“The moment you run LLM generated code, any hallucinated methods will be instantly obvious: you’ll get an error.”
A hallucinated method fails the moment the code runs. The dangerous bugs are the ones that run fine and do the wrong thing. LLM code looks polished, so people test it less. Review it like someone else wrote it, because someone else did.