a16z Podcast: Move Fast But Don't Break Things (When It Comes to Computational Biology)
a16z Podcast14 Juni 2016

a16z Podcast: Move Fast But Don't Break Things (When It Comes to Computational Biology)

The mindset of "move fast and break things", while great for code, isn't exactly great for the human body. So adding computation to biology -- especially in the slow-moving pharmaceutical industry, where drug approval can take years -- brings with it both opportunities (like drastically faster discovery and assessment) and challenges (the need for hard evidence, not just soft-ware). But there's more: We don't want just better outcomes for healthcare. We want better outcomes at a cheaper price.

And that's where machine learning comes in. The benefits of such computation -- i.e., software -- can provide a powerful, frictionless, and far more cost-effective tool for biopharmaceutical research ... but it requires data. So who provides that data? Is it the pharmaceutical companies, or the payers (insurance)? How are organizations incented to overcome intellectual property silos in sharing their data? Especially since it was only relatively recently, Jeff Kindler (the former CEO of the world's largest pharmaceutical company, Pfizer) reminds us in this episode of the a16z Podcast, that the FDA even allowed data to be put in computers vs. on paper.

But there's a reason the self-driving car was pushed out of the software and not the auto industry, argues TwoXAR co-founder and CEO Andrew Radin -- and it has to do with the unique nature of the developer's mindset applied to novel problems. The deterministic nature of Moore's Law -- it's not a matter of if, but when -- plays a role too, observes a16z bio fund general partner Vijay Pande. There are things that big data and simulations will be able to accomplish that a hundred lab experiments on animals can't. Still, the two mindsets will have to merge, so we can move fast ... but without compromising quality, safety, and reliability. That's the big difference between computer science and biology after all.

image: mattza/ Flickr

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Rick Rubin: Vibe Coding is the Punk Rock of Software

Rick Rubin: Vibe Coding is the Punk Rock of Software

In this episode a16z co-founders Marc Andreessen and Ben Horowitz sit down with legendary music producer and bestselling author Rick Rubin to explore the origin of his unexpected new creation: "The Way of Code"*Blending ancient philosophy and modern AI, The Way of Code reimagines the 3,000-year-old Tao Te Ching for the age of artificial intelligence, software, and “vibe coding.” What began as a viral tweet quickly evolved into a creative manifesto—part book, part tool, part spiritual operating system for the future. Joined by a16z General Partners Anjney Midha and Erik Torenberg, the group dives deep into: How Rick became a meme for Vibe Coding —and then quickly wrote "The Way of Code"Why AI is just another artistic toolRemix culture, creativity, and collective consciousnessWhy great founders and artists need to stay true to themselvesWith shout outs to punk rock, the collective unconscious, and Johnny Cash’s famed acoustic sessions, this conversation is a sprawling, soul-searching journey across music, philosophy, tech, and truth. We hope you enjoy this deeply personal and surprisingly practical conversation on how to live—and create—in the age of AI. The Way of Code:  https://www.thewayofcode.com/“Tools will come and tools will go. Only the vibe coder remains.” - Rick Rubin Resources: Watch the Tetragrammaton podcast: https://www.youtube.com/channel/UC5Gat6FdyiG5ydUUHqPTAEQRick on X: https://x.com/rickrubinMarc on X: https://x.com/pmarcaMarc’s Substack: https://pmarca.substack.com/Ben on X: https://x.com/bhorowitzErik on X: https://x.com/eriktorenbergErik's Substack: https://eriktorenberg.substack.com/Anjney on X: https://x.com/AnjneyMidha Stay Updated: Let us know what you think: https://ratethispodcast.com/a16zFind a16z on Twitter: https://twitter.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zSubscribe on your favorite podcast app: https://a16z.simplecast.com/Follow our host: https://x.com/eriktorenbergPlease note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.

