“Models that are really good at coding, they tend to search a code base… That doesn't always work in finance. If you just search for revenue in the documents and you see a number, you can't just assume that's the revenue. You have to see if it all adds up.”

For Clot models, we use ClotCode. Yep. And just to be independent and really understand where the models are. Mhmm. And so that's the first step, is push with the curiosity and see if we can build the first ultra long horizon benchmark for finance workflows, and we did. And now what we're doing is understanding where do those different models stack up, what are the different idiosyncrasies in how these models pursue these tasks. Yeah. So one of the things we noticed is models that are really good at coding, you know, they tend to search a code base. Right? They didn't search a code base to understand it. That doesn't always work in finance. Yeah. If you just search for revenue in the documents Yep. And you see a number, you can't just assume that's the revenue. You have to see if it all adds up.