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What the Internet Boom Teaches Us About the AI Buildout | Mike Volpi

November 11, 2026

AI Summary

5 min read

What the Internet Boom Teaches Us About the AI Buildout

In the late 1990s, Cisco was the most valuable company on the planet, orchestrating a massive infrastructure buildout for the emerging internet. Today, Nvidia occupies a similar perch, building the infrastructure for artificial intelligence. Mike Volpi, who ran Cisco's M&A during that era and now leads Hanabi Capital, sees the parallels clearly — but also the critical differences. "History doesn't repeat itself, but it definitely rhymes," he says. The question is which rhymes will hold.

The Fiber Boom and the GPU Boom: Similarities and Divergences

During the internet buildout, companies rushed to lay fiber optic cable, driven by a technology called WDM (wavelength division multiplexing) that multiplied a single fiber's capacity by 40 or 80 times. Capital poured in from both equity and debt markets. Then came the shock: many internet businesses weren't good enough, demand collapsed, and the companies most saddled with debt went bankrupt. But the fiber itself remained valuable — it just ended up owned by different entities.

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What you'll learn

  • 1 (00:00) **Opening & Core Thesis** - Mike Volpi introduces the central analogy: the AI buildout is the new internet buildout, and history rhymes.
  • 2 (01:43) **Then vs. Now: The Internet Buildout** - Mike compares the fiber and bandwidth boom of the late 90s to today's GPU and data center buildout.
  • 3 (07:47) **Scale and Capital Differences** - The modern buildout is much larger (2% of GDP vs. a small fraction of a percent) and more capital-markets driven.
  • 4 (10:38) **Asset Life: Fiber vs. GPUs** - Fiber in the ground lasts 20-30 years, but GPUs were thought to have a 5-year life. That assumption is changing.
  • 5 (14:27) **Cisco's M&A Playbook for Nvidia** - Mike explains the strategy that made Cisco the most valuable company, and what it means for Nvidia today.
  • 6 (17:59) **Nvidia's M&A and Industry Shaping** - Mike evaluates Nvidia's strategy, including the Mellanox acquisition and their vendor financing approach.
  • 7 (22:56) **The Integration Process** - How Cisco pulled off 70+ acquisitions with a small team and repeatable processes.

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Show Notes

The internet boom built bandwidth. The AI boom is building intelligence. Mike Volpi, who helped shape Cisco’s strategy during the internet buildout, asks what that era can teach us about this one.

Mike joins a16z’s Raghu Raghuram and Guido Appenzeller to compare today’s investment in GPUs, data centers, and power with the fiber boom of the late 1990s, and explain why the infrastructure could prove valuable even if the market corrects.

They also discuss NVIDIA, custom silicon, networking, and the changing economics of GPUs, plus lessons from Cisco’s acquisition machine. And Mike explains why he thinks this technology cycle could be even more consequential than the last.


Resources:

Follow Mike Volpi on X: https://x.com/mavolpi

Follow Raghu Raghuram on X: https://x.com/RaghuRaghuram

Follow Guido Appenzeller on X: https://x.com/appenz

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