Here's how you stop AI from hallucinating:
Turn it off.
Because everything they output is a hallucination. Just because sometimes those hallucinations are true to life doesn't mean jack shit. Even a broken clock is right twice a day.
"Only feed it accurate information."
Even that doesn't work because it just mixes and matches every element of its input to generate a new, novel output. Which would inevitably be wrong.