Video Version: https://youtu.be/TnWbCve-DXU

In this high-conviction episode, host Bo Kemp sits down with Chris Gaughan, Founder and Managing Partner of Caelum Ventures, to challenge one of the biggest narratives in today’s economy: that AI is purely a software revolution.

Chris argues something different.

AI does not scale on models alone — it scales on electrons, steel, permitting, and physical infrastructure.

From his roots growing up in Glen Ellyn, Illinois, to captaining Yale Football in 1990, to building and investing at the intersection of global banking, energy, and infrastructure, Chris brings a disciplined, operator-informed perspective to venture capital. His experience co-founding SineWave and financing real-world infrastructure projects shaped what he now calls the “Physical Constraint Thesis” — the idea that the biggest venture returns will come not from chasing AI applications, but from solving the bottlenecks that make AI possible.

Bo and Chris explore why AI’s real gating factors are power availability, data movement, manufacturing throughput, and reliability; the strategic importance of “time-to-power” and why electricity is becoming one of the most valuable assets in technology markets; how infrastructure is becoming software-defined — and where that creates venture-scale opportunity; why regulated markets and utilities may be more durable than traditional venture sectors; the difference between underwriting AI infrastructure versus SaaS — and why mispricing that distinction creates risk; and how constraints create profit pools — and why bottlenecks often generate stronger returns than trends.

Chris also breaks down what Caelum looks for in founders operating at the boundary of AI and infrastructure, where the market is underestimating risk, and why the next great venture outcomes may come from companies designed for financing — not just growth

This episode is a masterclass in disciplined capital allocation, long-duration thinking, and investing in what actually powers the future.

Because the first million isn’t built on hype.

It’s built on foundations.