29 Maj 1h 16min

Where Value Will Accrue in AI: Martin Casado & Sarah Wang

Where Value Will Accrue in AI: Martin Casado & Sarah Wang

AI’s breakout moment is here - but where is the real value accruing, and what’s just hype?Recorded live at a16z’s annual LP Summit, General Partners Erik Torenberg, Martin Casado, and Sarah Wang unpack the current state of play in AI. From the myth of the GPT wrapper to the rapid rise of apps like Cursor, the conversation explores where defensibility is emerging, how platform shifts mirror (and diverge from) past tech cycles, and why the zero-sum mindset falls short in today’s AI landscape.They also dig into the innovator’s dilemma facing SaaS incumbents, the rise of brand moats, the surprising role of prosumer adoption, and what it takes to pick true category leaders in a market defined by both exponential growth - and accelerated wipeouts.Resources: Find Martin on X: https://x.com/martin_casadoFind Sarah on X: https://x.com/sarahdingwangStay Updated: Let us know what you think: https://ratethispodcast.com/a16zFind a16z on Twitter: https://twitter.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zSubscribe on your favorite podcast app: https://a16z.simplecast.com/Follow our host: https://x.com/eriktorenbergPlease note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.

27 Maj 21min

Sovereign AI: Why Nations Are Building Their Own Models

Sovereign AI: Why Nations Are Building Their Own Models

What happens when AI stops being just infrastructure—and becomes a matter of national identity and global power?In this episode, a16z’s Anjney Midha and Guido Appenzeller explore the rise of sovereign AI—the idea that countries must own their own AI models, data centers, and value systems.From Saudi Arabia’s $100B+ AI ambitions to the cultural stakes of model alignment, we examine:Why nations are building local “AI factories” instead of relying on U.S. cloud providersHow foundation models are becoming instruments of soft powerWhat the DeepSeek release tells us about China’s AI strategyWhether the world needs a “Marshall Plan for AI”And how open-source models could reshape the balance of powerAI isn’t just a technology anymore - it’s geopolitical infrastructure. This conversation maps the new battleground.Resources:Find Anj on X: https://x.com/AnjneyMidhaFind Guido on X: https://x.com/appenzStay Updated: Let us know what you think: https://ratethispodcast.com/a16zFind a16z on Twitter: https://twitter.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zSubscribe on your favorite podcast app: https://a16z.simplecast.com/Follow our host: Follow our host: https://x.com/eriktorenbergPlease note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.

24 Maj 32min

What Is an AI Agent?

What Is an AI Agent?

What exactly is an AI agent — and does anyone actually agree?In this episode, taken from of AI + a16z, General Partner Guido Appenzeller and partners Matt Bornstein and Yoko Li break down one of the most hyped- and most hotly debated 0 concepts in AI right now: agents.Are agents just clever wrappers around LLMs? Tools that can reason and act? Or simply a fresh label for familiar tech?Whether you're building, investing, or just trying to make sense of the buzz, this episode is for you.Resources:Find Guido on X: https://x.com/appenzFind Yoko on X: https://x.com/stuffyokodrawsFind Matt on X: https://x.com/BornsteinMattStay Updated: Let us know what you think: https://ratethispodcast.com/a16zFind a16z on Twitter: https://twitter.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zSubscribe on your favorite podcast app: https://a16z.simplecast.com/Follow our host: https://x.com/eriktorenbergPlease note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.

22 Maj 36min

The Evolution of the Firm — with Ben and Marc

The Evolution of the Firm — with Ben and Marc

Recorded live at the 2025 a16z LP Summit, this episode is a candid conversation between a16z cofounders Marc Andreessen and Ben Horowitz—hosted by general partner Erik Torenberg.They cover the evolution of a16z from startup firm to multi-practice platform, how the media landscape is shaped by meme-speed narratives, why reorgs—not just returns—determine who wins, and what it takes to build an enduring venture franchise.They also share thoughts on the changing policy landscape for AI and crypto, the firm’s bipartisan approach to Washington—and why Marc personally screens social media profiles before anyone joins the team. Resources: Find Marc on X: https://x.com/pmarcaFind Ben on X: https://x.com/bhorowitz Stay Updated: Let us know what you think: https://ratethispodcast.com/a16zFind a16z on Twitter: https://twitter.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zSubscribe on your favorite podcast app: https://a16z.simplecast.com/Follow our host: Follow our host: https://x.com/eriktorenbergPlease note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.

