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LLMs flipping beliefs by arguing both sides

March 28, 2026Andrej Karpathy

Andrej Karpathy describes using an LLM to strengthen his argument, then asking it to argue the opposite and getting fully convinced the other way.

Used an LLM to meticulously improve the argument over 4 hours.
Fun idea let’s ask it to argue the opposite.
LLM demolishes the entire argument and convinces me that the opposite is in fact true.
lol
Andrej Karpathy
LLMsreasoningwriting

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