Pioneers of AI: Reid Hoffman says the AI race is not a cage match
Anthropic and OpenAI’s plans to go public have set off waves of speculation about the ripple effects, and how they’ll stack up to the SpaceX IPO. What’s really driving the value of these companies? Does the timing of the IPOs matter? How might they impact the AI startup ecosystem?
To process all this, Pioneers of AI phones a friend: Reid Hoffman. As co-founder of LinkedIn and Manas AI, a longtime Microsoft board member, investor in OpenAI and Anthropic, and so much more, Reid offers his take on the AI investing landscape. Rana and Reid break down the IPO headlines, sovereign wealth fund proposals for AI, and what’s defensible in AI today.
Learn more about Pioneers of AI: http://pioneersof.ai/
Follow Pioneers of AI on all channels: https://linktr.ee/pioneersofai
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The messy truth of your AI strategies
Ryan welcomes Hema Raghavan, co-founder and head of engineering at Kumo.ai, to dive into all the messy stuff that comes with implementing AI, from pipeline sprawl to shadow AI. They discuss governance approaches like deploying models inside approved platforms and routing calls through monitored gateways, and how broken pipelines from complex feature-engineering motivated Kumo.ai’s approach of using a single foundation model with on-the-fly database queries.
Episode notes:
Kumo.ai allows you to train and run state-of-the-art AI models on your relational data, allowing you to make predictions about your users and transactions in seconds.
Connect with Hema on LinkedIn or reach out to her at her email hema@kumo.ai.
Congrats to user BalusC for winning a Populist badge on their answer to How to sanitize HTML code to prevent XSS attacks in Java or JSP?.
TRANSCRIPT
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The Skills That Matter Most in the Age of AI – with Aneesh Raman
In this special episode of Office Hours, Scott brings on Aneesh Raman, Chief Economic Opportunity Officer at LinkedIn, to take your questions on the future of work and AI.
They discuss which jobs are most at risk for AI disruption (and which aren’t), how companies should introduce AI without losing their workforce, and the skills that will matter most going forward.
Aneesh’s latest book, Open to Work: A Book on Thriving in the AI Age, is out now.
Want to be featured in a future episode? Send a voice recording to officehours@profgmedia.com, or drop your question in the r/ScottGalloway subreddit.
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What to Do if AI Comes for Your Job — with Aneesh Raman
In this special episode of Office Hours, Scott brings on Aneesh Raman, Chief Economic Opportunity Officer at LinkedIn, to take your questions on the future of work and AI.
They discuss how to future-proof your career, what to study in the age of AI, and whether we’re overstating AI’s near-term impact on work.
Aneesh’s latest book, Open to Work: A Book on Thriving in the AI Age, is out now.
Want to be featured in a future episode? Send a voice recording to officehours@profgmedia.com, or drop your question in the r/ScottGalloway subreddit.
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Reid Hoffman on AI’s new tune, Davos, and the need for CEO courage
As global leaders disperse from the World Economic Forum, LinkedIn co-founder and tech investor Reid Hoffman joins Rapid Response to break down the biggest challenges and opportunities facing business today, from political headwinds tied to immigration and geopolitics to AI’s real-time impact on industries like music and healthcare. Hoffman also explains why fears of a tech bubble aren’t shaping his investing, what it really means to be an AI-first organization, and why this moment calls for CEOs to speak up and show courage.
Visit the Rapid Response website here: https://www.rapidresponseshow.com/
See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
Reid Hoffman & Inflection AI’s Sean White on designing AI that makes us better humans
At Masters of Scale Summit in October of 2025, Reid Hoffman and Dr. Sean White, CEO of Inflection AI, discuss how to design responsible AI systems, build smarter AI-fueled businesses, and the potential for transforming everything from healthcare to education. This conversation is brought to you by Inflection AI.
Subscribe to the Masters of Scale weekly newsletter: https://mastersofscale.com/newsletter/
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Why LinkedIn is turning PMs into AI-powered "full stack builders” | Tomer Cohen (LinkedIn CPO)
Tomer Cohen is the longtime chief product officer at LinkedIn, where he’s pioneering the Full Stack Builder program, a radical new approach to product development that fully embraces what AI makes possible. Under his leadership, LinkedIn has scrapped its traditional Associate Product Manager program and replaced it with an Associate Product Builder program that teaches coding, design, and PM skills together. He’s also introduced a formal “Full Stack Builder” title and career ladder, enabling anyone from any function to take products from idea to launch. In this conversation, Tomer explains why product development has become too complex at most companies and how LinkedIn is building an AI-powered product team that can move faster, adapt more quickly, and do more with less.
