> Saturday morning, I spent a couple of hours getting my arms around some discovery

It might be worth distinguishing between LLMs as tools for fuzzy-searching hard facts, versus using them to craft logical arguments. [0] The risk-profile and verification difficulty are rather different.

[0] Or, more-precisely, using them to craft a pattern-fitting text artifact, which hopefully maps onto a sane concept when reinterpreted by a human.