You could start by reading research on the topic instead of disregarding expert opinion based on your own gut feeling

E.g. https://www.anthropic.com/research/tracing-thoughts-language...

Falsify what? The claim that LLM's are good for olympiad problems?

I'm just an end user who tried to use these "frontier models" to actually solve real olympiad problems. They're useless.