The solution isn't to create an LLM to debunk the bullshit, it's to a second LLM that will double down on the bullshit so that the onus is on LLM1 to debunk.

LLM1: 8 reasons the moon landing was faked

LLM2: 9 reasons the moon doesn't exist

/sarcasm