We keep hearing that AI is going to automate everything from manufacturing to logistics.

But there’s a dirty little secret the software industry is ignoring: friction.

In this episode, we break down why flawless AI code is destroying physical machines.

We explore the massive gap between probabilistic language models and deterministic physical environments, and why you can’t fix thermal expansion with a software patch.

What you’ll learn:

• Why Vision-Language-Action models fail in the real world.

• The "Marginal Variance" problem destroying robotic actuators.

• Why the highest-paying engineering jobs of 2026 require you to step away from the keyboard and look at the metal.

If your career relies entirely on generating text or code, you are exposed.

Hit play to find out why.