We discuss:
1. How 70% of the skills needed for jobs will change by 2030
2. The broken traditional model: organizational bloat slows features to a six-month cycle
3. The Full Stack Builder model
4. Three pillars of making FSB work: platform, agents, and culture (culture matters most)
5. Building specialized agents that critique ideas and find vulnerabilities
6. Why off-the-shelf AI tools never work on enterprise code without customization
7. Top performers adopt AI tools fastest, contrary to expectations about leveling effects
8. Change management tactics: celebrating wins, making tools exclusive, updating performance reviews
—
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Miro—The AI Innovation Workspace where teams discover, plan, and ship breakthrough products: https://miro.com/lenny
—
Transcript: https://www.lennysnewsletter.com/p/why-linkedin-is-replacing-pms
—
My biggest takeaways (for paid newsletter subscribers): https://www.lennysnewsletter.com/i/180042347/my-takeaways-from-this-conversation
—
Where to find Tomer Cohen:
• LinkedIn: https://www.linkedin.com/in/tomercohen
• Podcast: https://podcasts.apple.com/us/podcast/building-one-with-tomer-cohen/id1726672498
—
Where to find Lenny:
• Newsletter: https://www.lennysnewsletter.com
• X: https://twitter.com/lennysan
• LinkedIn: https://www.linkedin.com/in/lennyrachitsky/
—
In this episode, we cover:
(00:00) Introduction to Tomer Cohen
(04:42) The need for change in product development
(11:52) The full-stack builder model explained
(16:03) Implementing AI and automation in product development
(19:17) Building and customizing AI tools
(27:51) The timeline to launch
(31:46) Pilot program and early results
(37:04) Feedback from top talent
(39:48) Change management and adoption
(46:53) Encouraging people to play with AI tools
(41:21) Performance reviews and full-stack builders
(48:00) Challenges and specialization
(50:05) Finding talent
(52:46) Tips for implementing in your own company
(56:43) Lightning round and final thoughts
—
Referenced:
• How LinkedIn became interesting: The inside story | Tomer Cohen (CPO at LinkedIn): https://www.lennysnewsletter.com/p/how-linkedin-became-interesting-tomer-cohen
• LinkedIn: https://www.linkedin.com
• Cursor: https://cursor.com
• The rise of Cursor: The $300M ARR AI tool that engineers can’t stop using | Michael Truell (co-founder and CEO): https://www.lennysnewsletter.com/p/the-rise-of-cursor-michael-truell
• Devin: https://devin.ai
• Figma: https://www.figma.com
• Microsoft Copilot: https://copilot.microsoft.com
• Windsurf: https://windsurf.com
• Building a magical AI code editor used by over 1 million developers in four months: The untold story of Windsurf | Varun Mohan (co-founder and CEO): https://www.lennysnewsletter.com/p/the-untold-story-of-windsurf-varun-mohan
• Lovable: https://lovable.dev
• Building Lovable: $10M ARR in 60 days with 15 people | Anton Osika (co-founder and CEO): https://www.lennysnewsletter.com/p/building-lovable-anton-osika
• APB program at LinkedIn: https://careers.linkedin.com/pathways-programs/entry-level/apb
• Naval Ravikant on X: https://x.com/naval
• One Song podcast: https://podcasts.apple.com/us/podcast/%D7%A9%D7%99%D7%A8-%D7%90%D7%97%D7%93-one-song/id1201883177
• Song Exploder podcast: https://songexploder.net
• Grok on Tesla: https://www.tesla.com/support/grok
• Reid Hoffman on X: https://x.com/reidhoffman
—
Recommended books:
• Why Nations Fail: The Origins of Power, Prosperity, and Poverty: https://www.amazon.com/Why-Nations-Fail-Origins-Prosperity/dp/0307719227
• Outlive: The Science and Art of Longevity: https://www.amazon.com/Outlive-Longevity-Peter-Attia-MD/dp/0593236599
• The Beginning of Infinity: Explanations That Transform the World: https://www.amazon.com/Beginning-Infinity-Explanations-Transform-World/dp/0143121359
—
Production and marketing by https://penname.co/. For inquiries about sponsoring the podcast, email podcast@lennyrachitsky.com.
