The Knowledge Project

Chung Ju-yung built Hyundai because he refused to be stopped.

He is known for turning Hyundai into an industrial force that helped transform South Korea. The company built highways, ships, cars, and entire industries. At its peak, Hyundai accounted for 16% of South Korea’s economic output.

This episode explores how Chung built Hyundai, how he helped power South Korea’s rise, and how hunger, guilt, discipline, and relentless persistence shaped a man who refused to stop when the path disappeared.

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Timestamps:

(00:00) Introduction 

(02:40) Running Away from Home

(12:15) A Lesson from Bedbugs

(17:36) His First Auto Repair Shop

(21:22) The Beginning of Hyundai 

(26:09) The Impact of the Korean War 

(30:12) The Goryeong Bridge

(37:29) Trust and the Korean Government 

(49:41) Competence Over Connections

(55:23) Building a Nation

(01:03:09) Building During the Vietnam War

(01:10:09) Soyang River Dam

(01:15:05) Building an Expressway 

(01:23:24) Time to Start Making Cars…

(01:34:34) …And Ships

(01:47:14) The Secret Bid for Jubail

(01:57:45) The 1988 Olympics

(02:01:43) The Chung Family Dynamic

(02:05:08) The Government Crackdown 

(02:10:07) Crossing the DMZ

(02:12:16) Diligence Will Overcome all Difficulties

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Newsletter: The Brain Food newsletter delivers actionable insights and thoughtful ideas every Sunday. It takes 5 minutes to read, and it’s completely free. Learn more and sign up at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠fs.blog/newsletter⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠

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Winston Weinberg is the CEO and co-founder of Harvey, the AI platform built for the legal industry.

In this episode, Winston explains how AI is reshaping legal work, why judgment becomes more valuable as routine work gets automated, and how to build the prioritization muscle required to move faster, stay focused, and make better decisions when everything is changing.

He also shares the operating principles behind Harvey’s growth: make decisions faster, treat most choices as two-way doors, use stress to build resilience, prioritize the one thing that matters most and the Google Doc that drives it all.

Harvey began with a simple test: take real legal questions, run them through GPT-3, and ask experienced lawyers whether they would send the answers with zero edits. On 86 out of 100 questions, three out of three attorneys said yes.

This is a conversation about AI, law, speed, resilience, and building in a world where the bar keeps getting higher.

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Timestamps:

(00:00:00) “The List” that Powers Winston’s $11B Business

(00:02:20) How to Say “No” Like a CEO

(00:07:26) The 3 Principles for Strong Decision-Making

(00:08:18) How Harvey is Changing the Legal World

(00:11:36) One Cold Email to Sam Altman that Changed Everything

(00:12:56) The Demo Strategy that Shocked Investors

(00:17:55) Advice Winston Didn't Take

(00:19:34) The Deal that Almost Killed Harvey

(00:21:56) How to Build Resilience to Failure

(00:24:00) How Winston Hacks His Stress

(00:29:36) The Key to Creating a Sense of Urgency on Your Team

(00:31:29) The Kinds of People Not to Hire at Startups

(00:35:09) How to Screen for Resiliency in Interviews

(00:41:49) Winston's Advice for Law Students

(00:45:28) Would AI Make a Better Lawyer than a Human?

(00:48:54) The Future of Agent-Powered Law Firms

(00:49:14) Will AI Cause Law Firms to Shrink?

(00:52:45) Can AI-Only Law Firms Exist?

(00:54:52) Why Legal Costs Aren't Going Down

(00:56:48) Three Principles All Entrepreneurs Need to Follow

(01:00:54) How Winston Defines Success

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Newsletter: The Brain Food newsletter delivers actionable insights and thoughtful ideas every Sunday. It takes 5 minutes to read, and it’s completely free. Learn more and sign up at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠fs.blog/newsletter⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠

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Follow Shane Parrish:

X: ⁠⁠⁠⁠⁠⁠https://x.com/shaneparrish⁠

Insta: ⁠https://www.instagram.com/farnamstreet/⁠

LinkedIn: ⁠https://www.linkedin.com/in/shane-parrish-050a2183/⁠

Follow Winston Weinberg

LinkedIn: https://www.linkedin.com/in/winston-weinberg/

Harvey: https://www.harvey.ai/blog/author/winston-weinberg

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Thank you to the sponsors for this episode:

+CoinShares: Delivering Reason to Digital Asset Investing. ⁠https://coinshares.com/⁠

+Granola AI, The AI notepad for people in back-to-back meetings: https://www.granola.ai/shane

Check out the Granola Notes.

