scientists can take on capability. But we needed focused post-training. Uh cuz at the time and still now, um frontier models cannot be trusted to do real work. They're missing some capability between knowing biology and writing code. And this is exactly extracting scientific insight from real-world data. Unlike code, it which is one constituent component of this work, uh it also involves data analysis and domain reasoning, scientific reasoning.