Why hallucinations appear, why they're predictable in real environments, and what practical techniques teams use to reduce or control them.

You've just asked your AI coding assistant to help refactor a data pipeline. The code it hands back looks clean, reads well, runs well and even includes helpful comments. There's just one problem: the data...