Prompt Engineering Isn't Enough: Enforcing Deterministic Boundaries on Probabilistic Workflows

Part I: The Silent Failure Mode There is an expensive failure mode in production LLM pipelines that traditional monitoring often misses. It isn’t a crash, a timeout, or an obvious hallucination. It is