What are AI hallucinations and how can they be prevented?

AI hallucinations arise when generative models produce false and contradictory outputs; this creates serious risks such as misinformation in news, forged documents in legal processes, and misleading commands in security contexts, while fully eliminating them would require a fundamental redesign of the current algorithmic foundations.