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Alls LLM have this risk but somehow nobody seems to care or they think they can order the LLM to stop with a better prompt.

If it was as simple as telling the LLM not to hallucinate every system prompt would just say "don't hallucinate" and we wouldn't have hallucinations

they did mention that it would make up fake transactions to balance the book

Yes.

Luddite!!!