48 · The host as informed peer 4/10 Open Networked Collaborative Research Models Vijay proposes a hypothetical $50M seed fund model for venture capital to back early-stage academic science experiments. Marc gently reframes the premise by arguing short-term commercial incentives compromise pure research, demonstrating that philanthropy rather than venture capital is the proper lever.7:48–12:58 · The host as informed peer 3/10 Undergraduate Education, Computer Science, and Liberal Arts Vijay asks Marc how to bring an entrepreneurial mindset to liberal arts education. Marc strongly criticizes academic anti-professionalism, calling a Yale professor's anti-practicality thesis 'completely crazy' and asserting that making things should be a career while the life of the mind is for fun.12:58–16:36 · The host as informed peer 4/10 Balancing Regulation, Innovation, and Special Economic Zones Vijay sets up a thoughtful comparison between slow biotech clinical trials and rapid tech A/B testing. Marc builds on this by explaining regulatory arbitrage, drone testing overseas, and special economic zones in a fully aligned discussion.16:36–19:52 · The host as informed peer 3/10 Cultural Frontiers and the Globalization of Startup Ecosystems Vijay suggests a cultural East Coast versus West Coast divide in innovation mindsets. Marc immediately reframes the binary by pointing out San Francisco's conservative zoning laws and sharing examples of thriving startup ecosystems in Tehran.0:00–3:01 · Guest teaching 6/10 Federal R&D's Role in Venture Capital Success Vijay opens by introducing Bill Janeway's thesis on long-term federal R&D funding driving IT and biotech success. Marc elaborates extensively on Janeway's book and contrasts federal R&D backdrops against clean tech failures, providing a deep historical framing without any pushback from the host.3:01–7:48 · Guest teaching 6/10 Open Networked Collaborative Research Models Vijay proposes a hypothetical $50M seed fund model for venture capital to back early-stage academic science experiments. Marc gently reframes the premise by arguing short-term commercial incentives compromise pure research, demonstrating that philanthropy rather than venture capital is the proper lever.7:48–12:58 · Guest teaching 6/10 Undergraduate Education, Computer Science, and Liberal Arts Vijay asks Marc how to bring an entrepreneurial mindset to liberal arts education. Marc strongly criticizes academic anti-professionalism, calling a Yale professor's anti-practicality thesis 'completely crazy' and asserting that making things should be a career while the life of the mind is for fun.12:58–16:36 · Guest teaching 5/10 Balancing Regulation, Innovation, and Special Economic Zones Vijay sets up a thoughtful comparison between slow biotech clinical trials and rapid tech A/B testing. Marc builds on this by explaining regulatory arbitrage, drone testing overseas, and special economic zones in a fully aligned discussion.16:36–19:52 · Guest teaching 5/10 Cultural Frontiers and the Globalization of Startup Ecosystems Vijay suggests a cultural East Coast versus West Coast divide in innovation mindsets. Marc immediately reframes the binary by pointing out San Francisco's conservative zoning laws and sharing examples of thriving startup ecosystems in Tehran.0:00–3:01 · Guest disagreement 0/10 Federal R&D's Role in Venture Capital Success Vijay opens by introducing Bill Janeway's thesis on long-term federal R&D funding driving IT and biotech success. Marc elaborates extensively on Janeway's book and contrasts federal R&D backdrops against clean tech failures, providing a deep historical framing without any pushback from the host.3:01–7:48 · Guest disagreement 2/10 Open Networked Collaborative Research Models Vijay proposes a hypothetical $50M seed fund model for venture capital to back early-stage academic science experiments. Marc gently reframes the premise by arguing short-term commercial incentives compromise pure research, demonstrating that philanthropy rather than venture capital is the proper lever.7:48–12:58 · Guest disagreement 3/10 Undergraduate Education, Computer Science, and Liberal Arts Vijay asks Marc how to bring an entrepreneurial mindset to liberal arts education. Marc strongly criticizes academic anti-professionalism, calling a Yale professor's anti-practicality thesis 'completely crazy' and asserting that making things should be a career while the life of the mind is for fun.12:58–16:36 · Guest disagreement 1/10 Balancing Regulation, Innovation, and Special Economic Zones Vijay sets up a thoughtful comparison between slow biotech clinical trials and rapid tech A/B testing. Marc builds on this by explaining regulatory arbitrage, drone testing overseas, and special economic zones in a fully aligned discussion.16:36–19:52 · Guest disagreement 2/10 Cultural Frontiers and the Globalization of Startup Ecosystems Vijay suggests a cultural East Coast versus West Coast divide in innovation mindsets. Marc immediately reframes the binary by pointing out San Francisco's conservative zoning laws and sharing examples of thriving startup ecosystems in Tehran.0:00–3:01 · The host pushing back 0/10 Federal R&D's Role in Venture Capital Success Vijay opens by introducing Bill Janeway's thesis on long-term federal R&D funding driving IT and biotech success. Marc elaborates extensively on Janeway's book and contrasts federal R&D backdrops against clean tech failures, providing a deep historical framing without any pushback from the host.3:01–7:48 · The host pushing back 1/10 Open Networked Collaborative Research Models Vijay proposes a hypothetical $50M seed fund model for venture capital to back early-stage academic science experiments. Marc gently reframes the premise by arguing short-term commercial incentives compromise pure research, demonstrating that philanthropy rather than venture capital is the proper lever.7:48–12:58 · The host pushing back 1/10 Undergraduate Education, Computer Science, and Liberal Arts Vijay asks Marc how to bring an entrepreneurial mindset to liberal arts education. Marc strongly criticizes academic anti-professionalism, calling a Yale professor's anti-practicality thesis 'completely crazy' and asserting that making things should be a career while the life of the mind is for fun.12:58–16:36 · The host pushing back 0/10 Balancing Regulation, Innovation, and Special Economic Zones Vijay sets up a thoughtful comparison between slow biotech clinical trials and rapid tech A/B testing. Marc builds on this by explaining regulatory arbitrage, drone testing overseas, and special economic zones in a fully aligned discussion.16:36–19:52 · The host pushing back 0/10 Cultural Frontiers and the Globalization of Startup Ecosystems Vijay suggests a cultural East Coast versus West Coast divide in innovation mindsets. Marc immediately reframes the binary by pointing out San Francisco's conservative zoning laws and sharing examples of thriving startup ecosystems in Tehran.

