LLMs are currently capable of level 1, but not capable of level 2. Trust follows what is actually deterministic.
I think the point is determined. No-one can determine what the LLM might do.
:)
Even their fans agree, LLMs are inherently unreliable. The fact some people trust them regardless is due to a deep flaw in human psychology that I believe has not been significantly exploited by any previous tech. There will be tears.
1. Decades of generally reliable systems (I trust my calculator because it always says 1+1=2) has trained people to believe what computers say.
2. LLMs "speak" with great confidence, which has, as you say, a psychological effect.