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The AI race, the future of AGI, and the inside story of OpenAI.

Greg Brockman is the co-founder of OpenAI. This is the most detailed first-person account he has given of the 72 hours after Sam Altman was fired, how OpenAI started, and the future.

Greg explains how the original Napa offsite produced the three-step technical plan OpenAI has followed for a decade and the real reason OpenAI had to abandon its pure nonprofit structure.

He then walks through the 72 hours after Sam Altman was fired: where he was when he got the board call, why he quit the same day, how the "Phoenix" backup company was designed at Sam's house the next morning, and the moment Ilya Sutskever's tweet changed everything.

From there, the conversation turns forward: whether we're in a global AI race, how much of OpenAI's own code is now written by AI ("it's hard to know what percent is not"), why OpenAI stopped showing reasoning traces, what a compute-constrained world means for who gets access to AGI, and Greg's answer to the question everyone is really asking: What happens to your job?

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Timestamps:

00:00:00 Introduction

00:00:49 Meeting Sam Altman and Starting OpenAI

00:02:40 Building the Founding Team

00:04:25 DeepMind's Lead Over OpenAI

00:04:54 The Change from a Pure Non-Profit

00:06:05 Breakthrough Moments at OpenAI

00:08:22 What Dota 2 Meant for OpenAI

00:10:04 Reasoning Versus Prediction

00:11:59 Tensions Grow at OpenAI

00:15:44 Sam Altman's Firing

00:17:49 Greg Quits OpenAI

00:19:56 Sam Explores Deal with Microsoft's Satya

00:20:28 OpenAI Employees Sign Petition for Altman's Return

00:23:43 Ilya Sutskever Leaves OpenAI

00:24:59 Lessons Learned in Leadership after Sam Ousting

00:28:22 The Thing Ilya Said that Greg Can't Forget

00:32:22 Is AI Going Parabolic?

00:33:24 How Much of OpenAI's Code is Written by AI?

00:36:21 Are AI Chatbots Just Telling Us What We Want to Hear?

00:38:06 The Global AI Race to Reach AGI

00:38:40 What Happens if US Doesn't Reach AGI First?

00:39:49 Are Competing Countries Stealing AI Advancements from U.S?

00:40:38 Why ChatGPT No Longer Shows Reasoning

00:41:47 The Finite Constraints of Compute

00:43:38 On Investing Early in Data Centers

00:46:31 The Future of Data Center Specialization

00:47:52 How OpenAI Will Decide Whose Queries to Serve

00:49:08 OpenAI on Consumer vs Enterprise Models

00:53:05 Data Centers in Space?

01:00:56 What Should AI Regulation Look Like?

01:04:33 The Future of AI-Powered Entrepreneurship

01:04:44 AI and Job Loss

01:07:15 The Skills Young People Should Invest In

01:11:30 What Does Success Look Like For You?

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Newsletter: The Brain Food newsletter delivers actionable insights and thoughtful ideas every Sunday. It takes 5 minutes to read, and it’s completely free. Learn more and sign up at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠fs.blog/newsletter⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠

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Follow Shane Parrish:

X: ⁠⁠⁠⁠⁠⁠https://x.com/shaneparrish⁠

Insta: ⁠https://www.instagram.com/farnamstreet/⁠

LinkedIn: ⁠https://www.linkedin.com/in/shane-parrish-050a2183/⁠

Follow Greg Brockman:

LinkedIn: https://www.linkedin.com/in/thegdb/

Blog: https://blog.gregbrockman.com/

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Thank you to the sponsors for this episode:

+CoinShares: Delivering Reason to Digital Asset Investing. ⁠https://coinshares.com/⁠

+Granola AI, The AI notepad for people in back-to-back meetings: https://www.granola.ai/shane

Check out the Granola Notes.

