I was ahead of engineering at fair. And so I'm not a scientist or PhD myself. Actually, I was maybe the only one without a PhD in this team for the first time. So it's very interesting position because I was involved in many different projects. One of the projects I worked on directly, for instance, was called Tamago Bot. It's an early version of an LLM. Yeah. For a long way, you know, we can say, and so the, I think it was one of the first chat, but that was not driven by rules,. You know, rule based decision tree kind of that is not the pre like learning.

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