—
Lenny may be an investor in the companies discussed.
To hear more, visit www.lennysnewsletter.com
The future of crypto, with Coinbase’s Emilie Choi
When Emilie Choi first left Linkedin to go work at a crypto company called Coinbase, her old colleagues thought she made a big mistake. But after surviving a crypto winter, she’s become a key figure in the rise of the company – and the industry. Now Coinbase President and COO, Choi talked with host Reid Hoffman about the operating lessons that enable hyper-scaling and the future of money. This conversation was recorded live on stage at the Presidio Theatre as part of the 2025 Masters of Scale Summit.
Subscribe to the Masters of Scale weekly newsletter: https://mastersofscale.com/subscribe
See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
How to get funded now: VCs Reid Hoffman, Aileen Lee, and Stacy Brown-Philpot, with Van Jones
Reid Hoffman, Stacy Brown-Philpot, and Aileen Lee are three of the most successful, legendary leaders and investors in Silicon Valley. (The term “unicorn” for a startup valued at a billion dollars? Well, Aileen coined that.) This power trio sat down with journalist Van Jones live onstage at the 2025 Masters of Scale Summit, October 8 in San Francisco, to share candid snapshots of the investor’s mindset during this time of rapid change. Learn why VCs have dramatically shifted the way they invest in entrepreneurs this year, how companies can stand out in the crowded AI space, their personal green lights or red flags, and how players on all sides can adapt.
Visit the Rapid Response website here: https://www.rapidresponseshow.com/
See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
Reid Hoffman on AI, Consciousness, and the Future of Humanity
Reid Hoffman has been at the center of every major tech shift, from co-founding LinkedIn and helping build PayPal to investing early in OpenAI. In this conversation, he looks ahead to the next transformation: how artificial intelligence will reshape work, science, and what it means to be human.
In this episode, Reid joins Erik Torenberg and Alex Rampell to talk about what AI means for human progress, where Silicon Valley’s blind spots lie, and why the biggest breakthroughs will come from outside the obvious productivity apps. They discuss why reasoning still limits today’s AI, whether consciousness is required for true intelligence, and how to design systems that augment, not replace, people.
Reid also reflects on LinkedIn’s durability, the next generation of AI-native companies, and what friendship and purpose mean in an era where machines can simulate almost anything. This is a sweeping, high-level conversation at the intersection of technology, philosophy, and humanity.
Resources:
Follow Reid on X: x.com/reidhoffman
Follow Alex on X: x.com/arampell
Stay Updated:
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Please 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.
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AI isn’t stealing your job, it’s helping you find it
Wenjing Zhang, VP of Engineering, and Caleb Johnson, Principal Engineer at LinkedIn, sit down with Ryan to discuss how semantic search and AI have transformed LinkedIn’s job search feature. They explore the engineering efforts behind transitioning from keyword-based search and the impact of AI models on LinkedIn’s job seekers and employers.
Episode notes:
LinkedIn is the world’s largest professional network with more than one billion members.
Connect with Caleb on LinkedIn.
Connect with Wenjing on LinkedIn.
Congrats to Mattias Larsson, who won a Populist badge for answering Singleton Class which requires some async call.
See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
CEO Diaries: The Lessons I Wish I Knew at the Start of My Career…
In this episode of CEO Diaries, LinkedIn's Jessica Jensen shares essential B2B marketing strategies every entrepreneur needs. From leveraging AI to mastering LinkedIn for customer acquisition, Jessica reveals how to scale your business and build a winning marketing plan. Don't miss these insights on transforming your B2B approach.
Visit - www.linkedin.com/DOAC
Follow Jessica Jensen - https://www.linkedin.com/in/jensenjessica/
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Reid Hoffman on Trump vs Musk, Zuckerberg’s “superintelligence,” and the next wave of AI
Amid global conflict, domestic unrest, and AI’s surging impact in all corners of business, it’s getting harder than ever to decipher noise from substance. To help us navigate this challenge, Reid Hoffman returns to Rapid Response, sharing valuable insights about Trump’s public spat with Elon Musk, the crisis in the Middle East, and how his new AI healthcare startup functions in the age of RFK Jr. Plus, Hoffman assesses Meta and Apple’s recent strategy to compete with OpenAI, and whether AI is realistically poised to spark a “white collar bloodbath”.
