the phrase "[LLM] thinks X is happening" is good chunk of the problem
it didn't. it produced an output, and you hopefully invoked some human judgement before believing it was worth sharing, and you are hopefully expecting to be accountable if that judgement was incorrect (whatever the failure mode)