It's just really exciting to see people for the first time, when they have an agent that can actually do part of their job. 

For AI researchers that didn't have this capability and weights and biases, when we watch them use the agent for the first time and they've got it connected to launch and they say they're in a project maybe they've been working on for a long time where they've been manually doing experiments, all of a sudden they can say, what experiment should I do next? 

Get a good set of answers and say, okay, go ahead and run them. And that's a real aha moment for people. It happens in weights and biases. When we put AI into our product, that's what we see happening. 

Kind of happens in all products. It's really amazing to see when you add this huge amount of intelligence to any existing system, how users kind of level up in what they can do. 

They end up being more like managers and less the executor of their work. We've been doing a lot of research in the cube research.