I also believe that the Scientist AI could even be more capable than the current approach, and that has to do with a number of design features. It is trained to explicitly reason in a structured way about the statements that it's asked to make a prediction over.

Reasoning-oriented models like OpenAI's o1 and GPT-5 show measurable gains over standard models—not only in logic and mathematics but also with interpreting user intent.