The High Cost of Poor Labeling: Why One Prompt Line Nearly Tricked a Developer into a Full Rewrite

This case study reveals that AI hallucinations are often triggered by ambiguous context labeling rather than underlying architectural failures. It serves as a critical reminder that even in 'grounded' systems, how metadata is presented can inadvertently override the intended logic of the entire data pipeline.