Visit the Rapid Response website here: https://www.rapidresponseshow.com/
See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
Pioneers of AI: Reid Hoffman on AI’s environmental risks and rewards
Reid Hoffman recently stopped by Pioneers of AI to talk with host Rana el Kaliouby, and we didn’t want you to miss their fascinating conversation on AI’s environmental impact. They discuss AI’s potential for help and harm, explore what sustainable AI could look like, and predict how it could unlock scientific solutions to climate change.
Learn more about Pioneers of AI: http://pioneersof.ai/
Follow Pioneers of AI on all channels: https://linktr.ee/pioneersofai
Subscribe to the Masters of Scale weekly newsletter: https://mastersofscale.com/subscribe
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CEO Diaries: LinkedIn Founder Reid Hoffman: The Truth About Elon, Zuck, & Building Great Companies!
Over the next six weeks, we’re bringing you the most unmissable moments from The Diary of a CEO, a masterclass in work, business, and entrepreneurship. These are the lessons that built some of the most iconic companies in the world, shared by the visionary CEOs behind them.
We begin with Reid Hoffman, co-founder of LinkedIn. In this powerful conversation, Reid breaks down the surprising trait that separates good entrepreneurs from the greats and why ignoring it could be your biggest mistake. He shares the story of whats like working with Elon Musk, what most people get wrong about ambition, and the brutal trade-offs that come with building at scale. You’ll learn how different leadership styles create different outcomes and what it really takes to build companies that last.
Visit - www.linkedin.com/DOAC
Listen to the full episode here -
Spotify - https://g2ul0.app.link/kXUCbNYywTb
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Watch the Episodes On YouTube -
https://www.youtube.com/c/%20TheDiaryOfACEO/videos
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The Story: Whats Going Right w/ Reid Hoffman
Reid Hoffman is a longtime entrepreneur, venture capitalist and author. Throughout his career, Hoffman has helped build or support some of the biggest tech companies we know today. He was one of PayPal’s first employees, a co-founder of LinkedIn and an early investor and board member for OpenAI. These days, Hoffman spends a lot of time thinking about the potential positive outcomes of AI development, which is the subject of his latest book — Superagency: What Could Possibly Go Right with our AI Future. Hoffman sits down with Oz to talk about how he formed his tech philosophy, what our AI future may look like, and why he doesn’t mind going against the political tides in Silicon Valley.
See omnystudio.com/listener for privacy information.
How Reid Hoffman’s new company will create cancer cures
Reid Hoffman shares the inside story this week of his bold new venture to disrupt cancer drug development: Manas AI. He chats with Jeff Berman to reflect on why he co-founded the company, the lessons he’s using to scale it, and what advice he has for fellow entrepreneurs and investors about how to make the most of AI in any industry.
Rapid Response podcast conversation on Superagency: https://mastersofscale.com/reid-hoffman-on-ai-superagency/
Subscribe to the Masters of Scale weekly newsletter: https://mastersofscale.com/subscribe
See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
Kubernetes at LinkedIn, with Ahmet Alp Balkan and Ronak Nathani
Ahmet Alp Balkan and Ronak Nathani are software engineers at LinkedIn compute infrastructure team running the Kubernetes platform for LinkedIn and they joined us today to talk about how they run Kubernetes at scale and what they learned along the way.
Do you have something cool to share? Some questions? Let us know:
- web: kubernetespodcast.com
- mail: kubernetespodcast@google.com
- twitter: @kubernetespod
- bluesky: @kubernetespodcast.com
News of the week CubeFS was moved to the CNCF Graduated Maturity Level.
CNCF Maturity Levels
Canonical announced 12 year Kubernetes Long Term Support.
Kubernetes Community Days (KCDs)
Links from the interview LinkedIn Engineering Blog- Stateful workload operator: stateful systems on Kubernetes at LinkedIn
Kubernetes Blog: How we run Kubernetes in Kubernetes aka Kubeception
Flannel: Flannel is a simple and easy way to configure a layer 3 network fabric designed for Kubernetes.
Spanner: Google Cloud's globally-distributed database service.
Kubernetes Architecture - learn more about the control plane from the Kubernetes docs!
