Honest question: are you a mathematician, and if not how do you go about verifying this type of work?
I am considered a peer by experts in a handful of physical domains. My favorite is complex systems. It's like the jack of trades of domain expertise, i can model almost anything as a complex system and find something interesting about it.
I verify it because I understand it. Some times I make mistakes. AI are tricky. They often get one past me when I am not paying attention like I should.