20 Maj 33min

Unbundling the BPO: How AI Is Disrupting Outsourced Work

Unbundling the BPO: How AI Is Disrupting Outsourced Work

Business Process Outsourcing (BPO) is a $300 billion industry powering the back- and front-office operations of the world’s largest companies.In her article, "Unbundling the BPO: How AI Will Disrupt Outsourced Work," Kimberly Tan (Partner, a16z) explores how the rise of AI is challenging the status quo. In this episode, Kimberly unpacks the shift—from call centers and invoice processing to cross-system automation and coding agents. They explore how AI is redefining the economics of scale, unlocking new markets, and expanding the reach of automation beyond the Fortune 500. For founders and operators alike, this conversation offers a clear-eyed look at the playbook for building in this newly addressable space. Resources: Read the article: https://a16z.com/unbundling-the-bpo-how-ai-will-disrupt-outsourced-work/Find Kimberly on X: https://x.com/kimberlywtan Stay Updated: Let us know what you think: https://ratethispodcast.com/a16zFind a16z on Twitter: https://twitter.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zSubscribe on your favorite podcast app: https://a16z.simplecast.com/Follow our host: https://x.com/eriktorenbergPlease note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.

17 Maj 17min

Marc Andreessen: Deep Vs. Broad Founders, AI in America, & the New Face of a16z

Marc Andreessen: Deep Vs. Broad Founders, AI in America, & the New Face of a16z

Today on the a16z Podcast, we’re sharing Marc Andreessen’s recent appearance on TBPN.Marc—cofounder and general partner at a16z—joins hosts John Coogan and Jordi Hays for a wide-ranging conversation, recorded live at the a16z’s 2025 LP Conference in Las Vegas.They cover the rise of AI, the future of open source models, and how tech is transforming every corner of the economy—from education and defense to healthcare and housing.Marc also shares his thoughts on the evolution of venture capital, the firm’s new branding, and what it takes to build enduring companies in a rapidly changing world. Resources:Watch more from TBPN: https://www.tbpn.com/Find TBPN on X: https://x.com/tbpnFind Marc on X: https://x.com/pmarca Stay Updated: Let us know what you think: https://ratethispodcast.com/a16zFind a16z on Twitter: https://twitter.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zSubscribe on your favorite podcast app: https://a16z.simplecast.com/Follow our host: https://x.com/eriktorenbergPlease note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.

16 Maj 28min

What Super Agers Reveal About Preventing Disease

What Super Agers Reveal About Preventing Disease

American healthcare is in crisis—but what if we could change the system by preventing disease before it starts?In this episode of the a16z Podcast, general partner Vijay Pande sits down with Dr. Eric Topol, founder and director of the Scripps Research Translational Institute and one of the most cited researchers in medicine, to explore the cutting edge of preventive healthcare and longevity science.Drawing from his new book Super Agers: An Evidence-Based Path to Longevity, Topol breaks down why understanding the biology of aging—not reversing it—is the key to preventing the “Big Three” age-related diseases: cancer, cardiovascular disease, and neurodegenerative conditions. The conversation spans AI-powered risk prediction, organ clocks, polygenic risk scores, GLP-1s, and the cultural and economic shifts required to move from a “sick care” system to one rooted in precision prevention and extended healthspan.If you’ve ever wondered how data, personalized medicine, and AI can add seven healthy years to your life—and what it will take to bring those benefits to everyone—this episode is for you. Resources: Find Eric on X: https://x.com/erictopolFind Vijay on X: https://x.com/vijaypande Stay Updated: Let us know what you think: https://ratethispodcast.com/a16zFind a16z on Twitter: https://twitter.com/a16zFind a16z on LinkedIn: https://www.linkedin.com/company/a16zSubscribe on your favorite podcast app: https://a16z.simplecast.com/Follow our host: https://twitter.com/stephsmithioPlease note that the content here is for informational purposes only; should NOT be taken as legal, business, tax, or investment advice or be used to evaluate any investment or security; and is not directed at any investors or potential investors in any a16z fund. a16z and its affiliates may maintain investments in the companies discussed. For more details please see a16z.com/disclosures.

14 Maj 42min

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