Kubernetes Resource Model
Kubernetes Resource Orchestrator (KRO)
Ahmet Alp Balkan Blog: So you wanna write Kubernetes controllers?
Build a workspace of AI agents
How can every single person build a personal AI protégé and then accumulate (and share) a host of other assistants? In this episode, we dive into the world of no-code AI with Scott Meyer from Chipp.ai. We discuss AI tooling for people that can't code, the cultural shift that needs to happen for widespread AI adoption in businesses, and the predicted growth trajectory of AI assistant that you can own.
Featuring:
Chris Benson – Website, GitHub, LinkedIn, X
Daniel Whitenack – Website, GitHub, X
Scott Meyer - LinkedIn, X
Sponsors:
Domo – The AI and data products platform. Strengthen your entire data journey with Domo’s AI and data products.
Show Notes:
Chipp.ai
Chipp.ai's Discord
Pivot: Reid Hoffman joins Kara Swisher and Scott Galloway to go deep on AI news
Masters of Scale brings you a special episode of Pivot with Kara Swisher and Scott Galloway featuring conversation with our show’s founding host Reid Hoffman. Together, they discuss the hype and fears around DeepSeek, why spending money on AI is a good thing and insights from Reid’s newest book: "Superagency: What Could Possibly Go Right with Our AI Future." Then, Kara and Scott discuss Meta settling with Trump for $25 million, and the White House attempt to take a page out of Elon's playbook in offering buyouts to federal employees. Plus, the contentious RFK Jr. hearings. And will Kara get a podcaster seat at the White House briefings? We hope you enjoy!
About Pivot:
Every Tuesday and Friday, tech journalist Kara Swisher and NYU Professor Scott Galloway offer sharp, unfiltered insights into the biggest stories in tech, business, and politics. They make bold predictions, pick winners and losers, and bicker and banter like no one else. After all, with great power comes great scrutiny. From New York Magazine and the Vox Media Podcast Network.
Listen and follow Pivot in your favorite podcast app: https://link.chtbl.com/PivotPod2025
Subscribe to Pivot on YouTube: youtube.com/@pivot
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DeepSeek Fallout, Meta Settles with Trump, and Guest Host Reid Hoffman
Kara and Scott are joined by Reid Hoffman, co-founder of LinkedIn, and the author of the new book: "Superagency: What Could Possibly Go Right with Our AI Future." They discuss DeepSeek hype and fears, and why spending money on AI is a good thing. Then, Meta settles with Trump for $25 million, and the White House takes a page out of Elon's playbook to offer buyouts to federal employees. Plus, the contentious (and frightening) RFK, Jr. hearings. And will Kara get a podcaster seat at the White House briefings?
Follow us on Instagram and Threads at @pivotpodcastofficial.
Follow us on Bluesky at @pivotpod.bsky.social.
Follow us on TikTok at @pivotpodcast.
Send us your questions by calling us at 855-51-PIVOT, or at nymag.com/pivot.
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Reid Hoffman: Why The AI Investment Will Pay Off
Reid Hoffman is the co-founder of LinkedIn, a legendary Silicon Valley investor, and author of the new book Superagency: What Could Possibly Go Right with Our AI Future. Hoffman joins Big Technology Podcast to discuss his optimistic case for AI, the massive investments flooding into the field, and whether they can possibly pay off. Tune in to hear Hoffman's insider perspective on OpenAI's $6.6 billion raise, the emergence of Chinese AI competitor DeepSeek, and why he believes these unprecedented investments will seem small in retrospect. We also cover the evolving Microsoft-OpenAI relationship, tech CEOs gravitating toward Trump, and Hoffman's views on AI regulation and TikTok's future. Hit play for a deep dive into AI's trajectory from one of the industry's most influential voices.
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Reid Hoffman Returns (on an optimistic AI)
Reid Hoffman (Superagency: What Could Possibly Go Right With our AI Future) is an internet entrepreneur, author, and co-founder of LinkedIn and Inflection AI. Reid returns to the Armchair Expert to discuss Socrates’s musing on the failings of writing, an argument for pushing back on confirmation bias, and why you can’t have science or the middle class without the printing press. Reid and Dax talk about why AI is different from other technologies that have changed our lives, how powerloom weaving in England was the original small business, and ChatGPT being an accidental mic drop. Reid explains the way we get more toward a healthy society is by establishing networks of trust, runs through some fun AI prompts, and discusses why as biological creatures we first go through what could go wrong instead of right in any given situation.