speaking balance: gold is the host, purple is the guest (3 minute bins)

0:00 · the host 0% · guest 100%0:00 · the host 0% · guest 100%3:00 · the host 0% · guest 100%3:00 · the host 0% · guest 100%6:00 · the host 0% · guest 100%6:00 · the host 0% · guest 100%9:00 · the host 0% · guest 100%9:00 · the host 0% · guest 100%12:00 · the host 0% · guest 100%12:00 · the host 0% · guest 100%15:00 · the host 0% · guest 100%15:00 · the host 0% · guest 100%18:00 · the host 0% · guest 100%18:00 · the host 0% · guest 100%21:00 · the host 0% · guest 100%21:00 · the host 0% · guest 100%
Sharpest disagreement ▶ 12:20 Marc attacks Yale professor's anti-practicality book

Marc forcefully dismisses William Deresiewicz's academic critique of student professionalization, calling the author 'out of his mind' and 'completely crazy' for opposing practical skill-building.

Hardest push from the host ▶ 9:30 Vijay questions why crypto infrastructure isn't built now

When Marc idealizes a decentralized cryptocurrency-based internet infrastructure, Vijay directly challenges him by asking why tech leaders don't simply build it right now.

Biggest teaching moment ▶ 5:44 Marc corrects Vijay's proposal for VC-funded science

Vijay suggests venture capital firms fund $50M seed portfolios for science experiments, but Marc corrects the premise by explaining that short-term financial incentives distort basic research, positioning philanthropy as the true solution.

The host holds their own ▶ 13:05 Vijay contrasts drug trial regulation with search engine testing

Vijay demonstrates strong domain insight by contrasting the heavy regulatory burden of drug clinical trials against Google's rapid A/B testing model to highlight innovation bottlenecks.

the scores for every segment, with the reasoning behind each
ChapterTopicThe host as informed peerGuest teachingGuest disagreementThe host pushing backWhy
Federal R&D's Role in Venture Capital Success 3600 Vijay opens by introducing Bill Janeway's thesis on long-term federal R&D funding driving IT and biotech success. Marc elaborates extensively on Janeway's book and contrasts federal R&D backdrops against clean tech failures, providing a deep historical framing without any pushback from the host.
Open Networked Collaborative Research Models 4621 Vijay proposes a hypothetical $50M seed fund model for venture capital to back early-stage academic science experiments. Marc gently reframes the premise by arguing short-term commercial incentives compromise pure research, demonstrating that philanthropy rather than venture capital is the proper lever.
Undergraduate Education, Computer Science, and Liberal Arts 3631 Vijay asks Marc how to bring an entrepreneurial mindset to liberal arts education. Marc strongly criticizes academic anti-professionalism, calling a Yale professor's anti-practicality thesis 'completely crazy' and asserting that making things should be a career while the life of the mind is for fun.
Balancing Regulation, Innovation, and Special Economic Zones 4510 Vijay sets up a thoughtful comparison between slow biotech clinical trials and rapid tech A/B testing. Marc builds on this by explaining regulatory arbitrage, drone testing overseas, and special economic zones in a fully aligned discussion.
Cultural Frontiers and the Globalization of Startup Ecosystems 3520 Vijay suggests a cultural East Coast versus West Coast divide in innovation mindsets. Marc immediately reframes the binary by pointing out San Francisco's conservative zoning laws and sharing examples of thriving startup ecosystems in Tehran.