HeyGen is a message-first AI video platform that helps people and AI agents turn ideas into professional video in minutes. Try for free at https://www.heygen.com/

Join the salty rebellion: https://drinklmnt.com/
Learn more about your ad choices. Visit megaphone.fm/adchoices

Mario Harik is the CEO of XPO, one of the largest trucking companies in the world, and leads a team of 40,000 people across a multi‑billion‑dollar operation.

He started as employee #3, trained under Brad Jacobs (who’s built eight multibillion‑dollar companies from scratch), and has spent the last two decades turning engineering discipline, frontline feedback, and a deep belief in human potential into a repeatable leadership system.

In this conversation, Mario breaks down how he makes decisions in real time using data and “second‑derivative” thinking, how he hires and develops A players (and the gut test that quietly tells you who isn’t one), how he runs meetings so the most junior person in the room often delivers the best idea, and why ego, complacency, and small goals are the silent cap on most leaders and most companies.

You’ll learn: how an engineer thinks about strategy and execution, what Mario learned from Brad Jacobs about thinking big and moving fast, the A/B/C player framework he uses to assess talent, how he turned the Yellow bankruptcy into a capital‑allocation win, and the three core levers—people, capital, and time—he believes drive every great business result.

Enjoy.

Timestamps:

(00:00:00) Why Ego and Complacency Quietly Cap Great Leaders

(00:00:19) How an Engineer’s Mind Changes the Way You Lead

(00:01:58) Using Engineering Frameworks to Run a Multi‑Billion‑Dollar Business

(00:03:38)  Letting Go of Perfection: How People Actually Operate

(00:05:14) Lessons from Brad Jacobs: Thinking Bigger

(00:07:13) Building Strong Teams and the Feedback Loops That Keep Them Going

(00:08:18) Evaluating Talent: Skill, Work Ethic, and the Collegiality Test

(00:10:51) Disagree, Then Commit: Making Better Decisions as a Team

(00:12:50) The Service‑First Strategy Behind XPO’s Customer Edge

(00:16:21) Running a Giant Business in Real Time with KPIs and Data

(00:19:41) Why the Best Ideas Come from Frontline Employees

(00:22:35) Using AI and Tech to Track Performance and Cut Errors 

(00:28:35) Coaching People with Data Instead of Opinions

(00:29:30) How to Run Effective Meetings

(00:32:36) Pre‑Meeting Prep: Getting the Most Out of Your Team

(00:34:29) Spotting and Developing Future Leaders Inside Your Company

(00:39:48) Mario’s Hiring Framework: How He Really Assesses Candidates

(00:47:30) Early Life Lessons That Still Shape How He Leads Today

(00:49:27) Thinking Analytically About Risk and Big Decisions 

(00:50:56) Inside the Yellow Bankruptcy Acquisition: A Case Study 

(00:55:31) Turning Strategy Into Execution Through Financial Tracking

(00:59:23) The A/B/C Player Framework for Evaluating Talent

(01:02:12) Creating a High‑Performance Culture Through Belief and Feedback

(01:04:18) How Mario’s Leadership Style (and Feedback) Has Evolved 

(01:07:33) People, Capital, and Time: The Three Levers of Value Creation

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Newsletter: The Brain Food newsletter delivers actionable insights and thoughtful ideas every Sunday. It takes 5 minutes to read, and it’s completely free. Learn more and sign up at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠fs.blog/newsletter⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠

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Follow Shane Parrish:

X: ⁠⁠⁠⁠⁠⁠https://x.com/shaneparrish⁠

Insta: ⁠https://www.instagram.com/farnamstreet/⁠

LinkedIn: ⁠https://www.linkedin.com/in/shane-parrish-050a2183/⁠

Follow Mario Harik:

LinkedIn: https://www.linkedin.com/in/marioharik/

XPO: https://investors.xpo.com/board-member/mario-harik/

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Thank you to the sponsors for this episode:

+Granola AI, The AI notepad for people in back-to-back meetings: https://www.granola.ai/shane

Check out the Granola Notes.