Follow Armchair Expert on the Wondery App or wherever you get your podcasts. Watch new content on YouTube or listen to Armchair Expert early and ad-free by joining Wondery+ in the Wondery App, Apple Podcasts, or Spotify. Start your free trial by visiting wondery.com/links/armchair-expert-with-dax-shepard/ now.
See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
Reid Hoffman on AI ‘Superagency’
As Chinese AI developers send shockwaves through Silicon Valley, and Elon Musk spats with President Trump over AI policy, Reid Hoffman returns to Rapid Response to explore today’s AI landscape, and the secrets behind a concept he calls AI ‘Superagency’. Hoffman shares his vision for what an AI-infused workday will soon look like, how we address society’s greatest fears about technology, and more. As we enter a daunting new era — politically, socially, and technologically — Hoffman urges listeners to choose curiosity over fear.
Visit the Rapid Response website here: https://www.rapidresponseshow.com/
See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.
Superagency: The Bull Case for AI | Reid Hoffman
In this episode of Bankless, Reid Hoffman, co-founder of LinkedIn and author of Super Agency, explores how AI is set to transform humanity and amplify individual potential. We dive into Hoffman’s vision of “super agency,” We examine AI's potential to democratize technology and reshape society, along with an analysis of four distinct perspectives on its impact: pessimistic, cautious, ambitious, and balanced. Hoffman shares lessons from past tech revolutions, the risks of AI misuse, and how innovation can unlock a more optimistic future.
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------ ✨ Mint the episode on Zora ✨ https://zora.co/collect/base:0x4be6cd4d402fed49eb2de95fbc8e737e8ffd3e7f/22?referrer=0x077Fe9e96Aa9b20Bd36F1C6290f54F8717C5674E
------ TIMESTAMPS
00:00:00 Intro 00:09:10 Is superagency a superpower? 00:11:09 How to identify a humanoid AI agent? 00:13:28 Which people will get this AI superpower? 00:17:22 Propagation of AI 00:18:47 AI religions 00:24:31 Zoomers are e/acc? 00:25:56 Thoughts on Gloomers 00:29:09 Mainframe computers' relation with today's AI 00:37:03 Negative and positive impacts of AI 00:50:28 Benefits of AI to the average citizen 00:52:58 What if AI misuses/sells our data? 00:59:31 How AI will deliver value worth millions 01:02:17 Why innovation is safety 01:05:59 AI choices shaping our freedom? 01:10:07 America’s approach towards AI 01:12:27 Is AI overhyped? 01:14:05 Closing & Disclaimers
------ RESOURCES
Reid Hoffman https://x.com/reidhoffman
Blitzscaling https://www.blitzscaling.com/
Super Agency https://www.superagency.ai/
------ Not financial or tax advice. See our investment disclosures here: https://www.bankless.com/disclosures
Kumo’s Hema Raghavan: Turning Graph AI into ROI
Hema Raghavan is co-founder of Kumo, a company that makes graph neural networks accessible to enterprises by connecting to their relational data stored in Snowflake and Databricks. Hema talks about how running GNNs on GPUs has led to breakthroughs in performance as well as the query language Kumo developed to help companies predict future data points. Although approachable for non-technical users, the product provides full control for data scientists who use Kumo to automate time-consuming feature engineering pipelines.
Mentioned in this episode:
Graph Neural Networks: Learning mechanism for data in graph format, the basis of the Kumo product
Graph RAG: Popular extension of retrieval-augmented generation using GNNs
LiGNN: Graph Neural Networks at LinkedIn paper
KDD: Knowledge Discovery and Data Mining Conference
Hosted by: Konstantine Buhler and Sonya Huang, Sequoia Capital
#226 President & COO Coinbase, Emilie Choi: Through the Storm
Guest: Emilie Choi, president & COO of Coinbase
After the collapse of FTX in 2022, “the whole industry was tarnished,” recalls Coinbase COO Emilie Choi. “Politicians came out criticizing crypto, saying it was a fraud.”
But unlike FTX, Coinbase was a public company in the U.S. So when the SEC served it a Wells notice, announcing its intent to charge the company with violating securities laws, the executive team took an unusual step: They went on the offensive, publicly calling BS on the agency.
