NVIDIA is currently pulling off something unprecedented in financial history: posting startup-like revenue growth (+126% in 2024 and +114% in 2025) while sitting at a massive $4 trillion valuation. Mainstream media treats this hyper-growth as an unstoppable tech miracle, but history shows that every infrastructure CapEx boom eventually faces physical and economic boundaries. In this episode, Stephen and Andrew look under NVIDIA's hood to examine whether its fabless business model and CUDA software lock-in justify its valuation, or if Big Tech is caught in a classic, 19th-century-style CapEx bubble. What You Will Learn The Fabless Margin Advantage: How NVIDIA commands software-like profit margins by outsourcing heavy semiconductor manufacturing to TSMC. The 1873 Railroad Parallel: What the 19th-century infrastructure boom teaches us about today's $800 billion Big Tech AI CapEx race. CUDA’s Unbreakable Moat: How proprietary software ecosystem lock-in keeps hyperscalers dependent on NVIDIA GPUs instead of switching to AMD. The Memory Oligopoly Bottleneck: How Samsung, SK Hynix, and Micron squeeze hardware buyers and drive up data center costs across the tech sector. Broadcom vs. Qualcomm: Why two similar chipmakers diverged by 10x in market cap over a decade, and what it reveals about semiconductor stock picking. Timestamps 00:00:00 — NVIDIA’s Startup Growth at Scale: Auditing +126% revenue growth on a $4T valuation 00:02:12 — Forward P/E vs. Trailing P/E: What Wall Street is pricing into NVIDIA’s next 4 quarters 00:05:42 — CPU vs. GPU Revolution: How parallel computing allowed NVIDIA to dethrone Intel 00:08:06 — The Fabless Model: Why chip design yields software-like margins without factory overhead 00:12:32 — The Zero-Marginal-Cost Trap: Anthropic and OpenAI’s explosive revenue run-rates 00:14:12 — The Memory Oligopoly: How Micron, SK Hynix, and Samsung exercise extreme pricing power 00:15:54 — Single Points of Failure: NVIDIA’s total supply-chain reliance on TSMC and ASML 00:19:20 — Historical CapEx Cycles: Comparing today's Big Tech AI spend to the 1873 Railroad Bubble 00:25:40 — AI ROI Reality Check: Agentic coding, enterprise adoption, and "AI slop" quality risks 00:41:06 — Analyzing NVIDIA as a Beginner: Untempered enthusiasm vs. demanding a margin of safety 00:44:50 — Broadcom vs. Qualcomm: How two semiconductor peers diverged by 10x in ten years Resources Mentioned The Value Spotlight Newsletter: ⁠https://einvestingforbeginners.com/value-spotlight-newsletter⁠/ Have questions or want your story featured? Email the show at ⁠[email protected]⁠ or comment below. Your feedback shapes the podcast! Remember, invest with a margin of safety—emphasis on the safety. Have a great week, and we’ll talk to you next time. Timestamps are generated by artificial intelligence, and are not 100% accurate depending on the platform used for listening. ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ Today’s show is sponsored by: Download Cash App Today: https://click.cash.app/ui6m/0th4z72y #CashAppPod As a Cash App partner, I may earn a commission when you sign up for a Cash App account. Cash App is a financial services platform, not a bank. Banking services provided by Cash App’s bank partner(s). Bitcoin services provided by Block, Inc. For additional information, see the Bitcoin disclosures. Shopify: Stop waiting for permission to build something. Your next revenue stream starts for free at shopify.com/beginners Turn your passion into profit, connect directly with eager buyers, and grow your business by hosting live, interactive auctions at ⁠https://whatnot.com/sell⁠ Supercharge your productivity and automate your daily tasks by building custom AI agents in your all-in-one workspace at ⁠https://notion.com/investing⁠ The Perfect Jean makes insanely comfortable, great-fitting jeans you can wear all day—check them out at theperfectjean.nyc. Function Health helps you get ahead of your health with comprehensive lab testing and clear, actionable insights—learn more at functionhealth.com. ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ Interested in how your company sponsor the show? Reach us at ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠[email protected]⁠⁠⁠⁠⁠⁠ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠SUBSCRIBE TO THE SHOW⁠ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Apple⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ |⁠ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Spotify⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ | ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠YouTube⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ |⁠ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Amazon⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠ |⁠ ⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠⁠Tunein Learn more about your ad choices. Visit megaphone.fm/adchoices

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“What did the council decide on item 42?” — answered with the speaker and the moment.

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