Do you think there's going to still be a role for things like simulation, human driven tests and measurements, given that AI is starting to be applied to more and more in electronics and in particular in EMC.

Yeah, 100%.

So having played with AI and been deeply embedded in it for two or three years now, you can see where it's weak and the weaknesses that it has.

lead me to believe that there's virtually no chance that it's gonna get to a fully generative AI solution anytime soon.

Just ask for your circuit board and it's gonna do it.

I don't see that happening.

I think simulation companies like ANSYS are already leveraging really good parts of AI, but machine learning, so they can use their existing software to train ML models that vastly accelerate their simulation tools.

Okay,