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LLMs are trained on public data though.

Less and less now actually. Synthetic data is now being used on most new models as the public data runs out.

I'm sorry, are you suggesting that AIs are being trained on AI-generated data?

What can possibly go wrong?!?

Only if for as long as public data continues to exist.