+CoinShares: Delivering Reason to Digital Asset Investing. https://coinshares.com/
Learn more about your ad choices. Visit megaphone.fm/adchoices

Joe Liemandt quietly built one of the most successful software empires you’ve never heard of—then reappeared with a $1 billion bet that AI can make kids learn ten times faster and love school more than vacation.

At Alpha School, students spend just two hours a day on AI‑driven academics, consistently score in the top 1% on standardized tests, and use the rest of their time to build real‑world life skills: leadership, entrepreneurship, teamwork, and projects they actually care about. There are no lectures, no moving on without mastery, and a very different role for “teachers”—now called guides.

Liemandt is the principal of Alpha School and the founder of Trilogy Software and ESW Capital. He dropped out of Stanford to build Trilogy, made the cover of Forbes twice before turning thirty, became the youngest member of the Forbes 400, then vanished from public life for twenty‑five years while quietly becoming one of the most prolific acquirers of software businesses in the world.

Now he’s using everything he learned about systems, incentives, and scale to rebuild K–12 from first principles around mastery, motivation, and AI.

In this conversation, we cover Joe’s full arc, from sleeping on the floor at Trilogy and being mentored by Jack Welch to deciding that “kids must love school more than vacation” would be a non‑negotiable design principle for Alpha. He explains how the Timeback platform works under the hood, why he’s comfortable streaming student screens to AI in real time, and how he plans to scale this model to a billion kids.

You’ll learn: why he thinks the traditional classroom was designed for a narrow slice of students and wastes everyone else’s time, what changes when kids master a year of material in roughly 20–22 hours, how guides coach motivation instead of delivering lectures, and the simple rules he uses to make high‑stakes decisions about people, product, and strategy.

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Timestamps:

(00:00) What’s Broken in Today’s Education System

(07:01) What Makes Alpha School Different

(11:01) Real Results: 2 Hours of AI, Top 1% Scores

(16:55) Who Gets In

(23:20) The Everyday Classroom Problems Alpha Is Fixing

(26:40) Redefining Mastery: No Moving On Until You “Get It”

(35:37) Can You Actually Change a System This Big?

(39:19) Teaching Through AI

(44:27) Solving the Motivation Problem: Why Kids Love Alpha

(57:01) What Makes a Great Guide Instead of a Traditional Teacher

(01:01:04) Coaching Kids to Own Their Work (and Their Time)

(01:05:17) Teaching Life Skills: Leadership, Teams, and Real Projects

(01:08:18) “You Can Do Hard Things”: Building Grit in the Classroom

(01:13:25) Streaming Student Screens to AI: How Monitoring Works

(01:21:08) Effort vs. IQ: What Actually Predicts Success at Alpha

(01:23:36) Rethinking Physics for High Schoolers with AI

(01:24:40) After Alpha: What Happens to Graduates?

(01:37:08) Why You Should Invest in Yourself

(01:38:21) Lessons from Jack Welch: Mentorship and Management

(01:45:49) Why Trilogy Didn’t Go Public

(01:51:40) Physical vs Virtual School: What Kids Actually Need More

(02:03:18) Paying Kids to Learn: Incentives, Rewards, and Risks

(02:11:01) What Is Success For You?

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Newsletter: The Brain Food newsletter delivers actionable insights and thoughtful ideas every Sunday. It takes 5 minutes to read, and it’s completely free. Learn more and sign up at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠fs.blog/newsletter⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠

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Follow Shane Parrish:

X: ⁠⁠⁠⁠⁠⁠https://x.com/shaneparrish⁠

Insta: https://www.instagram.com/farnamstreet/

LinkedIn: ⁠https://www.linkedin.com/in/shane-parrish-050a2183/⁠

Follow Joe Liemandt:

LinkedIn: https://www.linkedin.com/in/liemandt/

Tools to help your kids:

Math up to grade 7: https://www.synthesis.com/tutor

High School Physics: https://physicsgraph.com

Math Grade 8-12: https://www.mathacademy.com

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Thank you to the sponsors for this episode:

+Granola AI, The AI notepad for people in back-to-back meetings: https://www.granola.ai/shane

Check out the Granola Notes.

+Shopify: https://shopify.com/knowledgeproject
Learn more about your ad choices. Visit megaphone.fm/adchoices