“Well-regarded CEOs from TradFi, they were like, ‘You don’t do that,’” Emilie says. “’You don’t antagonize your regulator.’ ... It was a combination of chutzpah and maybe desperation that we were like, ‘We have to go tell our story, because if we don’t, nobody else will.’”
Chapters:
(01:14) - Working with founder CEOs
(04:12) - Mission first
(07:16) - Reviewing candidates
(09:48) - Unusual hiring
(11:22) - Crypto after FTX
(16:29) - Operation Choke Point 2.0
(19:19) - Grin and bear it
(21:24) - Channeling negativity
(24:21) - Going to war with the SEC
(26:20) - Donald Trump and Gary Gensler
(28:38) - Was it worth it?
(31:19) - Shipping challenges
(34:03) - OKRs and personal goals
(36:41) - Brian Armstrong and structure
(40:56) - The COO guidebook
(43:30) - Removing bureaucracy
(46:50) - Investing in crypto
(49:41) - After Coinbase
(53:03) - Constantly on
(54:53) - Favorite interview questions
(56:28) - Who Coinbase is hiring
(58:28) - Standing for something
Mentioned in this episode: Google Chat, executive coaches, Mark Zuckerberg, LinkedIn, Jeff Weiner, speed reading, Warner Bros., Elizabeth Warren, Sam Bankman-Fried, Wells notices, Paul Grewal, Chris Lehane, Airbnb, OpenAI, FOIA requests, Balaji Srinivasan, Dan Romero, Kevin Scott, Microsoft, Patrick McHenry, Ritchie Torres, Fairshake PAC, A16z, Ripple, Stand With Crypto, Dogecoin, Robinhood, Charles Schwab, JPMorgan Chase, Goldman Sachs, Paul Ryan, Faryar Shirzad, Kara Calvert, Elon Musk, Earn.com, Ben Horowitz, Bain Capital Ventures, Claire Hughes Johnson and Scaling People, Directly Responsible Individuals, Fidelity, BlackRock, Yahoo!, Stewart Butterfield, Brad Garlinghouse, Alibaba, Flickr, cognitive tests, and Loom.
Links:
Connect with Emilie
Twitter
LinkedIn
Connect with Joubin
Twitter
LinkedIn
Email: grit@kleinerperkins.com
Learn more about Kleiner Perkins
This episode was edited by Eric Johnson from LightningPod.fm
20VC: Reid Hoffman on The Trump Administration | Elon Musk and DOGE | The US Defence Budget, NATO and The War in Ukraine | China, Tariffs and TikTok | The Future of Chips, Nuclear Energy, Quantum Computing and Climate
Reid Hoffman is one of the most impactful people in technology and startups. As a Founder he founded Paypal and Linkedin before moving to the investing side where he has led deals in Facebook, Airbnb and more.
In Today's Episode with Reid Hoffman We Discuss:
1. China and Tariffs:
Should the US ban Tiktok and other Chinese companies, given China banning US companies presence in their country?
How does Reid evaluate the rise of the Chinese car industry? What are his concerns?
How does Reid hope Trump uses tariffs to advantage the US position?
What is Reid concerned about what Trump could do with tariffs? What would be bad?
2. Elon Musk and DOGE:
What impact will Elon Musk have on the future of AI in America?
Why does Reid believe that it is impossible for DOGE to achieve it's targets?
What should Elon must be given credit for? What does he not deserve credit for?
What are Elon's greatest strengths? What are his greatest weaknesses?
3. The US Defence Budget and Ukraine:
Why does Reid believe that the US should reduce their defence budget?
Does Reid believe the US should continue to finance the war in Ukraine?
Should the US continue to subsidise NATO's lack of defence spending?
4. NVIDIA and The Future of Chips:
Will NVIDIA be able to sustain their monopoly?
What is the biggest threat to their position?
Should both the US and Europe have their own chip sovereignty?
How does Reid evaluate potential conflict between China and Taiwan impacting chip supply?
5. Nuclear, Quantum and Climate:
Why does Reid believe nuclear fusion can solve climate change?
Does Reid believe that with the rise of global conflict and AI, the importance of climate change is reduced in the attention of the world?
Why does Reid believe that AI does more to help than harm climate change?
