LLMs are the best domain experts, but the curse is that they know too much.

so it takes a domain expert to remove unnecessary things, similar to how stone carvers create by removing material, not adding

Encyclopedic knowledge does not equal expertise, much like raw intellect does not equal wisdom.

Knowing "too much" and not knowing what belongs to the core and what is a secondary detail is exactly a lack of domain expertise.