So how is building AI for a welder, for example, or maybe a pipe fitter, how is it different from building AI for a knowledge worker? What do office-focused AI builders actually miss?

You know, I'll start with a little bit of a background on me right out of engineering school.

I went to work for a drilling company and I went to work on offshore drilling rigs and they wanted me to learn how the company made money drilling wells.

And I went through a blue collar journeyman apprenticeship program that took three years.

And it was fast-tracked, but I learned how to become a driller and did a lot of blue-collar trades work over a few years and spent a lot of time with the people and then ended up supervising and running projects and drilling rigs in later years.

And I think one of the things people forget is they don't sit at a computer and look at things They put their hands on steel.

They're in a real physical environment and they don't always have access to phones, smart devices, computers or not readily available.

What actually gets sacrificed when you have to move very fast?