Why is Reid so excited for a future with quantum computing?
What are the biggest dangers of quantum that we need to be mindful of?
Reid Hoffman, LinkedIn Founder: It’s Time To Quit Your Job When You Feel This! Selling LinkedIn For $26 Billion Taught Me This About Life! Trump Is Going To Punish Me!
Reid Hoffman is the Founder of LinkedIn, founding member of Paypal, early investor in Airbnb And Facebook.He is the co-host of the ‘Possible’ Podcast and best-selling author of books such as, ‘Masters of Scale’ and ‘Blitzscaling’.
In this conversation, Reid and Steven discuss topics such as, why passion isn’t enough for success, the truth about the PayPal Mafia’s success, why Reid stepped back from LinkedIn, and how to adapt to an AI world.
00:00 Intro
02:16 How Have You Managed to Be So Successful?
07:34 What Did You Want to Be When You Were Growing Up?
08:46 Why Was Being Born in Stanford Hospital So Relevant to Your Story?
15:27 Self-Awareness as an Entrepreneur
17:38 Should Everyone Try to Be an Entrepreneur?
25:45 How Do I Know If My Business Is Good or Not?
37:06 What Was LinkedIn Like When It First Started?
39:09 Why Were So Many Successful People from the PayPal Mafia?
42:23 The Importance of Sales
49:11 How Important Is Hiring in Business?
55:16 What Are the Different Types of Entrepreneurs?
57:43 Elon Musk’s Approach to Business
01:03:17 Work-Life Balance in Startups
01:08:24 Stepping Back as CEO for LinkedIn
01:12:18 How Does Life Change When You Become a Billionaire?
01:13:58 Political Stance as a Billionaire
01:18:11 Trump’s Redeeming Qualities
01:22:32 The Shift Towards Freedom of Speech
01:25:02 Freedom of Speech as X
01:33:03 What Do You Think Social Media Will Become in the Next Decade?
01:37:58 How Should the Average Person Be Approaching AI?
01:40:12 Is the Gloom Around AI Warranted?
01:50:23 What Should the Everyday Person Be Doing with AI?
01:58:40 How Do We Learn About AI?
02:00:22 Your Early Investment in OpenAI
02:01:45 How Important Is Networking?
02:02:30 Underappreciated Qualities for a Good Entrepreneur
02:05:58 The Qualities You Look for in an Entrepreneur
02:15:21 What Is Happiness to You?
02:19:08 Marriage and Entrepreneurship
02:20:55 Should All Entrepreneurs Be Moving Fast to Build a Company?
02:28:51 How Should You Be Viewing Risk?
02:31:56 How Do We Know When to Quit?
02:34:25 LinkedIn’s Deck
02:37:44 Are You Still Interested in Building Companies?
02:40:17 Are There Any Unchecked Boxes?
02:42:28 Last Guest’s Question
Follow Reid:
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Bonus Episode: Lessons From Jobs in the Age of AI
On Sept. 4, 2024, Me, Myself, and AI host Sam Ransbotham moderated a panel discussion at a Georgetown University/World Bank event, Jobs in the Age of AI. Afterward, he interviewed keynote speaker Carl Benedikt Frey, Dieter Schwarz Associate Professor of AI and Work at the Oxford Internet Institute, and panelist Karin Kimbrough, LinkedIn’s chief economist. In this bonus episode recorded during this discussion, hear from Frey and Kimbrough about how artificial intelligence is impacting workers, labor trends, and the economy. Read the episode transcript here.
For further information:
Watch sessions from the AI in Action event on demand.
Access on-demand recordings from all prior AI in Action events.
Read event organizers Timothy DeStefano and Jonathan Timmis’s paper, “Do Capital Incentives Distort Technology Diffusion? Evidence on Cloud, Big Data, and AI.”
Me, Myself, and AI is a collaborative podcast from MIT Sloan Management Review and Boston Consulting Group and is hosted by Sam Ransbotham and Shervin Khodabandeh. Our engineer is David Lishansky, and the coordinating producers are Allison Ryder and Alanna Hooper.
Stay in touch with us by joining our LinkedIn group, AI for Leaders at mitsmr.com/AIforLeaders or by following Me, Myself, and AI on LinkedIn.
We encourage you to rate and review our show. Your comments may be used in Me, Myself, and AI materials.
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