Statements from this episode (13)

Opinion
Andreessen: Bill Janeway's 'Doing Capitalism' is 2018's best VC theory book
“His book is called Doing Capitalism, and it's probably the best single book on the theory of venture capital that I think came out last year.”
Marc Andreessen Jan 2, 2019 ▶ 1:00
Insight
Andreessen: Major commercial innovations often ran in research labs 20 years earlier
“I am just continuously struck by the number of times the hot new innovation that we see, or the hot new innovation that becomes, you know, this huge thing, is something that was running, virtually, invariably, was running in a research lab 20 years earlier.”
Marc Andreessen Jan 2, 2019 ▶ 2:18
Prediction Not checkable as stated
Andreessen: Scientific R&D will shift to decentralized, bottom-up global networks
“It may be that we are just gonna be living in a world where it's gonna be much more bottoms-up, much more collaborative, much more diffuse, much less well-organized, much sloppier. Maybe, by the way, more dynamic, maybe more creative, maybe more intermingling …”
Marc Andreessen Jan 2, 2019 ▶ 4:42
Assertion Not publicly verifiable
Andreessen: Khosla Ventures invests $1M at $1M pre-money in academic science experiments
“In the valley, Kostla Ventures probably is the most advanced on this. Exactly. They actually call them science experiments. Which is, but by the way, the terms are like, ah, you know, literally like they'll invest a million dollars at a million, at a one milli…”
Marc Andreessen Jan 2, 2019 ▶ 5:25
Prediction Not checkable as stated
Andreessen: A massive wave of tech philanthropy will hit universities by 2050
“I think there is going to be, I think this will maybe be the big upside surprise in the next 20 or 30 years, the bow wave of philanthropy coming out of the high tech community, and coming out of high tech founders and CEOs, and people who have been successful …”
Marc Andreessen Jan 2, 2019 ▶ 6:20
Insight
Andreessen: Universities should prioritize alumni philanthropy over venture funds or patent licensing
“The really, in my view, the enlightened universities that really think strategically about things like spinoffs, and students and professors taking leave, and so forth, are the ones who realize that the long game here is probably philanthropy as contrasted to,…”
Marc Andreessen Jan 2, 2019 ▶ 7:12
What-if
Andreessen: A modern internet would be completely decentralized with built-in cryptocurrency
“I think if we were to create the internet today, I think we would do it completely different. I think we would have it be completely decentralized and I think we would have cryptocurrency built in at the core. And I think it would be far more robust and would …”
Marc Andreessen Jan 2, 2019 ▶ 9:02
Insight
Andreessen: Making things is a career; intellectual life is a hobby
“I think making things is what you do as your job, and the life of the mind is what you do for fun.”
Marc Andreessen Jan 2, 2019 ▶ 11:58
Insight
Andreessen: As societies mature, collective risk aversion suppresses technological innovation
“I think societally we decide collectively, we decide how much innovation we want, and based on, or we decide how much risk we want, and based on that, we decide how much innovation we get. And I think that there is a general principle that as societies sort of…”
Marc Andreessen Jan 2, 2019 ▶ 13:44
Insight
Andreessen: Emerging tech regions should build domain-specific hubs, not copy Silicon Valley
“If you think about a lot of countries in fact, a lot of cities in the U.S. And a lot of countries around the world want to have their own, quote, Silicon Valley. The answer probably is not to have their own Silicon Valley. It's probably to have a different kin…”
Marc Andreessen Jan 2, 2019 ▶ 15:05
Assertion Not checkable as stated
Andreessen: Women account for 40-50% of Tehran's tech founders
“There's this amazing effectively underground internet startup ecosystem in Tehran. And he said the founders are exactly the same as the kind of people who are sitting at the Koopa Cafe in downtown Palo Alto. He said, interestingly, he said at least 40% and may…”
Marc Andreessen Jan 2, 2019 ▶ 18:57
Insight
Pande: Basic machine learning classification holds immense value for drug discovery
“Classification's actually fantastic. If I can say, this is the drug I want to take, or this is the stock I want to invest you know any of those things are really exciting, and so I see, sort of, machine learning being, just classification being exciting”
Vijay Pande Jan 2, 2019 ▶ 20:17
Insight
Andreessen: Unprecedented AI startups require no further fundamental machine learning breakthroughs
“We have the opportunity to build both products and companies that have never been even imagined before, even without more significant fundamental advances in machine learning.”
Marc Andreessen Jan 2, 2019 ▶ 22:59
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